Evidence map›Paper›PMID 42067768›Full record

ArticleBMC gastroenterology2026

Integrated routine laboratory indices for risk stratification in HBV-related cirrhosis: a real-world study.

Lin Zhang, Liang Li, Xiaowei Du, Suhua Pang, Youde Yan, Zhenjiang Zhang

Abstract read
In one paragraph

Article in BMC gastroenterology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

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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

1 citing paper in PubMed.

  1. Review
4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Lin Zhang *Department of Infectious Diseases, Jiangsu Province (Suqian) Hospital, Suqian, Jiangsu Province, China.
Liang Li *The Suqian Clinical College of Xuzhou Medical University, Suqian, Jiangsu Province, China.
Xiaowei Du *Department of Infectious Diseases, Jiangsu Province (Suqian) Hospital, Suqian, Jiangsu Province, China.
Suhua PangDepartment of Infectious Diseases, Jiangsu Province (Suqian) Hospital, Suqian, Jiangsu Province, China.
Youde YanThe Suqian Clinical College of Xuzhou Medical University, Suqian, Jiangsu Province, China. 19825190088@163.com.
Zhenjiang ZhangDepartment of Infectious Diseases, Jiangsu Province (Suqian) Hospital, Suqian, Jiangsu Province, China. zzj77177@126.com.

Funding

Suqian Sci&Tech Program KY202215
6 · The paper itself

Abstract

backgroundChronic hepatitis B (CHB) is characterized by progressive structural and functional liver impairment involving hepatic dysfunction, fibrosis accumulation, and nutritional-immune imbalance. Although non-invasive indices derived from routine laboratory parameters-such as the albumin-bilirubin (ALBI) score, fibrosis-4 (FIB-4) index, and prognostic nutritional index (PNI)-are widely used, their integrated value for stage-based risk stratification in HBV-related liver disease remains unclear.

aimsTo develop and internally validate a clinically applicable, non-invasive risk stratification framework based on ALBI, FIB-4, and PNI, and to evaluate its performance across different clinical stages of HBV-related liver disease.

methodsWe conducted a single-center retrospective cross-sectional study including 842 hospitalized patients with HBV-related liver disease. Patients were categorized as chronic hepatitis B, compensated cirrhosis, or decompensated cirrhosis at admission. ALBI, FIB-4, and PNI were calculated from routine laboratory data. Ordinal logistic regression was used to identify factors associated with advanced disease stage. Discriminative performance was assessed using receiver operating characteristic (ROC) analysis, and calibration was evaluated. Factors associated with hepatic encephalopathy were explored in patients with decompensated cirrhosis.

resultsALBI and FIB-4 increased with higher disease stage, whereas PNI declined significantly (all P < 0.001). Multivariable analysis identified age, ALBI, and FIB-4 as independent factors associated with advanced stage, while PNI and platelet count were inversely associated. The combined framework was associated with improved discrimination for disease stages compared with individual indices, with further enhancement after incorporation of prothrombin time (PT). Higher ALBI values were independently associated with hepatic encephalopathy among patients with decompensated cirrhosis.

conclusionsAn integrated framework combining ALBI, FIB-4, PNI, and PT may provide a simple, interpretable, and cost-accessible tool for stage-based risk stratification in HBV-related liver disease within hospitalized populations.

Indexed as

Hepatitis B, ChronicLiver CirrhosisAdultBilirubinBiomarkersCross-Sectional StudiesFemaleHepatic EncephalopathyHumansMaleMiddle AgedNutrition AssessmentPrognosisRetrospective StudiesRisk AssessmentROC CurveBilirubinBiomarkersSerum AlbuminFibrosis-4 indexHepatitis B virusLiver cirrhosisPrognostic nutritional indexRisk stratification

Identifiers

PMID42067768
PMCPMC13277013

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.