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Cathcart J, Barrett R, Bowness JS, Mukhopadhya A, Lynch R, Dillon JF. Accuracy of Non-Invasive Imaging Techniques for the Diagnosis of MASH in Patients With MASLD: A Systematic Review. Liver Int 2025; 45:e16127. [PMID: 39400428 PMCID: PMC11891385 DOI: 10.1111/liv.16127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/12/2024] [Revised: 09/14/2024] [Accepted: 09/27/2024] [Indexed: 10/15/2024]
Abstract
BACKGROUND AND AIMS Metabolic dysfunction-associated steatotic liver disease (MASLD) is a growing public health problem. The secondary stage in MASLD is steatohepatitis (MASH), the co-existence of steatosis and inflammation, a leading cause of progression to fibrosis and mortality. MASH resolution alone improves survival. Currently, MASH diagnosis is via liver biopsy. This study sought to evaluate the accuracy of imaging-based tests for MASH diagnosis, which offer a non-invasive method of diagnosis. METHODS Eight academic literature databases were searched and references of previous systematic reviews and included papers were checked for additional papers. Liver biopsy was used for reference standard. RESULTS We report on 69 imaging-based studies. There were 31 studies on MRI, 27 on ultrasound, five on CT, 13 on transient elastography, eight on controlled attenuation parameter (CAP) and two on scintigraphy. The pathological definition of MASH was inconsistent, making it difficult to compare studies. 55/69 studies (79.71%) were deemed high-risk of bias as they had no preset thresholds and no validation. The two largest groups of imaging papers were on MRI and ultrasound. AUROCs were up to 0.93 for MRE, 0.90 for MRI, 1.0 for magnetic resonance spectroscopy (MRS) and 0.94 for ultrasound-based studies. CONCLUSIONS Our study found that the most promising imaging tools are MRI techniques or ultrasound-based scores and confirmed there is potential to utilise these for MASH diagnosis. However, many publications are single studies without independent prospective validation. Without this, there is no clear imaging tool or score currently available that is reliably tested to diagnose MASH.
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Affiliation(s)
- Jennifer Cathcart
- Division of Molecular and Clinical MedicineUniversity of DundeeDundeeUK
- Gastroenterology DepartmentAberdeen Royal InfirmaryAberdeenUK
| | - Rachael Barrett
- Division of Molecular and Clinical MedicineUniversity of DundeeDundeeUK
| | - James S. Bowness
- University College London Hospitals NHS Foundation TrustLondonUK
- Department of Targeting InterventionUniversity College LondonLondonUK
| | | | - Ruairi Lynch
- Division of Molecular and Clinical MedicineUniversity of DundeeDundeeUK
| | - John F. Dillon
- Division of Molecular and Clinical MedicineUniversity of DundeeDundeeUK
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2
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Yamaguchi R, Oda T, Nagashima K. Comparison of the diagnostic accuracy of shear wave elastography with transient elastography in adult nonalcoholic fatty liver disease: a systematic review and network meta-analysis of diagnostic test accuracy. Abdom Radiol (NY) 2025; 50:734-746. [PMID: 39240377 PMCID: PMC11794403 DOI: 10.1007/s00261-024-04546-8] [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: 06/05/2024] [Revised: 08/17/2024] [Accepted: 08/21/2024] [Indexed: 09/07/2024]
Abstract
PURPOSE To compare the diagnostic test accuracy (DTA) of shear wave elastography (SWE) to that of transient elastography (TE) for liver fibrosis grade assessment in nonalcoholic fatty liver disease adults. METHODS MEDLINE, The Cochrane Library, and Web of Science were searched. Inclusion criteria were primary studies examining DTA of TE, point SWE (pSWE), two-dimensional SWE (2D-SWE), or magnetic resonance elastography (MRE) with liver biopsy. Network meta-analysis was conducted using a Bayesian bivariate mixed-effects model. RESULTS For fibrosis grade 2 or higher, 15 studies with 25 observations (16 observations for TE, 1 for MRE, 4 for pSWE and 2D-SWE; 2,066 patients) were included; the pooled sensitivity and specificity were 0.79 (95% credible interval (CrI) 0.70-0.86; 95% prediction interval (PI) 0.36-0.96) and 0.73 (95% CrI 0.62-0.82; 95% PI 0.23-0.96) for TE, 0.68 (95% CrI 0.48-0.83; 95% PI 0.23-0.94) and 0.75 (95% CrI 0.53-0.88; 95% PI 0.24-0.97) for pSWE, 0.85 (95% CrI 0.70-0.93; 95% PI 0.40-0.98) and 0.72 (95% CrI 0.49-0.86; 95% PI 0.20-0.96) for 2D-SWE, respectively. The proportion of studies classified as unclear in QUADAS-2 was high, and the results were heterogeneous. CONCLUSION 2D-SWE could be recommended as TE is for liver fibrosis assessment. The protocol of this systematic review and network meta-analysis has been registered in PROSPERO (CRD42022327249). All included primary papers have already been published and the information and data can be used freely.
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Affiliation(s)
- Ruri Yamaguchi
- Department of Investigative Pathology, Tohoku University Graduate School of Medicine, 2-1 Seiryomachi, Aobaku, Sendai, 980-8575, Japan.
| | - Tetsuro Oda
- Chugai Pharmaceutical Co., Ltd., Tokyo, Japan
| | - Kengo Nagashima
- Biostatistics Unit, Clinical and Translational Research Center, Keio University Hospital, Tokyo, 160-8582, Japan
- Department of Bioregulation, Graduate School of Medicine, Nippon Medical School, Tokyo, 113-8602, Japan
- Division of Cancer Therapeutics, National Cancer Center Research Institute, Tokyo, 104-0045, Japan
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Dawod S, Brown K. Non-invasive testing in metabolic dysfunction-associated steatotic liver disease. Front Med (Lausanne) 2024; 11:1499013. [PMID: 39606621 PMCID: PMC11598437 DOI: 10.3389/fmed.2024.1499013] [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: 09/20/2024] [Accepted: 10/29/2024] [Indexed: 11/29/2024] Open
Abstract
Metabolic dysfunction-associated steatotic liver disease (MASLD), previously referred to as non-alcoholic fatty liver disease (NAFLD), is a leading cause of chronic liver disease, affecting up to 30% of the global population. MASLD is strongly associated with metabolic risk factors such as obesity and type 2 diabetes, and can progress to advanced stages including cirrhosis and hepatocellular carcinoma. Early diagnosis and accurate staging of fibrosis are critical in managing the disease and preventing complications. While liver biopsy has long been considered the gold standard for assessing fibrosis, it is invasive and carries associated risks. In response, non-invasive tests (NITs) have emerged as essential alternatives for the diagnosis and monitoring of MASLD. Key methods include blood-based biomarkers such as the Fibrosis-4 (FIB-4) score, NAFLD Fibrosis Score (NFS), and Enhanced Liver Fibrosis (ELF) test, as well as imaging modalities like vibration-controlled transient elastography (VCTE) and magnetic resonance elastography (MRE). These tests provide safer, more accessible methods for identifying liver fibrosis and guiding clinical management. They are integral in assessing disease severity, guiding treatment decisions, and monitoring disease progression, particularly in light of emerging therapies. NITs have become increasingly recommended by clinical guidelines as they reduce the need for invasive procedures like liver biopsy, improving patient care and outcomes. In conclusion, non-invasive testing plays a crucial role in the effective management of MASLD, offering reliable alternatives for diagnosis and monitoring while minimizing risks associated with traditional invasive methods.
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Sarkar Das T, Meng X, Abdallah M, Bilal M, Sarwar R, Shaukat A. An Assessment of the Feasibility, Patient Acceptance, and Performance of Point-of-Care Transient Elastography for Metabolic-Dysfunction-Associated Steatotic Liver Disease (MASLD): A Systematic Review and Meta-Analysis. Diagnostics (Basel) 2024; 14:2478. [PMID: 39594144 PMCID: PMC11592655 DOI: 10.3390/diagnostics14222478] [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: 07/28/2024] [Revised: 10/12/2024] [Accepted: 10/22/2024] [Indexed: 11/28/2024] Open
Abstract
Background: Vibration-Controlled Transient Elastography (VCTE) with FibroScan is a non-invasive, reliable diagnostic tool for Metabolic-Dysfunction-Associated Steatotic Liver Disease (MASLD), enabling early detection and management to prevent severe liver diseases. VCTE's ease and portability suit primary care, streamlining referrals, promoting lifestyle changes, reducing costs, and benefiting underserved communities. Methods: Studies on point-of-care VCTE were systematically reviewed, followed by meta-analysis using a random-effects model. Pooled proportions with 95% confidence intervals were reported, and heterogeneity was assessed using I2%. Results: A total of twenty studies from 14 countries, including 6159 patients, were analyzed, with three studies from France, two from the U.S., and four from China. The population had a slight male preponderance, with a mean age range of 35-73 years and a BMI range of 24.4-41.1%. The diagnostic accuracy for detecting any fibrosis (≥F1) was reported in four studies (n = 210) with an AUC of 0.74, sensitivity of 69.5%, and specificity of 70.6%. For significant fibrosis (≥F2), eight studies (n = 650) reported an AUC of 0.69, sensitivity of 81.7%, and specificity of 64.6%. Advanced fibrosis (≥F3) was evaluated in 10 studies (n = 619), with an AUC of 0.84, sensitivity of 88.1%, and specificity of 63.8%. Cirrhosis (F4) was assessed in nine studies (n = 533), with an AUC of 0.65, sensitivity of 87.5%, and specificity of 62.6%. Steatosis diagnoses across stages S1 to S3 showed increasing diagnostic accuracies, with AUCs of 0.85, 0.76, and 0.80, respectively. Probe type and BMI were significant covariates influencing diagnostic performance for both fibrosis and steatosis, while the percentage of male participants also showed significant associations. Conclusions: VCTE shows high diagnostic accuracy for fibrosis and steatosis in MASLD patients at the point of care. Future research should assess its implementation in fibroscan settings.
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Affiliation(s)
- Taranika Sarkar Das
- Department of Gastroenterology and Hepatology, New York University, New York, NY 10012, USA; (X.M.)
| | - Xucong Meng
- Department of Gastroenterology and Hepatology, New York University, New York, NY 10012, USA; (X.M.)
| | - Mohamed Abdallah
- Department of Gastroenterology and Hepatology, University of Minnesota, Minneapolis, MN 55455, USA
| | - Mohammad Bilal
- Department of Gastroenterology and Hepatology, University of Minnesota, Minneapolis, MN 55455, USA
| | - Raiya Sarwar
- Department of Gastroenterology and Hepatology, New York University, New York, NY 10012, USA; (X.M.)
| | - Aasma Shaukat
- Department of Gastroenterology and Hepatology, New York University, New York, NY 10012, USA; (X.M.)
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Fishman J, Kim Y, Charlton MR, Smith ZJ, O'Connell T, Bercaw EM. Estimation of the Eligible Population For Resmetirom Among Adults in the United States for Treatment of Non-Cirrhotic NASH with Moderate-to-Advanced Liver Fibrosis. Adv Ther 2024; 41:4172-4190. [PMID: 39292422 PMCID: PMC11480167 DOI: 10.1007/s12325-024-02989-5] [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: 06/14/2024] [Accepted: 09/02/2024] [Indexed: 09/19/2024]
Abstract
INTRODUCTION As of March 2024, resmetirom is the first and only therapy approved in the United States (US) for the treatment of adults with non-cirrhotic nonalcoholic steatohepatitis (NASH) with moderate-to-advanced liver fibrosis (MALF) consistent with stages F2/F3 fibrosis. Estimates of the diagnosed, treatment-eligible NASH population are poorly understood due to diagnostic variability. This study provides a contemporary estimate of the size of the US resmetirom treatment-eligible population. METHODS A dynamic population calculator was developed combining literature, screening guidelines, resmetirom study criteria, and analyses of the NHANES 2017-March 2020 cycle. It computes NASH prevalence, proportion non-cirrhotic NASH with MALF, Year 1 diagnosis, and new diagnoses in Years 2 and 3. NASH prevalence was estimated by applying the American Association of Clinical Endocrinology screening algorithm and recommended NIT cut-offs in the NHANES dataset. The proportion of non-cirrhotic NASH with MALF was informed by analyses of the Forian US integrated medical claims database using NASH and cirrhosis-specific ICD-10-CM codes and FIB-4 scores. NASH diagnosis rates were obtained from published estimates and NHANES responses. Treatment-eligible population growth was projected using published incidence data. Estimates were compared to a NASH budget-impact-analysis (BIA) from the Institute for Clinical and Economic Review (ICER). RESULTS In the base case, a NASH prevalence of 4.6% was modeled (range 1.3-14.2%). This value was multiplied by the proportion estimated to have non-cirrhotic MALF (i.e., 35%). Published analyses suggest a diagnosis rate of ~ 10% (range 3.3-14.3%) and ~ 16% year-over-year growth in the treatment-eligible population. Assuming a 1-million commercial-member population, the resmetirom treatment-eligible population was estimated as 1255-1699 in Years 1-3 following approval. Sensitivity analyses were conducted and comparison to the ICER BIA was influenced by different diagnosis rates. CONCLUSION Estimation of the treatment-eligible population for resmetirom depends importantly on NASH diagnosis rates, which are predicted to be < 15% in the 3 years after drug approval. Nonalcoholic steatohepatitis (NASH) is an advanced form of nonalcoholic fatty liver disease. Previously there were no treatments for NASH in the United States (US), but as of March 2024, the US Food and Drug Administration (FDA) approved resmetirom (REZDIFFRA™), a once-daily, oral therapy, in conjunction with diet and exercise, under accelerated approval for the treatment of adults (aged 18 years or older) with non-cirrhotic NASH with moderate-to-advanced liver fibrosis (MALF), consistent with stages F2-F3. It is not well understood how many diagnosed patients with NASH would be eligible for treatment with resmetirom; thus, this study aimed to estimate the size of the US resmetirom treatment-eligible population. To do so, we created a flexible population calculator that considers how many people have NASH, what proportion would be eligible for resmetirom treatment-i.e., have non-cirrhotic NASH with MALF-and of those how many people would be diagnosed. We used published literature, screening guidelines, resmetirom study criteria, and analyses of national surveys to inform our range of estimates. In the main analysis, we modeled a NASH prevalence of 4.6% (range 1.3-14.2%), which was then limited to the proportion estimated to have non-cirrhotic NASH with MALF (i.e., 35%) and diagnosed (i.e., 10%, range 3.3-14.3%). A year-over-year growth of approximately 16% in the treatment-eligible population was modeled in years following approval. Assuming a population of 1 million commercial insurance enrollees, the resmetirom treatment-eligible population was estimated to be 1255-1699 in Years 1-3 following approval. We assessed alternative scenarios and have compared our results to existing models.
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Affiliation(s)
- Jesse Fishman
- Madrigal Pharmaceuticals, Inc., West Conshohocken, PA, USA
| | - Yestle Kim
- Madrigal Pharmaceuticals, Inc., West Conshohocken, PA, USA
| | - Michael R Charlton
- Center for Liver Diseases, University of Chicago Medicine, Chicago, IL, USA
| | | | | | - Eric M Bercaw
- Medicus Economics LLC, Boston, MA, USA.
- , 2 Stonehill Ln, Milton, MA, 02186-5232, USA.
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Chon YE, Jin YJ, An J, Kim HY, Choi M, Jun DW, Kim MN, Han JW, Lee HA, Yu JH, Kim SU. Optimal cut-offs of vibration-controlled transient elastography and magnetic resonance elastography in diagnosing advanced liver fibrosis in patients with nonalcoholic fatty liver disease: A systematic review and meta-analysis. Clin Mol Hepatol 2024; 30:S117-S133. [PMID: 39165159 PMCID: PMC11493355 DOI: 10.3350/cmh.2024.0392] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/24/2024] [Revised: 08/19/2024] [Accepted: 08/20/2024] [Indexed: 08/22/2024] Open
Abstract
BACKGROUND/AIMS Opinions differ regarding vibration-controlled transient elastography and magnetic resonance elastography (VCTE/MRE) cut-offs for diagnosing advanced fibrosis (AF) in patients with non-alcoholic fatty liver disease (NAFLD). We investigated the diagnostic performance and optimal cut-off values of VCTE and MRE for diagnosing AF. METHODS Literature databases, including Medline, EMBASE, Cochrane Library, and KoreaMed, were used to identify relevant studies published up to June 13, 2023. We selected studies evaluating VCTE and MRE regarding the degree of liver fibrosis using liver biopsy as the reference. The sensitivity, specificity, and area under receiver operating characteristics curves (AUCs) of the pooled data for VCTE and MRE for each fibrosis stage and optimal cut-offs for AF were investigated. RESULTS A total of 19,199 patients from 63 studies using VCTE showed diagnostic AUC of 0.83 (95% confidence interval: 0.80-0.86), 0.83 (0.80-0.86), 0.87 (0.84-0.90), and 0.94 (0.91-0.96) for ≥F1, ≥F2, ≥F3, and F4 stages, respectively. Similarly, 1,484 patients from 14 studies using MRE showed diagnostic AUC of 0.89 (0.86-0.92), 0.92 (0.89-0.94), 0.89 (0.86-0.92), and 0.94 (0.91-0.96) for ≥F1, ≥F2, ≥F3, and F4 stages, respectively. The diagnostic AUC for AF using VCTE was highest at 0.90 with a cut-off of 7.1-7.9 kPa, and that of MRE was highest at 0.94 with a cut-off of 3.62-3.8 kPa. CONCLUSION VCTE (7.1-7.9 kPa) and MRE (3.62-3.8 kPa) with the suggested cut-offs showed favorable accuracy for diagnosing AF in patients with NAFLD. This result will serve as a basis for clinical guidelines for non-invasive tests and differential diagnosis of AF.
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Affiliation(s)
- Young Eun Chon
- Department of Gastroenterology, CHA Bundang Medical Center, CHA University, Seongnam, Korea
| | - Young-Joo Jin
- Department of Internal Medicine, Inha University Hospital, Inha University School of Medicine, Incheon, Korea
| | - Jihyun An
- Department of Gastroenterology and Hepatology, Hanyang University Guri Hospital, Hanyang University College of Medicine, Guri, Korea
| | - Hee Yeon Kim
- Department of Internal Medicine, College of Medicine, Bucheon St. Mary’s Hospital, The Catholic University of Korea, Seoul, Korea
| | - Miyoung Choi
- Division of Health Technology Assessment Research, National Evidence-Based Healthcare Collaborating Agency (NECA), Seoul, Korea
| | - Dae Won Jun
- Department of Internal Medicine, Hanyang University Hospital, Hanyang University College of Medicine, Seoul, Korea
| | - Mi Na Kim
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea
- Yonsei Liver Center, Severance Hospital, Seoul, Korea
| | - Ji Won Han
- Department of Internal Medicine, College of Medicine, Seoul St. Mary’s Hospital, The Catholic University of Korea, Seoul, Korea
| | - Han Ah Lee
- Department of Internal Medicine, Chung-Ang University College of Medicine, Seoul, Korea
| | - Jung Hwan Yu
- Department of Internal Medicine, Inha University Hospital, Inha University School of Medicine, Incheon, Korea
| | - Seung Up Kim
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul, Korea
- Yonsei Liver Center, Severance Hospital, Seoul, Korea
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7
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Fishman J, O’Connell T, Parrinello CM, Woolley JJ, Bercaw E, Charlton MR. Prevalence of Nonalcoholic Steatohepatitis and Associated Fibrosis Stages Among US Adults Using Imaging-Based vs Biomarker-Based Noninvasive Tests. JOURNAL OF HEALTH ECONOMICS AND OUTCOMES RESEARCH 2024; 11:32-43. [PMID: 38370007 PMCID: PMC10871169 DOI: 10.36469/001c.92223] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/08/2023] [Accepted: 01/10/2024] [Indexed: 02/20/2024]
Abstract
Introduction: Nonalcoholic fatty liver disease (NAFLD) is believed to be the most common chronic liver disease worldwide. Therapies are under development for nonalcoholic steatohepatitis (NASH), the progressive form of NAFLD, such that the prevalence of NASH with liver fibrosis, which is likely to require treatment, may be of interest to healthcare decision makers. Noninvasive tests are used in initial screening for NASH, as well as in observational studies of NASH prevalence. However, existing evidence does not address how estimated prevalence varies with different noninvasive tests. This analysis estimated the prevalence of NASH among US adults and assessed variation with different noninvasive tests. Methods: A cross-sectional analysis was conducted using the 2017-March 2020 National Health and Nutrition Examination Survey cycle. Participants with presumed NAFLD (steatosis and without alternative causes of liver disease) were identified, among whom NASH was predicted based on FAST score, Fibrosis-4 (FIB-4), and AST-to-Platelet Ratio Index (APRI) cutoffs across 11 scenarios. Among NASH participants, fibrosis stages were explored based on distribution across the spectrum of liver-stiffness measurements. Results: Among participants with complete data for the analysis (N=6969), prevalence of presumed NAFLD was 25.6%. Within presumed NAFLD, prediction of NASH using imaging-based NIT cutoffs yielded estimated prevalence of 1.3%-4.8% (3.3 million-12.2 million) based on FAST score cutoffs from 0.35-0.67. Using biomarker-based NIT cutoffs yielded estimated prevalence of 0.4%-12.3% (1.0 million-14.5 million) based on FIB-4 cutoffs from 0.90-2.67, and 0.1%-1.9% (0.2-5.0 million) based on APRI cutoffs from 0.50-1.50. Conclusion: Prevalence of NASH among US adults was estimated to range from 1.3% to 4.8% when predicted using imaging-based noninvasive test values for participants with presumed NAFLD, generally aligning with estimates in the literature of prevalence of biopsy-confirmed NASH. Use of biomarker-based noninvasive test values for prediction of NASH yielded a wider range of estimates with FIB-4, and a considerably lower range of estimates with APRI.
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Affiliation(s)
- Jesse Fishman
- Madrigal Pharmaceuticals, West Conshohocken, Pennsylvania, USA
| | | | | | | | - Eric Bercaw
- Medicus Economics, Boston, Massachusetts, USA
| | - Michael R. Charlton
- Center for Liver Diseases, The University of Chicago Medicine, Chicago, Illinois, USA
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8
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Ozturk A, Kumar V, Pierce TT, Li Q, Baikpour M, Rosado-Mendez I, Wang M, Guo P, Schoen S, Gu Y, Dayavansha S, Grajo JR, Samir AE. The Future Is Beyond Bright: The Evolving Role of Quantitative US for Fatty Liver Disease. Radiology 2023; 309:e223146. [PMID: 37934095 PMCID: PMC10695672 DOI: 10.1148/radiol.223146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Revised: 04/18/2023] [Accepted: 05/08/2023] [Indexed: 11/08/2023]
Abstract
Nonalcoholic fatty liver disease (NAFLD) is a common cause of morbidity and mortality. Nonfocal liver biopsy is the historical reference standard for evaluating NAFLD, but it is limited by invasiveness, high cost, and sampling error. Imaging methods are ideally situated to provide quantifiable results and rule out other anatomic diseases of the liver. MRI and US have shown great promise for the noninvasive evaluation of NAFLD. US is particularly well suited to address the population-level problem of NAFLD because it is lower-cost, more available, and more tolerable to a broader range of patients than MRI. Noninvasive US methods to evaluate liver fibrosis are widely available, and US-based tools to evaluate steatosis and inflammation are gaining traction. US techniques including shear-wave elastography, Doppler spectral imaging, attenuation coefficient, hepatorenal index, speed of sound, and backscatter-based estimation have regulatory clearance and are in clinical use. New methods based on channel and radiofrequency data analysis approaches have shown promise but are mostly experimental. This review discusses the advantages and limitations of clinically available and experimental approaches to sonographic liver tissue characterization for NAFLD diagnosis as well as future applications and strategies to overcome current limitations.
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Affiliation(s)
- Arinc Ozturk
- From the Center for Ultrasound Research & Translation,
Department of Radiology, Massachusetts General Hospital, 101 Merrimac St, 3rd
Floor, 323G, Boston, MA 02114 (A.O., V.K., T.T.P., Q.L., M.B., P.G., S.S., Y.G.,
S.D., A.E.S.); Harvard Medical School, Boston, Mass (A.O., V.K., T.T.P, Q.L.,
A.E.S.); Departments of Medical Physics and Radiology, University of Wisconsin,
Madison, Wis (I.R.M.); GE HealthCare, Milwaukee, Wis (M.W.); and Department of
Radiology, University of Florida, Gainesville, Fla (J.R.G.)
| | - Viksit Kumar
- From the Center for Ultrasound Research & Translation,
Department of Radiology, Massachusetts General Hospital, 101 Merrimac St, 3rd
Floor, 323G, Boston, MA 02114 (A.O., V.K., T.T.P., Q.L., M.B., P.G., S.S., Y.G.,
S.D., A.E.S.); Harvard Medical School, Boston, Mass (A.O., V.K., T.T.P, Q.L.,
A.E.S.); Departments of Medical Physics and Radiology, University of Wisconsin,
Madison, Wis (I.R.M.); GE HealthCare, Milwaukee, Wis (M.W.); and Department of
Radiology, University of Florida, Gainesville, Fla (J.R.G.)
| | - Theodore T. Pierce
- From the Center for Ultrasound Research & Translation,
Department of Radiology, Massachusetts General Hospital, 101 Merrimac St, 3rd
Floor, 323G, Boston, MA 02114 (A.O., V.K., T.T.P., Q.L., M.B., P.G., S.S., Y.G.,
S.D., A.E.S.); Harvard Medical School, Boston, Mass (A.O., V.K., T.T.P, Q.L.,
A.E.S.); Departments of Medical Physics and Radiology, University of Wisconsin,
Madison, Wis (I.R.M.); GE HealthCare, Milwaukee, Wis (M.W.); and Department of
Radiology, University of Florida, Gainesville, Fla (J.R.G.)
| | - Qian Li
- From the Center for Ultrasound Research & Translation,
Department of Radiology, Massachusetts General Hospital, 101 Merrimac St, 3rd
Floor, 323G, Boston, MA 02114 (A.O., V.K., T.T.P., Q.L., M.B., P.G., S.S., Y.G.,
S.D., A.E.S.); Harvard Medical School, Boston, Mass (A.O., V.K., T.T.P, Q.L.,
A.E.S.); Departments of Medical Physics and Radiology, University of Wisconsin,
Madison, Wis (I.R.M.); GE HealthCare, Milwaukee, Wis (M.W.); and Department of
Radiology, University of Florida, Gainesville, Fla (J.R.G.)
| | - Masoud Baikpour
- From the Center for Ultrasound Research & Translation,
Department of Radiology, Massachusetts General Hospital, 101 Merrimac St, 3rd
Floor, 323G, Boston, MA 02114 (A.O., V.K., T.T.P., Q.L., M.B., P.G., S.S., Y.G.,
S.D., A.E.S.); Harvard Medical School, Boston, Mass (A.O., V.K., T.T.P, Q.L.,
A.E.S.); Departments of Medical Physics and Radiology, University of Wisconsin,
Madison, Wis (I.R.M.); GE HealthCare, Milwaukee, Wis (M.W.); and Department of
Radiology, University of Florida, Gainesville, Fla (J.R.G.)
| | - Ivan Rosado-Mendez
- From the Center for Ultrasound Research & Translation,
Department of Radiology, Massachusetts General Hospital, 101 Merrimac St, 3rd
Floor, 323G, Boston, MA 02114 (A.O., V.K., T.T.P., Q.L., M.B., P.G., S.S., Y.G.,
S.D., A.E.S.); Harvard Medical School, Boston, Mass (A.O., V.K., T.T.P, Q.L.,
A.E.S.); Departments of Medical Physics and Radiology, University of Wisconsin,
Madison, Wis (I.R.M.); GE HealthCare, Milwaukee, Wis (M.W.); and Department of
Radiology, University of Florida, Gainesville, Fla (J.R.G.)
| | - Michael Wang
- From the Center for Ultrasound Research & Translation,
Department of Radiology, Massachusetts General Hospital, 101 Merrimac St, 3rd
Floor, 323G, Boston, MA 02114 (A.O., V.K., T.T.P., Q.L., M.B., P.G., S.S., Y.G.,
S.D., A.E.S.); Harvard Medical School, Boston, Mass (A.O., V.K., T.T.P, Q.L.,
A.E.S.); Departments of Medical Physics and Radiology, University of Wisconsin,
Madison, Wis (I.R.M.); GE HealthCare, Milwaukee, Wis (M.W.); and Department of
Radiology, University of Florida, Gainesville, Fla (J.R.G.)
| | - Peng Guo
- From the Center for Ultrasound Research & Translation,
Department of Radiology, Massachusetts General Hospital, 101 Merrimac St, 3rd
Floor, 323G, Boston, MA 02114 (A.O., V.K., T.T.P., Q.L., M.B., P.G., S.S., Y.G.,
S.D., A.E.S.); Harvard Medical School, Boston, Mass (A.O., V.K., T.T.P, Q.L.,
A.E.S.); Departments of Medical Physics and Radiology, University of Wisconsin,
Madison, Wis (I.R.M.); GE HealthCare, Milwaukee, Wis (M.W.); and Department of
Radiology, University of Florida, Gainesville, Fla (J.R.G.)
| | - Scott Schoen
- From the Center for Ultrasound Research & Translation,
Department of Radiology, Massachusetts General Hospital, 101 Merrimac St, 3rd
Floor, 323G, Boston, MA 02114 (A.O., V.K., T.T.P., Q.L., M.B., P.G., S.S., Y.G.,
S.D., A.E.S.); Harvard Medical School, Boston, Mass (A.O., V.K., T.T.P, Q.L.,
A.E.S.); Departments of Medical Physics and Radiology, University of Wisconsin,
Madison, Wis (I.R.M.); GE HealthCare, Milwaukee, Wis (M.W.); and Department of
Radiology, University of Florida, Gainesville, Fla (J.R.G.)
| | - Yuyang Gu
- From the Center for Ultrasound Research & Translation,
Department of Radiology, Massachusetts General Hospital, 101 Merrimac St, 3rd
Floor, 323G, Boston, MA 02114 (A.O., V.K., T.T.P., Q.L., M.B., P.G., S.S., Y.G.,
S.D., A.E.S.); Harvard Medical School, Boston, Mass (A.O., V.K., T.T.P, Q.L.,
A.E.S.); Departments of Medical Physics and Radiology, University of Wisconsin,
Madison, Wis (I.R.M.); GE HealthCare, Milwaukee, Wis (M.W.); and Department of
Radiology, University of Florida, Gainesville, Fla (J.R.G.)
| | - Sunethra Dayavansha
- From the Center for Ultrasound Research & Translation,
Department of Radiology, Massachusetts General Hospital, 101 Merrimac St, 3rd
Floor, 323G, Boston, MA 02114 (A.O., V.K., T.T.P., Q.L., M.B., P.G., S.S., Y.G.,
S.D., A.E.S.); Harvard Medical School, Boston, Mass (A.O., V.K., T.T.P, Q.L.,
A.E.S.); Departments of Medical Physics and Radiology, University of Wisconsin,
Madison, Wis (I.R.M.); GE HealthCare, Milwaukee, Wis (M.W.); and Department of
Radiology, University of Florida, Gainesville, Fla (J.R.G.)
| | - Joseph R. Grajo
- From the Center for Ultrasound Research & Translation,
Department of Radiology, Massachusetts General Hospital, 101 Merrimac St, 3rd
Floor, 323G, Boston, MA 02114 (A.O., V.K., T.T.P., Q.L., M.B., P.G., S.S., Y.G.,
S.D., A.E.S.); Harvard Medical School, Boston, Mass (A.O., V.K., T.T.P, Q.L.,
A.E.S.); Departments of Medical Physics and Radiology, University of Wisconsin,
Madison, Wis (I.R.M.); GE HealthCare, Milwaukee, Wis (M.W.); and Department of
Radiology, University of Florida, Gainesville, Fla (J.R.G.)
| | - Anthony E. Samir
- From the Center for Ultrasound Research & Translation,
Department of Radiology, Massachusetts General Hospital, 101 Merrimac St, 3rd
Floor, 323G, Boston, MA 02114 (A.O., V.K., T.T.P., Q.L., M.B., P.G., S.S., Y.G.,
S.D., A.E.S.); Harvard Medical School, Boston, Mass (A.O., V.K., T.T.P, Q.L.,
A.E.S.); Departments of Medical Physics and Radiology, University of Wisconsin,
Madison, Wis (I.R.M.); GE HealthCare, Milwaukee, Wis (M.W.); and Department of
Radiology, University of Florida, Gainesville, Fla (J.R.G.)
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9
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Kim GW, Park K, Jeong GW. Early Detection of Alzheimer's Disease in Postmenopausal Women Using Thalamic Subnuclear Volumetry. J Clin Med 2023; 12:6844. [PMID: 37959308 PMCID: PMC10648434 DOI: 10.3390/jcm12216844] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Revised: 10/24/2023] [Accepted: 10/26/2023] [Indexed: 11/15/2023] Open
Abstract
Alzheimer's disease (AD) and aging are intrinsically interconnected with each other and are mediated by molecular, cellular, and biological systems. In particular, a specific pattern of brain volume atrophy is the most profound risk factor for cognitive impairment, including AD, that is directly linked to aging. Thus, this study aimed to investigate knowledge on the early detection of AD in postmenopausal women, focusing on the volume changes of the subcortical regions, including the thalamic subnuclei, in women with AD vs. postmenopausal women. Twenty-one women with AD and twenty-one postmenopausal women without AD underwent magnetic resonance imaging (MRI). Women with AD showed significantly reduced volumes in the hippocampus, thalamus, and amygdala compared with postmenopausal women (p < 0.05, FWE-corrected). After adjustments for age, the right hippocampal volume was found to be significantly lower in the women with AD, but the volumes of the thalamus and amygdala were relatively unaffected. The women with AD exhibited significantly reduced volume in the right laterodorsal nucleus of the thalamus compared with the postmenopausal women (p < 0.05, Bonferroni-corrected). Our findings suggest that the reduced volume of both the right laterodorsal thalamic nucleus and right hippocampus may serve as a potential biomarker for the early detection of AD in postmenopausal women.
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Affiliation(s)
- Gwang-Won Kim
- Advanced Institute of Aging Science, Chonnam National University, Gwangju 61186, Republic of Korea; (G.-W.K.); (K.P.)
| | - Kwangsung Park
- Advanced Institute of Aging Science, Chonnam National University, Gwangju 61186, Republic of Korea; (G.-W.K.); (K.P.)
- Department of Urology, Chonnam National University Hospital, Chonnam National University Medical School, Gwangju 61469, Republic of Korea
| | - Gwang-Woo Jeong
- Department of Radiology, Chonnam National University Hospital, Chonnam National University Medical School, Gwangju 61469, Republic of Korea
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10
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Petagine L, Zariwala MG, Patel VB. Non-alcoholic fatty liver disease: Immunological mechanisms and current treatments. World J Gastroenterol 2023; 29:4831-4850. [PMID: 37701135 PMCID: PMC10494768 DOI: 10.3748/wjg.v29.i32.4831] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Revised: 07/14/2023] [Accepted: 08/07/2023] [Indexed: 08/25/2023] Open
Abstract
Non-alcoholic fatty liver disease (NAFLD) causes significant global disease burden and is a leading cause of mortality. NAFLD induces a myriad of aberrant changes in hepatocytes at both the cellular and molecular level. Although the disease spectrum of NAFLD is widely recognised, the precise triggers for disease progression are still to be fully elucidated. Furthermore, the propagation to cirrhosis is poorly understood. Whilst some progress in terms of treatment options have been explored, an incomplete understanding of the hepatic cellular and molecular alterations limits their clinical utility. We have therefore reviewed some of the key pathways responsible for the pathogenesis of NAFLD such as innate and adaptative immunity, lipotoxicity and fibrogenesis, and highlighted current trials and treatment options for NAFLD patients.
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Affiliation(s)
- Lucy Petagine
- Centre for Nutraceuticals, School of Life Sciences, University of Westminster, London W1W6UW, United Kingdom
| | - Mohammed Gulrez Zariwala
- Centre for Nutraceuticals, School of Life Sciences, University of Westminster, London W1W6UW, United Kingdom
| | - Vinood B Patel
- Centre for Nutraceuticals, School of Life Sciences, University of Westminster, London W1W6UW, United Kingdom
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11
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Taru MG, Neamti L, Taru V, Procopciuc LM, Procopet B, Lupsor-Platon M. How to Identify Advanced Fibrosis in Adult Patients with Non-Alcoholic Fatty Liver Disease (NAFLD) and Non-Alcoholic Steatohepatitis (NASH) Using Ultrasound Elastography-A Review of the Literature and Proposed Multistep Approach. Diagnostics (Basel) 2023; 13:788. [PMID: 36832276 PMCID: PMC9955630 DOI: 10.3390/diagnostics13040788] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2022] [Revised: 02/15/2023] [Accepted: 02/16/2023] [Indexed: 02/22/2023] Open
Abstract
Non-alcoholic fatty liver disease (NAFLD), and its progressive form, non-alcoholic steatohepatitis (NASH), represent, nowadays, real challenges for the healthcare system. Liver fibrosis is the most important prognostic factor for NAFLD, and advanced fibrosis is associated with higher liver-related mortality rates. Therefore, the key issues in NAFLD are the differentiation of NASH from simple steatosis and identification of advanced hepatic fibrosis. We critically reviewed the ultrasound (US) elastography techniques for the quantitative characterization of fibrosis, steatosis, and inflammation in NAFLD and NASH, with a specific focus on how to differentiate advanced fibrosis in adult patients. Vibration-controlled transient elastography (VCTE) is still the most utilized and validated elastography method for liver fibrosis assessment. The recently developed point shear wave elastography (pSWE) and two-dimensional shear wave elastography (2D-SWE) techniques that use multiparametric approaches could bring essential improvements to diagnosis and risk stratification.
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Affiliation(s)
- Madalina-Gabriela Taru
- Hepatology Department, Regional Institute of Gastroenterology and Hepatology “Octavian Fodor”, 400162 Cluj-Napoca, Romania
- Faculty of Medicine, “Iuliu Hatieganu” University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania
- Department of Medical and Surgical Sciences, University of Bologna, 40126 Bologna, Italy
| | - Lidia Neamti
- Hepatology Department, Regional Institute of Gastroenterology and Hepatology “Octavian Fodor”, 400162 Cluj-Napoca, Romania
- Faculty of Medicine, “Iuliu Hatieganu” University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania
| | - Vlad Taru
- Hepatology Department, Regional Institute of Gastroenterology and Hepatology “Octavian Fodor”, 400162 Cluj-Napoca, Romania
- Faculty of Medicine, “Iuliu Hatieganu” University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania
- Division of Gastroenterology and Hepatology, Department of Medicine III, Medical University of Vienna, 1090 Vienna, Austria
- Christian Doppler Lab for Portal Hypertension and Liver Fibrosis, Medical University of Vienna, 1090 Vienna, Austria
| | - Lucia Maria Procopciuc
- Faculty of Medicine, “Iuliu Hatieganu” University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania
| | - Bogdan Procopet
- Hepatology Department, Regional Institute of Gastroenterology and Hepatology “Octavian Fodor”, 400162 Cluj-Napoca, Romania
- Faculty of Medicine, “Iuliu Hatieganu” University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania
| | - Monica Lupsor-Platon
- Faculty of Medicine, “Iuliu Hatieganu” University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania
- Medical Imaging Department, Regional Institute of Gastroenterology and Hepatology “Octavian Fodor”, 400162 Cluj-Napoca, Romania
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12
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Pemafibrate improves liver dysfunction and non-invasive surrogates for liver fibrosis in patients with non-alcoholic fatty liver disease with hypertriglyceridemia: a multicenter study. Hepatol Int 2022; 17:606-614. [PMID: 36583842 DOI: 10.1007/s12072-022-10453-1] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/19/2022] [Accepted: 11/04/2022] [Indexed: 12/31/2022]
Abstract
BACKGROUND This retrospective, multicenter study evaluated the effect of pemafibrate treatment on liver function and fibrosis by liver function tests (LFTs) and various fibrotic biomarkers including FibroScan in non-alcoholic fatty liver disease (NAFLD) with hypertriglyceridemia. METHODS A total of 138 NAFLD patients treated with pemafibrate at three hospitals between September 2018 and April 2021 were included. To evaluate the effect of pemafibrate treatment, FibroScan-aspartate aminotransferase (FAST) score, a novel index of steatohepatitis that can be calculated based on the aspartate aminotransferase (AST) value, controlled attenuation parameter (CAP), and liver stiffness measurement (LSM) was used. RESULTS Serum TG levels were significantly decreased 4 weeks after pemafibrate treatment (p = 0.003). The levels of AST (p = 0.038), alanine aminotransferase (ALT) (p = 0.003), and gamma-glutamyl transferase (GGT) (p = 0.047) also significantly diminished 12 weeks after pemafibrate administration compared to before administration (p < 0.05). However, serum HDL-cholesterol (p = 0.193), LDL-cholesterol (p = 0.967), and eGFR (p = 0.909) levels were not significantly altered 12 weeks after pemafibrate administration. In addition, the fibrosis biomarkers' Type IV collagen (p = 0.753) and FIB-4 index (p = 0.333) did not significantly differ, while Autotaxin (p = 0.006) and the AST-to-platelet ratio index (APRI) (p = 0.003) significantly decreased 48 weeks after pemafibrate administration. No significant reductions in LSM (p = 0.959) and CAP (p = 0.266) were detected using FibroScan 48 weeks after pemafibrate administration. FAST score was significantly improved (p = 0.0475). CONCLUSION Pemafibrate improved LFTs, including fibrotic biomarkers and FAST score, due to the hepatic anti-inflammatory effect, suggesting that pemafibrate may prevent disease progression in NAFLD patients with hypertriglyceridemia.
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13
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Lee JS, Lim TS, Lee HW, Kim SU, Park JY, Kim DY, Ahn SH, Lee HW, Lee JI, Kim JK, Min IK, Kim BK. Suboptimal Performance of Hepatocellular Carcinoma Prediction Models in Patients with Hepatitis B Virus-Related Cirrhosis. Diagnostics (Basel) 2022; 13:3. [PMID: 36611295 PMCID: PMC9818663 DOI: 10.3390/diagnostics13010003] [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: 11/01/2022] [Revised: 12/14/2022] [Accepted: 12/14/2022] [Indexed: 12/24/2022] Open
Abstract
This study aimed to evaluate the predictive performance of pre-existing well-validated hepatocellular carcinoma (HCC) prediction models, established in patients with HBV-related cirrhosis who started potent antiviral therapy (AVT). We retrospectively reviewed the cases of 1339 treatment-naïve patients with HBV-related cirrhosis who started AVT (median period, 56.8 months). The scores of the pre-existing HCC risk prediction models were calculated at the time of AVT initiation. HCC developed in 211 patients (15.1%), and the cumulative probability of HCC development at 5 years was 14.6%. Multivariate Cox regression analysis revealed that older age (adjusted hazard ratio [aHR], 1.023), lower platelet count (aHR, 0.997), lower serum albumin level (aHR, 0.578), and greater LS value (aHR, 1.012) were associated with HCC development. Harrell’s c-indices of the PAGE-B, modified PAGE-B, modified REACH-B, CAMD, aMAP, HCC-RESCUE, AASL-HCC, Toronto HCC Risk Index, PLAN-B, APA-B, CAGE-B, and SAGE-B models were suboptimal in patients with HBV-related cirrhosis, ranging from 0.565 to 0.667. Nevertheless, almost all patients were well stratified into low-, intermediate-, or high-risk groups according to each model (all log-rank p < 0.05), except for HCC-RESCUE (p = 0.080). Since all low-risk patients had cirrhosis at baseline, they had unneglectable cumulative incidence of HCC development (5-year incidence, 4.9−7.5%). Pre-existing risk prediction models for patients with chronic hepatitis B showed suboptimal predictive performances for the assessment of HCC development in patients with HBV-related cirrhosis.
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Affiliation(s)
- Jae Seung Lee
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Institute of Gastroenterology, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Yonsei Liver Center, Severance Hospital, Seoul 03722, Republic of Korea
| | - Tae Seop Lim
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Institute of Gastroenterology, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Division of Gastroenterology, Department of Internal Medicine, Yongin Severance Hospital, Yonsei University Health System, Gyeonggi-do, Seoul 03722, Republic of Korea
| | - Hye Won Lee
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Institute of Gastroenterology, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Yonsei Liver Center, Severance Hospital, Seoul 03722, Republic of Korea
| | - Seung Up Kim
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Institute of Gastroenterology, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Yonsei Liver Center, Severance Hospital, Seoul 03722, Republic of Korea
| | - Jun Yong Park
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Institute of Gastroenterology, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Yonsei Liver Center, Severance Hospital, Seoul 03722, Republic of Korea
| | - Do Young Kim
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Institute of Gastroenterology, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Yonsei Liver Center, Severance Hospital, Seoul 03722, Republic of Korea
| | - Sang Hoon Ahn
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Institute of Gastroenterology, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Yonsei Liver Center, Severance Hospital, Seoul 03722, Republic of Korea
| | - Hyun Woong Lee
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Institute of Gastroenterology, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Division of Gastroenterology, Department of Internal Medicine, Gangnam Severance Hospital, Yonsei University Health System, Seoul 06273, Republic of Korea
| | - Jung Il Lee
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Institute of Gastroenterology, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Division of Gastroenterology, Department of Internal Medicine, Gangnam Severance Hospital, Yonsei University Health System, Seoul 06273, Republic of Korea
| | - Ja Kyung Kim
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Institute of Gastroenterology, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Division of Gastroenterology, Department of Internal Medicine, Yongin Severance Hospital, Yonsei University Health System, Gyeonggi-do, Seoul 03722, Republic of Korea
| | - In Kyung Min
- Biostatistics Collaboration Unit, Department of Biomedical Systems Informatics, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
| | - Beom Kyung Kim
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Institute of Gastroenterology, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
- Yonsei Liver Center, Severance Hospital, Seoul 03722, Republic of Korea
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