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Luthra R, Sheth A. Understanding MASH: An Examination of Progression and Clinical Outcomes by Disease Severity in the TARGET-NASH Database. Adv Ther 2025; 42:1165-1195. [PMID: 39739194 PMCID: PMC11787050 DOI: 10.1007/s12325-024-03085-4] [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: 10/18/2024] [Accepted: 12/04/2024] [Indexed: 01/02/2025]
Abstract
INTRODUCTION Metabolic dysfunction-associated steatohepatitis (MASH), the progressive form of metabolic dysfunction-associated steatotic liver disease (MASLD), is linked to cardiometabolic risk factors such as obesity and type 2 diabetes (T2D). The rising prevalence of MASH and risk of hepatic and extra-hepatic complications emphasize the need for a better understanding of disease progression and associated outcomes. This study aimed to evaluate the incidence of, and demographic and clinical characteristics associated with, progression to MASH-related complications by disease severity in patients with non-cirrhotic MASH or MASH cirrhosis. Alignment between noninvasive tests (NITs) and biopsy-determined fibrosis stage was also assessed. METHODS This analysis used data from the TARGET-NASH cohort that includes adults with MASH across academic and community sites in the United States. Patients with non-cirrhotic MASH or MASH cirrhosis were stratified by disease severity based on fibrosis stage or cirrhosis. Progression to MASH-related outcomes, including all-cause mortality, cirrhosis, and liver transplantation, was assessed. RESULTS Among the 2378 patients included in this analysis, 48% had MASH cirrhosis. Incidence of all-cause mortality increased with disease severity from 0.14/100 person-months (100PM) at fibrosis stage 0-1 (F0-F1) to 2.02/100PM with compensated cirrhosis and 4.62/100PM with decompensated cirrhosis. Compared with patients with F0-F1, risk of progression to cirrhosis was higher in patients with F3 [hazard ratio (HR), 95% confidence interval (CI); 18.66, 10.97-31.73] and F2 (HR, 95% CI; 3.74, 2.00-6.98). Among those who progressed to MASH-related outcomes, 67.9% had T2D and 73.9% had hypertension. Vibration-controlled transient elastography showed better alignment with biopsy-determined fibrosis stage than Fibrosis-4 Index (FIB-4). CONCLUSIONS Progression to all-cause mortality in patients with MASH was significantly associated with the presence of higher fibrosis stage and cirrhosis. Cardiometabolic comorbidities such as T2D and hypertension were prevalent in patients with MASH progression. Early identification and management of MASH may mitigate disease progression and liver-related complications.
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Affiliation(s)
- Rakesh Luthra
- Novo Nordisk Inc., 800 Scudders Mill Rd, Plainsboro, NJ, 08536, USA
| | - Aarth Sheth
- Novo Nordisk Inc., 800 Scudders Mill Rd, Plainsboro, NJ, 08536, USA.
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Barritt AS, Stine JG. Update on Newly Federal Drug Administration-Approved Drug, Resmetirom: A Practical Perspective. Am J Gastroenterol 2025; 120:272-276. [PMID: 39051823 DOI: 10.14309/ajg.0000000000002922] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/03/2024] [Accepted: 06/24/2024] [Indexed: 07/27/2024]
Affiliation(s)
- A Sidney Barritt
- Division of Gastroenterology and Hepatology, UNC Liver Center, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Jonathan G Stine
- Department of Public Health Sciences, Milton S. Hershey Medical Center, Pennsylvania State University, Hershey, Pennsylvania, USA
- Liver Center, Milton S. Hershey Medical Center, Pennsylvania State University, Hershey, Pennsylvania, USA
- Cancer Institute, Milton S. Hershey Medical Center, Pennsylvania State University, Hershey, Pennsylvania, USA
- Fatty Liver Program, Milton S. Hershey Medical Center, Pennsylvania State University, Hershey, Pennsylvania, USA
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Sanchez-Torres C, Ramirez Tovar A, Chatman K, Morris HL, Yu F, Mospan AR, Diehl AM, Leung DH, Viswanathan P, Squires JE, Palle S, Vos MB. Concordance of MASLD and NAFLD nomenclature in youth participating in the TARGET-NASH real-world cohort. Hepatol Commun 2024; 8:e0546. [PMID: 39401124 PMCID: PMC11469899 DOI: 10.1097/hc9.0000000000000546] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/24/2024] [Accepted: 08/08/2024] [Indexed: 10/17/2024] Open
Affiliation(s)
| | | | - Kelsey Chatman
- Department of Pediatrics, Emory University, Atlanta, Georgia, USA
| | | | - Feng Yu
- Target RWE, Durham, North Carolina, USA
| | | | - Anna Mae Diehl
- Division of Gastroenterology, Department of Medicine, Duke University, Durham, North Carolina, USA
| | - Daniel H. Leung
- Division of Pediatric Gastroenterology, Department of Pediatrics, Hepatology and Nutrition, Baylor College of Medicine, Texas Children’s Hospital, Houston, Texas, USA
| | - Preeti Viswanathan
- Division of Pediatric Gastroenterology and Department of Pediatrics, Children’s Hospital at Montefiore, Bronx, New York, USA
| | - James E. Squires
- Division of Gastroenterology, Hepatology and Nutrition, UPMC Children’s Hospital of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Sirish Palle
- Division of Pediatric Gastroenterology, Oklahoma Children’s Hospital at OU Health, Oklahoma City, Oklahoma, USA
| | - Miriam B. Vos
- Department of Pediatrics, Emory University, Atlanta, Georgia, USA
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Zhang X, Kam LY, Barnett SD, Henry L, Cheung R, Nguyen MH. Disease Progression for Histologic Diagnosis of Metabolic Dysfunction-Associated Steatotic Liver Disease in the Real-World: A Nationwide US Study. Dig Dis 2024; 43:36-45. [PMID: 39401491 PMCID: PMC11817862 DOI: 10.1159/000541945] [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: 03/04/2024] [Accepted: 10/06/2024] [Indexed: 11/12/2024]
Abstract
INTRODUCTION We compared clinical characteristics and outcomes in real-world metabolic dysfunction-associated steatotic liver disease (MASLD) patients with or without liver biopsy using a nationwide cohort in United States (USA) to fill in gaps in selection of biopsy patients. METHODS We conducted a retrospective cohort study of adult MASLD patients using Marketscan® Databases (1/2007-12/2021). Patients were categorized into those with or without liver biopsy during follow-up. RESULTS We analyzed 540,326 MASLD patients: 23,732 with and 516,594 without biopsy. Only 4% of MASLD patients received liver biopsy and biopsy rate decreased in the last 5 years (9.4%-3.6%). After 1:5 propensity score matching on baseline characteristics including age, sex, and comorbidities, a total of 23,731 patients with biopsy and 118,396 matched patients without biopsy were analyzed. The incidence per 1,000 person-years for hepatocellular carcinoma (HCC) was 0.22 versus 2.18, cirrhosis 29.75 versus 90.44, and hepatic decompensation 15.84 versus 28.25 compared patients with and without biopsy. In multivariable analysis, patients with biopsy had more than 9 times higher risk of developing HCC, 3 times higher risk of cirrhosis, and 78% higher risk of hepatic decompensation. In subgroup analysis, the association remained consistent when stratified by age (<50 and ≥50), sex, and diabetes mellitus. Predictors of having biopsy included age, metabolic diseases, and living in North central or Northeast of USA. CONCLUSION These data can inform clinical patient management that biopsy patients likely represent a selected group at higher risk for disease progression, especially in clinical trials for MASLD therapies. INTRODUCTION We compared clinical characteristics and outcomes in real-world metabolic dysfunction-associated steatotic liver disease (MASLD) patients with or without liver biopsy using a nationwide cohort in United States (USA) to fill in gaps in selection of biopsy patients. METHODS We conducted a retrospective cohort study of adult MASLD patients using Marketscan® Databases (1/2007-12/2021). Patients were categorized into those with or without liver biopsy during follow-up. RESULTS We analyzed 540,326 MASLD patients: 23,732 with and 516,594 without biopsy. Only 4% of MASLD patients received liver biopsy and biopsy rate decreased in the last 5 years (9.4%-3.6%). After 1:5 propensity score matching on baseline characteristics including age, sex, and comorbidities, a total of 23,731 patients with biopsy and 118,396 matched patients without biopsy were analyzed. The incidence per 1,000 person-years for hepatocellular carcinoma (HCC) was 0.22 versus 2.18, cirrhosis 29.75 versus 90.44, and hepatic decompensation 15.84 versus 28.25 compared patients with and without biopsy. In multivariable analysis, patients with biopsy had more than 9 times higher risk of developing HCC, 3 times higher risk of cirrhosis, and 78% higher risk of hepatic decompensation. In subgroup analysis, the association remained consistent when stratified by age (<50 and ≥50), sex, and diabetes mellitus. Predictors of having biopsy included age, metabolic diseases, and living in North central or Northeast of USA. CONCLUSION These data can inform clinical patient management that biopsy patients likely represent a selected group at higher risk for disease progression, especially in clinical trials for MASLD therapies.
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Affiliation(s)
- Xinrong Zhang
- Division of Gastroenterology and Hepatology, School of Medicine, Stanford University Medical Center, Palo Alto, CA, USA
| | - Leslie Yeeman Kam
- Division of Gastroenterology and Hepatology, School of Medicine, Stanford University Medical Center, Palo Alto, CA, USA
| | - Scott D. Barnett
- Division of Gastroenterology and Hepatology, School of Medicine, Stanford University Medical Center, Palo Alto, CA, USA
| | - Linda Henry
- Division of Gastroenterology and Hepatology, School of Medicine, Stanford University Medical Center, Palo Alto, CA, USA
| | - Ramsey Cheung
- Division of Gastroenterology and Hepatology, School of Medicine, Stanford University Medical Center, Palo Alto, CA, USA
- Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA
| | - Mindie H. Nguyen
- Division of Gastroenterology and Hepatology, School of Medicine, Stanford University Medical Center, Palo Alto, CA, USA
- Department of Epidemiology and Population Health, Stanford University, Palo Alto, CA, USA
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Priego-Parra BA, Reyes-Diaz SA, Ordaz-Alvarez HR, Bernal-Reyes R, Icaza-Chávez ME, Martínez-Vázquez SE, Amieva-Balmori M, Vivanco-Cid H, Velasco JAVR, Gracia-Sancho J, Remes-Troche JM. Diagnostic performance of sixteen biomarkers for MASLD: A study in a Mexican cohort. Clin Res Hepatol Gastroenterol 2024; 48:102400. [PMID: 38901566 DOI: 10.1016/j.clinre.2024.102400] [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: 05/05/2024] [Accepted: 06/17/2024] [Indexed: 06/22/2024]
Abstract
BACKGROUND AND AIMS Metabolic Dysfunction-associated Steatotic Liver Disease (MASLD) poses a heightened cardiovascular risk. Identifying efficient biomarkers for early MASLD detection in resource-limited Latin American regions is crucial. We aimed to evaluate the diagnostic efficacy of sixteen biomarkers for MASLD in Mexican individuals. METHODS In this cross-sectional and analytical study, steatosis was assessed using vibration-controlled transient elastography. MASLD was defined according to international standards. Assessed biomarkers included: Visceral Fat (VF), Waist Circumference (WC), Waist-Height Ratio (WHtr), Waist-Hip Ratio (WHr), Visceral Adiposity Index (VAI), Hepatic Steatosis Index (HSI), Body Mass Index (BMI), Homeostatic Model Assessment (HOMA), Weight-Adjusted-Waist Index (WWI), Lipid Accumulation Product (LAP), Uric Acid-Creatinine Ratio (UACR), Triglyceride-Glucose Index (TyG) and its variants TyG-WC, TyG-HDL, TyG-BMI, TyG-WHtr. RESULTS 161 participants were included, of which 122 met MASLD criteria (56 % women, age 53.9 years [47.5-64]) and 39 were healthy controls (76 % women, age 52 [45-64]). The AUROCs of the biomarkers for MASLD were: TyG-WC (0.84), LAP (0.84), TyG-BMI (0.82), TyG-WHtr (0.80), WC (0.78), TyG (0.77), WHtr (0.75), BMI (0.76), VF (0.75), HSI (0.75), TyG-HDL (0.75), WHr (0.72), VAI (0.73), UA/CR (0.70), HOMA (0.71), and WWI (0.69). Sex-based differences were observed. After adjusting for sociodemographic variables, the TyG-WC index was the best predictor of MASLD. CONCLUSIONS In conclusion, our results underscore the potential of several noninvasive biomarkers for MASLD assessment in a Mexican population, highlighting variations in diagnostic efficacy and cut-off values between sexes. After adjusting, TyG-WC was the best MASLD predictor.
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Affiliation(s)
- Bryan Adrian Priego-Parra
- Instituto de Investigaciones Médico-Biológicas, Universidad Veracruzana. C. Agustín de Iturbide, Salvador Díaz Mirón, 91700 Veracruz, Mexico; Centro de Investigaciones Biomédicas, Universidad Veracruzana, Dr. Luis Castelazo Ayala s/n, C.P. 91190, Col. Industrial Ánimas Xalapa, Veracruz, Mexico
| | - Sara Alejandra Reyes-Diaz
- Instituto de Investigaciones Médico-Biológicas, Universidad Veracruzana. C. Agustín de Iturbide, Salvador Díaz Mirón, 91700 Veracruz, Mexico
| | - Héctor Ricardo Ordaz-Alvarez
- Instituto de Investigaciones Médico-Biológicas, Universidad Veracruzana. C. Agustín de Iturbide, Salvador Díaz Mirón, 91700 Veracruz, Mexico
| | - Raúl Bernal-Reyes
- Asociación Mexicana de Gastroenterología. Nicolás San Juan 233, código 2, Col del Valle Nte, Benito Juárez, 03100 Benavides, CDMX, Mexico
| | - Maria Eugenia Icaza-Chávez
- Asociación Mexicana de Gastroenterología. Nicolás San Juan 233, código 2, Col del Valle Nte, Benito Juárez, 03100 Benavides, CDMX, Mexico
| | - Sophia Eugenia Martínez-Vázquez
- Asociación Mexicana de Gastroenterología. Nicolás San Juan 233, código 2, Col del Valle Nte, Benito Juárez, 03100 Benavides, CDMX, Mexico
| | - Mercedes Amieva-Balmori
- Instituto de Investigaciones Médico-Biológicas, Universidad Veracruzana. C. Agustín de Iturbide, Salvador Díaz Mirón, 91700 Veracruz, Mexico
| | - Héctor Vivanco-Cid
- Instituto de Investigaciones Médico-Biológicas, Universidad Veracruzana. C. Agustín de Iturbide, Salvador Díaz Mirón, 91700 Veracruz, Mexico
| | - José Antonio Velarde-Ruiz Velasco
- Asociación Mexicana de Gastroenterología. Nicolás San Juan 233, código 2, Col del Valle Nte, Benito Juárez, 03100 Benavides, CDMX, Mexico
| | - Jordi Gracia-Sancho
- Liver Vascular Biology Research Group, CIBEREHD, IDIBAPS Research Institute, Barcelona, Spain. Roselló 149-153, Barcelona, Barcelona 08036, ES, Spain
| | - José María Remes-Troche
- Instituto de Investigaciones Médico-Biológicas, Universidad Veracruzana. C. Agustín de Iturbide, Salvador Díaz Mirón, 91700 Veracruz, Mexico.
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Barritt AS, Yu F, Mospan AR, Newsome PN, Roden M, Morris HL, Loomba R, Neuschwander-Tetri BA. High Concordance Between Nonalcoholic Fatty Liver Disease and Metabolic Dysfunction-Associated Steatotic Liver Disease in the TARGET-NASH Real-World Cohort. Am J Gastroenterol 2024; 119:1624-1627. [PMID: 38587293 DOI: 10.14309/ajg.0000000000002796] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/23/2024] [Accepted: 03/13/2024] [Indexed: 04/09/2024]
Abstract
INTRODUCTION This study investigates the applicability of the new metabolic dysfunction-associated steatotic liver disease (MASLD) nomenclature to the real-world TARGET-NASH US adult cohort. METHODS The new MASLD/metabolic steatohepatitis nomenclature was applied to patients enrolled with pragmatic diagnoses of nonalcoholic fatty liver and nonalcoholic steatohepatitis (NASH), and NASH cirrhosis and concordance were determined between the definitions. RESULTS Approximately 99% of TARGET-NASH participants met the new MASLD diagnostic criteria. Approximately 1,484/1,541 (96.3%, kappa 0.974) nonalcoholic fatty liver patients (metabolic dysfunction-associated steatotic liver), 2,195/2,201 (99.7%, kappa 0.998) NASH patients (metabolic steatohepatitis), and 1,999/2,003 (99.8%, kappa 0.999) NASH cirrhosis patients met the new criteria. DISCUSSION The new MASLD nomenclature is highly concordant with the previous TARGET-NASH pragmatic definitions.
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Affiliation(s)
- A Sidney Barritt
- UNC Liver Center, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Feng Yu
- Target RWE, Durham, North Carolina, USA
| | | | | | - Michael Roden
- German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | | | - Rohit Loomba
- Division of Gastroenterology, Department of Medicine, University of California at San Diego, San Diego, California, USA
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Jiao X, Wang Y, Zhang J, Wang X. Combination of two-photon fluorescent probes for carboxylesterase and ONOO - to visualize the transformation of nonalcoholic fatty liver to nonalcoholic steatohepatitis in liver orthotopic imaging. Talanta 2024; 270:125521. [PMID: 38091750 DOI: 10.1016/j.talanta.2023.125521] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Revised: 12/02/2023] [Accepted: 12/04/2023] [Indexed: 01/27/2024]
Abstract
As the most common cause of liver diseases, nonalcoholic fatty liver disease (NAFLD) can be classified into nonalcoholic fatty liver (NAFL) and nonalcoholic steatohepatitis (NASH). While NAFL is generally benign, the transition from NAFL to NASH is a cardinal feature of the non-benign liver disease that leads to cirrhosis and cancer, which indicates that tracking the transformation of NAFL to NASH timely is significant for precision management of liver diseases. Therefore, two fluorescent probes (CNFCl and DRNO) have been developed to visualize this pathological event. α-Fluorochloroacetamide and α-ketoamide was employed as the recognition site for carboxylesterase (CE) in CNFCl and peroxynitrite (ONOO-) in DRNO, respectively. CNFCl (λem = 445 nm) and DRNO (λem = 560 nm) showed high specificity and sensitivity towards CE and ONOO- respectively. By incubating with CE/ONOO- for 0.5 h respectively, both the emission intensity of CNFCl (linear range: 0-0.2 U/mL) and DRNO (linear range: 0-17.5 μM) displayed significant enhancement. As a result, the detection limit of CNFCl and DRNO for CE and ONOO- was calculated as 4.2 mU/L and 0.05 μM respectively. More importantly, the emission spectra of CNFCl and DRNO in the presence of CE and ONOO- respectively were cross-talk free under the two-photon excitation of 720 nm. This greatly facilitated the simultaneous detection of CE and ONOO- at distinctive channel, thus ensuring the high fidelity of the detection. These two probes were combined to image the fluctuation of CE and ONOO- during the conversion of NAFL to NASH in vitro and in vivo. It was found that while CE displayed a tendency to rise and then reduce during the transition from NAFL to NASH, ONOO- increased continuously, confirming that the combined imaging by CNFCl and DRNO might visualize the transformation of NAFL to NASH. The results provide robust visual tool to decipher the relationship between the stage of NAFLD and the level of CE/ONOO-. We anticipate this study may open new avenues to distinguish NASH from NAFL, which may further promote the study of intracellular biological activities of CE and the development of NAFLD diagnostic methods.
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Affiliation(s)
- Xiaoyun Jiao
- College of Chemistry, Chemical Engineering and Materials Science, Collaborative Innovation Center of Functionalized Probes for Chemical Imaging in Universities of Shandong, Key Laboratory of Molecular and Nano Probes, Ministry of Education, Shandong Provincial Key Laboratory of Clean Production of Fine Chemicals, Shandong Normal University, Jinan, 250014, PR China
| | - Yucheng Wang
- College of Chemistry, Chemical Engineering and Materials Science, Collaborative Innovation Center of Functionalized Probes for Chemical Imaging in Universities of Shandong, Key Laboratory of Molecular and Nano Probes, Ministry of Education, Shandong Provincial Key Laboratory of Clean Production of Fine Chemicals, Shandong Normal University, Jinan, 250014, PR China
| | - Jian Zhang
- College of Chemistry, Chemical Engineering and Materials Science, Collaborative Innovation Center of Functionalized Probes for Chemical Imaging in Universities of Shandong, Key Laboratory of Molecular and Nano Probes, Ministry of Education, Shandong Provincial Key Laboratory of Clean Production of Fine Chemicals, Shandong Normal University, Jinan, 250014, PR China.
| | - Xu Wang
- College of Chemistry, Chemical Engineering and Materials Science, Collaborative Innovation Center of Functionalized Probes for Chemical Imaging in Universities of Shandong, Key Laboratory of Molecular and Nano Probes, Ministry of Education, Shandong Provincial Key Laboratory of Clean Production of Fine Chemicals, Shandong Normal University, Jinan, 250014, PR China.
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Jiang YL, Li J, Zhang PF, Fan FX, Zou J, Yang P, Wang PF, Wang SY, Zhang J. Staging liver fibrosis with various diffusion-weighted magnetic resonance imaging models. World J Gastroenterol 2024; 30:1164-1176. [PMID: 38577177 PMCID: PMC10989501 DOI: 10.3748/wjg.v30.i9.1164] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/22/2023] [Revised: 01/15/2024] [Accepted: 02/07/2024] [Indexed: 03/06/2024] Open
Abstract
BACKGROUND Diffusion-weighted imaging (DWI) has been developed to stage liver fibrosis. However, its diagnostic performance is inconsistent among studies. Therefore, it is worth studying the diagnostic value of various diffusion models for liver fibrosis in one cohort. AIM To evaluate the clinical potential of six diffusion-weighted models in liver fibrosis staging and compare their diagnostic performances. METHODS This prospective study enrolled 59 patients suspected of liver disease and scheduled for liver biopsy and 17 healthy participants. All participants underwent multi-b value DWI. The main DWI-derived parameters included Mono-apparent diffusion coefficient (ADC) from mono-exponential DWI, intravoxel incoherent motion model-derived true diffusion coefficient (IVIM-D), diffusion kurtosis imaging-derived apparent diffusivity (DKI-MD), stretched exponential model-derived distributed diffusion coefficient (SEM-DDC), fractional order calculus (FROC) model-derived diffusion coefficient (FROC-D) and FROC model-derived microstructural quantity (FROC-μ), and continuous-time random-walk (CTRW) model-derived anomalous diffusion coefficient (CTRW-D) and CTRW model-derived temporal diffusion heterogeneity index (CTRW-α). The correlations between DWI-derived parameters and fibrosis stages and the parameters' diagnostic efficacy in detecting significant fibrosis (SF) were assessed and compared. RESULTS CTRW-D (r = -0.356), CTRW-α (r = -0.297), DKI-MD (r = -0.297), FROC-D (r = -0.350), FROC-μ (r = -0.321), IVIM-D (r = -0.251), Mono-ADC (r = -0.362), and SEM-DDC (r = -0.263) were significantly correlated with fibrosis stages. The areas under the ROC curves (AUCs) of the combined index of the six models for distinguishing SF (0.697-0.747) were higher than each of the parameters alone (0.524-0.719). The DWI models' ability to detect SF was similar. The combined index of CTRW model parameters had the highest AUC (0.747). CONCLUSION The DWI models were similarly valuable in distinguishing SF in patients with liver disease. The combined index of CTRW parameters had the highest AUC.
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Affiliation(s)
- Yan-Li Jiang
- Department of Magnetic Resonance Imaging, The Second Hospital & Clinical Medical School, Lanzhou University, Lanzhou 730030, Gansu Province, China
- Second Clinical School, Lanzhou University, Lanzhou 730030, Gansu Province, China
- Gansu Province Clinical Research Center for Functional and Molecular Imaging, The Second Hospital & Clinical Medical School, Lanzhou University, Lanzhou 730030, Gansu Province, China
| | - Juan Li
- Department of Hepatology, The Second Hospital & Clinical Medical School, Lanzhou University, Lanzhou 730030, Gansu Province, China
| | - Peng-Fei Zhang
- Department of Magnetic Resonance Imaging, The Second Hospital & Clinical Medical School, Lanzhou University, Lanzhou 730030, Gansu Province, China
- Second Clinical School, Lanzhou University, Lanzhou 730030, Gansu Province, China
| | - Feng-Xian Fan
- Department of Magnetic Resonance Imaging, The Second Hospital & Clinical Medical School, Lanzhou University, Lanzhou 730030, Gansu Province, China
- Gansu Province Clinical Research Center for Functional and Molecular Imaging, The Second Hospital & Clinical Medical School, Lanzhou University, Lanzhou 730030, Gansu Province, China
| | - Jie Zou
- Department of Magnetic Resonance Imaging, The Second Hospital & Clinical Medical School, Lanzhou University, Lanzhou 730030, Gansu Province, China
- Gansu Province Clinical Research Center for Functional and Molecular Imaging, The Second Hospital & Clinical Medical School, Lanzhou University, Lanzhou 730030, Gansu Province, China
| | - Pin Yang
- Department of Magnetic Resonance Imaging, The Second Hospital & Clinical Medical School, Lanzhou University, Lanzhou 730030, Gansu Province, China
- Gansu Province Clinical Research Center for Functional and Molecular Imaging, The Second Hospital & Clinical Medical School, Lanzhou University, Lanzhou 730030, Gansu Province, China
| | - Peng-Fei Wang
- Department of Magnetic Resonance Imaging, The Second Hospital & Clinical Medical School, Lanzhou University, Lanzhou 730030, Gansu Province, China
- Gansu Province Clinical Research Center for Functional and Molecular Imaging, The Second Hospital & Clinical Medical School, Lanzhou University, Lanzhou 730030, Gansu Province, China
| | - Shao-Yu Wang
- MR Scientific Marketing, Siemens Healthineers, Xi’an 710065, Shaanxi Province, China
| | - Jing Zhang
- Department of Magnetic Resonance Imaging, The Second Hospital & Clinical Medical School, Lanzhou University, Lanzhou 730030, Gansu Province, China
- Gansu Province Clinical Research Center for Functional and Molecular Imaging, The Second Hospital & Clinical Medical School, Lanzhou University, Lanzhou 730030, Gansu Province, China
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Jimenez Ramos M, Kendall TJ, Drozdov I, Fallowfield JA. A data-driven approach to decode metabolic dysfunction-associated steatotic liver disease. Ann Hepatol 2024; 29:101278. [PMID: 38135251 PMCID: PMC10907333 DOI: 10.1016/j.aohep.2023.101278] [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: 11/30/2023] [Accepted: 12/04/2023] [Indexed: 12/24/2023]
Abstract
Metabolic dysfunction-associated steatotic liver disease (MASLD), defined by the presence of liver steatosis together with at least one out of five cardiometabolic factors, is the most common cause of chronic liver disease worldwide, affecting around one in three people. Yet the clinical presentation of MASLD and the risk of progression to cirrhosis and adverse clinical outcomes is highly variable. It, therefore, represents both a global public health threat and a precision medicine challenge. Artificial intelligence (AI) is being investigated in MASLD to develop reproducible, quantitative, and automated methods to enhance patient stratification and to discover new biomarkers and therapeutic targets in MASLD. This review details the different applications of AI and machine learning algorithms in MASLD, particularly in analyzing electronic health record, digital pathology, and imaging data. Additionally, it also describes how specific MASLD consortia are leveraging multimodal data sources to spark research breakthroughs in the field. Using a new national-level 'data commons' (SteatoSITE) as an exemplar, the opportunities, as well as the technical challenges of large-scale databases in MASLD research, are highlighted.
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Affiliation(s)
- Maria Jimenez Ramos
- Centre for Inflammation Research, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh BioQuarter, 4-5 Little France Drive, Edinburgh EH16 4UU, UK
| | - Timothy J Kendall
- Centre for Inflammation Research, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh BioQuarter, 4-5 Little France Drive, Edinburgh EH16 4UU, UK; Edinburgh Pathology, University of Edinburgh, 51 Little France Crescent, Old Dalkeith Rd, Edinburgh EH16 4SA, UK
| | - Ignat Drozdov
- Bering Limited, 54 Portland Place, London, W1B 1DY, UK
| | - Jonathan A Fallowfield
- Centre for Inflammation Research, Institute for Regeneration and Repair, University of Edinburgh, Edinburgh BioQuarter, 4-5 Little France Drive, Edinburgh EH16 4UU, UK.
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Yang K, Ying P, Sun B. Interleukin-34 is more suitable than macrophage colony-stimulating factor for predicting liver significant fibrosis in patients with chronic hepatitis B. Scand J Gastroenterol 2024; 59:78-84. [PMID: 37698305 DOI: 10.1080/00365521.2023.2254438] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Accepted: 08/28/2023] [Indexed: 09/13/2023]
Abstract
AIMS Interleukin-34 (IL-34) and macrophage colony-stimulating factor (CSF-1) have similar functions, such as promoting the formation of liver fibrosis. This study aimed to evaluate and compare the diagnostic value of serum IL-34 and CSF-1 for significant liver fibrosis in patients with chronic hepatitis B (CHB). METHODS A total of 369 CHB patients, consisting of 208 HBeAg-negative patients and 161 HBeAg-positive patients, were enrolled in this study. Additionally, 72 healthy individuals served as healthy controls (HCs). Serum levels of IL-34 and CSF-1 were measured using the enzyme-linked immunosorbent assay method. Liver fibrosis grades were assessed using the modified Scheuer scoring system. RESULTS Serum IL-34 and CSF-1 levels exhibited significant elevation in both HBeAg-negative and HBeAg-positive patients in comparison to HCs (p < 0.001). IL-34 emerged as an independent factor linked to significant liver fibrosis, whereas CSF-1 did not exhibit such an association. Receiver operating characteristic (ROC) analysis indicated higher areas under the curves (AUCs) for IL-34 (0.814, p < 0.001 and 0.673, p < 0.001) when diagnosing significant liver fibrosis in HBeAg-negative and HBeAg-positive patients, respectively, as opposed to CSF-1 (0.602, p < 0.001; 0.619, p = 0.385). Within the HBeAg-negative patient subgroup, the AUC for IL-34 surpassed that of FIB-4 (p = 0.009) and APRI (p = 0.045). CONCLUSION Serum IL-34 has the potential to be a straightforward and practical biomarker that demonstrates superior performance to serum CSF-1 in the diagnosis of significant liver fibrosis in CHB patients, especially within the HBeAg-negative patients.
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Affiliation(s)
- Kai Yang
- Department of Medical Technology, Anhui Medical College, Hefei, China
| | - Pan Ying
- Department of Medical Technology, Anhui Medical College, Hefei, China
| | - Beibei Sun
- Department of Clinical Laboratory, the Second Hospital of Anhui Medical University, Hefei, China
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Understanding NAFLD: From Case Identification to Interventions, Outcomes, and Future Perspectives. Nutrients 2023; 15:nu15030687. [PMID: 36771394 PMCID: PMC9921401 DOI: 10.3390/nu15030687] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2023] [Revised: 01/25/2023] [Accepted: 01/28/2023] [Indexed: 02/01/2023] Open
Abstract
While non-alcoholic fatty liver disease (NAFLD) is a prevalent and frequent cause of liver-related morbidity and mortality, it is also strongly associated with cardiovascular disease-related morbidity and mortality, likely driven by its associations with insulin resistance and other manifestations of metabolic dysregulation. However, few satisfactory pharmacological treatments are available for NAFLD due in part to its complex pathophysiology, and challenges remain in stratifying individual patient's risk for liver and cardiovascular disease related outcomes. In this review, we describe the development and progression of NAFLD, including its pathophysiology and outcomes. We also describe different tools for identifying patients with NAFLD who are most at risk of liver-related and cardiovascular-related complications, as well as current and emerging treatment options, and future directions for research.
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12
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Ferraioli G, Roccarina D. Update on the role of elastography in liver disease. Therap Adv Gastroenterol 2022; 15:17562848221140657. [PMID: 36506750 PMCID: PMC9730016 DOI: 10.1177/17562848221140657] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2022] [Accepted: 11/05/2022] [Indexed: 12/12/2022] Open
Abstract
The diagnosis of liver fibrosis and the assessment of its severity are important to provide appropriate management, to determine the prognosis or the need for surveillance. Currently, for fibrosis staging, liver stiffness measurement (LSM) with the shear wave elastography (SWE) techniques is considered a reliable substitute for liver biopsy in several clinical scenarios. Nonetheless, it should be emphasized that stiffness value is a biomarker of diffuse liver disease that must be interpreted taking into consideration anamnesis, clinical and laboratory data. In patients with diffuse liver disease, it is more clinically relevant to determine the likelihood of advanced disease rather than to obtain an exact stage of liver fibrosis using a histologic classification. In this regard, a 'rule of five' for LSMs with vibration-controlled transient elastography (VCTE) and a 'rule of four' for LSMs with the acoustic radiation force impulse (ARFI)-based techniques have been proposed. In patients with advanced chronic liver disease (CLD), the risk of liver decompensation increases with increasing liver stiffness value. SWE has been proposed as a tool to predict the risk of death or complications in patients with CLD. LSM by VCTE combined with platelets count is a validated non-invasive method for varices screening, with very good results in terms of invasive procedures being spared. ARFI-based techniques also show some promising results in this setting. LSM, alone or combined in scores or algorithms with other parameters, is used to evaluate the risk of hepatocellular carcinoma occurrence. Due to the high prevalence of CLD, screening the population at risk is of interest but further studies are needed.
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Affiliation(s)
- Giovanna Ferraioli
- Department of Clinical, Surgical, Diagnostic and Pediatric Sciences, Medical School University of Pavia, Viale Brambilla 74, Pavia, 27100, Italy
| | - Davide Roccarina
- Sherlock Liver Unit and UCL Institute for Liver and Digestive Health, Royal Free Hospital, London, UK
- Internal Medicine Consultant, SOD Medicina Interna ed Epatologia, Azienda Ospedaliero-Universitaria Careggi, Firenze, Italy
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Usefulness of Noncontrast MRI-Based Radiomics Combined Clinic Biomarkers in Stratification of Liver Fibrosis. Can J Gastroenterol Hepatol 2022; 2022:2249447. [PMID: 35775068 PMCID: PMC9239804 DOI: 10.1155/2022/2249447] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/03/2022] [Revised: 05/29/2022] [Accepted: 05/30/2022] [Indexed: 12/21/2022] Open
Abstract
PURPOSE To develop and validate a radiomic nomogram based on texture features from out-of-phase T1W images and clinical biomarkers in prediction of liver fibrosis. MATERIALS AND METHODS Patients clinically diagnosed with chronic liver fibrosis who underwent liver biopsy and noncontrast MRI were enrolled. All patients were assigned to the nonsignificant fibrosis group with fibrosis stage <2 and the significant fibrosis group with stage ≥2. Texture parameters were extracted from out-of-phase T1-weighted (T1W) images and calculated using the Artificial Intelligent Kit (AK). Boruta and LASSO regressions were used for feature selection and a multivariable logistic regression was used for construction of a combinational model integrating radiomics and clinical biomarkers. The performance of the models was assessed by using the receiver operator curve (ROC) and decision curve. RESULTS ROC analysis of the radiomics model that included the most discriminative features showed AUCs of the training and test groups were 0.80 and 0.78. A combinational model integrating RADscore and fibrosis 4 index was established. ROC analysis of the training and test groups showed good to excellent performance with AUC of 0.93 and 0.86. Decision curves showed the combinational model added more net benefit than radiomic and clinical models alone. CONCLUSIONS The study presents a combinational model that incorporates RADscore and clinical biomarkers, which is promising in classification of liver fibrosis.
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Wang C, Liu J, Yan Y, Tan Y. Role of Exosomes in Chronic Liver Disease Development and Their Potential Clinical Applications. J Immunol Res 2022; 2022:1695802. [PMID: 35571570 PMCID: PMC9106457 DOI: 10.1155/2022/1695802] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Revised: 04/02/2022] [Accepted: 04/18/2022] [Indexed: 12/11/2022] Open
Abstract
Extracellular vesicles (EVs) are vesicular bodies (40-1000 nm) with double-layer membrane structures released by different cell types into extracellular environments, including apoptosis bodies, microvesicles, and exosomes. Exosomes (30-100 nm) are vesicles enclosed by extracellular membrane and contain effective molecules of secretory cells. They are derived from intracellular multivesicular bodies (MVBs) that fuse with the plasma membrane and release their intracellular vesicles by exocytosis. Research has shown that almost all human cells could secrete exosomes, which have a certain relationship with corresponding diseases. In chronic liver diseases, exosomes release a variety of bioactive components into extracellular spaces, mediating intercellular signal transduction and materials transport. Moreover, exosomes play a role in the diagnosis, treatment, and prognosis of various chronic liver diseases as potential biomarkers and therapeutic targets. Previous studies have found that mesenchymal stem cell-derived exosomes (MSC-ex) could alleviate acute and chronic liver injury and have the advantages of high biocompatibility and low immunogenicity. In this paper, we briefly summarize the role of exosomes in the pathogenesis of different chronic liver diseases and the latest research progresses of MSC-ex as the clinical therapeutic targets.
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Affiliation(s)
- Chen Wang
- The Third Hospital of Zhenjiang Affiliated Jiangsu University, Jiangsu University, Zhenjiang, 212005 Jiangsu, China
- School of Medicine, Jiangsu University, Zhenjiang, 212013 Jiangsu, China
| | - Jinwen Liu
- School of Medicine, Jiangsu University, Zhenjiang, 212013 Jiangsu, China
| | - Yongmin Yan
- School of Medicine, Jiangsu University, Zhenjiang, 212013 Jiangsu, China
| | - Youwen Tan
- The Third Hospital of Zhenjiang Affiliated Jiangsu University, Jiangsu University, Zhenjiang, 212005 Jiangsu, China
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Kim HP, Mospan AR, Fried MW, Barritt AS. Editorial: targeting liver biopsy in NAFLD-the need to expand our non-invasive tools. Authors' reply. Aliment Pharmacol Ther 2022; 55:128. [PMID: 34907556 DOI: 10.1111/apt.16711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/09/2022]
Affiliation(s)
- Hannah P Kim
- University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
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Calzadilla Bertot L. Editorial: targeting liver biopsy in NAFLD - the need to expand non-invasive tools. Aliment Pharmacol Ther 2022; 55:126-127. [PMID: 34907574 DOI: 10.1111/apt.16705] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
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