← Issue №5/ week of Aug 2, 2026/Hepatology

Preoperative MRI Intratumoral Heterogeneity Radiomics for Microvascular Invasion and Recurrence-Free Survival in HCC.

From GI Signals issue №5: what this paper found, what it changes, and where it sits against the current standard of care, reviewed by Simon Mathews, MD.

Hepatology retrospective · n=567 · Aug 1, 2026 · Liver International · IF 6.7

Preoperative MRI Intratumoral Heterogeneity Radiomics for Microvascular Invasion and Recurrence-Free Survival in HCC.

Diagnostichepatocellular carcinomaartificial intelligencebiomarkertranslational
Clinical takeawayNo clinical action yet: this preoperative MRI radiomics model requires prospective validation before routine adoption for MVI prediction or recurrence risk stratification in HCC patients.
What it foundA radiomics model integrating MRI intratumoral heterogeneity and clinical variables predicted microvascular invasion (MVI) with AUC 0.924 (validation set) and 0.895 (external test set) and stratified recurrence-free survival with higher discrimination (C-index 0.766) than BCLC, CNLC, or AJCC staging (all p < 0.001).
ContextChallenges current reliance on post-resection pathology for MVI assessment and morphology-based staging for recurrence risk, offering a noninvasive preoperative alternative with superior discrimination in a retrospective multicenter study.
Emergingsuggested applicable standard· American Association for the Study of Liver Diseases (AASLD), 'AASLD Practice Guidance on prevention, diagnosis, and treatment of hepatocellular carcinoma,' Hepatology, 2023 (78(6):1922-1965).

No single passage of this standard matched the paper closely enough to quote, so none is shown. The standard is cited above.

Our full summary of this standard

Perform HCC surveillance in adults with cirrhosis of any etiology who are able to benefit from HCC treatment, accordingly, do not enroll patients with Child-Turcotte-Pugh class C cirrhosis unless they are candidates for (or listed for) liver transplantation, and do not surveil those with life-limiting comorbidity (life expectancy <1-2 years) that transplantation cannot remedy, and in select non-cirrhotic chronic HBV carriers at elevated risk (e.g., active hepatitis/high viral load, family history of HCC, African/African-American ancestry, Asian men >40 and Asian women >50; AASLD references risk scores such as PAGE-B but stops short of mandating a specific numeric cutoff). Surveillance is abdominal ultrasound PLUS serum AFP at ~6-month (semiannual) intervals, a change from prior AASLD guidance, which had left AFP optional (Strong recommendation). Pursue diagnostic evaluation for an AFP ≥20 ng/mL or for a rising AFP, defined as a doubling of AFP or an increase on two consecutive tests even if the absolute value is <20 ng/mL. Any suspicious ultrasound observation ≥1 cm, or an inadequate/limited ultrasound, should be evaluated with multiphasic contrast-enhanced CT or MRI interpreted with CT/MRI LI-RADS. AASLD 2023 stages confirmed HCC using the BCLC framework and links stage to therapy (curative resection, ablation, or transplantation within Milan criteria for very-early/early disease; TACE and other locoregional therapy for intermediate disease; systemic therapy for advanced disease). Its first-line systemic options for advanced HCC with preserved liver function (Child-Pugh A) are atezolizumab+bevacizumab OR durvalumab+tremelimumab (STRIDE) as preferred, with sorafenib, lenvatinib, or durvalumab monotherapy as alternatives when the preferred combinations are contraindicated. After potentially curative therapy, continue surveillance for recurrence given high recurrence risk (AASLD monitors with cross-sectional contrast-enhanced imaging, not ultrasound, in the early post-treatment period).

American Association for the Study of Liver Diseases (AASLD), 'AASLD Practice Guidance on prevention, diagnosis, and treatment of hepatocellular carcinoma,' Hepatology, 2023 (78(6):1922-1965). · reviewed 2026-07-23 ↗
Liu R … Zhuo L · Liver International : Official Journal of the International Association for the Study of the Liver · IF 6.7 · PubMed ↗Permalink
← Read the whole of issue №5 Every paper GI Signals surfaces gets a page like this one. All issues