Evidence mapPaperPMID 42147098Full record

ArticleFrontiers in endocrinology2026

TyG-WHtR predicts incident type 2 diabetes mellitus in NAFLD: a 12-year prospective cohort study.

Nan'nan Chen, Jiang Li, Gang Li, Faming Zhao

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

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4 authors.

Nan'nan ChenDepartment of Pharmacy, Zibo Infectious Disease Hospital, Zibo, China.
Jiang LiDepartment of Cardiology, Affiliated Cardiovascular and Cerebrovascular Diseases Hospital of Yan'an University, Yan'an, China.
Gang LiDepartment of Infectious Disease, Zibo Infectious Disease Hospital, Zibo, China.
Faming ZhaoDepartment of Infectious Disease, Zibo Infectious Disease Hospital, Zibo, China.

Funding

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6 · The paper itself

Abstract

Background: Metabolic composite indices effectively predict type 2 diabetes mellitus (T2DM) in the general population. However, whether these indices retain predictive value in patients with nonalcoholic fatty liver disease (NAFLD)-a population characterized by profound insulin resistance and metabolic heterogeneity-remains unclear. This study aimed to compare the predictive ability of twelve metabolic composite indices for the onset of T2DM in the NAFLD population. Methods: We conducted a secondary analysis of 2,370 NAFLD patients from a prospective Japanese cohort. Multivariate Cox proportional hazards models, subgroup analyses, and restricted cubic spline (RCS) regression were used to evaluate the associations between the twelve metabolic composite indices and incident T2DM. Predictive performance was assessed using receiver operating characteristic (ROC) and area under the curve (AUC) analyses, with optimal cut-offs determined using Youden's index and validated by Kaplan-Meier curves. Results: In the fully adjusted model, all twelve indices were significantly associated with new-onset T2DM. The triglyceride-glucose-waist circumference (TyG-WC) index exhibited the greatest increase in the hazard ratio (HR) per 1-standard deviation (SD) [HR: 1.80, 95% confidence interval (CI): 1.56-2.07], followed by the triglyceride-glucose-waist-height ratio (TyG-WHtR) (HR: 1.77, 95% CI: 1.54-2.04) and the triglyceride-glucose-body-mass index (TyG-BMI) (HR: 1.70, 95% CI: 1.47-1.96). Conversely, the visceral adiposity index (VAI) showed the weakest association (HR per 1-SD increase: 1.29; 95% CI: 1.15-1.42). All associations were linear ( Conclusions: All the assessed metabolic composite indices are linearly associated with incident T2DM in NAFLD patients. The TyG-WHtR may serve as a practical tool for T2DM risk stratification in patients with NAFLD, given its moderate yet temporally consistent discriminatory ability and easily obtainable components.

Indexed as

Blood GlucoseDiabetes Mellitus, Type 2Non-alcoholic Fatty Liver DiseaseTriglyceridesWaist CircumferenceAdultFemaleHumansIncidenceJapanMaleMiddle AgedProspective StudiesRisk FactorsBlood GlucoseTriglyceridesMetabolic composite indicesnonalcoholic fatty liver diseaseprospective cohorttriglyceride-glucose-waist-to-height ratiotype 2 diabetes mellitus

Identifiers

PMID42147098
PMCPMC13175847

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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 Socratic graph.