Evidence map›Paper›PMID 42766290›Full record

ArticleJAMA internal medicine2026

Steatotic Liver Disease Risk Scores to Predict Cirrhosis and Hepatocellular Carcinoma.

Catherine Mezzacappa, Janet P Tate, Jessie Torgersen, Melissa Skanderson, Tamar H Taddei, Amy C Justice

Abstract read
In one paragraph

Article in JAMA internal medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Catherine MezzacappaSection of Digestive Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut.
Janet P TateVA Connecticut Healthcare System, West Haven.
Jessie TorgersenSection of Infectious Diseases, University of Pennsylvania School of Medicine, Philadelphia.
Melissa SkandersonVA Connecticut Healthcare System, West Haven.
Tamar H TaddeiSection of Digestive Diseases, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut.
Amy C JusticeVA Connecticut Healthcare System, West Haven.

Funding

Alcohol and Multisubstance Use in the Veterans Aging Cohort StudyU01AA020790 · NIAAA · YALE UNIVERSITY · PI JUSTICE, AMY CAROLINE · 2011 to 2020
$7.7M
Training Program in Investigative HepatologyT32DK007356 · NIDDK · YALE UNIVERSITY · PI MICHAEL H NATHANSON · 1986 to 2026
$7.4M
The HIV and Alcohol Research center focused on Polypharmacy (HARP)P01AA029545 · NIAAA · YALE UNIVERSITY · PI JUSTICE, AMY CAROLINE · 2021 to 2025
$6.3M
Sex Disparities in Overall Response to ART Among HIV Infected IndividualsU24AA020794 · NIAAA · YALE UNIVERSITY · PI JUSTICE, AMY CAROLINE · 2011 to 2020
$5.5M
Translational Research on Alcohol, Immunodeficiency, and Aging In COMpAAASU24AA022001 · NIAAA · YALE UNIVERSITY · PI BRANDT, CYNTHIA A. · 2012 to 2020
$3.2M
3/3 COMpAAAS Tripartite: ART-CC, KP, and VAU01AA026224 · NIAAA · YALE UNIVERSITY · PI JUSTICE, AMY CAROLINE · 2017 to 2021
$2.9M
(PQ4)HIV and Aging Mechanisms for Hepatocellular CancerR01CA206465 · NCI · YALE UNIVERSITY · PI JUSTICE, AMY CAROLINE, LO RE, VINCENT · 2016 to 2020
$2.5M
HSRD VA SDR 02-237NCI NIH HHS R01 CA206465NIAAA NIH HHS P01 AA029545NIAAA NIH HHS U01 AA020790NIAAA NIH HHS U01 AA026224NIAAA NIH HHS U24 AA020794NIAAA NIH HHS U24 AA022001NIDDK NIH HHS T32 DK007356
6 · The paper itself

Abstract

Importance: Most individuals with steatotic liver disease (SLD) do not develop advanced liver disease. Multiple risk scores for SLD-associated cirrhosis and hepatocellular carcinoma (HCC) have been proposed, but their utility to inform decisions about surveillance for advanced liver disease is unknown. Objective: To compare the clinical utility of SLD risk scores for predicting cirrhosis and hepatocellular carcinoma in patients with noncirrhotic steatotic liver disease. Design, Setting, and Participants: This cohort study used data from the national US Veterans Affairs health system of adults with imaging-confirmed SLD without viral hepatitis or primary liver disease from 2008 and 2020. Nine clinical risk scores were calculated at the time of the first imaging results that demonstrated hepatic steatosis. Individuals were followed up until cirrhosis, HCC, death, or 6 months after last follow-up visit. Data were analyzed between November 1, 2025, and May 11, 2026. Exposures: Nine risk scores evaluated for prediction of cirrhosis or HCC within 10 years were: (1) ALBI, albumin-bilirubin; (2) aMAP, age-male-albumin-bilirubin-platelet; (3) APRI, the aspartate aminotransferase-to-platelet ratio; (4) BARD, body mass index, age, alanine aminotransferase-to-aspartate aminotransferase ratio, and diabetes; (5) FIB-4, fibrosis-4 index; (6) NFS, nonalcoholic fatty liver disease fibrosis; (7) SAFE, steatosis-associated fibrosis estimator; and 2 additional scores. Main Outcomes and Measures: First diagnosis of cirrhosis and first diagnosis of HCC identified using VA and Medicare diagnosis codes and data from the VA Cancer Registry. Cox proportional hazards models were used to calculate time-dependent 10-year probabilities of each outcome predicted by 9 risk scores. Decision curves were generated for each outcome by calculating the net benefit, a weighted measure of true and false positives over a prespecified range of risk thresholds at which a clinician may reasonably recommend intervention. Nine risk scales were used to quantify the risk of cirrhosis or HCC within 10 years. Results: The analysis included 853 131 patients (median [IQR] age, 61 [51-68] years; 62 168 females [7.3%] and 790 965 males [92.7%]) whose median (IQR) BMI was 31.3 (27.6-35.5) and 275 898 (32.3%) had diabetes; of these, 33 794 (3.96%) developed cirrhosis and 2978 (0.35%) developed HCC within 10 years. The FIB-4, APRI, and SAFE scores demonstrated the greatest discrimination of cirrhosis risk, while the SAFE, Tate, and FIB-4 scores demonstrated the greatest discrimination of HCC risk. The SAFE score demonstrated the greatest net benefit predicting cirrhosis. A score of 29.5 corresponded to a 10-year cirrhosis risk of 2.5% and yielded a net benefit of 0.019, or 1.9 additional individuals who develop cirrhosis per 100 individuals classified as at-risk patients. At a 0.25% 10-year risk of HCC, the SAFE score had a net benefit of 0.0016 (1.6 additional true positives per 1000 individuals). Conclusions and Relevance: The findings of this cohort study show that the SAFE score may inform decisions to repeat screening for cirrhosis in patients with SLD. Clinical risk scores for HCC demonstrated minimal utility to inform HCC screening decisions for patients with noncirrhotic SLD.

Identifiers

PMID42766290
PMCPMC13595236

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