← Issue №11/ week of Sep 13, 2026/Hepatology

Personalised prediction of the individual risk of liver-related events in MASLD using the dynamics of non-invasive tests.

From GI Signals issue №11: what this paper found, what it changes, and where it sits against the current standard of care, reviewed by Simon Mathews, MD.

Hepatology prospective cohort · n=13,627 · Sep 8, 2026 · Clin Gastro Hep · IF 16.2

Personalised prediction of the individual risk of liver-related events in MASLD using the dynamics of non-invasive tests.

New evidenceMASLDcirrhosishepatocellular carcinomaartificial intelligence
Clinical takeawayThe JLCM improves discrimination for cirrhosis decompensation and HCC risk within the VCTE-Prognosis cohort compared to static LSM or FIB-4 alone. Prospective external validation in independent MASLD populations and deployment of a validated risk calculator are required before recommending clinical use for surveillance intensity or treatment decisions.
What it foundJoint latent class model incorporating LSM trajectory, FIB-4, sex, age, and platelets identified 61-80% of patients who developed cirrhosis decompensation or HCC across follow-up visits, compared to 39-56% with LSM alone and 32-60% with FIB-4, achieving AUROC 92.2% at 5-year follow-up.
ContextThis literature reports that personalised risk prediction for liver-related events in MASLD can be derived from longitudinal trends in non-invasive fibrosis markers, addressing the clinical challenge of interpreting dynamic test changes.
Refinessuggested applicable standard· AASLD 2023 Practice Guidance, updated by AASLD Practice Guidance October 2024 (resmetirom) and November 2025 (semaglutide)

Decision at stakehow to use non-invasive fibrosis tests (LSM, FIB-4) to predict which MASLD patients will develop cirrhosis decompensation or hepatocellular carcinoma

Diagnose MASLD by hepatic steatosis on imaging (or biopsy) plus at least one cardiometabolic criterion and exclusion of competing etiologies (significant alcohol use, other liver disease), then risk-stratify fibrosis using a sequential non-invasive approach: FIB-4 first, followed by a second-line imaging-based test (VCTE, MRE, or ELF) for indeterminate/high-risk FIB-4, with liver biopsy reserved for discordant or unclear cases.

From our summary of this standard, unedited — the part the paper bears on. marks omitted text. Our wording, not the guideline's; read the source for its own text.

Our full summary of this standard

Diagnose MASLD by hepatic steatosis on imaging (or biopsy) plus at least one cardiometabolic criterion and exclusion of competing etiologies (significant alcohol use, other liver disease), then risk-stratify fibrosis using a sequential non-invasive approach: FIB-4 first, followed by a second-line imaging-based test (VCTE, MRE, or ELF) for indeterminate/high-risk FIB-4, with liver biopsy reserved for discordant or unclear cases. Lifestyle modification (≥7-10% weight loss, Mediterranean diet, exercise) remains the foundation for all patients. For adults with MASH and F2-F3 fibrosis identified by non-invasive tests (VCTE 8-15 kPa, MRE 3.1-4.4 kPa, or ELF 9.2-10.5) rather than biopsy, AASLD now gives dedicated, updated practice guidance on both FDA-approved pharmacotherapies: resmetirom (Oct 2024 update) and semaglutide 2.4mg/week subcutaneous (Nov 2025 update, following August 2025 accelerated FDA approval based on ESSENCE trial data: 62.9% vs 34.3% MASH resolution without fibrosis worsening; 36.8% vs 22.4% ≥1-stage fibrosis improvement). Pioglitazone or vitamin E remain options per the 2023 base guidance. Manage cardiometabolic risk with statins for ASCVD reduction plus glycemic and blood-pressure control; for semaglutide specifically, routine hepatic panels are recommended only as clinically indicated (no discontinuations for LFT elevation in ESSENCE), with monitoring for GI adverse effects and rare risks (AKI, gallbladder disease, pancreatitis, thyroid C-cell tumors, retinopathy progression, lean mass loss). HCC surveillance with ultrasound and AFP every 6 months remains indicated only if cirrhosis is present.

AASLD 2023 Practice Guidance, updated by AASLD Practice Guidance October 2024 (resmetirom) and November 2025 (semaglutide) · reviewed 2026-07-23 ↗
Moreau C … Boursier J · Clinical Gastroenterology and Hepatology : the Official Clinical Practice Journal of the American Gastroenterological Association · IF 16.2 · PubMed ↗Permalink
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