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Triay Bagur A, Arya Z, Waddell T, Pansini M, Fernandes C, Counter D, Jackson E, Thomaides-Brears HB, Robson MD, Bulte DP, Banerjee R, Aljabar P, Brady M. Standardized pancreatic MRI-T1 measurement methods: comparison between manual measurement and a semi-automated pipeline with automatic quality control. Br J Radiol 2025; 98:965-973. [PMID: 40108439 PMCID: PMC12089764 DOI: 10.1093/bjr/tqaf062] [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: 04/11/2024] [Revised: 08/20/2024] [Accepted: 03/12/2025] [Indexed: 03/22/2025] Open
Abstract
OBJECTIVES Scanner-referenced T1 (srT1) is a method for measuring pancreas T1 relaxation time. The purpose of this multi-centre study is 2-fold: (1) to evaluate the repeatability of manual ROI-based analysis of srT1, (2) to validate a semi-automated measurement method with an automatic quality control (QC) module to identify likely discrepancies between automated and manual measurements. METHODS Pancreatic MRI scans from a scan-rescan cohort (46 subjects) were used to evaluate the repeatability of manual analysis. Seven hundred and eight scans from a longitudinal multi-centre study of 466 subjects were divided into training, internal validation (IV), and external validation (EV) cohorts. A semi-automated method for measuring srT1 using machine learning is proposed and compared against manual analysis on the validation cohorts with and without automated QC. RESULTS Inter-operator agreement between manual ROI-based method and semi-automated method had low bias (3.8 ms or 0.5%) and limits of agreement [-36.6, 44.1] ms. There was good agreement between the 2 methods without automated QC (IV: 3.2 [-47.1, 53.5] ms, EV: -0.5 [-35.2, 34.2] ms). After QC, agreement on the IV set improved, was unchanged in the EV set, and the agreement in both was within inter-operator bounds (IV: -0.04 [-33.4, 33.3] ms, EV: -1.9 [-37.6, 33.7] ms). The semi-automated method improved scan-rescan agreement versus manual analysis (manual: 8.2 [-49.7, 66] ms, automated: 6.7 [-46.7, 60.1] ms). CONCLUSIONS The semi-automated method for characterization of standardized pancreatic T1 using MRI has the potential to decrease analysis time while maintaining accuracy and improving scan-rescan agreement. ADVANCES IN KNOWLEDGE We provide intra-operator, inter-operator, and scan-rescan agreement values for manual measurement of srT1, a standardized biomarker for measuring pancreas fibro-inflammation. Applying a semi-automated measurement method improves scan-rescan agreement and agrees well with manual measurements, while reducing human effort. Adding automated QC can improve agreement between manual and automated measurements. SUMMARY STATEMENT We describe a method for semi-automated, standardized measurement of pancreatic T1 (srT1), which includes automated quality control. Measurements show good agreement with manual ROI-based analysis, with comparable consistency to inter-operator performance.
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Affiliation(s)
- Alexandre Triay Bagur
- Perspectum Ltd, Oxford OX4 2LL, United Kingdom
- Department of Engineering Science, University of Oxford, Oxford OX1 3PJ, United Kingdom
| | - Zobair Arya
- Perspectum Ltd, Oxford OX4 2LL, United Kingdom
| | - Tom Waddell
- Perspectum Ltd, Oxford OX4 2LL, United Kingdom
- Department of Engineering Science, University of Oxford, Oxford OX1 3PJ, United Kingdom
| | - Michele Pansini
- Clinica Di Radiologia EOC, Istituto Di Imaging Della Svizzera Italiana (IIMSI), Ente Ospedaliero Cantonale, Lugano 6900, Switzerland
- Department of Radiology, John Radcliffe Hospital, Oxford University Hospitals NHS Foundation Trust, Oxford OX3 0AG, United Kingdom
| | | | | | | | | | | | - Daniel P Bulte
- Department of Engineering Science, University of Oxford, Oxford OX1 3PJ, United Kingdom
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Ippolito D, Maino C, Arrivé L, Ba-Ssalamah A, Cannella R, Furlan A, Grigoriadis A, Pezzullo M, Pöetter Lang S, Schmidt Kobbe S, Vernuccio F, Bali MA. ESGAR consensus statement on MR imaging in primary sclerosing cholangitis. Eur Radiol 2025:10.1007/s00330-025-11583-4. [PMID: 40285815 DOI: 10.1007/s00330-025-11583-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2025] [Revised: 02/14/2025] [Accepted: 03/11/2025] [Indexed: 04/29/2025]
Abstract
OBJECTIVES To provide a consensus statement and recommendations on MR imaging in primary sclerosing cholangitis (PSC). METHODS The European Society of Gastrointestinal and Abdominal Radiology (ESGAR) convened a multinational European panel of experts selected based on a literature review and their leadership in the field. A modified Delphi process was adopted to draft a list of statements. For each statement, the panelists indicated the level of agreement using a 5-point Likert scale, where 1 means "no agreement," 2 means "poor agreement," 3 means "slight agreement," 4 means "fair agreement," and 5 means "complete agreement." The median score for each statement was collected. The level of evidence was reported according to the Oxford Centre for Evidence-Based Medicine. Descriptive statistics were used to rate agreement levels and the consensus' internal reliability. RESULTS The 12 voting committee members were from Italy (n = 4, 33.4%), Austria (n = 2, 16.7%), Sweden (n = 1, 8.3%), France (n = 1, 8.3%), the United States (n = 1, 8.3%), Switzerland (n = 1, 8.3%), and Belgium (n = 2, 16.7%). The final questionnaire consisted of 55 statements. The agreement reached by the expert panel was complete for 23 statements (41.8%), fair for 16 (29.1%), slight for 15 (27.2%), and poor for 1 (1.9%). Statements that received complete agreement were used to structure a reporting template. CONCLUSIONS This statement paper recommends how and when to perform MRI in PSC patients. A structured reporting template has been created to improve quality care and communication among radiologists and clinicians. KEY POINTS Question A standard MR protocol and the most common imaging features to be reported are fundamental for the correct evaluation of primary sclerosing cholangitis (PSC) patients. Findings Twelve expert radiologists reported which are the most important imaging features and how and when to perform MR in PSC patients. Clinical relevance The identified statements reported in this paper and the structured reporting template are useful for radiologists and clinicians to help correctly manage PSC patients.
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Affiliation(s)
- Davide Ippolito
- School of Medicine and Surgery, University of Milan-Bicocca, Monza, Italy.
- Department of Diagnostic Radiology, Fondazione IRCCS San Gerardo dei Tintori, Monza, Italy.
| | - Cesare Maino
- Department of Diagnostic Radiology, Fondazione IRCCS San Gerardo dei Tintori, Monza, Italy
| | - Lionel Arrivé
- Service de Radiologie, Institut Curie, PSL Research University, Paris, France
| | - Ahmed Ba-Ssalamah
- Department of Biomedical Imaging and Image-Guided Therapy, Medical University, General Hospital of Vienna (AKH), Vienna, Austria
| | - Roberto Cannella
- Section of Radiology, Department of Biomedicine, Neuroscience and Advanced Diagnostics (BiND), University of Palermo, Palermo, Italy
| | - Alessandro Furlan
- Department of Radiology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Aristeidis Grigoriadis
- Division of Radiology, Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institutet, Stockholm, Sweden
| | - Martina Pezzullo
- Department of Radiology, Hôpital Universitaire de Bruxelles HUB, Brussels, Belgium
| | - Sarah Pöetter Lang
- Department of Biomedical Imaging and Image-Guided Therapy, Medical University, General Hospital of Vienna (AKH), Vienna, Austria
| | - Sabine Schmidt Kobbe
- Department of Diagnostic and Interventional Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland
| | - Federica Vernuccio
- Section of Radiology, Department of Biomedicine, Neuroscience and Advanced Diagnostics (BiND), University of Palermo, Palermo, Italy
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Helgadottir H, Vesterhus M. Noninvasive evaluation of fibrosis in adult biliary diseases. Curr Opin Gastroenterol 2023; 39:83-88. [PMID: 36821455 DOI: 10.1097/mog.0000000000000909] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/24/2023]
Abstract
PURPOSE OF REVIEW Liver fibrosis is highly associated with disease progression and clinical outcome in primary biliary cholangitis (PBC) and primary sclerosing cholangitis (PSC), the major chronic biliary diseases in adults. Establishment of validated tools for the noninvasive evaluation of liver fibrosis in PBC and PSC for use in patient follow-up, and effect evaluation in clinical trials, has been a top research priority over recent years. RECENT FINDINGS Two studies in large PBC patient panels investigated liver stiffness measurement by vibration-controlled transient elastography (VCTE) and two studies in PSC demonstrated enhanced liver fibrosis (ELF) variation over time, confirming VCTE and ELF as good prognostic markers. Currently, magnetic resonance elastography (MRE), quantitative MRI mapping and novel serum extracellular matrix and extracellular vesicle markers show promising results for fibrosis and prognostic assessment in biliary diseases. SUMMARY In this article, we will briefly review recent studies supporting recommendations to assess liver fibrosis and prognosis using the ELF test and VCTE during clinical follow-up in both PBC and PSC. We will discuss emerging evidence for MRE and other imaging techniques, and novel serum fibrosis markers, for which sufficient data or availability is currently limited precluding recommendations for clinical use.
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Affiliation(s)
- Holmfridur Helgadottir
- Norwegian PSC Research Centre, Department of Transplantation Medicine, Division of Surgery, Inflammatory Diseases and Transplantation, Oslo University Hospital Rikshospitalet, Oslo.,Department of Medicine, Haraldsplass Deaconess Hospital
| | - Mette Vesterhus
- Norwegian PSC Research Centre, Department of Transplantation Medicine, Division of Surgery, Inflammatory Diseases and Transplantation, Oslo University Hospital Rikshospitalet, Oslo.,Department of Medicine, Haraldsplass Deaconess Hospital.,Department of Clinical Science, University of Bergen, Bergen, Norway
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Tirkes T, Yadav D, Conwell DL, Territo PR, Zhao X, Persohn SA, Dasyam AK, Shah ZK, Venkatesh SK, Takahashi N, Wachsman A, Li L, Li Y, Pandol SJ, Park WG, Vege SS, Hart PA, Topazian M, Andersen DK, Fogel EL. Quantitative MRI of chronic pancreatitis: results from a multi-institutional prospective study, magnetic resonance imaging as a non-invasive method for assessment of pancreatic fibrosis (MINIMAP). Abdom Radiol (NY) 2022; 47:3792-3805. [PMID: 36038644 PMCID: PMC9423890 DOI: 10.1007/s00261-022-03654-7] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2022] [Revised: 08/09/2022] [Accepted: 08/11/2022] [Indexed: 01/18/2023]
Abstract
PURPOSE To determine if quantitative MRI techniques can be helpful to evaluate chronic pancreatitis (CP) in a setting of multi-institutional study. METHODS This study included a subgroup of participants (n = 101) enrolled in the Prospective Evaluation of Chronic Pancreatitis for Epidemiologic and Translational Studies (PROCEED) study (NCT03099850) from February 2019 to May 2021. MRI was performed on 1.5 T using Siemens and GE scanners at seven clinical centers across the USA. Quantitative MRI parameters of the pancreas included T1 relaxation time, extracellular volume (ECV) fraction, apparent diffusion coefficient (ADC), and fat signal fraction. We report the diagnostic performance and mean values within the control (n = 50) and CP (n = 51) groups. The T1, ECV and fat signal fraction were combined to generate the quantitative MRI score (Q-MRI). RESULTS There was significantly higher T1 relaxation time; mean 669 ms (± 171) vs. 593 ms (± 82) (p = 0.006), ECV fraction; 40.2% (± 14.7) vs. 30.3% (± 11.9) (p < 0.001), and pancreatic fat signal fraction; 12.2% (± 5.5) vs. 8.2% (± 4.4) (p < 0.001) in the CP group compared to controls. The ADC was similar between groups (p = 0.45). The AUCs for the T1, ECV, and pancreatic fat signal fraction were 0.62, 0.72, and 0.73, respectively. The composite Q-MRI score improved the diagnostic performance (cross-validated AUC: 0.76). CONCLUSION Quantitative MR parameters evaluating the pancreatic parenchyma (T1, ECV fraction, and fat signal fraction) are helpful in the diagnosis of CP. A Q-MRI score that combines these three MR parameters improves diagnostic performance. Further studies are warranted with larger study populations including patients with acute and recurrent acute pancreatitis and longitudinal follow-ups.
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Affiliation(s)
- Temel Tirkes
- Department of Radiology and Imaging Sciences, Indiana University School of Medicine Indianapolis, 550 N. University Blvd. Suite 0663, Indianapolis, IN 46202 USA
| | - Dhiraj Yadav
- Department of Medicine Division of Gastroenterology, Hepatology & Nutrition University of Pittsburgh School of Medicine, Pittsburgh, PA USA
| | - Darwin L. Conwell
- Department of Internal Medicine, University of Kentucky College of Medicine, Lexington, KY USA
| | - Paul R. Territo
- Division of Clinical Pharmacology, Stark Neurosciences Research Institute Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN 46202 USA
| | - Xuandong Zhao
- Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN 46202 USA
| | - Scott A. Persohn
- Stark Neurosciences Research Institute, Indiana University School of Medicine, Indianapolis, IN 46202 USA
| | - Anil K. Dasyam
- Department of Radiology, University of Pittsburgh Medical Center, Pittsburgh, PA USA
| | - Zarine K. Shah
- Department of Radiology, The Ohio State University Wexner Medical Center, Columbus, OH USA
| | | | | | - Ashley Wachsman
- Department of Radiology Cedars-Sinai Medical Center, University of California in Los Angeles, Los Angeles, CA USA
| | - Liang Li
- Department of Biostatistics Director, Quantitative Science Program, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Yan Li
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Stephen J. Pandol
- Division of Digestive and Liver Diseases Cedars-Sinai Medical Center, Los Angeles, CA USA
| | - Walter G. Park
- Department of Medicine, Division of Gastroenterology and Hepatology, Stanford University Medical Center, Stanford, CA USA
| | - Santhi S. Vege
- Department of Internal Medicine, Mayo Clinic, Rochester, MN USA
| | - Phil A. Hart
- Division of Gastroenterology, Hepatology & Nutrition The Ohio State University Wexner Medical Center, Columbus, OH USA
| | | | - Dana K. Andersen
- Division of Digestive Diseases and Nutrition National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD USA
| | - Evan L. Fogel
- Lehman, Bucksot and Sherman Section of Pancreatobiliary Endoscopy, Indiana University School of Medicine, Indianapolis, IN USA
| | - On behalf of the Consortium for the Study of Chronic Pancreatitis, Diabetes, Pancreatic Cancer (CPDPC)
- Department of Radiology and Imaging Sciences, Indiana University School of Medicine Indianapolis, 550 N. University Blvd. Suite 0663, Indianapolis, IN 46202 USA
- Department of Medicine Division of Gastroenterology, Hepatology & Nutrition University of Pittsburgh School of Medicine, Pittsburgh, PA USA
- Department of Internal Medicine, University of Kentucky College of Medicine, Lexington, KY USA
- Division of Clinical Pharmacology, Stark Neurosciences Research Institute Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN 46202 USA
- Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN 46202 USA
- Stark Neurosciences Research Institute, Indiana University School of Medicine, Indianapolis, IN 46202 USA
- Department of Radiology, University of Pittsburgh Medical Center, Pittsburgh, PA USA
- Department of Radiology, The Ohio State University Wexner Medical Center, Columbus, OH USA
- Department of Radiology, Mayo Clinic, Rochester, MN USA
- Department of Radiology Cedars-Sinai Medical Center, University of California in Los Angeles, Los Angeles, CA USA
- Department of Biostatistics Director, Quantitative Science Program, The University of Texas MD Anderson Cancer Center, Houston, TX USA
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX USA
- Division of Digestive and Liver Diseases Cedars-Sinai Medical Center, Los Angeles, CA USA
- Department of Medicine, Division of Gastroenterology and Hepatology, Stanford University Medical Center, Stanford, CA USA
- Department of Internal Medicine, Mayo Clinic, Rochester, MN USA
- Division of Gastroenterology, Hepatology & Nutrition The Ohio State University Wexner Medical Center, Columbus, OH USA
- Mayo Clinic, Rochester, MN USA
- Division of Digestive Diseases and Nutrition National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD USA
- Lehman, Bucksot and Sherman Section of Pancreatobiliary Endoscopy, Indiana University School of Medicine, Indianapolis, IN USA
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Bowel wall MRI T1 relaxation estimates for assessment of intestinal inflammation in pediatric Crohn's disease. ABDOMINAL RADIOLOGY (NEW YORK) 2022; 47:2730-2738. [PMID: 35657390 DOI: 10.1007/s00261-022-03560-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Revised: 05/12/2022] [Accepted: 05/13/2022] [Indexed: 01/18/2023]
Abstract
PURPOSE To compare bowel wall T1 relaxation estimates in young patients with newly diagnosed ileal CD to healthy control participants, characterize their change over time in response to biologic medical therapy, and evaluate their associations with clinical markers of intestinal inflammation. MATERIALS AND METHODS Patients with newly diagnosed ileal CD and healthy control participants were prospectively recruited between December 2018 and October 2021. Patients underwent research MRI examinations of the bowel at baseline and at 6-weeks and 6-months into biologic medical treatment; control participants underwent single MRI examinations. MRI examinations included native T1 relaxometry of the terminal ileum using a modified Look-Locker inversion recovery (MOLLI) sequence. T1 estimates were measured on scanner-generated parametric maps. Clinical markers of intestinal inflammation were recorded at each visit. Group differences were assessed using the Mann-Whitney U test; the Friedman test was used to assess longitudinal changes in T1 estimates. Spearman correlation was used to evaluate associations between T1 estimates and inflammatory markers. RESULTS Nineteen participants with CD (12 males; median age 14 years) and 15 control participants (7 males; median age 17 years) were included in the study. Bowel wall T1 estimates in CD patients (median 1302 ms) were significantly longer compared to control participants (median 1159 ms) (p < 0.001). In CD patients, T1 estimates changed over time after treatment (p = 0.001), with largest reductions between baseline and 6-weeks (p < 0.001). T1 estimates correlated with inflammatory markers, including erythrocyte sedimentation rate (ρ = 0.35; p = 0.01), c-reactive protein level (ρ = 0.34; p = 0.02), and weighted Pediatric Crohn's Disease Activity Index (ρ = 0.39; p = 0.005). T1 estimates did not correlate with serum albumin (ρ = - 0.28; p = 0.051) and fecal calprotectin (ρ = 0.07; p = 0.63). CONCLUSION Bowel wall T1 estimates are abnormally increased in newly diagnosed ileal CD patients and decrease in response to medical therapy.
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Letter to the Editor regarding the journal article published in Abdominal Radiology "Quantitative assessment of disease severity of primary sclerosing cholangitis with T1 mapping and extracellular volume imaging". Abdom Radiol (NY) 2022; 47:1907. [PMID: 35294596 DOI: 10.1007/s00261-022-03491-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2021] [Revised: 11/25/2021] [Accepted: 11/29/2021] [Indexed: 11/01/2022]
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Duan T, Jiang HY, Ling WW, Song B. Noninvasive imaging of hepatic dysfunction: A state-of-the-art review. World J Gastroenterol 2022; 28:1625-1640. [PMID: 35581963 PMCID: PMC9048786 DOI: 10.3748/wjg.v28.i16.1625] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/18/2021] [Revised: 07/17/2021] [Accepted: 03/27/2022] [Indexed: 02/06/2023] Open
Abstract
Hepatic dysfunction represents a wide spectrum of pathological changes, which can be frequently found in hepatitis, cholestasis, metabolic diseases, and focal liver lesions. As hepatic dysfunction is often clinically silent until advanced stages, there remains an unmet need to identify affected patients at early stages to enable individualized intervention which can improve prognosis. Passive liver function tests include biochemical parameters and clinical grading systems (e.g., the Child-Pugh score and Model for End-Stage Liver Disease score). Despite widely used and readily available, these approaches provide indirect and limited information regarding hepatic function. Dynamic quantitative tests of liver function are based on clearance capacity tests such as the indocyanine green (ICG) clearance test. However, controversial results have been reported for the ICG clearance test in relation with clinical outcome and the accuracy is easily affected by various factors. Imaging techniques, including ultrasound, computed tomography, and magnetic resonance imaging, allow morphological and functional assessment of the entire hepatobiliary system, hence demonstrating great potential in evaluating hepatic dysfunction noninvasively. In this article, we provide a state-of-the-art summary of noninvasive imaging modalities for hepatic dysfunction assessment along the pathophysiological track, with special emphasis on the imaging modality comparison and selection for each clinical scenario.
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Affiliation(s)
- Ting Duan
- Department of Radiology, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China
| | - Han-Yu Jiang
- Department of Radiology, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China
| | - Wen-Wu Ling
- Department of Medical Ultrasound, West China Hospital of Sichuan University, Chengdu 610041, Sichuan Province, China
| | - Bin Song
- Department of Radiology, West China Hospital, Sichuan University, Chengdu 610041, Sichuan Province, China
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