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Goggins M. The role of biomarkers in the early detection of pancreatic cancer. Fam Cancer 2024; 23:309-322. [PMID: 38662265 PMCID: PMC11309746 DOI: 10.1007/s10689-024-00381-4] [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: 03/09/2024] [Accepted: 03/19/2024] [Indexed: 04/26/2024]
Abstract
Pancreatic surveillance can detect early-stage pancreatic cancer and achieve long-term survival, but currently involves annual endoscopic ultrasound and MRI/MRCP, and is recommended only for individuals who meet familial/genetic risk criteria. To improve upon current approaches to pancreatic cancer early detection and to expand access, more accurate, inexpensive, and safe biomarkers are needed, but finding them has remained elusive. Newer approaches to early detection, such as using gene tests to personalize biomarker interpretation, and the increasing application of artificial intelligence approaches to integrate complex biomarker data, offer promise that clinically useful biomarkers for early pancreatic cancer detection are on the horizon.
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Affiliation(s)
- Michael Goggins
- Department of Pathology, The Sol Goldman Pancreatic Cancer Research Center, The Johns Hopkins University School of Medicine, 1550 Orleans Street, Baltimore, MD, 21231, USA.
- Department of Medicine, The Sol Goldman Pancreatic Cancer Research Center, The Johns Hopkins University School of Medicine, Baltimore, MD, USA.
- Department of Oncology, The Sol Goldman Pancreatic Cancer Research Center, The Johns Hopkins University School of Medicine, Baltimore, MD, USA.
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Janssens LP, Takahashi H, Nagayama H, Nugen F, Bamlet WR, Oberg AL, Fuemmeler E, Goenka AH, Erickson BJ, Takahashi N, Majumder S. Artificial intelligence assisted whole organ pancreatic fat estimation on magnetic resonance imaging and correlation with pancreas attenuation on computed tomography. Pancreatology 2023; 23:556-562. [PMID: 37193618 DOI: 10.1016/j.pan.2023.04.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/09/2023] [Revised: 04/18/2023] [Accepted: 04/20/2023] [Indexed: 05/18/2023]
Abstract
BACKGROUND Fatty pancreas is associated with inflammatory and neoplastic pancreatic diseases. Magnetic resonance imaging (MRI) is the diagnostic modality of choice for measuring pancreatic fat. Measurements typically use regions of interest limited by sampling and variability. We have previously described an artificial intelligence (AI)-aided approach for whole pancreas fat estimation on computed tomography (CT). In this study, we aimed to assess the correlation between whole pancreas MRI proton-density fat fraction (MR-PDFF) and CT attenuation. METHODS We identified patients without pancreatic disease who underwent both MRI and CT between January 1, 2015 and June 1, 2020. 158 paired MRI and CT scans were available for pancreas segmentation using an iteratively trained convolutional neural network (CNN) with manual correction. Boxplots were generated to visualize slice-by-slice variability in 2D-axial slice MR-PDFF. Correlation between whole pancreas MR-PDFF and age, BMI, hepatic fat and pancreas CT-Hounsfield Unit (CT-HU) was assessed. RESULTS Mean pancreatic MR-PDFF showed a strong inverse correlation (Spearman -0.755) with mean CT-HU. MR-PDFF was higher in males (25.22 vs 20.87; p = 0.0015) and in subjects with diabetes mellitus (25.95 vs 22.17; p = 0.0324), and was positively correlated with age and BMI. The pancreatic 2D-axial slice-to-slice MR-PDFF variability increased with increasing mean whole pancreas MR-PDFF (Spearman 0.51; p < 0.0001). CONCLUSION Our study demonstrates a strong inverse correlation between whole pancreas MR-PDFF and CT-HU, indicating that both imaging modalities can be used to assess pancreatic fat. 2D-axial pancreas MR-PDFF is variable across slices, underscoring the need for AI-aided whole-organ measurements for objective and reproducible estimation of pancreatic fat.
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Affiliation(s)
- Laurens P Janssens
- Department of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN, USA
| | | | | | - Fred Nugen
- Department of Radiology, Mayo Clinic, Rochester, MN, USA
| | - William R Bamlet
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Ann L Oberg
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Eric Fuemmeler
- Department of Radiology, Mayo Clinic, Rochester, MN, USA
| | - Ajit H Goenka
- Department of Radiology, Mayo Clinic, Rochester, MN, USA
| | | | | | - Shounak Majumder
- Department of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN, USA.
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3
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Lins CF, Salmon CEG, Amorim de Souza L, Quesado RCS, de Souza Moraes R, Silva-Pinto AC, Matos MA, Nogueira-Barbosa MH. Quantitative MRI evaluation of bone marrow in sickle cell disease: relationship with haemolysis and clinical severity. Clin Radiol 2023; 78:e268-e278. [PMID: 36623977 DOI: 10.1016/j.crad.2022.11.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2022] [Revised: 11/06/2022] [Accepted: 11/17/2022] [Indexed: 12/27/2022]
Abstract
AIM To evaluate bone marrow fat fraction using the Dixon technique (FFDix) of magnetic resonance imaging (MRI) as a potential biomarker of haemolysis and clinical severity in the overall assessment and follow-up of sickle cell disease (SCD) patients. MATERIAL AND METHODS The present study was a cross-sectional study in which healthy individuals and SCD patients (matched for age, sex, and weight) were subjected to MRI of the lumbar spine and pelvis to quantify FFDix in the bone marrow using the Dixon technique. SCD severity was analysed by clinical and laboratory data, and an online calculator. A high degree of haemolysis was defined using the cut-off values haemoglobin (Hb) ≤10 g/dl, lactate dehydrogenase (LDH) ≥325 U/l, reticulocytes ≥3% and total bilirubin (TB) ≥1.2 mg/dl. Pearson's correlation, receiver operating characteristic (ROC) curve and binary logistic regression analysis were performed. RESULTS Forty-eight SCD patients (26 homozygous: HbSS and 22 compound heterozygous: HbSC) and 48 healthy individuals participated in the study. FFDix was lower in SCD patients than in the control group, showing even lower values in the HbSS subtype and patients with a higher degree of haemolysis. HbSC patients with a higher degree of haemolysis using hydroxyurea (medium dosage 9.8 mg/kg/day) had lower FFDix. ROC curves and odds ratios for detecting patients with a higher degree of haemolysis at the different FFDix measurement sites demonstrated excellent performance: iliac bones (cut-off ≤16.75%, AUC = 0.824, p<0.001), femoral heads (cut-off ≤46.7%, AUC = 0.775, p=0.001), lumbar vertebrae (cut-off ≤7.8%, AUC = 0.755, p=0.002). CONCLUSION Decreased FFDix is indicative of higher degree of haemolysis and SCD severity with great potential as a non-invasive biomarker contributing to the overall assessment and follow-up of SCD patients.
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Affiliation(s)
- C Freitas Lins
- Bahiana School of Medicine and Public Health (EBMSP), Av. Dom João VI, 275, Brotas, Salvador, Bahia, Brazil; Clínica Delfin Medicina Diagnóstica, Av. Antônio Carlos Magalhães, 442, Pituba, Salvador, Bahia, Brazil; Ribeirão Preto Medical School, USP Ribeirão Preto, Hospital das Clínicas da Faculdade de Medicina de Ribeirão Preto da Universidade de São Paulo, Campus Universitário s/n - Monte Alegre, Ribeirão Preto, SP, Brazil; Ribeirão Preto Medical School Musculoskeletal Imaging Research Laboratory, Brazil.
| | - C E Garrido Salmon
- Faculdade de Filosofia, Ciências e Letras de Ribeirão Preto da Universidade de São Paulo (FFCLRP-USP), Av. Bandeirantes, 3900, Bairro Monte Alegre, Ribeirão Preto, São Paulo, Brazil
| | - L Amorim de Souza
- Bahiana School of Medicine and Public Health (EBMSP), Av. Dom João VI, 275, Brotas, Salvador, Bahia, Brazil
| | - R C Saldanha Quesado
- Bahiana School of Medicine and Public Health (EBMSP), Av. Dom João VI, 275, Brotas, Salvador, Bahia, Brazil
| | - R de Souza Moraes
- Clínica Delfin Medicina Diagnóstica, Av. Antônio Carlos Magalhães, 442, Pituba, Salvador, Bahia, Brazil
| | - A C Silva-Pinto
- Ribeirão Preto Medical School, USP Ribeirão Preto, Hospital das Clínicas da Faculdade de Medicina de Ribeirão Preto da Universidade de São Paulo, Campus Universitário s/n - Monte Alegre, Ribeirão Preto, SP, Brazil
| | - M Almeida Matos
- Bahiana School of Medicine and Public Health (EBMSP), Av. Dom João VI, 275, Brotas, Salvador, Bahia, Brazil
| | - M H Nogueira-Barbosa
- Ribeirão Preto Medical School, USP Ribeirão Preto, Hospital das Clínicas da Faculdade de Medicina de Ribeirão Preto da Universidade de São Paulo, Campus Universitário s/n - Monte Alegre, Ribeirão Preto, SP, Brazil; Ribeirão Preto Medical School Musculoskeletal Imaging Research Laboratory, Brazil; Department of Orthopedic Surgery, University of Missouri Health Care, Columbia, MO, USA
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Sotozono H, Kanki A, Yasokawa K, Yamamoto A, Sanai H, Moriya K, Tamada T. Value of 3-T MR imaging in intraductal papillary mucinous neoplasm with a concomitant invasive carcinoma. Eur Radiol 2022; 32:8276-8284. [PMID: 35665843 DOI: 10.1007/s00330-022-08881-6] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Revised: 04/26/2022] [Accepted: 05/12/2022] [Indexed: 11/30/2022]
Abstract
OBJECTIVES To examine the value of 3-T MRI for evaluating the difference between the pancreatic parenchyma of intraductal papillary mucinous neoplasm with a concomitant invasive carcinoma (IPMN-IC) and the pancreatic parenchyma of patients without an IPMN-IC. METHODS A total of 132 patients underwent abdominal 3-T MRI. Of the normal pancreatic parenchymal measurements, the pancreas-to-muscle signal intensity ratio in in-phase imaging (SIR-I), SIR in opposed-phase imaging (SIR-O), SIR in T2-weighted imaging (SIR-T2), ADC (×10-3 mm2/s) in DWI, and proton density fat fraction (PDFF [%]) in multi-echo 3D DIXON were calculated. The patients were divided into three groups (normal pancreas group: n = 60, intraductal papillary mucinous neoplasm (IPMN) group: n = 60, IPMN-IC group: n = 12). RESULTS No significant differences were observed among the three groups in age, sex, body mass index, prevalence of diabetes mellitus, and hemoglobin A1c (p = 0.141 to p = 0.657). In comparisons among the three groups, the PDFF showed a significant difference (p < 0.001), and there were no significant differences among the three groups in SIR-I, SIR-O, SIR-T2, and ADC (p = 0.153 to p = 0.684). The PDFF of the pancreas was significantly higher in the IPMN-IC group than in the normal pancreas group or the IPMN group (p < 0.001 and p < 0.001, respectively), with no significant difference between the normal pancreas group and the IPMN group (p = 0.916). CONCLUSIONS These observations suggest that the PDFF of the pancreas is associated with the presence of IPMN-IC. KEY POINTS • The cause and risk factors of IPMN with a concomitant invasive carcinoma have not yet been clarified. • The PDFF of the pancreas was significantly higher in the IPMN-IC group than in the normal pancreas group or the IPMN group. • Pancreatic PDFF may be a potential biomarker for the development of IPMN with a concomitant invasive carcinoma.
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Affiliation(s)
- Hidemitsu Sotozono
- Department of Radiology, Kawasaki Medical School, 577 Matsushima, Kurashiki city, Okayama, 701-0192, Japan.
| | - Akihiko Kanki
- Department of Radiology, Kawasaki Medical School, 577 Matsushima, Kurashiki city, Okayama, 701-0192, Japan
| | - Kazuya Yasokawa
- Department of Radiology, Kawasaki Medical School, 577 Matsushima, Kurashiki city, Okayama, 701-0192, Japan
| | - Akira Yamamoto
- Department of Radiology, Kawasaki Medical School, 577 Matsushima, Kurashiki city, Okayama, 701-0192, Japan
| | - Hiroyasu Sanai
- Department of Radiology, Kawasaki Medical School, 577 Matsushima, Kurashiki city, Okayama, 701-0192, Japan
| | - Kazunori Moriya
- Department of Radiology, Kawasaki Medical School, 577 Matsushima, Kurashiki city, Okayama, 701-0192, Japan
| | - Tsutomu Tamada
- Department of Radiology, Kawasaki Medical School, 577 Matsushima, Kurashiki city, Okayama, 701-0192, Japan
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Lins CF, Salmon CEG, de Souza LA, Moraes RDS, Silva-Pinto AC, Matos MA, Nogueira-Barbosa MH. Six-point DIXON and Magnetic Resonance Spectroscopy Techniques in Quantifying Bone Marrow Fat in Sickle Cell Disease. Acad Radiol 2022; 29:e73-e81. [PMID: 34257024 DOI: 10.1016/j.acra.2021.06.006] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2021] [Revised: 05/21/2021] [Accepted: 06/04/2021] [Indexed: 01/30/2023]
Abstract
RATIONALE AND OBJECTIVES To compare bone marrow fat quantification using magnetic resonance spectroscopy (MRS) and six-point DIXON (6PD) techniques in patients with sickle cell disease (SCD) and healthy subjects. MATERIALS AND METHODS Prospective study, with 43 SCD patients (24 homozygous [SS], 19 double heterozygous [SC), and 41 healthy subjects paired by age, weight and sex with SCD patients. All participants underwent magnetic resonance imaging with 6PD and single voxel MRS in the L3 vertebral body. Pearson's correlation, ROC curve, and bland-altman analysis were performed, p-values ≤0.05 were considered statistically significant for all tests. RESULTS Significant linear correlation was found between fat fraction (FF) by 6PD and Total Lipids (TL) (r = 0.932; p < 0.001) and Saturated Lipids (SL) (r = 0.934; p < 0.001), in all subjects. Strong correlations were also identified considering subjects of the SS/SC subgroups. Despite high correlations, no significant difference was observed only between FF and SL in the SS subgroup (Bland-Altman analysis), indicating excellent agreement between the fat estimations in this specific situation. Significant differences were observed in all variables (FF, TL, SL) comparing the SCD and healthy subjects. The ROC curve between SCD and healthy subjects showed the following areas under the curve: FF(0.924) > TL(0.883) > SL(0.892). CONCLUSIONS The comparison between fat quantification by the 6PD with MRS demonstrated an excellent correlation in SCD patients, especially in the SS subgroup, which usually has a higher degree of hemolysis. The diagnostic performance of 6PD and MRS is similar, with advantages of shorter imaging processing time and larger studied area with the 6PD.
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Affiliation(s)
- Carolina Freitas Lins
- Bahiana School of Medicine and Public Health Salvador, Bahia, Brasil; Clínica Delfin Medicina Diagnóstica, Salvador, Bahia, Brasil; Hospital das Clínicas da Faculdade de Medicina de Ribeirão Preto da Universidade de São Paulo, Ribeirão Preto Medical School, USP Ribeirão Preto, Ribeirão Preto, São Paulo, Brasil; Ribeirão Preto Medical School Musculoskeletal Imaging Research Laboratory, São Paulo, Brasil.
| | - Carlos Ernesto Garrido Salmon
- Faculdade de Filosofia, Ciências e Letras de Ribeirão Preto da Universidade de São Paulo (FFCLRP-USP). São Paulo, Brasil
| | | | | | - Ana Cristina Silva-Pinto
- Hospital das Clínicas da Faculdade de Medicina de Ribeirão Preto da Universidade de São Paulo, Ribeirão Preto Medical School, USP Ribeirão Preto, Ribeirão Preto, São Paulo, Brasil
| | | | - Marcello H Nogueira-Barbosa
- Hospital das Clínicas da Faculdade de Medicina de Ribeirão Preto da Universidade de São Paulo, Ribeirão Preto Medical School, USP Ribeirão Preto, Ribeirão Preto, São Paulo, Brasil; Ribeirão Preto Medical School Musculoskeletal Imaging Research Laboratory, São Paulo, Brasil; Department of Orthopedic Surgery, University of Missouri Health Care, Columbia, Missouri
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Danis N, Weeks SR, Kim A, Baghdadi A, Ghadimi M, Kamel IR, Saberi B, Woreta T, Garonzik‐Wang J, Philosophe B, Gurakar A, Loomba R. Noninvasive Risk Stratification for Nonalcoholic Fatty Liver Disease Among Living Liver Donor Candidates: A Proposed Algorithm. Liver Transpl 2022; 28:670-677. [PMID: 34753223 PMCID: PMC9683539 DOI: 10.1002/lt.26365] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Revised: 10/27/2021] [Accepted: 11/03/2021] [Indexed: 12/16/2022]
Abstract
To reduce waitlist mortality, living donor liver transplantation (LDLT) has increased over the past decade in the United States, but not at a rate sufficient to completely mitigate organ shortage. As a result, there are ongoing efforts to expand the living liver donor pool. Simultaneously, the prevalence of nonalcoholic fatty liver disease (NAFLD) in the general population has increased, which has significant implications on the pool of potential living liver donors. As such, a clinical assessment algorithm that exhaustively evaluates for NAFLD and fibrosis is critical to the safe expansion of LDLT. An ideal algorithm would employ safe and noninvasive methods, relying on liver biopsy only when necessary. While exclusion of NAFLD and fibrosis by noninvasive means is widely studied within the general population, there are no well‐accepted guidelines for evaluation of living donors using these modalities. Here we review the current literature regarding noninvasive NALFD and fibrosis evaluation and propose a potential algorithm to apply these modalities for the selection of living liver donors.
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Affiliation(s)
- Nilay Danis
- Division of Gastroenterology and Hepatology,Johns Hopkins University School of Medicine,Baltimore,MD
| | - Sharon R. Weeks
- Division of Transplant Surgery,Johns Hopkins University School of Medicine,Baltimore,MD
| | - Ahyoung Kim
- Division of Gastroenterology and Hepatology,Johns Hopkins University School of Medicine,Baltimore,MD
| | - Azarakhsh Baghdadi
- Department of Radiology,Johns Hopkins University School of Medicine,Baltimore,MD
| | - Maryam Ghadimi
- Department of Radiology,Johns Hopkins University School of Medicine,Baltimore,MD
| | - Ihab R. Kamel
- Department of Radiology,Johns Hopkins University School of Medicine,Baltimore,MD
| | - Behnam Saberi
- Division of Gastroenterology and Hepatology,Harvard Medical School, Beth Israel Deaconess Medical Center,Boston,MA
| | - Tinsay Woreta
- Division of Gastroenterology and Hepatology,Johns Hopkins University School of Medicine,Baltimore,MD
| | | | - Benjamin Philosophe
- Division of Transplant Surgery,Johns Hopkins University School of Medicine,Baltimore,MD
| | - Ahmet Gurakar
- Division of Gastroenterology and Hepatology,Johns Hopkins University School of Medicine,Baltimore,MD
| | - Rohit Loomba
- NAFLD Research Center, Department of Medicine,University of California at San Diego,La Jolla,CA
- Division of Gastroenterology,Department of Medicine,University of California at San Diego,La Jolla,CA
- Division of Epidemiology,Department of Family and Preventive Medicine,University of California at San Diego,La Jolla,CA
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Wang N, Cao T, Han F, Xie Y, Zhong X, Ma S, Kwan A, Fan Z, Han H, Bi X, Noureddin M, Deshpande V, Christodoulou AG, Li D. Free-breathing multitasking multi-echo MRI for whole-liver water-specific T 1 , proton density fat fraction, and R2∗ quantification. Magn Reson Med 2022; 87:120-137. [PMID: 34418152 PMCID: PMC8616772 DOI: 10.1002/mrm.28970] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Revised: 07/24/2021] [Accepted: 07/26/2021] [Indexed: 01/03/2023]
Abstract
PURPOSE To develop a 3D multitasking multi-echo (MT-ME) technique for the comprehensive characterization of liver tissues with 5-min free-breathing acquisition; whole-liver coverage; a spatial resolution of 1.5 × 1.5 × 6 mm3 ; and simultaneous quantification of T1 , water-specific T1 (T1w ), proton density fat fraction (PDFF), and R2∗ . METHODS Six-echo bipolar spoiled gradient echo readouts following inversion recovery preparation was performed to generate T1 , water/fat, and R2∗ contrast. MR multitasking was used to reconstruct the MT-ME images with 3 spatial dimensions: 1 T1 recovery dimension, 1 multi-echo dimension, and 1 respiratory dimension. A basis function-based approach was developed for T1w quantification, followed by the estimation of R2∗ and T1 -corrected PDFF. The intrasession repeatability and agreement against references of MT-ME measurements were tested on a phantom and 15 clinically healthy subjects. In addition, 4 patients with confirmed liver diseases were recruited, and the agreement between MT-ME measurements and references was assessed. RESULTS MT-ME produced high-quality, coregistered T1 , T1w , PDFF, and R2∗ maps with good intrasession repeatability and substantial agreement with references on phantom and human studies. The intra-class coefficients of T1 , T1w , PDFF, and R2∗ from the repeat MT-ME measurements on clinically healthy subjects were 0.989, 0.990, 0.999, and 0.988, respectively. The intra-class coefficients of T1 , PDFF, and R2∗ between the MT-ME and reference measurements were 0.924, 0.987, and 0.975 in healthy subjects and 0.980, 0.999, and 0.998 in patients. The T1w was independent to PDFF (R = -0.029, P = .904). CONCLUSION The proposed MT-ME technique quantifies T1 , T1w , PDFF, and R2∗ simultaneously and is clinically promising for the comprehensive characterization of liver tissue properties.
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Affiliation(s)
- Nan Wang
- Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Tianle Cao
- Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA,Department of Bioengineering, University of California, Los Angeles, CA, USA
| | - Fei Han
- MR Research and Development, Siemens Medical Solutions USA, Inc., Los Angeles, CA, USA
| | - Yibin Xie
- Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Xiaodong Zhong
- MR Research and Development, Siemens Medical Solutions USA, Inc., Los Angeles, CA, USA
| | - Sen Ma
- Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Alan Kwan
- Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA,Departments of Imaging and Cardiology, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Zhaoyang Fan
- Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA,Department of Radiology, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Hui Han
- Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Xiaoming Bi
- MR Research and Development, Siemens Medical Solutions USA, Inc., Los Angeles, CA, USA
| | - Mazen Noureddin
- Karsh Division of Gastroenterology & Hepatology, Comprehensive Transplant Center, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Vibhas Deshpande
- MR Research and Development, Siemens Medical Solutions USA, Inc., Austin, TX, USA
| | - Anthony G. Christodoulou
- Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA,Department of Bioengineering, University of California, Los Angeles, CA, USA
| | - Debiao Li
- Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA,Department of Bioengineering, University of California, Los Angeles, CA, USA,Corresponding Author Contact Information: Debiao Li, Ph.D., Director, Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, 8700 Beverly Blvd, PACT 400, Los Angeles, California, USA 90048, Phone: 310-423-7743,
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Abstract
There are >1.5 billion people with chronic liver disease worldwide, causing liver diseases to be a significant global health issue. Diffuse parenchymal liver diseases, including hepatic steatosis, fibrosis, metabolic diseases, and hepatitis cause chronic liver injury and may progress to fibrosis and eventually hepatocellular carcinoma. As early diagnosis and treatment of these diseases impact the progression and outcome, the need for assessment of the liver parenchyma has increased. While the current gold standard for evaluation of the hepatic parenchymal tissue, biopsy has disadvantages and limitations. Consequently, noninvasive methods have been developed based on serum biomarkers and imaging techniques. Conventional imaging modalities such as ultrasound, computed tomography scan, and magnetic resonance imaging provide noninvasive options for assessment of liver tissue. However, several recent advances in liver imaging techniques have been introduced. This review article focuses on the current status of imaging methods for diffuse parenchymal liver diseases assessment including their diagnostic accuracy, advantages and disadvantages, and comparison between different techniques.
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Pancreatic volume does not correlate with histologic fibrosis in adult patients with recurrent acute and chronic pancreatitis. Pancreatology 2020; 20:1078-1084. [PMID: 32819846 DOI: 10.1016/j.pan.2020.07.409] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/07/2020] [Revised: 06/27/2020] [Accepted: 07/28/2020] [Indexed: 12/11/2022]
Abstract
OBJECTIVES Reduced pancreatic volume, often referred to as atrophy, is a commonly reported imaging feature of chronic pancreatitis (CP). This study evaluated whether there is an association between pancreatic volume and fibrosis, the criterion standard of CP, in patients undergoing total pancreatectomy with islet autotransplantation (TPIAT) for recurrent acute pancreatitis (RAP) and CP. METHODS All adult patients who underwent TPIAT between 2010 and 2019 were categorized into 3 groups: RAP, definite CP and indeterminate CP. Pancreatic volume was calculated by summing up the areas from each thin section of the pancreas on 3D CT imaging. Excisional biopsies of the pancreatic head as well as body/tail region were obtained at the time of TPIAT. Two different fibrosis scores were used for histologic assessment. RESULTS A total of 16, 29 and 15 patients underwent TPIAT for RAP, definite CP and indeterminate CP, respectively. The mean pancreatic volumes for patients with RAP, definite CP and indeterminate CP were 65.7 ± 28.5 cc, 54.9 ± 22.9 cc and 61.8 ± 23.6 cc, respectively (p = 0.3). The mean fibrosis scores were significantly higher in patients with definite CP compared to RAP (p < 0.001) and indeterminate CP (p < 0.001). Pancreatic volume was not associated with either fibrosis score after adjusting for age, gender, duration of disease, BMI and diabetes in the multivariable analysis. CONCLUSIONS While the fibrosis scores were higher in definite CP compared to both RAP and indeterminate CP, there was no correlation between pancreatic volume and fibrosis. This suggests that atrophy alone cannot be used to diagnose CP.
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Koç U, Ocakoğlu G, Alğin O. The efficacy of the 3-dimensional vibe-caipirinha-dixon technique in the evaluation of pancreatic steatosis. Turk J Med Sci 2020; 50:184-194. [PMID: 31865664 PMCID: PMC7080364 DOI: 10.3906/sag-1909-83] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2019] [Accepted: 12/22/2019] [Indexed: 12/13/2022] Open
Abstract
Background/aim CAIPIRINHA is a new technique in abdominal imaging. Pancreatic steatosis (PS) is a subject of increasing scientific interest. The aim of this study was to investigate the efficacy of the isotropic 3D-VIBE- CAIPIRINHA -DIXON technique on a new generation 3-tesla MR unit in the evaluation of PS. Materials and methods In this retrospective study, the imaging findings of 49 patients with PS and 41 control subjects were examined. The pancreas-to-spleen ratio (PSR), pancreas-to-muscle ratio (PMR), and pancreatic signal intensity index (PSII) were defined as 3 new parameters and these indexes were calculated from the in-phase/out of phase 3D-VIBE- CAIPIRINHA-DIXON images. Results The PSR, PMR, and PSII values were significantly different between the patient and control groups (P = 0.001, P = 0.009, P < 0.001, respectively). Statistically significant differences were observed between patient and control groups for ROI measurements of fatty areas on these sequences/images: subtraction (in-out) (P < 0.001), T2W HASTE (P < 0.001), DIXON-fat (P < 0.001), fat-suppressed T1W (P = 0.002), and subtraction (out-in) (P = 0.010). Conclusion Evaluation of PS with the 3D-VIBE-CAIPIRINHA-DIXON technique can be made rapidly and effectively.
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Affiliation(s)
- Ural Koç
- Section of Radiology, Ankara Sehit Ahmet Ozsoy State Hospital, Ankara, Turkey
| | - Gökhan Ocakoğlu
- Department of Biostatistics, School of Medicine, Uludag University, Bursa, Turkey
| | - Oktay Alğin
- Department of Radiology, School of Medicine, Yıldırım Beyazıt University, Ankara, Turkey
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