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Zhang W, Li N, Li J, Zhao Y, Long Y, He C, Zhang C, Li B, Zhao Y, Lai S, Ding W, Gao M, Tan L, Wei X, Yang R, Jiang X. Noninvasive identification of proliferative hepatocellular carcinoma on multiphase dynamic CT: quantitative and LI-RADS lexicon-based evaluation. Eur Radiol 2025; 35:3460-3475. [PMID: 39665988 DOI: 10.1007/s00330-024-11247-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2024] [Revised: 10/20/2024] [Accepted: 11/24/2024] [Indexed: 12/13/2024]
Abstract
OBJECTIVE To identify proliferative hepatocellular carcinoma (HCC) preoperatively using quantitative measurements combined with the updated standard 2021 LI-RADS universal lexicon-based qualitative features on multiphase dynamic CT (MDCT). METHODS We retrospectively analyzed 273 patients (102 proliferative HCCs) who underwent preoperative MDCT with surgically confirmed HCC in two medical centers. Imaging features were evaluated according to the updated 2021 LI-RADS universal lexicon, and quantitative measurements were analyzed. All MDCT findings and clinical factors were compared. Four predictive models (clinical, CT quantitative-clinical, CT qualitative-clinical, and combinational models) were developed and validated in an external cohort for identifying proliferative HCC. ROC analysis was used to assess model performances. All models were tested in a subgroup of patients with a single lesion ≤ 5 cm (n = 124). RESULTS Both the CT quantitative-clinical and CT qualitative-clinical models effectively identified proliferative HCC in the training and external validation cohorts (all AUCs > 0.79). The combinational model, integrating one clinical (AFP ≥ 200 ng/mL), three qualitative (rim arterial phase hyperenhancement (APHE), non-smooth tumor margin, and incomplete or absent capsule), and one quantitative feature (standardized tumor-to-aorta density ratio in portal venous phase ≤ (- 0.13), showed significant improvement in the training cohort (AUC 0.871) and comparable performance in the validation cohort (AUC 0.870). Additionally, AFP ≥ 200 ng/mL and Rim APHE were significantly associated with HCC recurrence (p < 0.05). CONCLUSIONS The combinational model, integrating clinical, CT quantitative, and qualitative features, shows potential for the noninvasively preoperative prediction of proliferative HCC. Further validation is needed to establish its broader clinical utility. KEY POINTS Question Preoperative identification of proliferative HCC could influence patient treatment and prognosis, yet there is no CT-based universally applicable model to identify this subtype. Findings The updated standard 2021 LI-RADS universal lexicon-based features, in combination with quantitative MDCT measurements, could aid in the noninvasive detection of proliferative HCC. Clinical relevance The updated standard 2021 LI-RADS universal lexicon-based CT qualitative features and quantitative measurements may aid in identifying proliferative HCC and tumor recurrence, offering potential guidance for personalized treatment. Further studies are required to assess their generalizability to different clinical scenarios.
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Affiliation(s)
- Wanli Zhang
- Department of Radiology, The Second Affiliated Hospital, School of Medicine, South China University of Technology, Guangzhou, China
- School of Medicine, South China University of Technology, Guangzhou, China
| | - Nan Li
- Department of Radiology, The Second Affiliated Hospital, School of Medicine, South China University of Technology, Guangzhou, China
| | - Jiamin Li
- Department of Radiology, The Second Affiliated Hospital, School of Medicine, South China University of Technology, Guangzhou, China
- School of Medicine, South China University of Technology, Guangzhou, China
| | - Yue Zhao
- Department of Radiology, Central People's Hospital of Zhanjiang, Zhanjiang, China
| | - Yi Long
- Department of Radiology, The Second Affiliated Hospital, School of Medicine, South China University of Technology, Guangzhou, China
- School of Medicine, South China University of Technology, Guangzhou, China
| | - Chutong He
- Medical Imaging Center, Jinan University First Affiliated Hospital, Guangzhou, China
| | - Chuanxian Zhang
- Department of Radiology, The Zhaoqing Hospital of the Third Affiliated Hospital, Sun Yat-sen University, Zhaoqing, China
| | - Bo Li
- Department of Radiology, The First People's Hospital of Foshan, Foshan, China
| | - Yandong Zhao
- Department of Radiology, The Second Affiliated Hospital, School of Medicine, South China University of Technology, Guangzhou, China
- School of Medicine, South China University of Technology, Guangzhou, China
| | - Shengsheng Lai
- School of Medical Equipment, Guangdong Food and Drug Vocational College, Guangzhou, China
| | - Wenshuang Ding
- Department of Pathology, Guangzhou First People's Hospital, Guangzhou, China
| | - Mingyong Gao
- Department of Radiology, The First People's Hospital of Foshan, Foshan, China
| | - Lilian Tan
- Department of Radiology, The Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Xinhua Wei
- Department of Radiology, The Second Affiliated Hospital, School of Medicine, South China University of Technology, Guangzhou, China
- School of Medicine, South China University of Technology, Guangzhou, China
| | - Ruimeng Yang
- Department of Radiology, The Second Affiliated Hospital, School of Medicine, South China University of Technology, Guangzhou, China.
- School of Medicine, South China University of Technology, Guangzhou, China.
| | - Xinqing Jiang
- Department of Radiology, The Second Affiliated Hospital, School of Medicine, South China University of Technology, Guangzhou, China.
- School of Medicine, South China University of Technology, Guangzhou, China.
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Naringrekar H, Costa AF, Lam E, van der Pol CB, Bashir MR, Salameh JP, McInnes MDF. Risk of Bias in Liver Imaging Reporting and Data System Studies Using QUADAS-2. Can Assoc Radiol J 2025; 76:273-286. [PMID: 39412288 DOI: 10.1177/08465371241280874] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2025] Open
Abstract
Purpose: Use a tailored version of the Quality Assessment of Diagnostic Accuracy Studies tool to evaluate risk of bias and applicability across LIRADS related publications. Method: A tailored QUADAS-2 tool was created through consensus approach to assess risk of bias and applicability across 37 LI-RADS related publications. Studies were selected from 2017 to 2022 using the assistance of experienced hospital librarians to search for studies evaluating the diagnostic accuracy of CT, MRI, or contrast-enhanced ultrasound for HCC using LI-RADS through multiple different databases. QUADAS-2 assessments were performed in duplicate and independently by 2 authors with experience using the QUADAS-2 tool. Disagreements were resolved with a third expert reviewer. Consensus QUADAS-2 assessments were tabulated for each domain. Results: Using the tailored QUADAS-2 tool, 31 of the 37 included LI-RADS studies were assessed as high risk of bias, and 9 out of 37 studies demonstrated concerns for applicability. Patient selection (21 out of 37 studies) and flow/timing (24 out of 37 studies) domains demonstrated the highest risk of bias. 6 out of 37 studies in the index domain demonstrated high risk of bias. 2 out of 37 studies showed high risk of bias in the reference standard domain. Conclusion: A significant proportion of LI-RADS research is at risk of bias with concerns for applicability. Identifying risk of bias in such research is essential to recognize limitations of a study that may affect the validity of the results. Areas for improvement in LI-RADS research include reducing selection bias, avoiding inappropriate exclusions, and decreasing verification bias.
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Affiliation(s)
- Haresh Naringrekar
- Department of Radiology, Thomas Jefferson University Hospitals, Philadelphia, PA, USA
| | - Andreu F Costa
- Queen Elizabeth II Health Sciences Centre and Dalhousie University, Halifax, NS, Canada
| | - Eric Lam
- Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Christian B van der Pol
- Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, ON, Canada
| | - Mustafa R Bashir
- Departments of Radiology and Medicine, Duke University Medical Center, Durham, NC, USA
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Liang Y, Han X, Zhou T, Xiao C, Shi C, Wei X, Wu H. Diagnostic model using LI-RADS v2018 for predicting early recurrence of microvascular invasion-negative solitary hepatocellular carcinoma. Cancer Imaging 2025; 25:46. [PMID: 40165325 PMCID: PMC11956464 DOI: 10.1186/s40644-025-00865-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2024] [Accepted: 03/17/2025] [Indexed: 04/02/2025] Open
Abstract
OBJECTIVES To develop a diagnostic model for predicting the early recurrence of microvascular invasion (MVI)-negative hepatocellular carcinoma (HCC) after surgical resection, using the Liver Imaging Reporting and Data System (LI-RADS) version 2018. METHODS This retrospective study included 73 patients with MVI-negative HCC who underwent Gadoxetic acid-enhanced MRI (EOB-MRI) scanning before surgical resection. The clinical factors and LI-RADS v2018 MRI features associated with early recurrence were determined using univariable and multivariable analyses. A diagnostic model predicting early recurrence after surgical resection was developed, and its predictive ability was evaluated via a receiver operating characteristic curve. Then, the recurrence-free survival (RFS) rates were analyzed by Kaplan-Meier method. RESULTS In total, 26 (35.6%) patients were diagnosed with early recurrence according to the follow-up results. Infiltrative appearance and targetoid hepatobiliary phase (HBP) appearance were independent predictors associated with early recurrence (p < 0.05). For the established diagnostic model that incorporated these two significant predictors, the AUC value was 0.76 (95% CI: 0.64-0.85) for predicting early recurrence after resection, which was higher than the infiltrative appearance (AUC: 0.67, 95% CI: 0.55-0.78, p = 0.019) and targetoid HBP appearance (AUC: 0.68, 95% CI:0.57-0.79, p = 0.028). In the RFS analysis, patients with infiltrative appearance and targetoid HBP appearance showed significantly lower RFS rates than those without infiltrative appearance (2-year RFS rate, 48.0% vs. 72.0%; p = 0.009) and targetoid HBP appearance (2-year RFS rate, 60.0% vs. 35.0%; p = 0.003). CONCLUSION An EOB-MRI model based on infiltrative appearance and targetoid HBP appearance showed good performance in predicting early recurrence of HCC after surgery, which may provide personalized guidance for clinical treatment decisions in patients with MVI-negative HCC.
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Affiliation(s)
- Yingying Liang
- Department of Radiology, Guangzhou First People's Hospital, Guangzhou Medical University, School of Medicine, South China University of Technology, 1Panfu Road, Guangzhou, Guangdong Province, 510180, China
- Department of Radiology, The First Affiliated Hospital of Jinan University, Huangpudadaoxi, Guangzhou, Guangdong Province, 510630, China
| | - Xiaorui Han
- Department of Radiology, Guangzhou First People's Hospital, Guangzhou Medical University, School of Medicine, South China University of Technology, 1Panfu Road, Guangzhou, Guangdong Province, 510180, China
| | - Tingwen Zhou
- Department of Radiology, Guangzhou First People's Hospital, Guangzhou Medical University, School of Medicine, South China University of Technology, 1Panfu Road, Guangzhou, Guangdong Province, 510180, China
| | - Chuyin Xiao
- Department of Radiology, Guangzhou First People's Hospital, Guangzhou Medical University, School of Medicine, South China University of Technology, 1Panfu Road, Guangzhou, Guangdong Province, 510180, China
| | - Changzheng Shi
- Department of Radiology, The First Affiliated Hospital of Jinan University, Huangpudadaoxi, Guangzhou, Guangdong Province, 510630, China
| | - Xinhua Wei
- Department of Radiology, Guangzhou First People's Hospital, Guangzhou Medical University, School of Medicine, South China University of Technology, 1Panfu Road, Guangzhou, Guangdong Province, 510180, China
| | - Hongzhen Wu
- Department of Radiology, Guangzhou First People's Hospital, Guangzhou Medical University, School of Medicine, South China University of Technology, 1Panfu Road, Guangzhou, Guangdong Province, 510180, China.
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Pei J, Wang L, Li H. Development of a Better Nomogram for Prediction of Preoperative Microvascular Invasion and Postoperative Prognosis in Hepatocellular Carcinoma Patients: A Comparison Study. J Comput Assist Tomogr 2025; 49:9-22. [PMID: 38663025 PMCID: PMC11801467 DOI: 10.1097/rct.0000000000001618] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Accepted: 02/26/2024] [Indexed: 01/19/2025]
Abstract
OBJECTIVE Personalized precision medicine can be facilitated by clinically available preoperative microvascular invasion (MVI) prediction models that are reliable and postoperative MVI pathological grade-related recurrence prediction models that are accurate. In this study, we aimed to compare different mathematical models to derive the best preoperative prediction and postoperative recurrence prediction models for MVI. METHODS A total of 143 patients with hepatocellular carcinoma (HCC) whose clinical, laboratory, imaging, and pathological data were available were included in the analysis. Logistic regression, Cox proportional hazards regression, LASSO regression with 10-fold cross-validation, stepwise regression, and random forest methods were used for variable screening and predictive modeling. The accuracy and validity of seven preoperative MVI prediction models and five postoperative recurrence prediction models were compared in terms of C-index, net reclassification improvement, and integrated discrimination improvement. RESULTS Multivariate logistic regression analysis revealed that a preoperative nomogram model with the variables cirrhosis diagnosis, alpha-fetoprotein > 400, and diameter, shape, and number of lesions can predict MVI in patients with HCC reliably. Postoperatively, a nomogram model with MVI grade, number of lesions, capsule involvement status, macrovascular invasion, and shape as the variables was selected after LASSO regression and 10-fold cross-validation analysis to accurately predict the prognosis for different MVI grades. The number and shape of the lesions were the most common predictors of MVI preoperatively and recurrence postoperatively. CONCLUSIONS Our study identified the best statistical approach for the prediction of preoperative MVI as well as postoperative recurrence in patients with HCC based on clinical, imaging, and laboratory tests results. This could expedite preoperative treatment decisions and facilitate postoperative management.
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Adamo RG, Lam E, Salameh JP, van der Pol CB, Goins SM, Dawit H, Costa AF, Levis B, Singal AG, Chernyak V, Sirlin CB, Bashir MR, Tang A, Alhasan A, Allen BC, Reiner CS, Clarke C, Ludwig DR, Cerny M, Wang J, Hyun Choi S, Fraum TJ, Song B, Joo I, Yeon Kim S, Kwon H, Jiang H, Kang HJ, Kierans AS, Kim YY, Ronot M, Podgórska J, Rosiak G, Soo Song J, McInnes MDF. Do Risk Factors for HCC Impact the Association of CT/MRI LIRADS Major Features With HCC? An Individual Participant Data Meta-Analysis. Can Assoc Radiol J 2024:8465371241306297. [PMID: 39733353 DOI: 10.1177/08465371241306297] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2024] Open
Abstract
Background: Guidelines suggest the Liver Imaging Reporting and Data System (LI-RADS) may not be applicable for some populations at risk for hepatocellular carcinoma (HCC). However, data assessing the association of HCC risk factors with LI-RADS major features are lacking. Purpose: To evaluate whether the association between HCC risk factors and each CT/MRI LI-RADS major feature differs among individuals at-risk for HCC. Methods: Databases (MEDLINE, Embase, Cochrane Central Register of Controlled Trials, and Scopus) were searched from 2014 to 2022. Individual participant data (IPD) were extracted from studies evaluating HCC diagnosis using CT/MRI LI-RADS and reporting HCC risk factors. IPD from studies were pooled and modelled with one-stage meta-regressions. Interactions were assessed between major features and HCC risk factors, including age, sex, cirrhosis, chronic hepatitis B virus (HBV), and study location. A mixed effects model that included the major features, as well as separate models that included interactions between each risk factor and each major feature, were fit. Differences in interactions across levels of each risk factor were calculated using adjusted odds-ratios (ORs), 95% confidence-intervals (CI), and z-tests. Risk of bias was assessed using QUADAS-2. (Protocol: https://osf.io/tdv7j/). Results: Across 23 studies (2958 patients and 3553 observations), the associations between LI-RADS major features and HCC were consistent across several HCC risk factors (P-value range: .09-.99). A sensitivity analysis among the 4 studies with a low risk of bias did not differ from the primary analysis. Conclusion: The association between CT/MRI LI-RADS major features and HCC risk factors do not significantly differ in individuals at-risk for HCC. These findings suggest that CT/MR LI-RADS should be applied to all patients considered at risk by LI-RADS without modification or exclusions, regardless of the presence or absence of the risk factors evaluated in this study.
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Affiliation(s)
- Robert G Adamo
- Faculty of Medicine at The University of Ottawa, Ottawa, ON, Canada
| | - Eric Lam
- Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | | | - Christian B van der Pol
- Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, ON, Canada
| | | | - Haben Dawit
- Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Andreu F Costa
- Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Halifax, NS, Canada
| | - Brooke Levis
- Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, QC, Canada
| | - Amit G Singal
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Victoria Chernyak
- Department of Radiology, Columbia University Irving Medical Center, New York, NY, USA
| | - Claude B Sirlin
- Liver Imaging Group, Department of Radiology, UC San Diego, La Jolla, CA, USA
| | - Mustafa R Bashir
- Departments of Radiology and Medicine, Duke University Medical Center, Durham, NC, USA
- Center for Advanced Magnetic Resonance Development, Duke University Medical Center, Durham, NC, USA
- Department of Radiology, University of North Carolina, Chapel Hill, NC, USA
| | - An Tang
- Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, QC, Canada
| | - Ayman Alhasan
- Department of Radiology, College of Medicine, Taibah University, Medina, Saudi Arabia
- Department of Radiology, King Faisal Specialist Hospital and Research Centre, Medina, Saudi Arabia
| | - Brian C Allen
- Department of Radiology, Duke University Medical Center, Durham, NC, USA
| | - Caecilia S Reiner
- Institute of Diagnostic and Interventional Radiology, University Hospital Zurich, Zurich, Switzerland
| | - Christopher Clarke
- Department of Radiology, Nottingham University Hospitals NHS Trust, Nottingham, UK
| | - Daniel R Ludwig
- Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA
| | - Milena Cerny
- Centre de Recherche du Centre Hospitalier de l'Université de Montréal, Montreal, QC, Canada
| | - Jin Wang
- Department of Radiology, The Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, Guangdong, P.R. China
| | - Sang Hyun Choi
- Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - Tyler J Fraum
- Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA
| | - Bin Song
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Ijin Joo
- Department of Radiology, Seoul National University College of Medicine, Jongno-gu, Seoul, South Korea
| | - So Yeon Kim
- Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - Heejin Kwon
- Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Seogu, Busan, South Korea
| | - Hanyu Jiang
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Hyo-Jin Kang
- Department of Radiology, Seoul National University Hospital, Seoul, South Korea
| | | | - Yeun-Yoon Kim
- Department of Radiology, Severance Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Maxime Ronot
- Department of Radiology, Hôpital Beaujon, APHP.Nord, Clichy & Université Paris Cité, CRI UMR 1149, Paris, France
| | - Joanna Podgórska
- 2nd Radiology Department, Warsaw Medical University, Warsaw, Poland
| | - Grzegorz Rosiak
- 2nd Radiology Department, Warsaw Medical University, Warsaw, Poland
| | - Ji Soo Song
- Department of Radiology, Jeonbuk National University Medical School and Hospital, Jeonju, Jeonbuk, South Korea
| | - Matthew D F McInnes
- Rm c-159 Departments of Radiology and Epidemiology, University of Ottawa, Ottawa, ON, Canada
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Wang F, Numata K, Funaoka A, Kumamoto T, Takeda K, Chuma M, Nozaki A, Ruan L, Maeda S. Construction of a nomogram combining CEUS and MRI imaging for preoperative diagnosis of microvascular invasion in hepatocellular carcinoma. Eur J Radiol Open 2024; 13:100587. [PMID: 39070064 PMCID: PMC11279689 DOI: 10.1016/j.ejro.2024.100587] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2024] [Revised: 06/22/2024] [Accepted: 06/30/2024] [Indexed: 07/30/2024] Open
Abstract
Purpose To use Sonazoid contrast-enhanced ultrasound (S-CEUS) and Gadolinium-Ethoxybenzyl-Diethylenetriamine Penta-Acetic Acid magnetic-resonance imaging (EOB-MRI), exploring a non-invasive preoperative diagnostic strategy for microvascular invasion (MVI) of hepatocellular carcinoma (HCC). Methods 111 newly developed HCC cases were retrospectively collected. Both S-CEUS and EOB-MRI examinations were performed within one month of hepatectomy. The following indicators were investigated: size; vascularity in three phases of S-CEUS; margin, signal intensity, and peritumoral wedge shape in EOB-MRI; tumoral homogeneity, presence and integrity of the tumoral capsule in S-CEUS or EOB-MRI; presence of branching enhancement in S-CEUS; baseline clinical and serological data. The least absolute shrinkage and selection operator regression and multivariate logistic regression analysis were applied to optimize feature selection for the model. A nomogram for MVI was developed and verified by bootstrap resampling. Results Of the 16 variables we included, wedge and margin in HBP of EOB-MRI, capsule integrity in AP or HBP/PVP images of EOB-MRI/S-CEUS, and branching enhancement in AP of S-CEUS were identified as independent risk factors for MVI and incorporated into construction of the nomogram. The nomogram achieved an excellent diagnostic efficiency with an area under the curve of 0.8434 for full data training set and 0.7925 for bootstrapping validation set for 500 repetitions. In evaluating the nomogram, Hosmer-Lemeshow test for training set exhibited a good model fit with P > 0.05. Decision curve analysis of nomogram model yielded excellent clinical net benefit with a wide range (5-80 % and 85-94 %) of risk threshold. Conclusions The MVI Nomogram established in this study may provide a strategy for optimizing the preoperative diagnosis of MVI, which in turn may improve the treatment and prognosis of MVI-related HCC.
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Affiliation(s)
- Feiqian Wang
- Ultrasound Department, The First Affiliated Hospital of Xi’an Jiaotong University, No. 277 West Yanta Road, Xi’an, Shaanxi 710061, PR China
- Gastroenterological Center, Yokohama City University Medical Center, 4-57 Urafune-cho, Minami-ku, Yokohama, Kanagawa 232-0024, Japan
| | - Kazushi Numata
- Gastroenterological Center, Yokohama City University Medical Center, 4-57 Urafune-cho, Minami-ku, Yokohama, Kanagawa 232-0024, Japan
| | - Akihiro Funaoka
- Gastroenterological Center, Yokohama City University Medical Center, 4-57 Urafune-cho, Minami-ku, Yokohama, Kanagawa 232-0024, Japan
| | - Takafumi Kumamoto
- Gastroenterological Center, Yokohama City University Medical Center, 4-57 Urafune-cho, Minami-ku, Yokohama, Kanagawa 232-0024, Japan
| | - Kazuhisa Takeda
- Gastroenterological Center, Yokohama City University Medical Center, 4-57 Urafune-cho, Minami-ku, Yokohama, Kanagawa 232-0024, Japan
| | - Makoto Chuma
- Gastroenterological Center, Yokohama City University Medical Center, 4-57 Urafune-cho, Minami-ku, Yokohama, Kanagawa 232-0024, Japan
| | - Akito Nozaki
- Gastroenterological Center, Yokohama City University Medical Center, 4-57 Urafune-cho, Minami-ku, Yokohama, Kanagawa 232-0024, Japan
| | - Litao Ruan
- Ultrasound Department, The First Affiliated Hospital of Xi’an Jiaotong University, No. 277 West Yanta Road, Xi’an, Shaanxi 710061, PR China
| | - Shin Maeda
- Division of Gastroenterology, Yokohama City University Graduate School of Medicine, 3-9 Fukuura, Kanazawa-ku, Yokohama, Kanagawa 236-0004, Japan
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Harmath C. Hepatocellular Carcinoma: The Meaning of Intratumoral Fat Patterns in Different Patient Populations. Radiology 2024; 313:e242740. [PMID: 39499176 DOI: 10.1148/radiol.242740] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2024]
Affiliation(s)
- Carla Harmath
- From the Department of Radiology, Section of Abdominal Imaging, University of Chicago Medicine, 5841 S Maryland Ave, Rm Q202, Chicago, IL 60637
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Jiang H, Cannella R, Wu Z, Beaufrère A, Dioguardi Burgio M, Sartoris R, Wang Y, Qin Y, Chen J, Chen Y, Chen W, Shi Y, Song B, Ronot M. Prognostic Implications of MRI-assessed Intratumoral Fat in Hepatocellular Carcinoma: An Asian and European Cohort Study. Radiology 2024; 313:e233471. [PMID: 39499179 DOI: 10.1148/radiol.233471] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2024]
Abstract
Background The clinicopathologic-radiologic and prognostic characteristics of intratumoral fat in hepatocellular carcinoma (HCC) are critical for personalized treatment but remain understudied. Purpose To investigate the clinicopathologic-radiologic associations and prognostic implications of MRI-assessed intratumoral fat in HCCs. Materials and Methods This retrospective cohort study included consecutive adult patients who underwent resection for solitary HCCs and preoperative contrast-enhanced MRI from two tertiary-care hospitals in East Asia (March 2011 to December 2021) and Western Europe (September 2012 to December 2019). MRI scans were independently evaluated by three radiologists at each hospital. Based on Liver Imaging Reporting and Data System (LI-RADS) version 2018, intratumoral fat was defined as "fat in mass more than adjacent liver," and the homogeneous subtype was defined as intratumoral fat "in absence of mosaic and nodule-in-nodule architecture." Recurrence-free survival (RFS) and overall survival (OS) were estimated using the Kaplan-Meier method and compared using the log-rank test. Cox regression analyses were conducted to identify factors associated with RFS and OS. Results A total of 933 patients were included in the Asian (n = 736; median age, 53 years [IQR, 45-62 years]; 626 male) and European (n = 207; median age, 64 years [IQR, 55-70 years]; 161 male) cohorts. MRI-assessed intratumoral fat was detected in 30% (215 of 726) and 31% (64 of 207) of patients in the Asian and European cohorts, respectively (P = .72). In both cohorts, the steatohepatitic subtype, nonperipheral washout, enhancing capsule, and mosaic architecture were more frequent in tumors with intratumoral fat (P value range, <.001 to .04). Intratumoral fat in general was not associated with RFS or OS in either cohort (P value range, .48-.97). However, in the Asian cohort, homogeneous intratumoral fat was associated with longer RFS (hazard ratio [HR], 0.60; P = .009) and OS (HR, 0.33; P = .008) in multivariable Cox regression analyses. Conclusion MRI-assessed intratumoral fat was more frequent in steatohepatitic HCCs and associated with nonperipheral washout, enhancing capsule, and mosaic architecture. Although intratumoral fat was generally nonprognostic, homogeneous intratumoral fat was associated with longer RFS and OS in the Asian cohort. Published under a CC BY 4.0 license. Supplemental material is available for this article. See also the editorial by Harmath in this issue.
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Affiliation(s)
- Hanyu Jiang
- From the Department of Radiology, Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China (H.J., Y.W., Y.Q., J.C., Y.C., W.C., B.S.); Université Paris Cité, UMR 1149, CRI, Paris & Service de Radiologie, Hôpital Beaujon, APHP.Nord, Clichy 92110, France (R.C., M.D.B., R.S., M.R.); Department of Biomedicine, Neuroscience and Advanced Diagnostics, University of Palermo, Palermo, Italy (R.C.); Laboratory of Pathology, Key Laboratory of Transplant Engineering and Immunology, NHC, West China Hospital, Sichuan University, Chengdu, China (Z.W., Y.S.); Université Paris CIté, CRI, INSERM UMR 1149, Paris & Department of Pathology, FHU MOSAIC, AP-HP.Nord, Beaujon Hospital, Clichy, France (A.B.); and Department of Radiology, Sanya People's Hospital, Sanya, China (B.S.)
| | - Roberto Cannella
- From the Department of Radiology, Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China (H.J., Y.W., Y.Q., J.C., Y.C., W.C., B.S.); Université Paris Cité, UMR 1149, CRI, Paris & Service de Radiologie, Hôpital Beaujon, APHP.Nord, Clichy 92110, France (R.C., M.D.B., R.S., M.R.); Department of Biomedicine, Neuroscience and Advanced Diagnostics, University of Palermo, Palermo, Italy (R.C.); Laboratory of Pathology, Key Laboratory of Transplant Engineering and Immunology, NHC, West China Hospital, Sichuan University, Chengdu, China (Z.W., Y.S.); Université Paris CIté, CRI, INSERM UMR 1149, Paris & Department of Pathology, FHU MOSAIC, AP-HP.Nord, Beaujon Hospital, Clichy, France (A.B.); and Department of Radiology, Sanya People's Hospital, Sanya, China (B.S.)
| | - Zhenru Wu
- From the Department of Radiology, Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China (H.J., Y.W., Y.Q., J.C., Y.C., W.C., B.S.); Université Paris Cité, UMR 1149, CRI, Paris & Service de Radiologie, Hôpital Beaujon, APHP.Nord, Clichy 92110, France (R.C., M.D.B., R.S., M.R.); Department of Biomedicine, Neuroscience and Advanced Diagnostics, University of Palermo, Palermo, Italy (R.C.); Laboratory of Pathology, Key Laboratory of Transplant Engineering and Immunology, NHC, West China Hospital, Sichuan University, Chengdu, China (Z.W., Y.S.); Université Paris CIté, CRI, INSERM UMR 1149, Paris & Department of Pathology, FHU MOSAIC, AP-HP.Nord, Beaujon Hospital, Clichy, France (A.B.); and Department of Radiology, Sanya People's Hospital, Sanya, China (B.S.)
| | - Aurélie Beaufrère
- From the Department of Radiology, Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China (H.J., Y.W., Y.Q., J.C., Y.C., W.C., B.S.); Université Paris Cité, UMR 1149, CRI, Paris & Service de Radiologie, Hôpital Beaujon, APHP.Nord, Clichy 92110, France (R.C., M.D.B., R.S., M.R.); Department of Biomedicine, Neuroscience and Advanced Diagnostics, University of Palermo, Palermo, Italy (R.C.); Laboratory of Pathology, Key Laboratory of Transplant Engineering and Immunology, NHC, West China Hospital, Sichuan University, Chengdu, China (Z.W., Y.S.); Université Paris CIté, CRI, INSERM UMR 1149, Paris & Department of Pathology, FHU MOSAIC, AP-HP.Nord, Beaujon Hospital, Clichy, France (A.B.); and Department of Radiology, Sanya People's Hospital, Sanya, China (B.S.)
| | - Marco Dioguardi Burgio
- From the Department of Radiology, Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China (H.J., Y.W., Y.Q., J.C., Y.C., W.C., B.S.); Université Paris Cité, UMR 1149, CRI, Paris & Service de Radiologie, Hôpital Beaujon, APHP.Nord, Clichy 92110, France (R.C., M.D.B., R.S., M.R.); Department of Biomedicine, Neuroscience and Advanced Diagnostics, University of Palermo, Palermo, Italy (R.C.); Laboratory of Pathology, Key Laboratory of Transplant Engineering and Immunology, NHC, West China Hospital, Sichuan University, Chengdu, China (Z.W., Y.S.); Université Paris CIté, CRI, INSERM UMR 1149, Paris & Department of Pathology, FHU MOSAIC, AP-HP.Nord, Beaujon Hospital, Clichy, France (A.B.); and Department of Radiology, Sanya People's Hospital, Sanya, China (B.S.)
| | - Riccardo Sartoris
- From the Department of Radiology, Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China (H.J., Y.W., Y.Q., J.C., Y.C., W.C., B.S.); Université Paris Cité, UMR 1149, CRI, Paris & Service de Radiologie, Hôpital Beaujon, APHP.Nord, Clichy 92110, France (R.C., M.D.B., R.S., M.R.); Department of Biomedicine, Neuroscience and Advanced Diagnostics, University of Palermo, Palermo, Italy (R.C.); Laboratory of Pathology, Key Laboratory of Transplant Engineering and Immunology, NHC, West China Hospital, Sichuan University, Chengdu, China (Z.W., Y.S.); Université Paris CIté, CRI, INSERM UMR 1149, Paris & Department of Pathology, FHU MOSAIC, AP-HP.Nord, Beaujon Hospital, Clichy, France (A.B.); and Department of Radiology, Sanya People's Hospital, Sanya, China (B.S.)
| | - Yanshu Wang
- From the Department of Radiology, Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China (H.J., Y.W., Y.Q., J.C., Y.C., W.C., B.S.); Université Paris Cité, UMR 1149, CRI, Paris & Service de Radiologie, Hôpital Beaujon, APHP.Nord, Clichy 92110, France (R.C., M.D.B., R.S., M.R.); Department of Biomedicine, Neuroscience and Advanced Diagnostics, University of Palermo, Palermo, Italy (R.C.); Laboratory of Pathology, Key Laboratory of Transplant Engineering and Immunology, NHC, West China Hospital, Sichuan University, Chengdu, China (Z.W., Y.S.); Université Paris CIté, CRI, INSERM UMR 1149, Paris & Department of Pathology, FHU MOSAIC, AP-HP.Nord, Beaujon Hospital, Clichy, France (A.B.); and Department of Radiology, Sanya People's Hospital, Sanya, China (B.S.)
| | - Yun Qin
- From the Department of Radiology, Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China (H.J., Y.W., Y.Q., J.C., Y.C., W.C., B.S.); Université Paris Cité, UMR 1149, CRI, Paris & Service de Radiologie, Hôpital Beaujon, APHP.Nord, Clichy 92110, France (R.C., M.D.B., R.S., M.R.); Department of Biomedicine, Neuroscience and Advanced Diagnostics, University of Palermo, Palermo, Italy (R.C.); Laboratory of Pathology, Key Laboratory of Transplant Engineering and Immunology, NHC, West China Hospital, Sichuan University, Chengdu, China (Z.W., Y.S.); Université Paris CIté, CRI, INSERM UMR 1149, Paris & Department of Pathology, FHU MOSAIC, AP-HP.Nord, Beaujon Hospital, Clichy, France (A.B.); and Department of Radiology, Sanya People's Hospital, Sanya, China (B.S.)
| | - Jie Chen
- From the Department of Radiology, Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China (H.J., Y.W., Y.Q., J.C., Y.C., W.C., B.S.); Université Paris Cité, UMR 1149, CRI, Paris & Service de Radiologie, Hôpital Beaujon, APHP.Nord, Clichy 92110, France (R.C., M.D.B., R.S., M.R.); Department of Biomedicine, Neuroscience and Advanced Diagnostics, University of Palermo, Palermo, Italy (R.C.); Laboratory of Pathology, Key Laboratory of Transplant Engineering and Immunology, NHC, West China Hospital, Sichuan University, Chengdu, China (Z.W., Y.S.); Université Paris CIté, CRI, INSERM UMR 1149, Paris & Department of Pathology, FHU MOSAIC, AP-HP.Nord, Beaujon Hospital, Clichy, France (A.B.); and Department of Radiology, Sanya People's Hospital, Sanya, China (B.S.)
| | - Yidi Chen
- From the Department of Radiology, Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China (H.J., Y.W., Y.Q., J.C., Y.C., W.C., B.S.); Université Paris Cité, UMR 1149, CRI, Paris & Service de Radiologie, Hôpital Beaujon, APHP.Nord, Clichy 92110, France (R.C., M.D.B., R.S., M.R.); Department of Biomedicine, Neuroscience and Advanced Diagnostics, University of Palermo, Palermo, Italy (R.C.); Laboratory of Pathology, Key Laboratory of Transplant Engineering and Immunology, NHC, West China Hospital, Sichuan University, Chengdu, China (Z.W., Y.S.); Université Paris CIté, CRI, INSERM UMR 1149, Paris & Department of Pathology, FHU MOSAIC, AP-HP.Nord, Beaujon Hospital, Clichy, France (A.B.); and Department of Radiology, Sanya People's Hospital, Sanya, China (B.S.)
| | - Weixia Chen
- From the Department of Radiology, Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China (H.J., Y.W., Y.Q., J.C., Y.C., W.C., B.S.); Université Paris Cité, UMR 1149, CRI, Paris & Service de Radiologie, Hôpital Beaujon, APHP.Nord, Clichy 92110, France (R.C., M.D.B., R.S., M.R.); Department of Biomedicine, Neuroscience and Advanced Diagnostics, University of Palermo, Palermo, Italy (R.C.); Laboratory of Pathology, Key Laboratory of Transplant Engineering and Immunology, NHC, West China Hospital, Sichuan University, Chengdu, China (Z.W., Y.S.); Université Paris CIté, CRI, INSERM UMR 1149, Paris & Department of Pathology, FHU MOSAIC, AP-HP.Nord, Beaujon Hospital, Clichy, France (A.B.); and Department of Radiology, Sanya People's Hospital, Sanya, China (B.S.)
| | - Yujun Shi
- From the Department of Radiology, Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China (H.J., Y.W., Y.Q., J.C., Y.C., W.C., B.S.); Université Paris Cité, UMR 1149, CRI, Paris & Service de Radiologie, Hôpital Beaujon, APHP.Nord, Clichy 92110, France (R.C., M.D.B., R.S., M.R.); Department of Biomedicine, Neuroscience and Advanced Diagnostics, University of Palermo, Palermo, Italy (R.C.); Laboratory of Pathology, Key Laboratory of Transplant Engineering and Immunology, NHC, West China Hospital, Sichuan University, Chengdu, China (Z.W., Y.S.); Université Paris CIté, CRI, INSERM UMR 1149, Paris & Department of Pathology, FHU MOSAIC, AP-HP.Nord, Beaujon Hospital, Clichy, France (A.B.); and Department of Radiology, Sanya People's Hospital, Sanya, China (B.S.)
| | - Bin Song
- From the Department of Radiology, Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China (H.J., Y.W., Y.Q., J.C., Y.C., W.C., B.S.); Université Paris Cité, UMR 1149, CRI, Paris & Service de Radiologie, Hôpital Beaujon, APHP.Nord, Clichy 92110, France (R.C., M.D.B., R.S., M.R.); Department of Biomedicine, Neuroscience and Advanced Diagnostics, University of Palermo, Palermo, Italy (R.C.); Laboratory of Pathology, Key Laboratory of Transplant Engineering and Immunology, NHC, West China Hospital, Sichuan University, Chengdu, China (Z.W., Y.S.); Université Paris CIté, CRI, INSERM UMR 1149, Paris & Department of Pathology, FHU MOSAIC, AP-HP.Nord, Beaujon Hospital, Clichy, France (A.B.); and Department of Radiology, Sanya People's Hospital, Sanya, China (B.S.)
| | - Maxime Ronot
- From the Department of Radiology, Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China (H.J., Y.W., Y.Q., J.C., Y.C., W.C., B.S.); Université Paris Cité, UMR 1149, CRI, Paris & Service de Radiologie, Hôpital Beaujon, APHP.Nord, Clichy 92110, France (R.C., M.D.B., R.S., M.R.); Department of Biomedicine, Neuroscience and Advanced Diagnostics, University of Palermo, Palermo, Italy (R.C.); Laboratory of Pathology, Key Laboratory of Transplant Engineering and Immunology, NHC, West China Hospital, Sichuan University, Chengdu, China (Z.W., Y.S.); Université Paris CIté, CRI, INSERM UMR 1149, Paris & Department of Pathology, FHU MOSAIC, AP-HP.Nord, Beaujon Hospital, Clichy, France (A.B.); and Department of Radiology, Sanya People's Hospital, Sanya, China (B.S.)
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Huang Z, Zhu RH, Li SS, Luo HC, Li KY. Comparison of Sonazoid-Contrast‑Enhanced Ultrasound and Gd‑EOB‑DTPA‑Enhanced MRI for Predicting Microvascular Invasion in Hepatocellular Carcinoma. ULTRASOUND IN MEDICINE & BIOLOGY 2024; 50:1339-1345. [PMID: 38824054 DOI: 10.1016/j.ultrasmedbio.2024.05.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/23/2024] [Revised: 04/24/2024] [Accepted: 05/07/2024] [Indexed: 06/03/2024]
Abstract
OBJECTIVE This study aims to evaluate and compare the predictive accuracy of Sonazoid-contrast-enhanced ultrasound (CEUS) and Gd-EOB-DTPA-enhanced MRI for detecting microvascular invasion (MVI) in hepatocellular carcinoma (HCC). METHODS In this single-center prospective study, we included 64 patients with histopathologically confirmed single HCC lesions. Based on post-operative pathologic data, patients were categorized into two groups: those with MVI (n = 21) and those without MVI (n = 43). The diagnostic efficacy of CEUS was compared with that of MRI in predicting MVI. RESULTS Multifactorial analysis revealed that US features (tumor size > 4.35 cm, peritumoral enhancement, post-vascular ring enhancement, peak energy in the arterial phase of the difference between the margin area of HCC and distal liver parenchyma <-1.0 × 106 a.u), MRI features (rim enhancement, irregular tumor margin, and the halo sign) were all independent predictors of MVI (p < 0.05). The sensitivity and specificity of CEUS features in predicting MVI ranged from 61.9% to 86.4% and from 42.9% to 71.4%, respectively. For MRI features, the sensitivity and specificity ranged from 33.3% to 76.3% and from 54.7% to 90.5%, respectively. No statistically significant differences were observed in the area under the curve between CEUS and MRI (p > 0.05). Notably, peak energy of the difference showed the highest sensitivity at 86.4%, while the halo sign in MRI exhibited the highest specificity at 90.5%. CONCLUSION Sonazoid-CEUS and Gd-EOB-DTPA-enhanced MRI demonstrate potential in predicting MVI in HCC lesions. Notably, CEUS showed higher sensitivity, whereas MRI displayed greater specificity in predicting MVI.
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Affiliation(s)
- Zhe Huang
- Department of Medical Ultrasound, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan City, Hubei Province, China
| | - Rong-Hua Zhu
- Institute of Hepato-Pancreato-Bililary Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan City, Hubei Province, China
| | - Shan-Shan Li
- Department of Medical Ultrasound, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan City, Hubei Province, China
| | - Hong-Chang Luo
- Department of Medical Ultrasound, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan City, Hubei Province, China
| | - Kai-Yan Li
- Department of Medical Ultrasound, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan City, Hubei Province, China.
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10
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Feng B, Wang L, Zhu Y, Ma X, Cong R, Cai W, Liu S, Hu J, Wang S, Zhao X. The Value of LI-RADS and Radiomic Features from MRI for Predicting Microvascular Invasion in Hepatocellular Carcinoma within 5 cm. Acad Radiol 2024; 31:2381-2390. [PMID: 38199902 DOI: 10.1016/j.acra.2023.12.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Revised: 11/24/2023] [Accepted: 12/01/2023] [Indexed: 01/12/2024]
Abstract
RATIONALE AND OBJECTIVES To explore and compare the performance of LI-RADS® and radiomics from multiparametric MRI in predicting microvascular invasion (MVI) preoperatively in patients with solitary hepatocellular carcinoma (HCC)< 5 cm. METHODS We enrolled 143 patients with pathologically proven HCC and randomly stratified them into training (n = 100) and internal validation (n = 43) cohorts. Besides, 53 patients were enrolled to constitute an independent test cohort. Clinical factors and imaging features, including LI-RADS and three other features (non-smooth margin, incomplete capsule, and two-trait predictor of venous invasion), were reviewed and analyzed. Radiomic features from four MRI sequences were extracted. The independent clinic-imaging (clinical) and radiomics model for MVI-prediction were constructed by logistic regression and AdaBoost respectively. And the clinic-radiomics combined model was further constructed by logistic regression. We assessed the model discrimination, calibration, and clinical usefulness by using the area under the receiver operating characteristic curve (AUC), calibration curve, and decision-curve analysis respectively. RESULTS Incomplete tumor capsule, corona enhancement, and radiomic features were related to MVI in solitary HCC<5 cm. The clinical model achieved AUC of 0.694/0.661 (training/internal validation). The single-sequence-based radiomic model's AUCs were 0.753-0.843/0.698-0.767 (training/internal validation). The combination model exhibited superior diagnostic performance to the clinical model (AUC: 0.895/0.848 [training/ internal validation]) and yielded an AUC of 0.858 in an independent test cohort. CONCLUSION Incomplete tumor capsule and corona enhancement on preoperative MRI were significantly related to MVI in solitary HCC<5 cm. Multiple-sequence radiomic features potentially improve MVI-prediction-model performance, which could potentially help determining HCC's appropriate therapy.
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Affiliation(s)
- Bing Feng
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China (B.F., L.W., Y.Z., X.M., R.C., W.C., X.Z.)
| | - Leyao Wang
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China (B.F., L.W., Y.Z., X.M., R.C., W.C., X.Z.)
| | - Yongjian Zhu
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China (B.F., L.W., Y.Z., X.M., R.C., W.C., X.Z.)
| | - Xiaohong Ma
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China (B.F., L.W., Y.Z., X.M., R.C., W.C., X.Z.).
| | - Rong Cong
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China (B.F., L.W., Y.Z., X.M., R.C., W.C., X.Z.)
| | - Wei Cai
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China (B.F., L.W., Y.Z., X.M., R.C., W.C., X.Z.)
| | - Siyun Liu
- GE Healthcare (China), 1# Tongji South Road, Daxing District, Beijing, 100176, China (S.L., S.W.)
| | - Jiesi Hu
- Harbin Institute of Technology, HIT Campus of University Town of Shenzhen, Shenzhen, 518055, China (J.H.)
| | - Sicong Wang
- GE Healthcare (China), 1# Tongji South Road, Daxing District, Beijing, 100176, China (S.L., S.W.)
| | - Xinming Zhao
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China (B.F., L.W., Y.Z., X.M., R.C., W.C., X.Z.)
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Wang L, Feng B, Liang M, Li D, Cong R, Chen Z, Wang S, Ma X, Zhao X. Prognostic performance of MRI LI-RADS version 2018 features and clinical-pathological factors in alpha-fetoprotein-negative hepatocellular carcinoma. Abdom Radiol (NY) 2024; 49:1918-1928. [PMID: 38642093 DOI: 10.1007/s00261-024-04278-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2023] [Revised: 03/04/2024] [Accepted: 03/05/2024] [Indexed: 04/22/2024]
Abstract
PURPOSE To evaluate the role of the magnetic resonance imaging (MRI) Liver Imaging Reporting and Data System (LI-RADS) version 2018 features and clinical-pathological factors for predicting the prognosis of alpha-fetoprotein (AFP)-negative (≤ 20 ng/ml) hepatocellular carcinoma (HCC) patients, and to compare with other traditional staging systems. METHODS We retrospectively enrolled 169 patients with AFP-negative HCC who received preoperative MRI and hepatectomy between January 2015 and August 2020 (derivation dataset:validation dataset = 118:51). A prognostic model was constructed using the risk factors identified via Cox regression analysis. Predictive performance and discrimination capability were evaluated and compared with those of two traditional staging systems. RESULTS Six risk factors, namely the LI-RADS category, blood products in mass, microvascular invasion, tumor size, cirrhosis, and albumin-bilirubin grade, were associated with recurrence-free survival. The prognostic model constructed using these factors achieved C-index of 0.705 and 0.674 in the derivation and validation datasets, respectively. Furthermore, the model performed better in predicting patient prognosis than traditional staging systems. The model effectively stratified patients with AFP-negative HCC into high- and low-risk groups with significantly different outcomes (p < 0.05). CONCLUSION A prognostic model integrating the LI-RADS category, blood products in mass, microvascular invasion, tumor size, cirrhosis, and albumin-bilirubin grade may serve as a valuable tool for refining risk stratification in patients with AFP-negative HCC.
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Affiliation(s)
- Leyao Wang
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Bing Feng
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Meng Liang
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Dengfeng Li
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Rong Cong
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Zhaowei Chen
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Sicong Wang
- Magnetic Resonance Imaging Research, General Electric Healthcare (China), Beijing, 100176, China
| | - Xiaohong Ma
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China.
| | - Xinming Zhao
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China.
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12
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Liu Y, Zhang Z, Zhang H, Wang X, Wang K, Yang R, Han P, Luan K, Zhou Y. Clinical prediction of microvascular invasion in hepatocellular carcinoma using an MRI-based graph convolutional network model integrated with nomogram. Br J Radiol 2024; 97:938-946. [PMID: 38552308 PMCID: PMC11075980 DOI: 10.1093/bjr/tqae056] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Revised: 02/07/2024] [Accepted: 03/06/2024] [Indexed: 05/09/2024] Open
Abstract
OBJECTIVES Based on enhanced MRI, a prediction model of microvascular invasion (MVI) for hepatocellular carcinoma (HCC) was developed using graph convolutional network (GCN) combined nomogram. METHODS We retrospectively collected 182 HCC patients confirmed histopathologically, all of them performed enhanced MRI before surgery. The patients were randomly divided into training and validation groups. Radiomics features were extracted from the arterial phase (AP), portal venous phase (PVP), and delayed phase (DP), respectively. After removing redundant features, the graph structure by constructing the distance matrix with the feature matrix was built. Screening the superior phases and acquired GCN Score (GS). Finally, combining clinical, radiological and GS established the predicting nomogram. RESULTS 27.5% (50/182) patients were with MVI positive. In radiological analysis, intratumoural artery (P = 0.007) was an independent predictor of MVI. GCN model with grey-level cooccurrence matrix-grey-level run length matrix features exhibited area under the curves of the training group was 0.532, 0.690, and 0.885 and the validation group was 0.583, 0.580, and 0.854 for AP, PVP, and DP, respectively. DP was selected to develop final model and got GS. Combining GS with diameter, corona enhancement, mosaic architecture, and intratumoural artery constructed a nomogram which showed a C-index of 0.884 (95% CI: 0.829-0.927). CONCLUSIONS The GCN model based on DP has a high predictive ability. A nomogram combining GS, clinical and radiological characteristics can be a simple and effective guiding tool for selecting HCC treatment options. ADVANCES IN KNOWLEDGE GCN based on MRI could predict MVI on HCC.
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Affiliation(s)
- Yang Liu
- Department of Radiology, Harbin Medical University Cancer Hospital, Harbin 150010, Heilongjiang, China
| | - Ziqian Zhang
- Department of Radiology, Harbin Medical University Cancer Hospital, Harbin 150010, Heilongjiang, China
| | - Hongxia Zhang
- Department of Radiology, Harbin Medical University Cancer Hospital, Harbin 150010, Heilongjiang, China
| | - Xinxin Wang
- Department of Radiology, Harbin Medical University Cancer Hospital, Harbin 150010, Heilongjiang, China
| | - Kun Wang
- College of Intelligent Systems Science and Engineering, Harbin Engineering University, Harbin 150001, China
| | - Rui Yang
- Department of Medical Oncology, Harbin Medical University Cancer Hospital, No.150 Haping Road, Nangang District, Harbin 150081, Heilongjiang Province, China
| | - Peng Han
- Department of Surgical Oncology, Harbin Medical University Cancer Hospital, No.150 Haping Road, Nangang District, Harbin 150081, Heilongjiang Province, China
| | - Kuan Luan
- College of Intelligent Systems Science and Engineering, Harbin Engineering University, Harbin 150001, China
| | - Yang Zhou
- Department of Radiology, Harbin Medical University Cancer Hospital, Harbin 150010, Heilongjiang, China
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13
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Huang M, Zhang F, Li Z, Luo Y, Li J, Wang Z, Ma L, Chen G, Hu X. Fat fraction quantification with MRI estimates tumor proliferation of hepatocellular carcinoma. Front Oncol 2024; 14:1367907. [PMID: 38665944 PMCID: PMC11044697 DOI: 10.3389/fonc.2024.1367907] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2024] [Accepted: 03/26/2024] [Indexed: 04/28/2024] Open
Abstract
Purpose To assess the utility of fat fraction quantification using quantitative multi-echo Dixon for evaluating tumor proliferation and microvascular invasion (MVI) in hepatocellular carcinoma (HCC). Methods A total of 66 patients with resection and histopathologic confirmed HCC were enrolled. Preoperative MRI with proton density fat fraction and R2* mapping was analyzed. Intratumoral and peritumoral regions were delineated with manually placed regions of interest at the maximum level of intratumoral fat. Correlation analysis explored the relationship between fat fraction and Ki67. The fat fraction and R2* were compared between high Ki67(>30%) and low Ki67 nodules, and between MVI negative and positive groups. Receiver operating characteristic (ROC) analysis was used for further analysis if statistically different. Results The median fat fraction of tumor (tFF) was higher than peritumor liver (5.24% vs 3.51%, P=0.012). The tFF was negatively correlated with Ki67 (r=-0.306, P=0.012), and tFF of high Ki67 nodules was lower than that of low Ki67 nodules (2.10% vs 4.90%, P=0.001). The tFF was a good estimator for low proliferation nodules (AUC 0.747, cut-off 3.39%, sensitivity 0.778, specificity 0.692). There was no significant difference in tFF and R2* between MVI positive and negative nodules (3.00% vs 2.90%, P=0.784; 55.80s-1 vs 49.15s-1, P=0.227). Conclusion We infer that intratumor fat can be identified in HCC and fat fraction quantification using quantitative multi-echo Dixon can distinguish low proliferative HCCs.
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Affiliation(s)
| | | | | | | | | | | | | | - Gen Chen
- Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Xuemei Hu
- Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
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14
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Zhou L, Qu Y, Quan G, Zuo H, Liu M. Nomogram for Predicting Microvascular Invasion in Hepatocellular Carcinoma Using Gadoxetic Acid-Enhanced MRI and Intravoxel Incoherent Motion Imaging. Acad Radiol 2024; 31:457-466. [PMID: 37491178 DOI: 10.1016/j.acra.2023.06.028] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Revised: 06/19/2023] [Accepted: 06/26/2023] [Indexed: 07/27/2023]
Abstract
RATIONALE AND OBJECTIVES Microvascular invasion (MVI) is an important risk factor in hepatocellular carcinoma (HCC), but it can only be determined through histopathological results. The aim of this study was to develop and validate a nomogram for preoperative prediction MVI in HCC using gadoxetic acid-enhanced magnetic resonance imaging (MRI) and intravoxel incoherent motion imaging (IVIM). MATERIALS AND METHODS From July 2017 to September 2022, 148 patients with surgically resected HCC who underwent preoperative gadoxetic acid-enhanced MRI and IVIM were included in this retrospective study. Clinical indicators, imaging features, and diffusion parameters were compared between the MVI-positive and MVI-negative groups using the chi-square test, Mann-Whitney U test, and independent sample t test. Receiver operating characteristic (ROC) curve was used to evaluate the diagnostic performance in predicting MVI. Univariate and multivariate analyses were conducted to identify the significant clinical-radiological variables associated with MVI. Subsequently, a predictive nomogram that integrates clinical-radiological risk factors and diffusion parameters was developed and validated. RESULTS Serum alpha-fetoprotein level, tumor size, nonsmooth tumor margin, peritumoral hypo-intensity on hepatobiliary phase (HBP), apparent diffusion coefficient value and D value were statistically significant different between MVI-positive group and MVI-negative group. The results of multivariate analysis identified tumor size (odds ratio [OR], 0.786; 95% confidence interval [CI], 0.675-0.915; P < .01), nonsmooth tumor margin (OR, 2.299; 95% CI, 1.005-5.257; P < .05), peritumoral hypo-intensity on HBP (OR, 2.786; 95% CI, 1.141-6.802; P < .05) and D (OR, 0.293; 95% CI,0.089-0.964; P < .05) was the independent risk factor for the status of MVI. In ROC analysis, the combination of peritumoral hypo-intensity on HBP and D demonstrated the highest area under the curve value (0.902) in prediction MVI status, with sensitivity 92.8% and specificity 87.7%. The nomogram exhibited excellent predictive performance with C-index of 0.936 (95% CI 0.895-0.976) in the patient cohort, and had well-fitted calibration curve. CONCLUSION The nomogram incorporating clinical-radiological risk factors and diffusion parameters achieved satisfactory preoperative prediction of the individualized risk of MVI in patients with HCC.
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Affiliation(s)
- Lisui Zhou
- Department of Radiology, Chengdu Xinhua Hospital Affiliated to North Sichuan Medical College, Chengdu, China (L.Z., H.Z., M.L.)
| | - Yuan Qu
- Department of Radiology, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, China (Y.Q.)
| | - Guangnan Quan
- MR Research China, GE Healthcare China, Beijing, China (G.Q.)
| | - Houdong Zuo
- Department of Radiology, Chengdu Xinhua Hospital Affiliated to North Sichuan Medical College, Chengdu, China (L.Z., H.Z., M.L.)
| | - Mi Liu
- Department of Radiology, Chengdu Xinhua Hospital Affiliated to North Sichuan Medical College, Chengdu, China (L.Z., H.Z., M.L.).
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15
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Dawit H, Lam E, McInnes MDF, van der Pol CB, Bashir MR, Salameh JP, Levis B, Sirlin CB, Chernyak V, Choi SH, Kim SY, Fraum TJ, Tang A, Jiang H, Song B, Wang J, Wilson SR, Kwon H, Kierans AS, Joo I, Ronot M, Song JS, Podgórska J, Rosiak G, Kang Z, Allen BC, Costa AF. LI-RADS CT and MRI Ancillary Feature Association with Hepatocellular Carcinoma and Malignancy: An Individual Participant Data Meta-Analysis. Radiology 2024; 310:e231501. [PMID: 38376399 DOI: 10.1148/radiol.231501] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/21/2024]
Abstract
Background The independent contribution of each Liver Imaging Reporting and Data System (LI-RADS) CT or MRI ancillary feature (AF) has not been established. Purpose To evaluate the association of LI-RADS AFs with hepatocellular carcinoma (HCC) and malignancy while adjusting for LI-RADS major features through an individual participant data (IPD) meta-analysis. Materials and Methods Medline, Embase, Cochrane Central Register of Controlled Trials, and Scopus were searched from January 2014 to January 2022 for studies evaluating the diagnostic accuracy of CT and MRI for HCC using LI-RADS version 2014, 2017, or 2018. Using a one-step approach, IPD across studies were pooled. Adjusted odds ratios (ORs) and 95% CIs were derived from multivariable logistic regression models of each AF combined with major features except threshold growth (excluded because of infrequent reporting). Liver observation clustering was addressed at the study and participant levels through random intercepts. Risk of bias was assessed using a composite reference standard and Quality Assessment of Diagnostic Accuracy Studies 2. Results Twenty studies comprising 3091 observations (2456 adult participants; mean age, 59 years ± 11 [SD]; 1849 [75.3%] men) were included. In total, 89% (eight of nine) of AFs favoring malignancy were associated with malignancy and/or HCC, 80% (four of five) of AFs favoring HCC were associated with HCC, and 57% (four of seven) of AFs favoring benignity were negatively associated with HCC and/or malignancy. Nonenhancing capsule (OR = 3.50 [95% CI: 1.53, 8.01]) had the strongest association with HCC. Diffusion restriction (OR = 14.45 [95% CI: 9.82, 21.27]) and mild-moderate T2 hyperintensity (OR = 10.18 [95% CI: 7.17, 14.44]) had the strongest association with malignancy. The strongest negative associations with HCC were parallels blood pool enhancement (OR = 0.07 [95% CI: 0.01, 0.49]) and marked T2 hyperintensity (OR = 0.18 [95% CI: 0.07, 0.45]). Seventeen studies (85%) had a high risk of bias. Conclusion Most LI-RADS AFs were independently associated with HCC, malignancy, or benignity as intended when adjusting for major features. © RSNA, 2024 Supplemental material is available for this article. See also the editorial by Crivellaro in this issue.
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Affiliation(s)
- Haben Dawit
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Eric Lam
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Matthew D F McInnes
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Christian B van der Pol
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Mustafa R Bashir
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Jean-Paul Salameh
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Brooke Levis
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Claude B Sirlin
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Victoria Chernyak
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Sang Hyun Choi
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - So Yeon Kim
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Tyler J Fraum
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - An Tang
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Hanyu Jiang
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Bin Song
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Jin Wang
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Stephanie R Wilson
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Heejin Kwon
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Andrea S Kierans
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Ijin Joo
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Maxime Ronot
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Ji Soo Song
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Joanna Podgórska
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Grzegorz Rosiak
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Zhen Kang
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Brian C Allen
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
| | - Andreu F Costa
- From the Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada (H.D.); Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (H.D., M.D.F.M., J.P.S.); Ottawa Hospital Research Institute, Ottawa, Ontario, Canada (E.L.); Department of Radiology, University of Ottawa, Ottawa, Ontario, Canada (M.D.F.M.); Juravinski Hospital and Cancer Centre, Hamilton Health Sciences, McMaster University, Hamilton, Ontario, Canada (C.B.v.d.P.); Department of Radiology (M.R.B., B.C.A.) and Center for Advanced Magnetic Resonance Development (M.R.B.), Duke University Medical Center, Durham, NC; Faculty of Health Sciences, Queen's University, Kingston, Ontario, Canada (J.P.S.); Centre for Clinical Epidemiology, Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada (B.L.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.B.S.); Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (V.C.); Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea (S.H.C., S.Y.K.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada (A.T.); Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (H.J., B.S.); Department of Radiology, Third Affiliated Hospital, Sun Yat-sen University, Guangzhou, China (J.W.); University of Calgary Foothills Medical Centre, Calgary, Alberta, Canada (S.R.W.); Department of Radiology, Dong-A University Hospital, Dong-A University College of Medicine, Busan, Republic of Korea (H.K.); Weill Cornell Medical Center, New York, NY (A.S.K.); Department of Radiology, Seoul National University College of Medicine, Seoul, Republic of Korea (I.J.); Department of Radiology, Assistance Publique-Hôpitaux de Paris, Nord, Université Paris Cité, CRI UMR 1149, Paris, France (M.R.); Hôpital Beaujon, Clichy, France (M.R.); Department of Radiology, Chonbuk National University Medical School and Hospital, Jeonju, Republic of Korea (J.S.S.); Second Radiology Department, Warsaw Medical University, Warsaw, Poland (J.P., G.R.); Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (Z.K.); and Department of Diagnostic Radiology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, Victoria General Building, 3rd Fl, 1276 S Park St, Halifax, NS, Canada B3H 2Y9 (A.F.C.)
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Cha DI, Kang TW, Jeong WK, Kim JM, Choi GS, Joh JW, Yi NJ, Ahn SH. Preoperative assessment of microvascular invasion risk using gadoxetate-enhanced MRI for predicting outcomes after liver transplantation for single hepatocellular carcinoma within the Milan criteria. Eur Radiol 2024; 34:498-508. [PMID: 37505248 DOI: 10.1007/s00330-023-09936-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Revised: 05/10/2023] [Accepted: 05/15/2023] [Indexed: 07/29/2023]
Abstract
OBJECTIVE To compare therapeutic outcomes after liver transplantation (LT) between hepatocellular carcinomas (HCC) with low and high risk for microvascular invasion (MVI) within the Milan criteria evaluated preoperatively. METHODS Eighty patients with a single HCC who underwent LT as the initial therapy between 2008 and 2017 were included from two tertiary referral medical centers in a HBV-predominant population. A preoperative MVI-risk model was used to identify low- and high-risk patients. Recurrence-free survival (RFS) after LT between the two risk groups was compared using Kaplan-Meier curves with the log-rank test. Prognostic factors for RFS were identified using a multivariable Cox hazard regression analysis. RESULTS Eighty patients were included (mean age, 51.8 years +/- 7.5 [standard deviation], 65 men). Patients were divided into low-risk (n = 64) and high-risk (n = 16) groups for MVI. The RFS rates after LT were significantly lower in the MVI high-risk group compared to the low-risk group at 1 year (75.0% [95% CI: 56.5-99.5%] vs. 96.9% [92.7-100%], p = 0.048), 3 years (62.5% [42.8-91.4%] vs. 95.3% [90.3-100%], p = 0.008), and 5 years (62.5% [42.8-91.4%] vs. and 95.3% [90.3-100%], p = 0.008). In addition, multivariable analysis showed that MVI high risk was the only significant factor for poor RFS (p = 0.016). CONCLUSION HCC patients with a high risk of MVI showed significantly lower RFS after LT than those without. This model could aid in selecting optimal candidates in addition to the Milan criteria when considering upfront LT for patients with HCC if alternative treatment options are available. CLINICAL RELEVANCE STATEMENT High risk for microvascular invasion (MVI) in hepatocellular carcinoma patients lowered recurrence-free survival after liver transplantation, despite meeting the Milan criteria. Identifying MVI risk could aid candidate selection for upfront liver transplantation, particularly if alternative treatments are available. KEY POINTS • A predictive model-derived microvascular invasion (MVI) high- and low-risk groups had a significant difference in the incidence of MVI on pathology. • Recurrence-free survival after liver transplantation (LT) for single hepatocellular carcinoma (HCC) within the Milan criteria was significantly different between the MVI high- and low-risk groups. • The peak incidence of tumor recurrence was 20 months after liver transplantation, probably indicating that HCC with high risk for MVI had a high risk of early (≤ 2 years) tumor recurrence.
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Affiliation(s)
- Dong Ik Cha
- Department of Radiology and Center for Imaging Science, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, Republic of Korea
| | - Tae Wook Kang
- Department of Radiology and Center for Imaging Science, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, Republic of Korea.
| | - Woo Kyoung Jeong
- Department of Radiology and Center for Imaging Science, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, Republic of Korea
| | - Jong Man Kim
- Department of Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Gyu-Seong Choi
- Department of Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Jae-Won Joh
- Department of Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Nam-Joon Yi
- Department of Surgery, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Soo Hyun Ahn
- Department of Mathematics, Ajou University, Suwon, Republic of Korea
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Wang L, Liang M, Feng B, Li D, Cong R, Chen Z, Wang S, Ma X, Zhao X. Microvascular invasion-negative hepatocellular carcinoma: Prognostic value of qualitative and quantitative Gd-EOB-DTPA MRI analysis. Eur J Radiol 2023; 168:111146. [PMID: 37832198 DOI: 10.1016/j.ejrad.2023.111146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2023] [Revised: 09/27/2023] [Accepted: 10/06/2023] [Indexed: 10/15/2023]
Abstract
OBJECTIVES The purpose of this study was to establish a model for predicting the prognosis of patients with microvascular invasion (MVI)-negative hepatocellular carcinoma (HCC) based on qualitative and quantitative analyses of Gd-EOB-DTPA magnetic resonance imaging (MRI). MATERIALS AND METHODS Consecutive patients with MVI-negative HCC who underwent preoperative Gd-EOB-DTPA MRI between January 2015 and December 2019 were retrospectively enrolled.In total, 122 patients were randomly assigned to the training and validation groups at a ratio of 7:3. Univariate and multivariate logistic regression analyses were performed to identify significant clinical parameters and MRI features, including quantitative and qualitative parameters associated with prognosis, which were incorporated into a predictive nomogram. The end-point of this study was recurrence-free survival. Outcomes were compared between groups using the Kaplan-Meier method with the log-rank test. RESULTS During a median follow-up period of 58.86 months, 38 patients (31.15 %) experienced recurrence. Multivariate analysis revealed that lower relative enhancement ratio (RER), hepatobiliary phase hypointensity without arterial phase hyperenhancement, Liver Imaging Reporting and Data System category, mild-moderate T2 hyperintensity, and higher aspartate aminotransferase levels were risk factors associated with prognosis and then incorporated into the prognostic model. C-indices for training and validation groups were 0.732 and 0.692, respectively. The most appropriate cut-off value for RER was 1.197. Patients with RER ≤ 1.197 had significantly higher postoperative recurrence rates than those with RER > 1.197 (p = 0.004). CONCLUSION The model integrating qualitative and quantitative imaging parameters and clinical parameters satisfactorily predicted the prognosis of patients with MVI-negative HCC.
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Affiliation(s)
- Leyao Wang
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Meng Liang
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Bing Feng
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Dengfeng Li
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Rong Cong
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Zhaowei Chen
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Sicong Wang
- Sicong Wang, Magnetic Resonance Imaging Research, General Electric Healthcare (China), Beijing 100176, China
| | - Xiaohong Ma
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China.
| | - Xinming Zhao
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China.
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Li J, Su X, Xu X, Zhao C, Liu A, Yang L, Song B, Song H, Li Z, Hao X. Preoperative prediction and risk assessment of microvascular invasion in hepatocellular carcinoma. Crit Rev Oncol Hematol 2023; 190:104107. [PMID: 37633349 DOI: 10.1016/j.critrevonc.2023.104107] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Accepted: 08/22/2023] [Indexed: 08/28/2023] Open
Abstract
Hepatocellular carcinoma (HCC) is one of the most common and highly lethal tumors worldwide. Microvascular invasion (MVI) is a significant risk factor for recurrence and poor prognosis after surgical resection for HCC patients. Accurately predicting the status of MVI preoperatively is critical for clinicians to select treatment modalities and improve overall survival. However, MVI can only be diagnosed by pathological analysis of postoperative specimens. Currently, numerous indicators in serology (including liquid biopsies) and imaging have been identified to effective in predicting the occurrence of MVI, and the multi-indicator model based on deep learning greatly improves accuracy of prediction. Moreover, several genes and proteins have been identified as risk factors that are strictly associated with the occurrence of MVI. Therefore, this review evaluates various predictors and risk factors, and provides guidance for subsequent efforts to explore more accurate predictive methods and to facilitate the conversion of risk factors into reliable predictors.
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Affiliation(s)
- Jian Li
- The First Clinical Medical College of Gansu University of Chinese Medicine (Gansu Provincial Hospital), Lanzhou 730000, China; Department of General Surgery, Gansu Provincial Hospital, Lanzhou 730000, China
| | - Xin Su
- The First Clinical Medical College of Gansu University of Chinese Medicine (Gansu Provincial Hospital), Lanzhou 730000, China; Department of General Surgery, Gansu Provincial Hospital, Lanzhou 730000, China
| | - Xiao Xu
- The First Clinical Medical College of Gansu University of Chinese Medicine (Gansu Provincial Hospital), Lanzhou 730000, China; Department of General Surgery, Gansu Provincial Hospital, Lanzhou 730000, China
| | - Changchun Zhao
- The First Clinical Medical College of Gansu University of Chinese Medicine (Gansu Provincial Hospital), Lanzhou 730000, China; Department of General Surgery, Gansu Provincial Hospital, Lanzhou 730000, China
| | - Ang Liu
- The First Clinical Medical College of Gansu University of Chinese Medicine (Gansu Provincial Hospital), Lanzhou 730000, China; Department of General Surgery, Gansu Provincial Hospital, Lanzhou 730000, China
| | - Liwen Yang
- The First Clinical Medical College of Gansu University of Chinese Medicine (Gansu Provincial Hospital), Lanzhou 730000, China
| | - Baoling Song
- The First Clinical Medical College of Gansu University of Chinese Medicine (Gansu Provincial Hospital), Lanzhou 730000, China
| | - Hao Song
- The First Clinical Medical College of Gansu University of Chinese Medicine (Gansu Provincial Hospital), Lanzhou 730000, China
| | - Zihan Li
- The First Clinical Medical College of Gansu University of Chinese Medicine (Gansu Provincial Hospital), Lanzhou 730000, China
| | - Xiangyong Hao
- Department of General Surgery, Gansu Provincial Hospital, Lanzhou 730000, China.
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Zhang N, Wu M, Zhou Y, Yu C, Shi D, Wang C, Gao M, Lv Y, Zhu S. Radiomics nomogram for prediction of glypican-3 positive hepatocellular carcinoma based on hepatobiliary phase imaging. Front Oncol 2023; 13:1209814. [PMID: 37841420 PMCID: PMC10570799 DOI: 10.3389/fonc.2023.1209814] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2023] [Accepted: 09/12/2023] [Indexed: 10/17/2023] Open
Abstract
Introduction The hepatobiliary-specific phase can help in early detection of changes in lesion tissue density, internal structure, and microcirculatory perfusion at the microscopic level and has important clinical value in hepatocellular carcinoma (HCC). Therefore, this study aimed to construct a preoperative nomogram for predicting the positive expression of glypican-3 (GPC3) based on gadoxetic acid-enhanced (Gd-EOB-DTPA) MRI hepatobiliary phase (HBP) radiomics, imaging and clinical feature. Methods We retrospectively included 137 patients with HCC who underwent Gd-EOB-DTPA-enhanced MRI and subsequent liver resection or puncture biopsy at our hospital from January 2017 to December 2021 as training cohort. Subsequently collected from January 2022 to June 2023 as a validation cohort of 49 patients, Radiomic features were extracted from the entire tumor region during the HBP using 3D Slicer software and screened using a t-test and least absolute shrinkage selection operator algorithm (LASSO). Then, these features were used to construct a radiomics score (Radscore) for each patient, which was combined with clinical factors and imaging features of the HBP to construct a logistic regression model and subsequent nomogram model. The clinicoradiologic, radiomics and nomogram models performance was assessed by the area under the curve (AUC), calibration, and decision curve analysis (DCA). In the validation cohort,the nomogram performance was assessed by the area under the curve (AUC). Results In the training cohort, a total of 1688 radiomics features were extracted from each patient. Next, radiomics with ICCs<0.75 were excluded, 1587 features were judged as stable using intra- and inter-class correlation coefficients (ICCs), 26 features were subsequently screened using the t-test, and 11 radiomics features were finally screened using LASSO. The nomogram combining Radscore, age, serum alpha-fetoprotein (AFP) >400ng/mL, and non-smooth tumor margin (AUC=0.888, sensitivity 77.7%, specificity 91.2%) was superior to the radiomics (AUC=0.822, sensitivity 81.6%, specificity 70.6%) and clinicoradiologic (AUC=0.746, sensitivity 76.7%, specificity 64.7%) models, with good consistency in calibration curves. DCA also showed that the nomogram had the highest net clinical benefit for predicting GPC3 expression.In the validation cohort, the ROC curve results showed predicted GPC3-positive expression nomogram model AUC, sensitivity, and specificity of 0.800, 58.5%, and 100.0%, respectively. Conclusion HBP radiomics features are closely associated with GPC3-positive expression, and combined clinicoradiologic factors and radiomics features nomogram may provide an effective way to non-invasively and individually screen patients with GPC3-positive HCC.
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Affiliation(s)
- Ning Zhang
- Henan Provincial People’s Hospital, Xinxiang Medical University, Xinxiang, China
| | - Minghui Wu
- Department of Medical Imaging, Henan Provincial People’s Hospital, Zhengzhou, China
| | - Yiran Zhou
- Department of Medical Imaging, Henan Provincial People’s Hospital, Zhengzhou, China
| | - Changjiang Yu
- Department of Medical Imaging, Henan Provincial People’s Hospital, Zhengzhou, China
| | - Dandan Shi
- Department of Medical Imaging, Henan Provincial People’s Hospital, Zhengzhou, China
| | - Cong Wang
- Department of Medical Imaging, Henan Provincial People’s Hospital, Zhengzhou, China
| | - Miaohui Gao
- Department of Medical Imaging, Henan Provincial People’s Hospital, Zhengzhou, China
| | - Yuanyuan Lv
- Department of Medical Imaging, Henan Provincial People’s Hospital, Zhengzhou, China
| | - Shaocheng Zhu
- Henan Provincial People’s Hospital, Xinxiang Medical University, Xinxiang, China
- Department of Medical Imaging, Henan Provincial People’s Hospital, Zhengzhou, China
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Zhu Y, Feng B, Cai W, Wang B, Meng X, Wang S, Ma X, Zhao X. Prediction of Microvascular Invasion in Solitary AFP-Negative Hepatocellular Carcinoma ≤ 5 cm Using a Combination of Imaging Features and Quantitative Dual-Layer Spectral-Detector CT Parameters. Acad Radiol 2023; 30 Suppl 1:S104-S116. [PMID: 36958989 DOI: 10.1016/j.acra.2023.02.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Revised: 02/13/2023] [Accepted: 02/16/2023] [Indexed: 03/25/2023]
Abstract
RATIONALE AND OBJECTIVES AFP-negative hepatocellular carcinoma (AFPN-HCC) within 5 cm is a special subgroup of HCC. This study aimed to investigate the value of dual-layer spectral-detector CT (DLCT) and construct a scoring model based on imaging features as well as DLCT for predicting microvascular invasion (MVI) in AFPN-HCC within 5 cm. METHODS This retrospective study enrolled 104 HCC patients who underwent multiphase contrast-enhanced DLCT studies preoperatively. Combined radiological features (CR) and combined DLCT quantitative parameter (CDLCT) were constructed to predict MVI. Multivariable logistic regression was applied to identify potential predictors of MVI. Based on the coefficient of the regression model, a scoring model was developed. The predictive efficacy was assessed through ROC analysis. RESULTS Microvascular invasion (MVI) was found in 28 (26.9%) AFPN-HCC patients. Among single parameters, the effective atomic number in arterial phase demonstrated the best predictive efficiency for MVI with an area under the curve (AUC) of 0.792. CR and CDLCT showed predictive performance with AUCs of 0.848 and 0.849, respectively. A risk score (RS) was calculated using the independent predictors of MVI as follows: RS = 2 × (mosaic architecture) + 2 × (corona enhancement) + 2 × (incomplete tumor capsule) + 2 × (2-trait predictor of venous invasion [TTPVI]) + 3 × (CDLCT > -1.229). Delong's test demonstrated this scoring system could significantly improve the AUC to 0.929 compared with CR (p = 0.016) and CDLCT (p = 0.034). CONCLUSION The scoring model combining radiological features with DLCT provides a promising tool for predicting MVI in solitary AFPN-HCC within 5 cm preoperatively.
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Affiliation(s)
- Yongjian Zhu
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Bing Feng
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Wei Cai
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Bingzhi Wang
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing China
| | - Xuan Meng
- Department of Hepatobiliary Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Shuang Wang
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Xiaohong Ma
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China.
| | - Xinming Zhao
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
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21
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Wang Y, Chai S, Cai W, Yu J, Liang P. Prognostic and pathological implications of contrast-enhanced ultrasound features in hepatocellular carcinoma. J Cancer Res Ther 2023; 19:1040-1047. [PMID: 37675734 DOI: 10.4103/jcrt.jcrt_1155_23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/08/2023]
Abstract
Background Contrast-enhanced ultrasound (CEUS) plays a vital role in diagnosing hepatocellular carcinoma (HCC) and, to some extent, reflects tumor prognosis. This suggests that some pathological features of HCC may be associated with CEUS features. Aim This study aimed to verify the prognostic significance of four CEUS features and further explore their pathological significance. Materials and Methods This study included 243 HCC patients who underwent a preoperative CEUS examination. All pathological diagnoses and immunohistochemical information were obtained from the pathological report. The prognostic significance of four CEUS features, including nodule-in-nodule architecture, mosaic architecture, intratumoral feeding arteries, and peritumoral arterial phase (AP) hyperenhancement, was analyzed. The correlation between prognostic-related features and immunohistochemical information was further analyzed. Results The disease-free survival (DFS) of HCC was significantly affected by mosaic architecture or intratumoral feeding arteries (HR = 1.79; 95% confidence interval (95% CI), 1.09-2.95; P = 0.004; HR = 1.70; 95% CI, 1.07-2.71; P = 0.025, respectively). Intratumoral feeding arteries were positively correlated with the expression of serum alpha-fetoprotein (AFP), microvascular invasion (MVI), differentiation, size, and Ki-67, among which the correlation with size was the strongest, followed by Ki-67 and MVI. The mosaic architecture was positively correlated with serum AFP, MVI, differentiation, and size, among which the correlation with size was strongest, followed by MVI. Conclusion The mosaic architecture and intratumoral feeding arteries of CEUS were closely related to the postoperative progression of HCC. Mosaic architecture had a good correlation with tumor size and MVI, whereas intratumoral feeding arteries were closely associated with tumor size and Ki-67 expression.
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Affiliation(s)
- Yuling Wang
- Department of Interventional Ultrasound, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Suwan Chai
- Department of Interventional Ultrasound, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Wenjia Cai
- Department of Interventional Ultrasound, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Jie Yu
- Department of Interventional Ultrasound, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Ping Liang
- Department of Interventional Ultrasound, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, China
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Wu F, Sun H, Shi Z, Zhou C, Huang P, Xiao Y, Yang C, Zeng M. Estimating Microvascular Invasion in Patients with Resectable Multinodular Hepatocellular Carcinoma by Using Preoperative Contrast-Enhanced MRI: Establishment and Validation of a Risk Score. J Hepatocell Carcinoma 2023; 10:1143-1156. [PMID: 37492267 PMCID: PMC10364817 DOI: 10.2147/jhc.s410237] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Accepted: 07/07/2023] [Indexed: 07/27/2023] Open
Abstract
Objective To determine the preoperative clinicoradiological factors to predict microvascular invasion (MVI) in patients with resectable multinodular hepatocellular carcinoma (mHCC), and further to establish and validate a stratified risk scoring system. Methods Two hundred and seventy-three patients with pathologically confirmed mHCC (≥2 lesions) without major vascular invasion and biliary tract tumor thrombosis, who underwent preoperative contrast-enhanced MRI and hepatectomy, were consecutively enrolled (training/validation cohort=193/80). Preoperative clinicoradiological variables were collected and analyzed. The multivariable logistic regression was performed to determine the independent predictors of MVI and create a risk score system. The C-index, calibration curve and decision curve were used to evaluate the performance of the risk score. A risk score-based prognostic stratification system was performed in mHCC patients. The risk score system was further verified in the validation cohort. Results AFP > 400 ng/mL, presence of satellite nodule, mosaic architecture and increased total tumor diameter were independent predictors of MVI while fat in mass was an independent protective factor of MVI. The risk score yielded satisfactory C-index values (training/validation cohort: 0.777/0.758) and fitted well in calibration curves. Decision curve analysis further confirmed its clinical utility. Based on the risk score, mHCC patients were stratified into high-/low-MVI-risk subgroups with significantly different recurrence-free survival (both P < 0.001). Conclusion The presented risk score incorporating clinicoradiological parameters could stratify mHCC patients into high-risk and low-risk subgroups and predict prognosis in patients with resectable mHCC.
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Affiliation(s)
- Fei Wu
- Department of Radiology, Zhongshan Hospital, Fudan University, Shanghai, People’s Republic of China
- Department of Cancer Center, Zhongshan Hospital, Fudan University, Shanghai, People’s Republic of China
| | - Haitao Sun
- Department of Radiology, Zhongshan Hospital, Fudan University, Shanghai, People’s Republic of China
- Department of Cancer Center, Zhongshan Hospital, Fudan University, Shanghai, People’s Republic of China
| | - Zhang Shi
- Department of Radiology, Zhongshan Hospital, Fudan University, Shanghai, People’s Republic of China
- Department of Cancer Center, Zhongshan Hospital, Fudan University, Shanghai, People’s Republic of China
| | - Changwu Zhou
- Department of Radiology, Zhongshan Hospital, Fudan University, Shanghai, People’s Republic of China
- Department of Cancer Center, Zhongshan Hospital, Fudan University, Shanghai, People’s Republic of China
- Shanghai Institute of Medical Imaging, Zhongshan Hospital, Fudan University, Shanghai, People’s Republic of China
| | - Peng Huang
- Department of Radiology, Zhongshan Hospital, Fudan University, Shanghai, People’s Republic of China
- Department of Cancer Center, Zhongshan Hospital, Fudan University, Shanghai, People’s Republic of China
| | - Yuyao Xiao
- Department of Radiology, Zhongshan Hospital, Fudan University, Shanghai, People’s Republic of China
- Department of Cancer Center, Zhongshan Hospital, Fudan University, Shanghai, People’s Republic of China
| | - Chun Yang
- Department of Radiology, Zhongshan Hospital, Fudan University, Shanghai, People’s Republic of China
- Department of Cancer Center, Zhongshan Hospital, Fudan University, Shanghai, People’s Republic of China
| | - Mengsu Zeng
- Department of Radiology, Zhongshan Hospital, Fudan University, Shanghai, People’s Republic of China
- Department of Cancer Center, Zhongshan Hospital, Fudan University, Shanghai, People’s Republic of China
- Shanghai Institute of Medical Imaging, Zhongshan Hospital, Fudan University, Shanghai, People’s Republic of China
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23
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Hong CW, Chernyak V, Choi JY, Lee S, Potu C, Delgado T, Wolfson T, Gamst A, Birnbaum J, Kampalath R, Lall C, Lee JT, Owen JW, Aguirre DA, Mendiratta-Lala M, Davenport MS, Masch W, Roudenko A, Lewis SC, Kierans AS, Hecht EM, Bashir MR, Brancatelli G, Douek ML, Ohliger MA, Tang A, Cerny M, Fung A, Costa EA, Corwin MT, McGahan JP, Kalb B, Elsayes KM, Surabhi VR, Blair K, Marks RM, Horvat N, Best S, Ash R, Ganesan K, Kagay CR, Kambadakone A, Wang J, Cruite I, Bijan B, Goodwin M, Moura Cunha G, Tamayo-Murillo D, Fowler KJ, Sirlin CB. A Multicenter Assessment of Interreader Reliability of LI-RADS Version 2018 for MRI and CT. Radiology 2023; 307:e222855. [PMID: 37367445 PMCID: PMC10315518 DOI: 10.1148/radiol.222855] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2022] [Revised: 04/06/2023] [Accepted: 04/28/2023] [Indexed: 06/28/2023]
Abstract
Background Various limitations have impacted research evaluating reader agreement for Liver Imaging Reporting and Data System (LI-RADS). Purpose To assess reader agreement of LI-RADS in an international multicenter multireader setting using scrollable images. Materials and Methods This retrospective study used deidentified clinical multiphase CT and MRI and reports with at least one untreated observation from six institutions and three countries; only qualifying examinations were submitted. Examination dates were October 2017 to August 2018 at the coordinating center. One untreated observation per examination was randomly selected using observation identifiers, and its clinically assigned features were extracted from the report. The corresponding LI-RADS version 2018 category was computed as a rescored clinical read. Each examination was randomly assigned to two of 43 research readers who independently scored the observation. Agreement for an ordinal modified four-category LI-RADS scale (LR-1, definitely benign; LR-2, probably benign; LR-3, intermediate probability of malignancy; LR-4, probably hepatocellular carcinoma [HCC]; LR-5, definitely HCC; LR-M, probably malignant but not HCC specific; and LR-TIV, tumor in vein) was computed using intraclass correlation coefficients (ICCs). Agreement was also computed for dichotomized malignancy (LR-4, LR-5, LR-M, and LR-TIV), LR-5, and LR-M. Agreement was compared between research-versus-research reads and research-versus-clinical reads. Results The study population consisted of 484 patients (mean age, 62 years ± 10 [SD]; 156 women; 93 CT examinations, 391 MRI examinations). ICCs for ordinal LI-RADS, dichotomized malignancy, LR-5, and LR-M were 0.68 (95% CI: 0.61, 0.73), 0.63 (95% CI: 0.55, 0.70), 0.58 (95% CI: 0.50, 0.66), and 0.46 (95% CI: 0.31, 0.61) respectively. Research-versus-research reader agreement was higher than research-versus-clinical agreement for modified four-category LI-RADS (ICC, 0.68 vs 0.62, respectively; P = .03) and for dichotomized malignancy (ICC, 0.63 vs 0.53, respectively; P = .005), but not for LR-5 (P = .14) or LR-M (P = .94). Conclusion There was moderate agreement for LI-RADS version 2018 overall. For some comparisons, research-versus-research reader agreement was higher than research-versus-clinical reader agreement, indicating differences between the clinical and research environments that warrant further study. © RSNA, 2023 Supplemental material is available for this article. See also the editorials by Johnson and Galgano and Smith in this issue.
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Affiliation(s)
- Cheng William Hong
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Victoria Chernyak
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Jin-Young Choi
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Sonia Lee
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Chetan Potu
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Timoteo Delgado
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Tanya Wolfson
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Anthony Gamst
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Jason Birnbaum
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Rony Kampalath
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Chandana Lall
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - James T. Lee
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Joseph W. Owen
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Diego A. Aguirre
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Mishal Mendiratta-Lala
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Matthew S. Davenport
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - William Masch
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Alexandra Roudenko
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Sara C. Lewis
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Andrea Siobhan Kierans
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Elizabeth M. Hecht
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Mustafa R. Bashir
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Giuseppe Brancatelli
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Michael L. Douek
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Michael A. Ohliger
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - An Tang
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Milena Cerny
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Alice Fung
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Eduardo A. Costa
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Michael T. Corwin
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - John P. McGahan
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Bobby Kalb
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Khaled M. Elsayes
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Venkateswar R. Surabhi
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Katherine Blair
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Robert M. Marks
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Natally Horvat
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Shaun Best
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Ryan Ash
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Karthik Ganesan
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Christopher R. Kagay
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Avinash Kambadakone
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Jin Wang
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Irene Cruite
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Bijan Bijan
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Mark Goodwin
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Guilherme Moura Cunha
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Dorathy Tamayo-Murillo
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Kathryn J. Fowler
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
| | - Claude B. Sirlin
- From the Department of Radiology and Biomedical Imaging, University
of California San Francisco, 513 Parnassus Ave, S255, Box 0628, San Francisco,
CA 94143 (C.W.H., M.A.O.); Liver Imaging Group, Department of Radiology,
University of California, San Diego, San Diego, Calif (C.W.H., C.P., T.D.,
D.T.M., K.J.F., C.B.S.); Department of Radiology, Memorial Sloan Kettering
Cancer Center, New York, NY (V.C., N.H.); Department of Radiology, Yonsei
University, Seoul, South Korea (J.Y.C.); Department of Radiology, University of
California Irvine, Orange, Calif (S.L., R.K.); Computational and Applied
Statistics Laboratory, University of California San Diego, San Diego, Calif
(T.W., A.G.); Department of Radiology, New York University, New York, NY (J.B.);
Department of Radiology, University of Florida, Jacksonville, Fla (C.L.);
Department of Radiology, University of Kentucky, Lexington, Ky (J.T.L., J.W.O.);
Department of Radiology, Fundación Santa Fe de Bogotá,
Bogotá, Colombia (D.A.A.); Department of Radiology, University of
Michigan, Ann Arbor, Mich (M.M.L., M.S.D., W.M.); Department of Radiology,
Allegheny Health Network, Pittsburgh, Pa (A.R.); Department of Radiology, Icahn
School of Medicine at Mount Sinai, New York, NY (S.C.L.); Department of
Radiology, New York-Presbyterian/Weill Cornell Medical Center, New York, NY
(A.S.K., E.M.H.); Departments of Radiology and Medicine, Duke University Medical
Center, New York, NY (M.R.B.); Section of Radiology, Department of Biomedicine,
Neuroscience and Advanced Diagnostics (BiND), University Hospital Paolo
Giaccone, Palermo, Italy (G.B.); Department of Radiology, University of
California Los Angeles, Los Angeles, Calif (M.L.D.); Department of Radiology,
Radiation Oncology and Nuclear Medicine, Université de Montréal,
Montréal, Canada (A.T., M.C.); Department of Radiology, Oregon Health
& Science University, Portland, Ore (A.F.); CEDRUL-Centro de
Diagnóstico por Imagem, João Pessoa, Brazil (E.A.C.); Department
of Radiology, University of California Davis, Sacramento, Calif (M.T.C.,
J.P.M.); Radiology Limited, Tucson, Ariz (B.K.); Department of Abdominal
Imaging, University of Texas MD Anderson Cancer Center, Houston, Tex (K.M.E.,
V.R.S., K.B.); Department of Radiology, Naval Medical Center San Diego, San
Diego, Calif (R.M.M.); University of São Paulo/Hospital
Sírio-Libanês, São Paulo, Brazil (N.H.); Department of
Radiology, University of Kansas, Kansas City, Kan (S.B., R.A.); Sir H. N.
Reliance Foundation Hospital and Research Centre, Mumbai, India (K.G.);
Department of Radiology, California Pacific Medical Center, San Francisco, Calif
(C.R.K.); Department of Radiology, Massachusetts General Hospital, Boston, Mass
(A.K.); The 3rd Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
(J.W.); Inland Imaging, Spokane, Wash (I.C.); Sutter Medical Group, Sacramento,
Calif (B.B.); Austin Health, Melbourne, Australia (M.G.); Department of
Radiology, University of Washington, Seattle, Wash (G.M.C.)
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Risk stratification of solitary hepatocellular carcinoma ≤ 5 cm without microvascular invasion: prognostic values of MR imaging features based on LI-RADS and clinical parameters. Eur Radiol 2023; 33:3592-3603. [PMID: 36884087 DOI: 10.1007/s00330-023-09484-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Revised: 02/05/2023] [Accepted: 02/07/2023] [Indexed: 03/09/2023]
Abstract
OBJECTIVES To estimate the potential of preoperative MR imaging features and clinical parameters in the risk stratification of patients with solitary hepatocellular carcinoma (HCC) ≤ 5 cm without microvascular invasion (MVI) after hepatectomy. METHODS The study enrolled 166 patients with histopathological confirmed MVI-negative HCC retrospectively. The MR imaging features were evaluated by two radiologists independently. The risk factors associated with recurrence-free survival (RFS) were identified by univariate Cox regression analysis and the least absolute shrinkage and selection operator Cox regression analysis. A predictive nomogram was developed based on these risk factors, and the performance was tested in the validation cohort. The RFS was analyzed by using the Kaplan-Meier survival curves and log-rank test. RESULTS Among the 166 patients with solitary MVI-negative HCC, 86 patients presented with postoperative recurrence. Multivariate Cox regression analysis indicated that cirrhosis, tumor size, hepatitis, albumin, arterial phase hyperenhancement (APHE), washout, and mosaic architecture were risk factors associated with poor RFS and then incorporated into the nomogram. The nomogram achieved good performance with C-index values of 0.713 and 0.707 in the development and validation cohorts, respectively. Furthermore, patients were stratified into high- and low-risk subgroups, and significant prognostic differences were found between the different subgroups in both cohorts (p < 0.001 and p = 0.024, respectively). CONCLUSION The nomogram incorporated preoperative MR imaging features, and clinical parameters can be a simple and reliable tool for predicting RFS and achieving risk stratification in patients with solitary MVI-negative HCC. KEY POINTS • Application of preoperative MR imaging features and clinical parameters can effectively predict RFS in patients with solitary MVI-negative HCC. • Risk factors including cirrhosis, tumor size, hepatitis, albumin, APHE, washout, and mosaic architecture were associated with worse prognosis in patients with solitary MVI-negative HCC. • Based on the nomogram incorporating these risk factors, the MVI-negative HCC patients could be stratified into two subgroups with significant different prognoses.
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Hwang SH, Rhee H. Radiologic features of hepatocellular carcinoma related to prognosis. JOURNAL OF LIVER CANCER 2023; 23:143-156. [PMID: 37384030 PMCID: PMC10202237 DOI: 10.17998/jlc.2023.02.16] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Revised: 01/29/2023] [Accepted: 02/16/2023] [Indexed: 06/30/2023]
Abstract
The cross-sectional imaging findings play a crucial role in the diagnosis of hepatocellular carcinoma (HCC). Recent studies have shown that imaging findings of HCC are not only relevant for the diagnosis of HCC, but also for identifying genetic and pathologic characteristics and determining prognosis. Imaging findings such as rim arterial phase hyperenhancement, arterial phase peritumoral hyperenhancement, hepatobiliary phase peritumoral hypointensity, non-smooth tumor margin, low apparent diffusion coefficient, and the LR-M category of the Liver Imaging-Reporting and Data System have been reported to be associated with poor prognosis. In contrast, imaging findings such as enhancing capsule appearance, hepatobiliary phase hyperintensity, and fat in mass have been reported to be associated with a favorable prognosis. Most of these imaging findings were examined in retrospective, single-center studies that were not adequately validated. However, the imaging findings can be applied for deciding the treatment strategy for HCC, if their significance can be confirmed by a large multicenter study. In this literature, we would like to review imaging findings related to the prognosis of HCC as well as their associated clinicopathological characteristics.
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Affiliation(s)
- Shin Hye Hwang
- Department of Radiology, Yongin Severance Hospital, Yonsei University College of Medicine, Yongin, Korea
| | - Hyungjin Rhee
- Department of Radiology, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
- Research Institute of Radiological Science, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
- Center for Clinical Imaging Data Science, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
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Mo ZY, Chen PY, Lin J, Liao JY. Pre-operative MRI features predict early post-operative recurrence of hepatocellular carcinoma with different degrees of pathological differentiation. LA RADIOLOGIA MEDICA 2023; 128:261-273. [PMID: 36763316 PMCID: PMC10020263 DOI: 10.1007/s11547-023-01601-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Accepted: 01/24/2023] [Indexed: 02/11/2023]
Abstract
PURPOSE To investigate the value of pre-operative gadoxetate disodium (Gd-EOB-DTPA) enhanced MRI predicting early post-operative recurrence (< 2 years) of hepatocellular carcinoma (HCC) with different degrees of pathological differentiation. METHODS Retrospective analysis of pre-operative MR imaging features of 177 patients diagnosed as suffering from HCC and that underwent radical resection. Multivariate logistic regression assessment was adopted to assess predictors for HCC recurrence with different degrees of pathological differentiation. The area under the curve (AUC) of receiver operating characteristics (ROC) was utilized to assess the diagnostic efficacy of the predictors. RESULTS Among the 177 patients, 155 (87.5%) were males, 22 (12.5%) were females; the mean age was 49.97 ± 10.71 years. Among the predictors of early post-operative recurrence of highly-differentiated HCC were an unsmooth tumor margin and an incomplete/without tumor capsule (p = 0.037 and 0.033, respectively) whereas those of early post-operative recurrence of moderately-differentiated HCC were incomplete/without tumor capsule, peritumoral enhancement along with peritumoral hypointensity (p = 0.006, 0.046 and 0.004, respectively). The predictors of early post-operative recurrence of poorly-differentiated HCC were peritumoral enhancement, peritumoral hypointensity, and tumor thrombosis (p = 0.033, 0.006 and 0.021, respectively). The AUCs of the multi-predictor diagnosis of early post-operative recurrence of highly-, moderately-, and poorly-differentiated HCC were 0.841, 0.873, and 0.875, respectively. The AUCs of the multi-predictor diagnosis were each higher than for those predicted separately. CONCLUSIONS The imaging parameters for predicting early post-operative recurrence of HCC with different degrees of pathological differentiation were different and combining these predictors can improve the diagnostic efficacy of early post-operative HCC recurrence.
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Affiliation(s)
- Zhi-ying Mo
- Department of Radiology, The First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, 530021 Guangxi People’s Republic of China
| | - Pei-yin Chen
- Department of Radiology, The First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, 530021 Guangxi People’s Republic of China
| | - Jie Lin
- Department of Bone Surgery, Wuzhou Peopleʹs Hospital, No. 139 Sanlong Road, Wuzhou, 543000 Guangxi China
| | - Jin-yuan Liao
- Department of Radiology, The First Affiliated Hospital of Guangxi Medical University, No. 6 Shuangyong Road, Nanning, 530021 Guangxi People’s Republic of China
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27
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Wu F, Sun H, Zhou C, Huang P, Xiao Y, Yang C, Zeng M. Prognostic factors for long-term outcome in bifocal hepatocellular carcinoma after resection. Eur Radiol 2023; 33:3604-3616. [PMID: 36700957 DOI: 10.1007/s00330-023-09398-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Revised: 12/14/2022] [Accepted: 12/23/2022] [Indexed: 01/27/2023]
Abstract
OBJECTIVES This study aimed to evaluate whether the radiological similarity and clinicopathological factors determine the prognosis in bifocal hepatocellular carcinoma (bHCC) stratified by the Milan criteria. METHODS Consecutive patients with pathologically confirmed bHCC examined between January 2016 and December 2018 were retrospectively enrolled and grouped based on the Milan criteria. Two radiologists independently evaluated whether the imaging features of both tumors were consistent or not, which was defined as the radiological similarity. The clinicopathological data were also collected. The multivariable Cox regression was applied to separately identify the independent factors for recurrence-free survival (RFS) and overall survival (OS) in bHCC within and beyond the Milan criteria. RESULTS A total of 193 patients were evaluated and divided into the within the Milan criteria group (n = 72) and the beyond the Milan criteria group (n = 121). bHCC within the Milan criteria showed a significantly better prognosis than those beyond the criteria. In the within the Milan criteria group, HBV-DNA load >104 IU/mL, microvascular invasion (MVI), and different enhancement patterns were independently associated with poor RFS. MVI was an independent prognostic factor for poor OS. In the beyond the Milan criteria group, HBV infection, MVI, increased ratio of the larger to the smaller tumor diameter (RLSD) value, and low comprehensive similarity were associated with shorter RFS, whereas MVI and increased RLSD value were independent predictors for poor OS. CONCLUSIONS Our study revealed that in addition to MVI- and HBV-related factors, similarity in imaging features between lesions of bHCC is associated with the long-term prognosis. KEY POINTS • The prognosis of bifocal HCC patients within the Milan criteria is significantly better than those beyond the criteria. • The similarity in imaging features between lesions of bHCC was an independent prognostic factor. • The more similar the bifocal lesions are in imaging features, the better the prognosis is.
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Affiliation(s)
- Fei Wu
- Department of Radiology, Zhongshan Hospital, Fudan University, Shanghai, China.,Department of Cancer Center, Zhongshan Hospital, Fudan University, No. 180 Fenglin Road, Xuhui District, Shanghai, 200032, China
| | - Haitao Sun
- Department of Radiology, Zhongshan Hospital, Fudan University, Shanghai, China.,Department of Cancer Center, Zhongshan Hospital, Fudan University, No. 180 Fenglin Road, Xuhui District, Shanghai, 200032, China
| | - Changwu Zhou
- Department of Radiology, Zhongshan Hospital, Fudan University, Shanghai, China.,Department of Cancer Center, Zhongshan Hospital, Fudan University, No. 180 Fenglin Road, Xuhui District, Shanghai, 200032, China.,Shanghai Institute of Medical Imaging, Shanghai, China
| | - Peng Huang
- Department of Radiology, Zhongshan Hospital, Fudan University, Shanghai, China.,Department of Cancer Center, Zhongshan Hospital, Fudan University, No. 180 Fenglin Road, Xuhui District, Shanghai, 200032, China
| | - Yuyao Xiao
- Department of Radiology, Zhongshan Hospital, Fudan University, Shanghai, China.,Department of Cancer Center, Zhongshan Hospital, Fudan University, No. 180 Fenglin Road, Xuhui District, Shanghai, 200032, China
| | - Chun Yang
- Department of Radiology, Zhongshan Hospital, Fudan University, Shanghai, China. .,Department of Cancer Center, Zhongshan Hospital, Fudan University, No. 180 Fenglin Road, Xuhui District, Shanghai, 200032, China.
| | - Mengsu Zeng
- Department of Radiology, Zhongshan Hospital, Fudan University, Shanghai, China. .,Department of Cancer Center, Zhongshan Hospital, Fudan University, No. 180 Fenglin Road, Xuhui District, Shanghai, 200032, China. .,Shanghai Institute of Medical Imaging, Shanghai, China.
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Li Q, Wei Y, Zhang T, Che F, Yao S, Wang C, Shi D, Tang H, Song B. Predictive models and early postoperative recurrence evaluation for hepatocellular carcinoma based on gadoxetic acid-enhanced MR imaging. Insights Imaging 2023; 14:4. [PMID: 36617581 PMCID: PMC9826770 DOI: 10.1186/s13244-022-01359-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Accepted: 12/17/2022] [Indexed: 01/09/2023] Open
Abstract
BACKGROUND The prognosis of hepatocellular carcinoma (HCC) is still poor largely due to the high incidence of recurrence. We aimed to develop and validate predictive models of early postoperative recurrence for HCC using clinical and gadoxetic acid-enhanced magnetic resonance (MR) imaging-based findings. METHODS In this retrospective case-control study, 209 HCC patients, who underwent gadoxetic acid-enhanced MR imaging before curative-intent resection, were enrolled. Boruta algorithm and backward stepwise selection with Akaike information criterion (AIC) were used for variables selection Random forest, Gradient-Boosted decision tree and logistic regression model analysis were used for model development. The area under the receiver operating characteristic curve (AUC), calibration plots, and decision curve analysis were used to evaluate model's performance. RESULTS One random forest model with Boruta algorithm (RF-Boruta) was developed consisting of preoperative serum ALT and AFP levels and six MRI findings, while preoperative serum AST and AFP levels and four MRI findings were included in one logistic regression model with backward stepwise selection method (Logistic-AIC).The two predictive models demonstrated good discrimination performance in both the training set (RF-Boruta: AUC, 0.820; Logistic-AIC: AUC, 0.853), internal validation set (RF-Boruta: AUC, 0.857, Logistic-AIC: AUC, 0.812) and external validation set(RF-Boruta: AUC, 0.805, Logistic-AIC: AUC, 0.789). Besides, in both the internal validation and external validation sets, the RF-Boruta model outperformed Barcelona Clinic Liver Cancer (BCLC) stage (p < 0.05). CONCLUSIONS The RF-Boruta and Logistic-AIC models with good prediction performance for early postoperative recurrence may lead to optimal and comprehensive treatment approaches, and further improve the prognosis of HCC after resection.
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Affiliation(s)
- Qian Li
- grid.412901.f0000 0004 1770 1022Department of Radiology, Sichuan University, West China Hospital, No. 37, GUOXUE Alley, Chengdu, 610041 Sichuan Province People’s Republic of China
| | - Yi Wei
- grid.412901.f0000 0004 1770 1022Department of Radiology, Sichuan University, West China Hospital, No. 37, GUOXUE Alley, Chengdu, 610041 Sichuan Province People’s Republic of China
| | - Tong Zhang
- grid.412901.f0000 0004 1770 1022Department of Radiology, Sichuan University, West China Hospital, No. 37, GUOXUE Alley, Chengdu, 610041 Sichuan Province People’s Republic of China
| | - Feng Che
- grid.412901.f0000 0004 1770 1022Department of Radiology, Sichuan University, West China Hospital, No. 37, GUOXUE Alley, Chengdu, 610041 Sichuan Province People’s Republic of China
| | - Shan Yao
- grid.412901.f0000 0004 1770 1022Department of Radiology, Sichuan University, West China Hospital, No. 37, GUOXUE Alley, Chengdu, 610041 Sichuan Province People’s Republic of China
| | - Cong Wang
- grid.414011.10000 0004 1808 090XDepartment of Radiology, Henan Provincial People’s Hospital, Zhengzhou, Henan Province People’s Republic of China
| | - Dandan Shi
- grid.414011.10000 0004 1808 090XDepartment of Radiology, Henan Provincial People’s Hospital, Zhengzhou, Henan Province People’s Republic of China
| | - Hehan Tang
- grid.412901.f0000 0004 1770 1022Department of Radiology, Sichuan University, West China Hospital, No. 37, GUOXUE Alley, Chengdu, 610041 Sichuan Province People’s Republic of China
| | - Bin Song
- grid.412901.f0000 0004 1770 1022Department of Radiology, Sichuan University, West China Hospital, No. 37, GUOXUE Alley, Chengdu, 610041 Sichuan Province People’s Republic of China ,Department of Radiology, Sanya People’s Hospital, Sanya, 572000 People’s Republic of China
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29
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Zhang L, Li M, Zhu J, Zhang Y, Xiao Y, Dong M, Zhang L, Wang J. The value of quantitative MR elastography-based stiffness for assessing the microvascular invasion grade in hepatocellular carcinoma. Eur Radiol 2022; 33:4103-4114. [PMID: 36435877 DOI: 10.1007/s00330-022-09290-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2022] [Revised: 11/03/2022] [Accepted: 11/07/2022] [Indexed: 11/28/2022]
Abstract
OBJECTIVES To evaluate the potential diagnostic value of MR elastography (MRE)-based stiffness to noninvasively predict the microvascular invasion (MVI) grade in hepatocellular carcinoma (HCC). METHODS One hundred eighty-five patients with histopathology-proven HCC who underwent MRI and MRE examinations before hepatectomy were retrospectively enrolled. According to the three-tiered MVI grading system, the MVI was divided into negative-MVI (n = 89) and positive-MVI (n = 96) groups, and the latter group was categorized into mild-MVI (n = 49) and severe-MVI (n = 47) subgroups. Logistic regression and area under the receiver operating characteristic curve (AUC) analyses were used to determine the predictors associated with MVI grade and analyze their performances, respectively. RESULTS Among the 185 patients, tumor size ≥ 50 mm (p = 0.031), tumor stiffness (TS)/liver stiffness (LS) > 1.47 (p = 0.001), TS > 4.33 kPa (p < 0.001), and nonsmooth tumor margin (p = 0.006) were significant independent predictors for positive-MVI. Further analyzing the subgroups, tumor size ≥ 50 mm (p < 0.001), TS > 5.35 kPa (p = 0.001), and AFP level > 400 ng/mL (p = 0.044) were independently associated with severe-MVI. The models incorporating MRE and clinical-radiological features together performed better for evaluating positive-MVI (AUC: 0.846) and severe-MVI (AUC: 0.802) than the models using clinical-radiological predictors alone (AUC: positive-/severe-MVI, 0.737/0.743). Analysis of recurrence-free survival and overall survival showed the predicted positive-MVI/severe-MVI groups based on combined models had significantly poorer prognoses than predicted negative-MVI/mild-MVI groups, respectively (all p < 0.05). CONCLUSIONS MRE-based stiffness was an independent predictor for both the positive-MVI and severe-MVI. The combination of MRE and clinical-radiological models might be a useful tool for evaluating HCC patients' prognoses underwent hepatectomy by preoperatively predicting the MVI grade. KEY POINTS • The severe-microvascular invasion (MVI) grade had the highest tumor stiffness (TS), followed by mild-MVI and non-MVI, and there were significances among the three different MVI grades. • MR elastography (MRE)-based stiffness value was an independent predictor of positive-MVI and severe-MVI in hepatocellular carcinoma (HCC) preoperatively. • When combined with clinical-radiological models, MRE could significantly improve the predictive performance for MVI grade. Patients with predicted positive-MVI/severe-MVI based on the combined models had worse recurrence-free survival and overall survival than those with negative-MVI/mild-MVI, respectively.
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Affiliation(s)
- Lina Zhang
- Department of Radiology, The Third Affiliated Hospital, Sun Yat-sen University (SYSU), No. 600, Tianhe Road, Guangzhou, Guangdong, 510630, People's Republic of China
| | - Mengsi Li
- Department of Radiology, The Third Affiliated Hospital, Sun Yat-sen University (SYSU), No. 600, Tianhe Road, Guangzhou, Guangdong, 510630, People's Republic of China
| | - Jie Zhu
- Department of Radiology, The Third Affiliated Hospital, Sun Yat-sen University (SYSU), No. 600, Tianhe Road, Guangzhou, Guangdong, 510630, People's Republic of China
| | - Yao Zhang
- Department of Radiology, The Third Affiliated Hospital, Sun Yat-sen University (SYSU), No. 600, Tianhe Road, Guangzhou, Guangdong, 510630, People's Republic of China
| | - Yuanqiang Xiao
- Department of Radiology, The Third Affiliated Hospital, Sun Yat-sen University (SYSU), No. 600, Tianhe Road, Guangzhou, Guangdong, 510630, People's Republic of China
| | - Mengshi Dong
- Department of Radiology, The Third Affiliated Hospital, Sun Yat-sen University (SYSU), No. 600, Tianhe Road, Guangzhou, Guangdong, 510630, People's Republic of China
| | - Linqi Zhang
- Department of Radiology, The Third Affiliated Hospital, Sun Yat-sen University (SYSU), No. 600, Tianhe Road, Guangzhou, Guangdong, 510630, People's Republic of China
- Department of Nuclear Medicine, Affiliated Cancer Hospital & Institute of Guangzhou Medical University, 78 Hengzhigang Rd, Guangzhou, Guangdong, 510095, People's Republic of China
| | - Jin Wang
- Department of Radiology, The Third Affiliated Hospital, Sun Yat-sen University (SYSU), No. 600, Tianhe Road, Guangzhou, Guangdong, 510630, People's Republic of China.
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30
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Sheng Y, Wang Q, Liu HF, Chen WH, He ZM, Wang Q. Preoperative Nomogram Incorporating Clinical Factors, Serological Markers and LI-RADS MRI Features to Predict Early Recurrence of Hepatocellular Carcinoma Treated with Transarterial Chemoembolization. Acad Radiol 2022:S1076-6332(22)00576-1. [DOI: 10.1016/j.acra.2022.10.020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2022] [Revised: 10/15/2022] [Accepted: 10/22/2022] [Indexed: 11/22/2022]
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Zhang L, Cheng C, Li B, Chen J, Peng J, Cao Y, Yue Y, Mai X, Yu D. Combined clinical features and MRI parameters for the prediction of VEGFR2 in hepatocellular carcinoma patients. Front Oncol 2022; 12:961530. [PMID: 36313714 PMCID: PMC9608502 DOI: 10.3389/fonc.2022.961530] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2022] [Accepted: 10/03/2022] [Indexed: 01/17/2023] Open
Abstract
PURPOSE To develop a prediction model for estimating the expression of vascular endothelial growth factor receptor 2 (VEGFR2) in hepatocellular carcinoma (HCC) patients using clinical features and the contrast-enhanced MRI Liver Imaging Reporting and Data System (LI-RADS). METHODS A total of 206 HCC patients were subjected to preoperative contrast-enhanced MRI, radical resection, and VEGFR2 immunohistochemistry labeling. The intensity of VEGFR2 expression was used to split patients into either the positive group or the negative group. For continuous data, the Mann-Whitney U test was employed, and for categorical variables, the χ2 test was utilized. RESULTS VEGFR2-positivity was identified in 41.7% (86/206) of the patients. VEGFR2-positive HCCs were confirmed by higher serum alpha-fetoprotein (AFP) levels, larger tumor dimensions (either on MRI or upon final pathology), and a higher LI-RADS score (all p < 0.001). LI-RADS scores and AFP levels were independent predictors for high VEGFR2 expression. These two parameters were used to establish a VEGFR2-positive risk nomogram, which was validated to possess both good discrimination and calibration. The area under the curve was 0.830 (sensitivity 83.6%, specificity 72.5%) and the mean absolute error was 0.021. The threshold probabilities ranged between 0.07 and 0.95, and usage of the model contributed net benefits. CONCLUSION A nomogram including clinical features and contrast-enhanced MRI parameters was developed and was demonstrably effective at predicting VEGFR2 expression in HCC patients.
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Affiliation(s)
- Laizhu Zhang
- Hepatobiliary and Pancreatic Center & Liver Transplantation Center, the Affiliated Drum Tower Hospital, Medical School of Nanjing University, Nanjing, China
| | - Chunxiao Cheng
- Nanjing Drum Tower Hospital Clinical College of Nanjing University of Chinese Medicine, Nanjing, China
| | - Binghua Li
- Hepatobiliary and Pancreatic Center & Liver Transplantation Center, the Affiliated Drum Tower Hospital, Medical School of Nanjing University, Nanjing, China
| | - Jun Chen
- Department of Pathology, the Affiliated Drum Tower Hospital, Medical School of Nanjing University, Nanjing, China
| | - Jin Peng
- Hepatobiliary and Pancreatic Center & Liver Transplantation Center, the Affiliated Drum Tower Hospital, Medical School of Nanjing University, Nanjing, China
| | - Yajuan Cao
- Hepatobiliary and Pancreatic Center & Liver Transplantation Center, the Affiliated Drum Tower Hospital, Medical School of Nanjing University, Nanjing, China
| | - Yang Yue
- Hepatobiliary and Pancreatic Center & Liver Transplantation Center, the Affiliated Drum Tower Hospital, Medical School of Nanjing University, Nanjing, China
| | - Xiaoli Mai
- Department of Radiology, the Affiliated Drum Tower Hospital, Medical School of Nanjing University, Nanjing, China
| | - Decai Yu
- Hepatobiliary and Pancreatic Center & Liver Transplantation Center, the Affiliated Drum Tower Hospital, Medical School of Nanjing University, Nanjing, China
- Nanjing Drum Tower Hospital Clinical College of Nanjing University of Chinese Medicine, Nanjing, China
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Wei H, Yang T, Chen J, Duan T, Jiang H, Song B. Prognostic implications of CT/MRI LI-RADS in hepatocellular carcinoma: State of the art and future directions. Liver Int 2022; 42:2131-2144. [PMID: 35808845 DOI: 10.1111/liv.15362] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/17/2022] [Revised: 06/13/2022] [Accepted: 07/05/2022] [Indexed: 02/05/2023]
Abstract
Hepatocellular carcinoma (HCC) is the fourth most lethal malignancy with an increasing incidence worldwide. Management of HCC has followed several clinical staging systems that rely on tumour morphologic characteristics and clinical variables. However, these algorithms are unlikely to profile the full landscape of tumour aggressiveness and allow accurate prognosis stratification. Noninvasive imaging biomarkers on computed tomography (CT) or magnetic resonance imaging (MRI) exhibit a promising prospect to refine the prognostication of HCC. The Liver Imaging Reporting and Data System (LI-RADS) is a comprehensive system for standardizing the terminology, techniques, interpretation, reporting and data collection of liver imaging. At present, it has been widely accepted as an effective diagnostic system for HCC in at-risk patients. Emerging data have provided new insights into the potential of CT/MRI LI-RADS in HCC prognostication, which may help refine the prognostic paradigm of HCC that promises to direct individualized management and improve patient outcomes. Therefore, this review aims to summarize several prognostic imaging features at CT/MRI for patients with HCC; the available evidence regarding the use of LI-RDAS for evaluation of tumour biology and clinical outcomes, pitfalls of current literature, and future directions for LI-RADS in the management of HCC.
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Affiliation(s)
- Hong Wei
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, China
| | - Ting Yang
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, China
| | - Jie Chen
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, China
| | - Ting Duan
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, China
| | - Hanyu Jiang
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, China
| | - Bin Song
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, China
- Department of Radiology, Sanya People's Hospital, Sanya, China
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Cerrito L, Ainora ME, Mosoni C, Borriello R, Gasbarrini A, Zocco MA. Prognostic Role of Molecular and Imaging Biomarkers for Predicting Advanced Hepatocellular Carcinoma Treatment Efficacy. Cancers (Basel) 2022; 14:4647. [PMID: 36230569 PMCID: PMC9564154 DOI: 10.3390/cancers14194647] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Revised: 09/19/2022] [Accepted: 09/20/2022] [Indexed: 11/30/2022] Open
Abstract
Hepatocellular carcinoma (HCC) is the sixth most common malignancy worldwide and the fourth cause of tumor-related death. Imaging biomarkers are based on computed tomography, magnetic resonance, and contrast-enhanced ultrasound, and are widely applied in HCC diagnosis and treatment monitoring. Unfortunately, in the field of molecular biomarkers, alpha-fetoprotein (AFP) is still the only recognized tool for HCC surveillance in both diagnostic and follow-up purposes. Other molecular biomarkers have little roles in clinical practice regarding HCC, mainly for the detection of early-stage HCC, monitoring the response to treatments and analyzing tumor prognosis. In the last decades no important improvements have been achieved in this field and imaging biomarkers maintain the primacy in HCC diagnosis and follow-up. Despite the still inconsistent role of molecular biomarkers in surveillance and early HCC detection, they could play an outstanding role in prognosis estimation and treatment monitoring with a potential reduction in health costs faced by standard radiology. An important challenge resides in identifying sufficiently sensitive and specific biomarkers for advanced HCC for prognostic evaluation and detection of tumor progression, overcoming imaging biomarker sensitivity. The aim of this review is to analyze the current molecular and imaging biomarkers in advanced HCC.
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Affiliation(s)
- Lucia Cerrito
- Department of Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
- CEMAD Digestive Disease Center, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
| | - Maria Elena Ainora
- Department of Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
- CEMAD Digestive Disease Center, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
| | - Carolina Mosoni
- Department of Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
- CEMAD Digestive Disease Center, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
| | - Raffaele Borriello
- Department of Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
- CEMAD Digestive Disease Center, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
| | - Antonio Gasbarrini
- Department of Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
- CEMAD Digestive Disease Center, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
| | - Maria Assunta Zocco
- Department of Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
- CEMAD Digestive Disease Center, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Catholic University of Rome, 00168 Rome, Italy
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Preoperative estimation of the survival of patients with unresectable hepatocellular carcinoma achieving complete response after conventional transcatheter arterial chemoembolization: assessments of clinical and LI-RADS MR features. Radiol Med 2022; 127:939-949. [DOI: 10.1007/s11547-022-01517-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2022] [Accepted: 06/13/2022] [Indexed: 10/15/2022]
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35
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Liao CC, Cheng YF, Yu CY, Tsang LCL, Chen CL, Hsu HW, Chang WC, Lim WX, Chuang YH, Huang PH, Ou HY. A Scoring System for Predicting Microvascular Invasion in Hepatocellular Carcinoma Based on Quantitative Functional MRI. J Clin Med 2022; 11:3789. [PMID: 35807074 PMCID: PMC9267530 DOI: 10.3390/jcm11133789] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2022] [Revised: 06/23/2022] [Accepted: 06/28/2022] [Indexed: 11/17/2022] Open
Abstract
Microvascular invasion (MVI) in hepatocellular carcinoma (HCC) is a histopathological marker and risk factor for HCC recurrence. We integrated diffusion-weighted imaging (DWI) and magnetic resonance (MR) image findings of tumors into a scoring system for predicting MVI. In total, 228 HCC patients with pathologically confirmed MVI who underwent surgical resection or liver transplant between November 2012 and March 2021 were enrolled retrospectively. Patients were divided into a right liver lobe group (n = 173, 75.9%) as the model dataset and a left liver lobe group (n = 55, 24.1%) as the model validation dataset. Multivariate logistic regression identified two-segment involved tumor (Score: 1; OR: 3.14; 95% CI: 1.22 to 8.06; p = 0.017); ADCmin ≤ 0.95 × 10-3 mm2/s (Score: 2; OR: 10.88; 95% CI: 4.61 to 25.68; p = 0.000); and largest single tumor diameter ≥ 3 cm (Score: 1; OR: 5.05; 95% CI: 2.25 to 11.30; p = 0.000), as predictive factors for the scoring model. Among all patients, sensitivity was 89.66%, specificity 58.04%, positive predictive value 68.87%, and negative predictive value 84.41%. For validation of left lobe group, sensitivity was 80.64%, specificity 70.83%, positive predictive value 78.12%, and negative predictive value 73.91%. The scoring model using ADCmin, largest tumor diameter, and two-segment involved tumor provides high sensitivity and negative predictive value in MVI prediction for use in routine functional MR.
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Affiliation(s)
- Chien-Chang Liao
- Department of Radiology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, 123 Ta-Pei Road, Niao-Sung District, Kaohsiung 833, Taiwan; (C.-C.L.); (Y.-F.C.); (C.-Y.Y.); (L.-C.L.T.); (H.-W.H.); (W.-C.C.); (W.-X.L.); (Y.-H.C.); (P.-H.H.)
| | - Yu-Fan Cheng
- Department of Radiology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, 123 Ta-Pei Road, Niao-Sung District, Kaohsiung 833, Taiwan; (C.-C.L.); (Y.-F.C.); (C.-Y.Y.); (L.-C.L.T.); (H.-W.H.); (W.-C.C.); (W.-X.L.); (Y.-H.C.); (P.-H.H.)
| | - Chun-Yen Yu
- Department of Radiology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, 123 Ta-Pei Road, Niao-Sung District, Kaohsiung 833, Taiwan; (C.-C.L.); (Y.-F.C.); (C.-Y.Y.); (L.-C.L.T.); (H.-W.H.); (W.-C.C.); (W.-X.L.); (Y.-H.C.); (P.-H.H.)
| | - Leung-Chit Leo Tsang
- Department of Radiology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, 123 Ta-Pei Road, Niao-Sung District, Kaohsiung 833, Taiwan; (C.-C.L.); (Y.-F.C.); (C.-Y.Y.); (L.-C.L.T.); (H.-W.H.); (W.-C.C.); (W.-X.L.); (Y.-H.C.); (P.-H.H.)
| | - Chao-Long Chen
- Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, 123 Ta-Pei Road, Niao-Sung District, Kaohsiung 833, Taiwan;
| | - Hsien-Wen Hsu
- Department of Radiology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, 123 Ta-Pei Road, Niao-Sung District, Kaohsiung 833, Taiwan; (C.-C.L.); (Y.-F.C.); (C.-Y.Y.); (L.-C.L.T.); (H.-W.H.); (W.-C.C.); (W.-X.L.); (Y.-H.C.); (P.-H.H.)
| | - Wan-Ching Chang
- Department of Radiology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, 123 Ta-Pei Road, Niao-Sung District, Kaohsiung 833, Taiwan; (C.-C.L.); (Y.-F.C.); (C.-Y.Y.); (L.-C.L.T.); (H.-W.H.); (W.-C.C.); (W.-X.L.); (Y.-H.C.); (P.-H.H.)
| | - Wei-Xiong Lim
- Department of Radiology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, 123 Ta-Pei Road, Niao-Sung District, Kaohsiung 833, Taiwan; (C.-C.L.); (Y.-F.C.); (C.-Y.Y.); (L.-C.L.T.); (H.-W.H.); (W.-C.C.); (W.-X.L.); (Y.-H.C.); (P.-H.H.)
| | - Yi-Hsuan Chuang
- Department of Radiology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, 123 Ta-Pei Road, Niao-Sung District, Kaohsiung 833, Taiwan; (C.-C.L.); (Y.-F.C.); (C.-Y.Y.); (L.-C.L.T.); (H.-W.H.); (W.-C.C.); (W.-X.L.); (Y.-H.C.); (P.-H.H.)
| | - Po-Hsun Huang
- Department of Radiology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, 123 Ta-Pei Road, Niao-Sung District, Kaohsiung 833, Taiwan; (C.-C.L.); (Y.-F.C.); (C.-Y.Y.); (L.-C.L.T.); (H.-W.H.); (W.-C.C.); (W.-X.L.); (Y.-H.C.); (P.-H.H.)
| | - Hsin-You Ou
- Department of Radiology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, 123 Ta-Pei Road, Niao-Sung District, Kaohsiung 833, Taiwan; (C.-C.L.); (Y.-F.C.); (C.-Y.Y.); (L.-C.L.T.); (H.-W.H.); (W.-C.C.); (W.-X.L.); (Y.-H.C.); (P.-H.H.)
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Liang X, Shi S, Gao T. Preoperative gadoxetic acid-enhanced MRI predicts aggressive pathological features in LI-RADS category 5 hepatocellular carcinoma. Clin Radiol 2022; 77:708-716. [PMID: 35738938 DOI: 10.1016/j.crad.2022.05.018] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2022] [Revised: 03/30/2022] [Accepted: 05/19/2022] [Indexed: 11/09/2022]
Abstract
AIM To investigate whether Liver Imaging Reporting and Data System (LI-RADS) imaging features and non-LI-RADS imaging features can predict aggressive pathological features in adult patients with hepatocellular carcinoma (HCC). MATERIALS AND METHODS From February 2018 to September 2021, 236 adult patients with cirrhosis or hepatitis B virus infection in which liver cancer was suspected underwent MRI within 1 month before surgery. Significant MRI findings and alpha-fetoprotein (AFP) level predicted high-grade HCC and microvascular invasion (MVI) by univariate and multivariate logistic regression models. RESULTS The study included 112 patients with histopathologically confirmed liver cancer (≤5 cm), 35 of whom (31.3%) high-grade HCC and 42 of 112 (37.5%) patients had MVI. Mosaic architecture (odds ratio [OR] = 6.031; 95% confidence interval [CI]: 1.366, 26.626; p=0.018), coronal enhancement (OR=5.878; 95% CI: 1.471, 23.489; p=0.012), and intratumoural vessels (OR=5.278; 95% CI: 1.325, 21.020; p=0.018) were significant independent predictors of high-grade HCC. A non-smooth tumour margin (OR=10.237; 95% CI: 1.547, 67.760; p=0.016), coronal enhancement (OR=3.800; 95% CI: 1.152, 12.531; p=0.028), and peritumoural hypointensity on the hepatobiliary phase (HBP; OR=10.322; 95% CI: 2.733, 38.986; p=0.001) were significant independent predictors of MVI. CONCLUSION In high-risk adult patients with single LR-5 HCC (≤5 cm), mosaic architecture, coronal enhancement, and intratumoural vessels are independent predictors of high-grade HCC. Non-smooth tumour margin, coronal enhancement, and peritumoural hypointensity on HBP independently predicted MVI.
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Affiliation(s)
- X Liang
- Department of Radiology, People's Hospital of Chongqing Banan District, Banan District, Chongqing, China
| | - S Shi
- Department of Radiology, People's Hospital of Chongqing Banan District, Banan District, Chongqing, China
| | - T Gao
- Department of Radiology, People's Hospital of Chongqing Banan District, Banan District, Chongqing, China.
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Lewin M, Laurent-Bellue A, Desterke C, Radu A, Feghali JA, Farah J, Agostini H, Nault JC, Vibert E, Guettier C. Evaluation of perfusion CT and dual-energy CT for predicting microvascular invasion of hepatocellular carcinoma. Abdom Radiol (NY) 2022; 47:2115-2127. [PMID: 35419748 DOI: 10.1007/s00261-022-03511-7] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2021] [Revised: 03/23/2022] [Accepted: 03/24/2022] [Indexed: 12/17/2022]
Abstract
PURPOSE Evaluation of perfusion CT and dual-energy CT (DECT) quantitative parameters for predicting microvascular invasion (MVI) of hepatocellular carcinoma (HCC) prior to surgery. METHODS This prospective single-center study included fifty-six patients (44 men; median age 67; range 31-84) who provided written informed consent. Inclusion criteria were (1) treatment-naïve patients with a diagnosis of HCC, (2) an indication for hepatic resection, and (3) available arterial DECT phase and perfusion CT (GE revolution HD-GSI). Iodine concentrations (IC), arterial density (AD), and 9 quantitative perfusion parameters for HCC were correlated to pathological results. Radiological parameters based principal component analysis (PCA), corroborated by unsupervised heatmap classification, was meant to deliver a model for predicting MVI in HCC. Survival analysis was performed using univariable log-rank test and multivariable Cox model, both censored at time of relapse. RESULTS 58 HCC lesions were analyzed (median size 42.3 mm; range of 20-140). PCA showed that the radiological model was predictive of tumor grade (p = 0.01), intratumoral MVI (p = 0.004), peritumoral MVI (p = 0.04), MTM (macrotrabecular-massive) subtype (p = 0.02), and capsular invasion (p = 0.02) in HCC. Heatmap classification of HCC showed tumor heterogeneity, stratified into three main clusters according to the risk of relapse. Survival analysis confirmed that permeability surface-area product (PS) was the only significant independent parameter, among all quantitative tumoral CT parameters, for predicting a risk of relapse (Cox p value = 0.004). CONCLUSION A perfusion CT and DECT-based quantitative imaging profile can provide a diagnosis of histological MVI in HCC. PS is an independent parameter for relapse. CLINICAL TRIALS ClinicalTrials.gov: NCT03754192.
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Affiliation(s)
- Maïté Lewin
- Service de Radiologie, AP-HP-Université Paris Saclay Hôpital Paul Brousse, 12-14 avenue Paul Vaillant Couturier, 94800, Villejuif, France.
- Faculté de Médecine, Université Paris Saclay, 94270, Le Kremlin-Bicêtre, France.
| | - Astrid Laurent-Bellue
- Faculté de Médecine, Université Paris Saclay, 94270, Le Kremlin-Bicêtre, France
- Service d'Anatomopathologie, AP-HP-Université Paris Saclay Hôpital Bicêtre, 94270, Le Kremlin-Bicêtre, France
| | - Christophe Desterke
- Faculté de Médecine, Université Paris Saclay, 94270, Le Kremlin-Bicêtre, France
- Service de Bio-informatique, INSERM UA9, Hôpital Paul Brousse, 94800, Villejuif, France
| | - Adina Radu
- Service de Radiologie, AP-HP-Université Paris Saclay Hôpital Paul Brousse, 12-14 avenue Paul Vaillant Couturier, 94800, Villejuif, France
| | - Joëlle Ann Feghali
- Service de Radiologie, AP-HP-Université Paris Saclay Hôpital Paul Brousse, 12-14 avenue Paul Vaillant Couturier, 94800, Villejuif, France
| | - Jad Farah
- Service de Radiologie, AP-HP-Université Paris Saclay Hôpital Paul Brousse, 12-14 avenue Paul Vaillant Couturier, 94800, Villejuif, France
| | - Hélène Agostini
- Service d'Epidémiologie et de Santé Publique, AP-HP-Université Paris Saclay Hôpital Bicêtre, 94270, Le Kremlin-Bicêtre, France
| | - Jean-Charles Nault
- Service d'Hépatologie, AP-HP, Hôpitaux Universitaires Paris-Seine-Saint-Denis, Hôpital Avicenne, 93000, Bobigny, France
- Functional Genomics of Solid Tumors Laboratory, Centre de Recherche Des Cordeliers, Sorbonne Université, Inserm, USPC, Université Paris Descartes, Université Paris Diderot, Université Paris 13, 75006, Paris, France
- Université Paris 13, Unité de Formation et de Recherche Santé Médecine et Biologie Humaine, 93000, Bobigny, France
| | - Eric Vibert
- Faculté de Médecine, Université Paris Saclay, 94270, Le Kremlin-Bicêtre, France
- AP-HP-Université Paris Saclay, Hôpital Paul Brousse, 94800, Villejuif, France
- Centre Hépato-Biliaire, INSERM U1193 Hôpital Paul Brousse, 94800, Villejuif, France
| | - Catherine Guettier
- Faculté de Médecine, Université Paris Saclay, 94270, Le Kremlin-Bicêtre, France
- Service d'Anatomopathologie, AP-HP-Université Paris Saclay Hôpital Bicêtre, 94270, Le Kremlin-Bicêtre, France
- Centre Hépato-Biliaire, INSERM U1193 Hôpital Paul Brousse, 94800, Villejuif, France
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Imaging Features of Main Posthepatectomy Complications: A Radiologist’s Challenge. Diagnostics (Basel) 2022; 12:diagnostics12061323. [PMID: 35741133 PMCID: PMC9221607 DOI: 10.3390/diagnostics12061323] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2022] [Revised: 05/24/2022] [Accepted: 05/25/2022] [Indexed: 12/10/2022] Open
Abstract
In the recent years, the number of liver resections has seen an impressive growth. Usually, hepatic resections remain the treatment of various liver diseases, such as malignant tumors, benign tumors, hydatid disease, and abscesses. Despite technical advancements and tremendous experience in the field of liver resection of specialized centers, there are moderately high rates of postoperative morbidity and mortality, especially in high-risk and older patient populations. Although ultrasonography is usually the first-line imaging examination for postoperative complications, Computed Tomography (CT) is the imaging tool of choice in emergency settings due to its capability to assess the whole body in a few seconds and detect all possible complications. Magnetic resonance cholangiopancreatography (MRCP) is the imaging modality of choice for delineating early postoperative bile duct injuries and ischemic cholangitis that may arise in the late postoperative phase. Moreover, both MDCT and MRCP can precisely detect tumor recurrence. Consequently, radiologists should have knowledge of these surgical procedures for better comprehension of postoperative changes and recognition of the radiological features of various postoperative complications.
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Jiang H, Wei J, Fu F, Wei H, Qin Y, Duan T, Chen W, Xie K, Lee JM, Bashir MR, Wang M, Song B, Tian J. Predicting microvascular invasion in hepatocellular carcinoma: A dual-institution study on gadoxetate disodium-enhanced MRI. Liver Int 2022; 42:1158-1172. [PMID: 35243749 PMCID: PMC9314889 DOI: 10.1111/liv.15231] [Citation(s) in RCA: 47] [Impact Index Per Article: 15.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/22/2021] [Revised: 12/06/2021] [Accepted: 12/14/2021] [Indexed: 02/05/2023]
Abstract
BACKGROUND & AIMS Microvascular invasion (MVI) is an important risk factor in hepatocellular carcinoma (HCC), but its diagnosis mandates postoperative histopathologic analysis. We aimed to develop and externally validate a predictive scoring system for MVI. METHODS From July 2015 to November 2020, consecutive patients underwent surgery for HCC with preoperative gadoxetate disodium (EOB)-enhanced MRI was retrospectively enrolled. All MR images were reviewed independently by two radiologists who were blinded to the outcomes. In the training centre, a radio-clinical MVI score was developed via logistic regression analysis against pathology. In the testing centre, areas under the receiver operating curve (AUCs) of the MVI score and other previous MVI schemes were compared. Overall survival (OS) and recurrence-free survival (RFS) were analysed by the Kaplan-Meier method with the log-rank test. RESULTS A total of 417 patients were included, 195 (47%) with pathologically-confirmed MVI. The MVI score included: non-smooth tumour margin (odds ratio [OR] = 4.4), marked diffusion restriction (OR = 3.0), internal artery (OR = 3.0), hepatobiliary phase peritumoral hypointensity (OR = 2.5), tumour multifocality (OR = 1.6), and serum alpha-fetoprotein >400 ng/mL (OR = 2.5). AUCs for the MVI score were 0.879 (training) and 0.800 (testing), significantly higher than those for other MVI schemes (testing AUCs: 0.648-0.684). Patients with model-predicted MVI had significantly shorter OS (median 61.0 months vs not reached, P < .001) and RFS (median 13.0 months vs. 42.0 months, P < .001) than those without. CONCLUSIONS A preoperative MVI score integrating five EOB-MRI features and serum alpha-fetoprotein level could accurately predict MVI and postoperative survival in HCC. Therefore, this score may aid in individualized treatment decision making.
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Affiliation(s)
- Hanyu Jiang
- Department of Radiology, West China HospitalSichuan UniversityChengduSichuanChina
| | - Jingwei Wei
- Key Laboratory of Molecular Imaging, Institute of AutomationChinese Academy of SciencesBeijingChina,Beijing Key Laboratory of Molecular ImagingBeijingChina
| | - Fangfang Fu
- Department of Medical ImagingHenan Provincial People’s HospitalZhengzhouChina,Department of Medical ImagingPeople’s Hospital of Zhengzhou UniversityZhengzhouChina
| | - Hong Wei
- Department of Radiology, West China HospitalSichuan UniversityChengduSichuanChina
| | - Yun Qin
- Department of Radiology, West China HospitalSichuan UniversityChengduSichuanChina
| | - Ting Duan
- Department of Radiology, West China HospitalSichuan UniversityChengduSichuanChina
| | - Weixia Chen
- Department of Radiology, West China HospitalSichuan UniversityChengduSichuanChina
| | - Kunlin Xie
- Department of Liver Surgery & Liver Transplantation, West China HospitalSichuan UniversityChengduChina
| | - Jeong Min Lee
- Department of RadiologySeoul National University Hospital and Seoul National University College of MedicineSeoulSouth Korea
| | - Mustafa R. Bashir
- Department of RadiologyDuke University Medical CenterDurhamNorth CarolinaUSA,Center for Advanced Magnetic Resonance in MedicineDuke University Medical CenterDurhamNorth CarolinaUSA,Division of Gastroenterology, Department of MedicineDuke University Medical CenterDurhamNorth CarolinaUSA
| | - Meiyun Wang
- Department of Medical ImagingHenan Provincial People’s HospitalZhengzhouChina,Department of Medical ImagingPeople’s Hospital of Zhengzhou UniversityZhengzhouChina
| | - Bin Song
- Department of Radiology, West China HospitalSichuan UniversityChengduSichuanChina
| | - Jie Tian
- Key Laboratory of Molecular Imaging, Institute of AutomationChinese Academy of SciencesBeijingChina,Beijing Key Laboratory of Molecular ImagingBeijingChina,Beijing Advanced Innovation Center for Big Data‐Based Precision Medicine, School of MedicineBeihang UniversityBeijingChina,Engineering Research Center of Molecular and Neuro Imaging of Ministry of Education, School of Life Science and TechnologyXidian UniversityXi’anChina,Key Laboratory of Big Data‐Based Precision Medicine (Beihang University)Ministry of Industry and Information TechnologyBeijingChina
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Zhao QY, Liu SS, Fan MX. Prediction of early recurrence of hepatocellular carcinoma after resection based on Gd-EOB-DTPA enhanced magnetic resonance imaging: a preliminary study. J Gastrointest Oncol 2022; 13:792-801. [PMID: 35557582 PMCID: PMC9086065 DOI: 10.21037/jgo-22-224] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Accepted: 04/11/2022] [Indexed: 08/10/2023] Open
Abstract
BACKGROUND Early recurrence (ER) after radical resection of hepatocellular carcinoma (HCC) affects the prognosis of patients. Gadolinium ethoxybenzyl-diethylenetriaminepentaacetic acid (Gd-EOB-DTPA)-enhanced magnetic resonance imaging (MRI) can improve the detection rate of small HCC. This study innovatively introduces a new quantitative index combined with qualitative index to compare the differences in clinical and imaging characteristics between ER and non-ER groups and evaluate the feasibility of Gd-EOB-DTPA-enhanced MRI in predicting ER. METHODS A total of 68 patients with HCC confirmed by operation and pathology in the Shandong Cancer Hospital and Institute were included retrospectively. All participants were examined by Gd-EOB-DTPA-enhanced MRI within 3 weeks before surgery. Regular follow-up was performed every 2 months within 1 year after operation. Among them, 18 cases with new lesions were in ER group, and 50 cases without new lesions were in non-ER group. The clinical and imaging data of the 2 groups were collected, and the differences of clinical data and preoperative MRI signs between the ER group and non-ER group were compared. The predictive factors of ER after HCC were analyzed by multivariate logistic regression. RESULTS The quantitative parameter lesion-to-liver contrast enhancement ratio (LLCER) can predict the pathological grade of HCC (P=0.023). The results of univariate analysis between the ER group and non-ER group showed that there were significant differences in pathological grade (P=0.008), lesion morphology (P=0.011), peritumoral low signal intensity in hepatobiliary phase (HBP) (P<0.001), satellite nodules (P<0.001), and LLCER (P<0.001) between the 2 groups. Multivariate logistic regression analysis showed that HBP peritumoral low signal intensity [odds ratio (OR) =7.214, 95% confidence interval (CI): 1.230-42.312, P=0.029], satellite nodules (OR =9.198, 95% CI: 1.402-60.339, P=0.021), and parameter LLCER value (OR =0.906, 95% CI: 0.826-0.995, P=0.039) were independent predictors of ER of HCC after resection. CONCLUSIONS Preoperative Gd-EOB-DTPA enhanced MRI has important predictive value for early recurrence after radical resection of hepatocellular carcinoma.
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Affiliation(s)
- Qi-Yu Zhao
- Department of Radiology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, China
| | - Shi-Shun Liu
- Medical Imaging Department, Jinan Second People’s Hospital, Jinan, China
| | - Ming-Xin Fan
- Department of Radiology, The Third Affiliated Hospital of Shandong First Medical University (Affiliated Hospital of Shandong Academy of Medical Sciences), Jinan, China
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Risk stratification of LI-RADS M and LI-RADS 4/5 combined hepatocellular cholangiocarcinoma: prognostic values of MR imaging features and clinicopathological factors. Eur Radiol 2022; 32:5166-5178. [PMID: 35316365 DOI: 10.1007/s00330-022-08691-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2021] [Revised: 02/17/2022] [Accepted: 02/24/2022] [Indexed: 12/17/2022]
Abstract
OBJECTIVES To investigate the role of clinicopathological factors and MR imaging factors in risk stratification of combined hepatocellular cholangiocarcinoma (cHCC-CCA) patients who were classified as LR-M and LR-4/5. METHODS We retrospectively identified consecutive patients who were confirmed as cHCC-CCA after surgical surgery in our institution from June 2015 to November 2020. Two radiologists evaluated the preoperative MR imaging features independently, and each lesion was assigned with a LI-RADS category. Preoperative clinical data were also collected. Multivariate Cox proportional hazards model was applied to separately identify the independent factors correlated with the recurrence of cHCC-CCAs in LR-M and LR-4/5. Risk stratifications were conducted separately in LR-M and LR-4/5. Recurrence-free survival (RFS) rates and overall survival (OS) rates were analyzed by using the Kaplan-Meier survival curves and log-rank test. RESULTS A total of 131 patients with single primary lesion which met the 2019 WHO classification criteria were finally included. Corona enhancement, delayed central enhancement, and microvascular invasion (MVI) were identified as predictors of RFS in LR-M. Mosaic architecture, CA19-9, and MVI were independently associated with RFS in LR-4/5. Based on the number of these independent predictors, patients were stratified into favorable-outcome groups (LR-ML subgroup and LR-4/5L subgroup) and dismal-outcome groups (LR-MH subgroup and LR-4/5H subgroup). The corresponding median RFS for LR-ML, LR-MH, LR-5L, and LR-5H were 25.6 months, 8.2 months, 51.7 months, and 18.1 months. CONCLUSION Our study explored the prognostic values of imaging and clinicopathological factors for LR-M and LR-4/5 cHCC-CCA patients, and different survival outcomes were observed among four subgroups after conducting risk stratifications. KEY POINTS • Corona enhancement, delayed central enhancement, and MVI were identified as predictors of RFS in cHCC-CCAs which were classified into LR-M. Mosaic architecture, CA19-9, and MVI were independently associated with RFS in cHCC-CCAs which were classified into LR-4/5. • Based on the identified risk factors, LR-M and LR-4/5 cHCC-CCA patients could be stratified into two subgroups respectively, with significantly different RFS and OS. • cHCC-CCA patients from LR-M did not always have worse RFS and OS than those from LR-4/5 in some cases.
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Ma L, Deng K, Zhang C, Li H, Luo Y, Yang Y, Li C, Li X, Geng Z, Xie C. Nomograms for Predicting Hepatocellular Carcinoma Recurrence and Overall Postoperative Patient Survival. Front Oncol 2022; 12:843589. [PMID: 35296018 PMCID: PMC8919774 DOI: 10.3389/fonc.2022.843589] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2021] [Accepted: 02/02/2022] [Indexed: 01/27/2023] Open
Abstract
Background Few studies have focused on the prognosis of patients with hepatocellular carcinoma (HCC) of Barcelona Clinic Liver Cancer (BCLC) stage 0‒C in terms of early recurrence and 5-years overall survival (OS). We sought to develop nomograms for predicting 5-year OS and early recurrence after curative resection of HCC, based on a clinicopathological‒radiological model. We also investigated whether different treatment methods influenced the OS of patients with early recurrence. Methods Retrospective data, including clinical pathology, radiology, and follow-up data, were collected for 494 patients with HCC who underwent hepatectomy. Nomograms estimating OS and early recurrence were constructed using multivariate Cox regression analysis, based on the random survival forest (RSF) model. We evaluated the discrimination and calibration abilities of the nomograms using concordance indices (C-index), calibration curves, and Kaplan‒Meier curves. OS curves of different treatments for patients who had recurrence within 2 years after curative surgery were depicted and compared using the Kaplan–Meier method and the log-rank test. Results Multivariate Cox regression revealed that BCLC stage, non-smooth margin, maximum tumor diameter, age, aspartate aminotransferase levels, microvascular invasion, and differentiation were prognostic factors for OS and were incorporated into the nomogram with good predictive performance in the training (C-index: 0.787) and testing cohorts (C-index: 0.711). A nomogram for recurrence-free survival was also developed based on four prognostic factors (BCLC stage, non-smooth margin, maximum tumor diameter, and microvascular invasion) with good predictive performance in the training (C-index: 0.717) and testing cohorts (C-index: 0.701). In comparison to the BCLC staging system, the C-index (training cohort: 0.787 vs. 0.678, 0.717 vs. 0.675; external cohort 2: 0.748 vs. 0.624, 0.729 vs. 0.587 respectively, for OS and RFS; external cohort1:0.716 vs. 0.627 for RFS, all p value<0.05), and model calibration curves all showed improved performance. Patients who underwent surgery after tumor recurrence had a higher reOS than those who underwent comprehensive treatments and supportive care. Conclusions The nomogram, based on clinical, pathological, and radiological factors, demonstrated good accuracy in estimating OS and recurrence, which can guide follow-up and treatment of individual patients. Reoperation may be the best option for patients with recurrence in good condition.
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Affiliation(s)
- Lidi Ma
- Department of Radiology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Guangzhou, China
| | - Kan Deng
- Clinical Science, Philips Healthcare, Guangzhou, China
| | - Cheng Zhang
- Department of Radiology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Guangzhou, China
| | - Haixia Li
- Clinical Science, Philips Healthcare, Guangzhou, China
| | - Yingwei Luo
- Department of Radiology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Guangzhou, China
| | - Yingsi Yang
- Department of Radiology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Guangzhou, China
| | - Congrui Li
- Department of Diagnostic Radiology, Hunan Cancer Hospital, Central South University, Changsha, China
| | - Xinming Li
- Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Zhijun Geng
- Department of Radiology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Guangzhou, China
| | - Chuanmiao Xie
- Department of Radiology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Guangzhou, China
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Yang H, Han P, Huang M, Yue X, Wu L, Li X, Fan W, Li Q, Ma G, Lei P. The role of gadoxetic acid-enhanced MRI features for predicting microvascular invasion in patients with hepatocellular carcinoma. Abdom Radiol (NY) 2022; 47:948-956. [PMID: 34962593 DOI: 10.1007/s00261-021-03392-2] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2021] [Revised: 12/16/2021] [Accepted: 12/17/2021] [Indexed: 12/24/2022]
Abstract
OBJECTIVE To evaluate the predictive value of gadoxetic acid-enhanced MRI features (focused on Liver Imaging Reporting and Data System (LI-RADS) v2018 features and non-LI-RADS imaging features) for microvascular invasion (MVI) of hepatocellular carcinoma (HCC). METHODS From October 2018 to December 2020, 134 patients who underwent gadoxetic acid-enhanced MRI with a pathological diagnosis of HCC after hepatectomy were enrolled in this retrospective study. Two radiologists assessed the pre-hepatectomy LI-RADS v2018 imaging features and non-LI-RADS features to identify independent predictors of MVI of HCC with a logistic regression model. RESULTS Four MRI features were found to be independent predictors of MVI: corona enhancement [odds ratio (OR) 5.787; 95% confidence interval (CI) 1.180, 28.369; p = 0.030], mosaic architecture (OR 7.097; 95% CI 1.299, 38.783; p = 0.024), nonsmooth tumor margin (OR 13.131; 95% CI 3.950, 43.649; p < 0.001), and peritumoral hypointensity on hepatobiliary phase (HBP) (OR 33.123; 95% CI 2.897, 378.688; p = 0.005). When one of four imaging features was present, the sensitivity was 93.2% (41/44), and the specificity was 71.1% (64/90). CONCLUSION The four imaging features including corona enhancement, mosaic architecture, nonsmooth tumor margin, and peritumoral hypointensity on HBP can be used as preoperative imaging biomarkers for predicting MVI in patients at high risk for HCC. When one of the four imaging features is present, MVI can be predicted with a sensitivity > 90%.
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Affiliation(s)
- Hongli Yang
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, 430022, China
| | - Ping Han
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, 430022, China
| | - Mengting Huang
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, 430022, China
| | - Xiaofei Yue
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, 430022, China
| | - Linxia Wu
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, 430022, China
| | - Xin Li
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, 430022, China
| | - Wenliang Fan
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, 430022, China
| | - Qian Li
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, 430022, China
| | - Guina Ma
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, 430022, China
| | - Ping Lei
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China.
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, 430022, China.
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Huang H, Ruan SM, Xian MF, Li MD, Cheng MQ, Li W, Huang Y, Xie XY, Lu MD, Kuang M, Wang W, Hu HT, Chen LD. Contrast-enhanced ultrasound-based ultrasomics score: a potential biomarker for predicting early recurrence of hepatocellular carcinoma after resection or ablation. Br J Radiol 2022; 95:20210748. [PMID: 34797687 PMCID: PMC8822579 DOI: 10.1259/bjr.20210748] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023] Open
Abstract
OBJECTIVES This study aimed to construct a prediction model based on contrast-enhanced ultrasound (CEUS) ultrasomics features and investigate its efficacy in predicting early recurrence (ER) of primary hepatocellular carcinoma (HCC) after resection or ablation. METHODS This study retrospectively included 215 patients with primary HCC, who were divided into a developmental cohort (n = 139) and a test cohort (n = 76). Four representative images-grayscale ultrasound, arterial phase, portal venous phase and delayed phase-were extracted from each CEUS video. Ultrasomics features were extracted from tumoral and peritumoral area inside the region of interest. Logistic regression was used to establish models, including a tumoral model, a peritumoral model and a combined model with additional clinical risk factors. The performance of the three models in predicting recurrence within 2 years was verified. RESULTS The combined model performed best in predicting recurrence within 2 years, with an area under the curve (AUC) of 0.845, while the tumoral model had an AUC of 0.810 and the peritumoral model one of 0.808. For prediction of recurrence-free survival, the 2-year cumulative recurrence rate was significant higher in the high-risk group (76.5%) than in the low-risk group (9.5%; p < 0.0001). CONCLUSION These CEUS ultrasomics models, especially the combined model, had good efficacy in predicting early recurrence of HCC. The combined model has potential for individual survival assessment for HCC patients undergoing resection or ablation. ADVANCES IN KNOWLEDGE CEUS ultrasomics had high sensitivity, specificity and PPV in diagnosing early recurrence of HCC, and high efficacy in predicting early recurrence of HCC (AUC > 0.8). The combined model performed better than the tumoral ultrasomics model and peritumoral ultrasomics model in predicting recurrence within 2 years. Recurrence was more likely to occur in the high-risk group than in the low-risk group, with 2-year cumulative recurrence rates, respectively, 76.5% and 9.5% (p < 0.0001).
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Affiliation(s)
- Hui Huang
- Department of Medical Ultrasonics, Ultrasomics Artificial Intelligence X-Lab, Institute of Diagnostic and Interventional Ultrasound, The First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Si-min Ruan
- Department of Medical Ultrasonics, Ultrasomics Artificial Intelligence X-Lab, Institute of Diagnostic and Interventional Ultrasound, The First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Meng-fei Xian
- Department of Medical Ultrasonics, Ultrasomics Artificial Intelligence X-Lab, Institute of Diagnostic and Interventional Ultrasound, The First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Ming-de Li
- Department of Medical Ultrasonics, Ultrasomics Artificial Intelligence X-Lab, Institute of Diagnostic and Interventional Ultrasound, The First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Mei-qing Cheng
- Department of Medical Ultrasonics, Ultrasomics Artificial Intelligence X-Lab, Institute of Diagnostic and Interventional Ultrasound, The First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Wei Li
- Department of Medical Ultrasonics, Ultrasomics Artificial Intelligence X-Lab, Institute of Diagnostic and Interventional Ultrasound, The First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Yang Huang
- Department of Medical Ultrasonics, Ultrasomics Artificial Intelligence X-Lab, Institute of Diagnostic and Interventional Ultrasound, The First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Xiao-yan Xie
- Department of Medical Ultrasonics, Ultrasomics Artificial Intelligence X-Lab, Institute of Diagnostic and Interventional Ultrasound, The First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | | | | | - Wei Wang
- Department of Medical Ultrasonics, Ultrasomics Artificial Intelligence X-Lab, Institute of Diagnostic and Interventional Ultrasound, The First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Hang-tong Hu
- Department of Medical Ultrasonics, Ultrasomics Artificial Intelligence X-Lab, Institute of Diagnostic and Interventional Ultrasound, The First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Li-Da Chen
- Department of Medical Ultrasonics, Ultrasomics Artificial Intelligence X-Lab, Institute of Diagnostic and Interventional Ultrasound, The First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
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45
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van der Pol CB, McInnes MDF, Salameh JP, Levis B, Chernyak V, Sirlin CB, Bashir MR, Allen BC, Burke LMB, Choi JY, Choi SH, Forner A, Fraum TJ, Giamperoli A, Jiang H, Joo I, Kang Z, Kierans AS, Kang HJ, Khatri G, Kim JH, Kim MJ, Kim SY, Kim YY, Kwon H, Lee JM, Lewis SC, McGinty KA, Mulazzani L, Park MS, Piscaglia F, Podgórska J, Reiner CS, Ronot M, Rosiak G, Song B, Song JS, Tang A, Terzi E, Wang J, Wang W, Wilson SR, Yokoo T. CT/MRI and CEUS LI-RADS Major Features Association with Hepatocellular Carcinoma: Individual Patient Data Meta-Analysis. Radiology 2022; 302:326-335. [PMID: 34783596 DOI: 10.1148/radiol.2021211244] [Citation(s) in RCA: 51] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Background The Liver Imaging Reporting and Data System (LI-RADS) assigns a risk category for hepatocellular carcinoma (HCC) to imaging observations. Establishing the contributions of major features can inform the diagnostic algorithm. Purpose To perform a systematic review and individual patient data meta-analysis to establish the probability of HCC for each LI-RADS major feature using CT/MRI and contrast-enhanced US (CEUS) LI-RADS in patients at high risk for HCC. Materials and Methods Multiple databases (MEDLINE, Embase, Cochrane Central Register of Controlled Trials, and Scopus) were searched for studies from January 2014 to September 2019 that evaluated the accuracy of CT, MRI, and CEUS for HCC detection using LI-RADS (CT/MRI LI-RADS, versions 2014, 2017, and 2018; CEUS LI-RADS, versions 2016 and 2017). Data were centralized. Clustering was addressed at the study and patient levels using mixed models. Adjusted odds ratios (ORs) with 95% CIs were determined for each major feature using multivariable stepwise logistic regression. Risk of bias was assessed using Quality Assessment of Diagnostic Accuracy Studies 2 (QUADAS-2) (PROSPERO protocol: CRD42020164486). Results A total of 32 studies were included, with 1170 CT observations, 3341 MRI observations, and 853 CEUS observations. At multivariable analysis of CT/MRI LI-RADS, all major features were associated with HCC, except threshold growth (OR, 1.6; 95% CI: 0.7, 3.6; P = .07). Nonperipheral washout (OR, 13.2; 95% CI: 9.0, 19.2; P = .01) and nonrim arterial phase hyperenhancement (APHE) (OR, 10.3; 95% CI: 6.7, 15.6; P = .01) had stronger associations with HCC than enhancing capsule (OR, 2.4; 95% CI: 1.7, 3.5; P = .03). On CEUS images, APHE (OR, 7.3; 95% CI: 4.6, 11.5; P = .01), late and mild washout (OR, 4.1; 95% CI: 2.6, 6.6; P = .01), and size of at least 20 mm (OR, 1.6; 95% CI: 1.04, 2.5; P = .04) were associated with HCC. Twenty-five studies (78%) had high risk of bias due to reporting ambiguity or study design flaws. Conclusion Most Liver Imaging Reporting and Data System major features had different independent associations with hepatocellular carcinoma; for CT/MRI, arterial phase hyperenhancement and washout had the strongest associations, whereas threshold growth had no association. © RSNA, 2021 Online supplemental material is available for this article.
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Affiliation(s)
- Christian B van der Pol
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Matthew D F McInnes
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Jean-Paul Salameh
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Brooke Levis
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Victoria Chernyak
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Claude B Sirlin
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Mustafa R Bashir
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Brian C Allen
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Lauren M B Burke
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Jin-Young Choi
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Sang Hyun Choi
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Alejandro Forner
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Tyler J Fraum
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Alice Giamperoli
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Hanyu Jiang
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Ijin Joo
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Zhen Kang
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Andrea S Kierans
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Hyo-Jin Kang
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Gaurav Khatri
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Jung Hoon Kim
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Myeong-Jin Kim
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - So Yeon Kim
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Yeun-Yoon Kim
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Heejin Kwon
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Jeong Min Lee
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Sara C Lewis
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Katrina A McGinty
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Lorenzo Mulazzani
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Mi-Suk Park
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Fabio Piscaglia
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Joanna Podgórska
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Caecilia S Reiner
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Maxime Ronot
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Grzegorz Rosiak
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Bin Song
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Ji Soo Song
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - An Tang
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Eleonora Terzi
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Jin Wang
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Wei Wang
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Stephanie R Wilson
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
| | - Takeshi Yokoo
- From the Dept of Diagnostic Imaging, Juravinski Hosp and Cancer Centre, Hamilton Health Sciences, McMaster Univ, Hamilton, Canada (C.B.v.d.P.); Dept of Radiology and Epidemiology, Univ of Ottawa, Ottawa, Canada (M.D.F.M.); Ottawa Hosp Research Inst Clinical Epidemiology Program, Dept of Medical Imaging, the Ottawa Hosp-Civic Campus, 1053 Carling Ave, Room c-159, Ottawa, ON, Canada K1E 4Y9 (M.D.F.M.); Faculty of Health Sciences, Queen's Univ, Kingston, Canada (J.P.S.); Clinical Epidemiology Program, Ottawa Hosp Research Inst, Ottawa, Canada (J.P.S.); Centre for Prognosis Research, School of Medicine, Keele Univ, Staffordshire, UK (B.L.); Dept of Radiology, Montefiore Medical Ctr, Bronx, NY (V.C.); Liver Imaging Group, Dept of Radiology, Univ of California San Diego, San Diego, Calif (C.B.S.); Depts of Radiology (M.R.B., B.C.A.) and Medicine (M.R.B.) and Ctr for Advanced Magnetic Resonance Development (M.R.B.), Duke Univ Medical Ctr, Durham, NC; Dept of Radiology, Univ of North Carolina, Chapel Hill, NC (M.R.B., L.M.B.B., K.A.M.); Dept of Radiology, Research Inst of Radiological Science, Yonsei Univ College of Medicine, Seoul, Korea (J.Y.C., M.J.K., Y.Y.K., M.S.P.); Asan Medical Ctr, Univ of Ulsan College of Medicine, Seoul, Korea (S.H.C.); BCLC Group, Liver Unit, Hosp Clínic of Barcelona, Barcelona, Spain (A.F.); IDIBAPS, CIBERehd, Univ of Barcelona, Barcelona, Spain (A.F.); Mallinckrodt Inst of Radiology, Washington Univ School of Medicine, St Louis, Mo (T.J.F.); Div of Internal Medicine, Hepatobiliary and Immunoallergic Diseases (A.G., F.P., E.T.), and Emergency Dept, Medicina d'Urgenza e Pronto Soccorso (L.M.), IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (H.J.); Dept of Radiology (I.J., H.J.K., J.H.K., J.M.L.) and Inst of Radiation Medicine (J.H.K., J.M.L.), Seoul National Univ Hosp, Seoul, Korea; Dept of Radiology, Seoul National Univ College of Medicine, Seoul, Korea (I.J., J.H.K., J.M.L.); Dept of Radiology, Tongji Hosp, Tongji Medical College, Wuhan, China (Z.K.); Huazhong Univ of Science and Technology, Wuhan, China (Z.K.); Dept of Radiology, Weill Cornell Medical Ctr, New York, NY (A.S.K.); Dept of Radiology (G.K., T.Y.) and Advanced Imaging Research Ctr (T.Y.), Univ of Texas Southwestern Medical Ctr, Dallas, Tex; Dept of Radiology and Research Inst of Radiology, Univ of Ulsan College of Medicine, Asan Medical Ctr, Seoul, Korea (S.Y.K.); Dept of Radiology, Dong-A Univ Hosp, Dong-A Univ College of Medicine, Busan, Korea (H.K.); Dept of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (S.C.L.); 2nd Radiology Dept, Warsaw Medical Univ, Warsaw, Poland (J.P., G.R.); Inst of Diagnostic and Interventional Radiology, Univ Hosp Zurich, Zurich, Switzerland (C.S.R.); Dept of Radiology, Beaujon Hosp, APHP.Nord, Clichy, France (M.R.); Université de Paris, Paris, France (M.R.); Dept of Radiology, West China Hosp, Sichuan Univ, Chengdu, China (B.S.); Dept of Radiology, Jeonbuk National Univ Medical School and Hosp, Jeonju, Korea (J.S.S.); Dept of Radiology, Centre Hospitalier de l'Université de Montréal, Montréal, Canada (A.T.); Dept of Radiology, the Third Affiliated Hosp, Sun Yat-sen Univ, Guangzhou, China (J.W.); Dept of Medical Ultrasonics, Inst of Diagnostic and Interventional Ultrasound, the First Affiliated Hosp of Sun Yat-Sen Univ, Guangzhou, China (W.W.); Depts of Radiology and Medicine, Div of Gastroenterology, Univ of Calgary, Calgary, Canada (S.R.W.); and Foothills Medical Centre, Calgary, Canada (S.R.W.)
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Dong Y, Zuo D, Qiu YJ, Cao JY, Wang HZ, Yu LY, Wang WP. Preoperative prediction of microvascular invasion (MVI) in hepatocellular carcinoma based on kupffer phase radiomic features of sonazoid contrast-enhanced ultrasound (SCEUS): A prospective study. Clin Hemorheol Microcirc 2022; 81:97-107. [PMID: 35001883 DOI: 10.3233/ch-211363] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
OBJECTIVES To establish and evaluate a machine learning radiomics model based on grayscale and Sonazoid contrast enhanced ultrasound images for the preoperative prediction of microvascular invasion (MVI) in hepatocellular carcinoma (HCC) patients. METHODS 100 cases of histopathological confirmed HCC lesions were prospectively included. Regions of interest were segmented on both grayscale and Kupffer phase of Sonazoid contrast enhanced (CEUS) images. Radiomic features were extracted from tumor region and region containing 5 mm of peritumoral liver tissues. Maximum relevance minimum redundancy (MRMR) and Least Absolute Shrinkage and Selection Operator (LASSO) were used for feature selection and Support Vector Machine (SVM) classifier was trained for radiomic signature calculation. Radiomic signatures were incorporated with clinical variables using univariate-multivariate logistic regression for the final prediction of MVI. Receiver operating characteristic curves, calibration curves and decision curve analysis were used to evaluate model's predictive performance of MVI. RESULTS Age were the only clinical variable significantly associated with MVI. Radiomic signature derived from Kupffer phase images of peritumoral liver tissues (kupfferPT) displayed a significantly better performance with an area under the receiver operating characteristic curve (AUROC) of 0.800 (95% confidence interval: 0.667, 0.834), the final prediction model using Age and kupfferPT achieved an AUROC of 0.804 (95% CI: 0.723, 0.878), accuracy of 75.0%, sensitivity of 87.5% and specificity of 69.1%. CONCLUSIONS Radiomic model based on Kupffer phase ultrasound images of tissue adjacent to HCC lesions showed an observable better predictive value compared to grayscale images and has potential value to facilitate preoperative identification of HCC patients at higher risk of MVI.
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Affiliation(s)
- Yi Dong
- Department of Ultrasound, Zhongshan Hospital, Fudan University, 200032, Shanghai, China
| | - Dan Zuo
- Precision Health Institute, GE Healthcare China, Shanghai, China
| | - Yi-Jie Qiu
- Department of Ultrasound, Zhongshan Hospital, Fudan University, 200032, Shanghai, China
| | - Jia-Ying Cao
- Department of Ultrasound, Zhongshan Hospital, Fudan University, 200032, Shanghai, China
| | - Han-Zhang Wang
- Precision Health Institute, GE Healthcare China, Shanghai, China
| | - Ling-Yun Yu
- Department of Ultrasound, Zhongshan Hospital, Fudan University, 200032, Shanghai, China
| | - Wen-Ping Wang
- Department of Ultrasound, Zhongshan Hospital, Fudan University, 200032, Shanghai, China
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47
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Radiomics Models for Predicting Microvascular Invasion in Hepatocellular Carcinoma: A Systematic Review and Radiomics Quality Score Assessment. Cancers (Basel) 2021. [DOI: 10.3390/cancers13225864
expr 925508420 + 988274397] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/16/2023] Open
Abstract
Preoperative prediction of microvascular invasion (MVI) is of importance in hepatocellular carcinoma (HCC) patient treatment management. Plenty of radiomics models for MVI prediction have been proposed. This study aimed to elucidate the role of radiomics models in the prediction of MVI and to evaluate their methodological quality. The methodological quality was assessed by the Radiomics Quality Score (RQS), and the risk of bias was evaluated by the Quality Assessment of Diagnostic Accuracy Studies (QUADAS-2). Twenty-two studies using CT, MRI, or PET/CT for MVI prediction were included. All were retrospective studies, and only two had an external validation cohort. The AUC values of the prediction models ranged from 0.69 to 0.94 in the test cohort. Substantial methodological heterogeneity existed, and the methodological quality was low, with an average RQS score of 10 (28% of the total). Most studies demonstrated a low or unclear risk of bias in the domains of QUADAS-2. In conclusion, a radiomics model could be an accurate and effective tool for MVI prediction in HCC patients, although the methodological quality has so far been insufficient. Future prospective studies with an external validation cohort in accordance with a standardized radiomics workflow are expected to supply a reliable model that translates into clinical utilization.
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48
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Wang Q, Li C, Zhang J, Hu X, Fan Y, Ma K, Sparrelid E, Brismar TB. Radiomics Models for Predicting Microvascular Invasion in Hepatocellular Carcinoma: A Systematic Review and Radiomics Quality Score Assessment. Cancers (Basel) 2021; 13:5864. [PMID: 34831018 PMCID: PMC8616379 DOI: 10.3390/cancers13225864] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2021] [Revised: 11/13/2021] [Accepted: 11/17/2021] [Indexed: 12/12/2022] Open
Abstract
Preoperative prediction of microvascular invasion (MVI) is of importance in hepatocellular carcinoma (HCC) patient treatment management. Plenty of radiomics models for MVI prediction have been proposed. This study aimed to elucidate the role of radiomics models in the prediction of MVI and to evaluate their methodological quality. The methodological quality was assessed by the Radiomics Quality Score (RQS), and the risk of bias was evaluated by the Quality Assessment of Diagnostic Accuracy Studies (QUADAS-2). Twenty-two studies using CT, MRI, or PET/CT for MVI prediction were included. All were retrospective studies, and only two had an external validation cohort. The AUC values of the prediction models ranged from 0.69 to 0.94 in the test cohort. Substantial methodological heterogeneity existed, and the methodological quality was low, with an average RQS score of 10 (28% of the total). Most studies demonstrated a low or unclear risk of bias in the domains of QUADAS-2. In conclusion, a radiomics model could be an accurate and effective tool for MVI prediction in HCC patients, although the methodological quality has so far been insufficient. Future prospective studies with an external validation cohort in accordance with a standardized radiomics workflow are expected to supply a reliable model that translates into clinical utilization.
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Affiliation(s)
- Qiang Wang
- Division of Medical Imaging and Technology, Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institutet, 14186 Stockholm, Sweden;
- Division of Radiology, Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institutet, Karolinska University Hospital, 14186 Stockholm, Sweden
| | - Changfeng Li
- Institute of Hepatobiliary Surgery, Southwest Hospital, Army Medical University (Third Military Medical University), Chongqing 400038, China; (C.L.); (K.M.)
| | - Jiaxing Zhang
- Department of Pharmacy, Guizhou Provincial People’s Hospital, Guiyang 550002, China;
| | - Xiaojun Hu
- Hepatobiliary Surgery, The Fifth Affiliated Hospital, Southern Medical University, Guangzhou 510999, China;
- The Second School of Clinical Medicine, Southern Medical University, Guangzhou 510515, China;
| | - Yingfang Fan
- The Second School of Clinical Medicine, Southern Medical University, Guangzhou 510515, China;
- Hepatobiliary Surgery, Zhujiang Hospital, Southern Medical University, Guangzhou 510280, China
| | - Kuansheng Ma
- Institute of Hepatobiliary Surgery, Southwest Hospital, Army Medical University (Third Military Medical University), Chongqing 400038, China; (C.L.); (K.M.)
| | - Ernesto Sparrelid
- Division of Surgery, Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institutet, Karolinska University Hospital, 14186 Stockholm, Sweden;
| | - Torkel B. Brismar
- Division of Medical Imaging and Technology, Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institutet, 14186 Stockholm, Sweden;
- Division of Radiology, Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institutet, Karolinska University Hospital, 14186 Stockholm, Sweden
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49
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Fowler KJ, Burgoyne A, Fraum TJ, Hosseini M, Ichikawa S, Kim S, Kitao A, Lee JM, Paradis V, Taouli B, Theise ND, Vilgrain V, Wang J, Sirlin CB, Chernyak V. Pathologic, Molecular, and Prognostic Radiologic Features of Hepatocellular Carcinoma. Radiographics 2021; 41:1611-1631. [PMID: 34597222 DOI: 10.1148/rg.2021210009] [Citation(s) in RCA: 41] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Hepatocellular carcinoma (HCC) is a malignancy with variable biologic aggressiveness based on the tumor grade, presence or absence of vascular invasion, and pathologic and molecular classification. Knowledge and understanding of the prognostic implications of different pathologic and molecular phenotypes of HCC are emerging, with therapeutics that promise to provide improved outcomes in what otherwise remains a lethal cancer. Imaging has a central role in diagnosis of HCC. However, to date, the imaging algorithms do not incorporate prognostic features or subclassification of HCC according to its biologic aggressiveness. Emerging data suggest that some imaging features and further radiologic, pathologic, or radiologic-molecular phenotypes may allow prediction of the prognosis of patients with HCC. An invited commentary by Bashir is available online. Online supplemental material is available for this article. ©RSNA, 2021.
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Affiliation(s)
- Kathryn J Fowler
- From the Departments of Radiology (K.J.F., C.B.S.), Medicine (A.B.), and Pathology (M.H.), University of California San Diego, 200 W Arbor Dr, #8756, San Diego, CA 92103; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, University of Yamanashi, Chuo, Yamanashi, Japan (S.I.); Departments of Radiology (S.K.) and Pathology (N.D.T.), New York University Grossman School of Medicine, New York, NY; Department of Radiology, Kanazawa University Graduate School of Medical Science, Kanazawa, Japan (A.K.); Department of Radiology, Seoul National University Hospital, Seoul, Korea (J.M.L.); Service d'Anatomie Pathologique, Université de Paris, Hôpital Beaujon APHP, Clichy, France (V.P.); Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (B.T.); Université de Paris, INSERM U1149 "Centre de Recherche sur l'Inflammation," Paris, France (V.V.); Department of Radiology, AP-HP, Hôpital Beaujon APHP Nord, Clichy, France (V.V.); Department of Radiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (J.W.); and Department of Radiology, Montefiore Medical Center, Bronx, NY (V.C.)
| | - Adam Burgoyne
- From the Departments of Radiology (K.J.F., C.B.S.), Medicine (A.B.), and Pathology (M.H.), University of California San Diego, 200 W Arbor Dr, #8756, San Diego, CA 92103; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, University of Yamanashi, Chuo, Yamanashi, Japan (S.I.); Departments of Radiology (S.K.) and Pathology (N.D.T.), New York University Grossman School of Medicine, New York, NY; Department of Radiology, Kanazawa University Graduate School of Medical Science, Kanazawa, Japan (A.K.); Department of Radiology, Seoul National University Hospital, Seoul, Korea (J.M.L.); Service d'Anatomie Pathologique, Université de Paris, Hôpital Beaujon APHP, Clichy, France (V.P.); Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (B.T.); Université de Paris, INSERM U1149 "Centre de Recherche sur l'Inflammation," Paris, France (V.V.); Department of Radiology, AP-HP, Hôpital Beaujon APHP Nord, Clichy, France (V.V.); Department of Radiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (J.W.); and Department of Radiology, Montefiore Medical Center, Bronx, NY (V.C.)
| | - Tyler J Fraum
- From the Departments of Radiology (K.J.F., C.B.S.), Medicine (A.B.), and Pathology (M.H.), University of California San Diego, 200 W Arbor Dr, #8756, San Diego, CA 92103; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, University of Yamanashi, Chuo, Yamanashi, Japan (S.I.); Departments of Radiology (S.K.) and Pathology (N.D.T.), New York University Grossman School of Medicine, New York, NY; Department of Radiology, Kanazawa University Graduate School of Medical Science, Kanazawa, Japan (A.K.); Department of Radiology, Seoul National University Hospital, Seoul, Korea (J.M.L.); Service d'Anatomie Pathologique, Université de Paris, Hôpital Beaujon APHP, Clichy, France (V.P.); Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (B.T.); Université de Paris, INSERM U1149 "Centre de Recherche sur l'Inflammation," Paris, France (V.V.); Department of Radiology, AP-HP, Hôpital Beaujon APHP Nord, Clichy, France (V.V.); Department of Radiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (J.W.); and Department of Radiology, Montefiore Medical Center, Bronx, NY (V.C.)
| | - Mojgan Hosseini
- From the Departments of Radiology (K.J.F., C.B.S.), Medicine (A.B.), and Pathology (M.H.), University of California San Diego, 200 W Arbor Dr, #8756, San Diego, CA 92103; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, University of Yamanashi, Chuo, Yamanashi, Japan (S.I.); Departments of Radiology (S.K.) and Pathology (N.D.T.), New York University Grossman School of Medicine, New York, NY; Department of Radiology, Kanazawa University Graduate School of Medical Science, Kanazawa, Japan (A.K.); Department of Radiology, Seoul National University Hospital, Seoul, Korea (J.M.L.); Service d'Anatomie Pathologique, Université de Paris, Hôpital Beaujon APHP, Clichy, France (V.P.); Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (B.T.); Université de Paris, INSERM U1149 "Centre de Recherche sur l'Inflammation," Paris, France (V.V.); Department of Radiology, AP-HP, Hôpital Beaujon APHP Nord, Clichy, France (V.V.); Department of Radiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (J.W.); and Department of Radiology, Montefiore Medical Center, Bronx, NY (V.C.)
| | - Shintaro Ichikawa
- From the Departments of Radiology (K.J.F., C.B.S.), Medicine (A.B.), and Pathology (M.H.), University of California San Diego, 200 W Arbor Dr, #8756, San Diego, CA 92103; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, University of Yamanashi, Chuo, Yamanashi, Japan (S.I.); Departments of Radiology (S.K.) and Pathology (N.D.T.), New York University Grossman School of Medicine, New York, NY; Department of Radiology, Kanazawa University Graduate School of Medical Science, Kanazawa, Japan (A.K.); Department of Radiology, Seoul National University Hospital, Seoul, Korea (J.M.L.); Service d'Anatomie Pathologique, Université de Paris, Hôpital Beaujon APHP, Clichy, France (V.P.); Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (B.T.); Université de Paris, INSERM U1149 "Centre de Recherche sur l'Inflammation," Paris, France (V.V.); Department of Radiology, AP-HP, Hôpital Beaujon APHP Nord, Clichy, France (V.V.); Department of Radiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (J.W.); and Department of Radiology, Montefiore Medical Center, Bronx, NY (V.C.)
| | - Sooah Kim
- From the Departments of Radiology (K.J.F., C.B.S.), Medicine (A.B.), and Pathology (M.H.), University of California San Diego, 200 W Arbor Dr, #8756, San Diego, CA 92103; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, University of Yamanashi, Chuo, Yamanashi, Japan (S.I.); Departments of Radiology (S.K.) and Pathology (N.D.T.), New York University Grossman School of Medicine, New York, NY; Department of Radiology, Kanazawa University Graduate School of Medical Science, Kanazawa, Japan (A.K.); Department of Radiology, Seoul National University Hospital, Seoul, Korea (J.M.L.); Service d'Anatomie Pathologique, Université de Paris, Hôpital Beaujon APHP, Clichy, France (V.P.); Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (B.T.); Université de Paris, INSERM U1149 "Centre de Recherche sur l'Inflammation," Paris, France (V.V.); Department of Radiology, AP-HP, Hôpital Beaujon APHP Nord, Clichy, France (V.V.); Department of Radiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (J.W.); and Department of Radiology, Montefiore Medical Center, Bronx, NY (V.C.)
| | - Azusa Kitao
- From the Departments of Radiology (K.J.F., C.B.S.), Medicine (A.B.), and Pathology (M.H.), University of California San Diego, 200 W Arbor Dr, #8756, San Diego, CA 92103; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, University of Yamanashi, Chuo, Yamanashi, Japan (S.I.); Departments of Radiology (S.K.) and Pathology (N.D.T.), New York University Grossman School of Medicine, New York, NY; Department of Radiology, Kanazawa University Graduate School of Medical Science, Kanazawa, Japan (A.K.); Department of Radiology, Seoul National University Hospital, Seoul, Korea (J.M.L.); Service d'Anatomie Pathologique, Université de Paris, Hôpital Beaujon APHP, Clichy, France (V.P.); Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (B.T.); Université de Paris, INSERM U1149 "Centre de Recherche sur l'Inflammation," Paris, France (V.V.); Department of Radiology, AP-HP, Hôpital Beaujon APHP Nord, Clichy, France (V.V.); Department of Radiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (J.W.); and Department of Radiology, Montefiore Medical Center, Bronx, NY (V.C.)
| | - Jeong Min Lee
- From the Departments of Radiology (K.J.F., C.B.S.), Medicine (A.B.), and Pathology (M.H.), University of California San Diego, 200 W Arbor Dr, #8756, San Diego, CA 92103; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, University of Yamanashi, Chuo, Yamanashi, Japan (S.I.); Departments of Radiology (S.K.) and Pathology (N.D.T.), New York University Grossman School of Medicine, New York, NY; Department of Radiology, Kanazawa University Graduate School of Medical Science, Kanazawa, Japan (A.K.); Department of Radiology, Seoul National University Hospital, Seoul, Korea (J.M.L.); Service d'Anatomie Pathologique, Université de Paris, Hôpital Beaujon APHP, Clichy, France (V.P.); Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (B.T.); Université de Paris, INSERM U1149 "Centre de Recherche sur l'Inflammation," Paris, France (V.V.); Department of Radiology, AP-HP, Hôpital Beaujon APHP Nord, Clichy, France (V.V.); Department of Radiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (J.W.); and Department of Radiology, Montefiore Medical Center, Bronx, NY (V.C.)
| | - Valérie Paradis
- From the Departments of Radiology (K.J.F., C.B.S.), Medicine (A.B.), and Pathology (M.H.), University of California San Diego, 200 W Arbor Dr, #8756, San Diego, CA 92103; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, University of Yamanashi, Chuo, Yamanashi, Japan (S.I.); Departments of Radiology (S.K.) and Pathology (N.D.T.), New York University Grossman School of Medicine, New York, NY; Department of Radiology, Kanazawa University Graduate School of Medical Science, Kanazawa, Japan (A.K.); Department of Radiology, Seoul National University Hospital, Seoul, Korea (J.M.L.); Service d'Anatomie Pathologique, Université de Paris, Hôpital Beaujon APHP, Clichy, France (V.P.); Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (B.T.); Université de Paris, INSERM U1149 "Centre de Recherche sur l'Inflammation," Paris, France (V.V.); Department of Radiology, AP-HP, Hôpital Beaujon APHP Nord, Clichy, France (V.V.); Department of Radiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (J.W.); and Department of Radiology, Montefiore Medical Center, Bronx, NY (V.C.)
| | - Bachir Taouli
- From the Departments of Radiology (K.J.F., C.B.S.), Medicine (A.B.), and Pathology (M.H.), University of California San Diego, 200 W Arbor Dr, #8756, San Diego, CA 92103; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, University of Yamanashi, Chuo, Yamanashi, Japan (S.I.); Departments of Radiology (S.K.) and Pathology (N.D.T.), New York University Grossman School of Medicine, New York, NY; Department of Radiology, Kanazawa University Graduate School of Medical Science, Kanazawa, Japan (A.K.); Department of Radiology, Seoul National University Hospital, Seoul, Korea (J.M.L.); Service d'Anatomie Pathologique, Université de Paris, Hôpital Beaujon APHP, Clichy, France (V.P.); Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (B.T.); Université de Paris, INSERM U1149 "Centre de Recherche sur l'Inflammation," Paris, France (V.V.); Department of Radiology, AP-HP, Hôpital Beaujon APHP Nord, Clichy, France (V.V.); Department of Radiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (J.W.); and Department of Radiology, Montefiore Medical Center, Bronx, NY (V.C.)
| | - Neil D Theise
- From the Departments of Radiology (K.J.F., C.B.S.), Medicine (A.B.), and Pathology (M.H.), University of California San Diego, 200 W Arbor Dr, #8756, San Diego, CA 92103; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, University of Yamanashi, Chuo, Yamanashi, Japan (S.I.); Departments of Radiology (S.K.) and Pathology (N.D.T.), New York University Grossman School of Medicine, New York, NY; Department of Radiology, Kanazawa University Graduate School of Medical Science, Kanazawa, Japan (A.K.); Department of Radiology, Seoul National University Hospital, Seoul, Korea (J.M.L.); Service d'Anatomie Pathologique, Université de Paris, Hôpital Beaujon APHP, Clichy, France (V.P.); Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (B.T.); Université de Paris, INSERM U1149 "Centre de Recherche sur l'Inflammation," Paris, France (V.V.); Department of Radiology, AP-HP, Hôpital Beaujon APHP Nord, Clichy, France (V.V.); Department of Radiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (J.W.); and Department of Radiology, Montefiore Medical Center, Bronx, NY (V.C.)
| | - Valérie Vilgrain
- From the Departments of Radiology (K.J.F., C.B.S.), Medicine (A.B.), and Pathology (M.H.), University of California San Diego, 200 W Arbor Dr, #8756, San Diego, CA 92103; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, University of Yamanashi, Chuo, Yamanashi, Japan (S.I.); Departments of Radiology (S.K.) and Pathology (N.D.T.), New York University Grossman School of Medicine, New York, NY; Department of Radiology, Kanazawa University Graduate School of Medical Science, Kanazawa, Japan (A.K.); Department of Radiology, Seoul National University Hospital, Seoul, Korea (J.M.L.); Service d'Anatomie Pathologique, Université de Paris, Hôpital Beaujon APHP, Clichy, France (V.P.); Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (B.T.); Université de Paris, INSERM U1149 "Centre de Recherche sur l'Inflammation," Paris, France (V.V.); Department of Radiology, AP-HP, Hôpital Beaujon APHP Nord, Clichy, France (V.V.); Department of Radiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (J.W.); and Department of Radiology, Montefiore Medical Center, Bronx, NY (V.C.)
| | - Jin Wang
- From the Departments of Radiology (K.J.F., C.B.S.), Medicine (A.B.), and Pathology (M.H.), University of California San Diego, 200 W Arbor Dr, #8756, San Diego, CA 92103; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, University of Yamanashi, Chuo, Yamanashi, Japan (S.I.); Departments of Radiology (S.K.) and Pathology (N.D.T.), New York University Grossman School of Medicine, New York, NY; Department of Radiology, Kanazawa University Graduate School of Medical Science, Kanazawa, Japan (A.K.); Department of Radiology, Seoul National University Hospital, Seoul, Korea (J.M.L.); Service d'Anatomie Pathologique, Université de Paris, Hôpital Beaujon APHP, Clichy, France (V.P.); Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (B.T.); Université de Paris, INSERM U1149 "Centre de Recherche sur l'Inflammation," Paris, France (V.V.); Department of Radiology, AP-HP, Hôpital Beaujon APHP Nord, Clichy, France (V.V.); Department of Radiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (J.W.); and Department of Radiology, Montefiore Medical Center, Bronx, NY (V.C.)
| | - Claude B Sirlin
- From the Departments of Radiology (K.J.F., C.B.S.), Medicine (A.B.), and Pathology (M.H.), University of California San Diego, 200 W Arbor Dr, #8756, San Diego, CA 92103; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, University of Yamanashi, Chuo, Yamanashi, Japan (S.I.); Departments of Radiology (S.K.) and Pathology (N.D.T.), New York University Grossman School of Medicine, New York, NY; Department of Radiology, Kanazawa University Graduate School of Medical Science, Kanazawa, Japan (A.K.); Department of Radiology, Seoul National University Hospital, Seoul, Korea (J.M.L.); Service d'Anatomie Pathologique, Université de Paris, Hôpital Beaujon APHP, Clichy, France (V.P.); Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (B.T.); Université de Paris, INSERM U1149 "Centre de Recherche sur l'Inflammation," Paris, France (V.V.); Department of Radiology, AP-HP, Hôpital Beaujon APHP Nord, Clichy, France (V.V.); Department of Radiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (J.W.); and Department of Radiology, Montefiore Medical Center, Bronx, NY (V.C.)
| | - Victoria Chernyak
- From the Departments of Radiology (K.J.F., C.B.S.), Medicine (A.B.), and Pathology (M.H.), University of California San Diego, 200 W Arbor Dr, #8756, San Diego, CA 92103; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.J.F.); Department of Radiology, University of Yamanashi, Chuo, Yamanashi, Japan (S.I.); Departments of Radiology (S.K.) and Pathology (N.D.T.), New York University Grossman School of Medicine, New York, NY; Department of Radiology, Kanazawa University Graduate School of Medical Science, Kanazawa, Japan (A.K.); Department of Radiology, Seoul National University Hospital, Seoul, Korea (J.M.L.); Service d'Anatomie Pathologique, Université de Paris, Hôpital Beaujon APHP, Clichy, France (V.P.); Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY (B.T.); Université de Paris, INSERM U1149 "Centre de Recherche sur l'Inflammation," Paris, France (V.V.); Department of Radiology, AP-HP, Hôpital Beaujon APHP Nord, Clichy, France (V.V.); Department of Radiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (J.W.); and Department of Radiology, Montefiore Medical Center, Bronx, NY (V.C.)
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Yacoub JH, Hsu CC, Fishbein TM, Mauro D, Moon A, He AR, Bashir MR, Burke LMB. Therapies for hepatocellular carcinoma: overview, clinical indications, and comparative outcome evaluation-part one: curative intention. Abdom Radiol (NY) 2021; 46:3528-3539. [PMID: 33835223 DOI: 10.1007/s00261-021-03069-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2021] [Revised: 03/12/2021] [Accepted: 03/18/2021] [Indexed: 02/06/2023]
Abstract
Hepatocellular carcinoma (HCC) offers unique management challenges as it commonly occurs in the setting of underlying chronic liver disease. The management of HCC is directed primarily by the clinical stage. The most commonly used staging system is the Barcelona-Clinic Liver Cancer system, which considers tumor burden based on imaging, liver function and the patient's performance status. Early-stage HCC can be managed with therapies of curative intent including surgical resection, liver transplantation, and ablative therapies. This manuscript reviews the various treatment options for HCC with a curative intent, such as locablative therapy types, surgical resection, and transplant. Indications, contraindications and outcomes of the various treatment options are reviewed. Multiple concepts relating to liver transplant are discussed including Milan criteria, OPTN policy, MELD exception points, downstaging to transplant and bridging to transplant.
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Affiliation(s)
- Joseph H Yacoub
- Department of Radiology, Medstar Georgetown University Hospital, Georgetown University, 3800 Reservoir Rd, NW, Suite CG201, Washington DC, 20007, USA.
| | - Christine C Hsu
- Medstar Georgetown Transplant Institute, Georgetown University, Washington DC, USA
| | - Thomas M Fishbein
- Medstar Georgetown Transplant Institute, Georgetown University, Washington DC, USA
| | - David Mauro
- Department of Radiology, University of North Carolina at Chapel Hill School of Medicine, Chapel Hill, NC, 27514, USA
| | - Andrew Moon
- Department of Radiology, University of North Carolina at Chapel Hill School of Medicine, Chapel Hill, NC, 27514, USA
| | - Aiwu R He
- Department of Medicine, Georgetown University, Washington DC, USA
| | - Mustafa R Bashir
- Department of Radiology and Medicine (Gastroenterology), Duke University School of Medicine, Durham, NC, 27710, USA
- Center for Advanced Magnetic Resonance Development, Duke University School of Medicine, Durham, NC, 27710, USA
| | - Lauren M B Burke
- Department of Radiology, University of North Carolina at Chapel Hill School of Medicine, Chapel Hill, NC, 27514, USA
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