Evidence map›Paper›PMID 42321620›Full record

ArticleBMC gastroenterology2026

The triglyceride to HDL‑C ratio explains part of the association between fatty liver and incident type 2 diabetes: a statistical mediation analysis of the NAGALA cohort.

Bin Zhang, Xusheng Chen, Zhaolong Zhan, Yuanguo Li, Xiaosong Yuan

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Article in BMC gastroenterology, 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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5 · Who and what money

Authors and funding

5 authors.

Bin Zhang *Department of Medical Genetics, Changzhou Maternal and Child Health Care Hospital, Changzhou Medical Center, Nanjing Medical University, Changzhou, China.
Xusheng Chen *Department of Medical Genetics, Changzhou Maternal and Child Health Care Hospital, Changzhou Medical Center, Nanjing Medical University, Changzhou, China.
Zhaolong ZhanDepartment of Medical Genetics, Changzhou Maternal and Child Health Care Hospital, Changzhou Medical Center, Nanjing Medical University, Changzhou, China.
Yuanguo LiDepartment of Laboratory Medicine, Changzhou No.7 People's Hospital, Changzhou, China. m13861067717_1@163.com.
Xiaosong YuanDepartment of Medical Genetics, Changzhou Maternal and Child Health Care Hospital, Changzhou Medical Center, Nanjing Medical University, Changzhou, China. xiaosongyuan@njmu.edu.cn.

Funding

Changzhou Key Laboratory of Maternal and Child Health Medicine Grant No. CM20240013Changzhou Municipal Bureau of Science and Technology CJ20259024Major Science and Technology Project of Changzhou Municipal Health Commission ZD202418The 14th Five-Year Plan" High-Level Health Talents Training Project 2022CZBJ089
6 · The paper itself

Abstract

backgroundFatty liver is associated with an increased risk of type 2 diabetes mellitus (T2DM). However, the mediating role of the triglyceride to high-density lipoprotein cholesterol (HDL-C) ratio (THR) in this association remains unclear. This study aimed to evaluate the impact of fatty liver on diabetes risk and explore the mediating effect and predictive performance of THR.

methodsThis secondary analysis included 15,453 non-diabetic participants from the NAGALA cohort. Fatty liver was diagnosed using ultrasonography, and T2DM was defined as a fasting plasma glucose level ≥ 7 mmol/L, hemoglobin A1c level ≥ 6.5%, or self‑report. THR was calculated as triglycerides (mmol/L) divided by HDL-C (mmol/L). Cox regression, mediation analysis, and receiver operating characteristic (ROC) curve analyses were performed.

resultsOver a median follow-up of 5.4 years, 373 (2.4%) participants developed diabetes. Fatty liver was associated with a significantly increased risk of diabetes [adjusted hazard ratio (HR) 2.88; 95% confidence interval (CI) 2.22-3.73; P < 0.001]. The association was more pronounced in women and younger individuals (< 45 years). Fatty liver was also significantly associated with a higher THR (adjusted β 0.35; P < 0.001). Compared with the lowest THR quartile (< 0.30), the highest quartile (> 0.90) showed an adjusted HR of 2.08 (95% CI 1.27-3.40) for diabetes. THR mediated 11.63% (95% CI 6.80-19.58%) of the fatty liver-T2DM association, with significant mediation in men but not in women. THR yielded an area under the curve (AUC) of 0.75 (95% CI 0.72-0.77) for predicting diabetes, with a sensitivity of 69.71% and specificity of 68.58% at an optimal cutoff value of 0.75.

conclusionsFatty liver is significantly associated with an increased risk of diabetes, and THR statistically explains part of this association, particularly in men. THR demonstrates moderate predictive value and may serve as a useful biomarker for risk stratification in patients with diabetes.

Indexed as

Cholesterol, HDLDiabetes Mellitus, Type 2Fatty LiverTriglyceridesAdultBiomarkersBlood GlucoseCohort StudiesFemaleGlycated HemoglobinHumansIncidenceMaleMediation AnalysisMiddle AgedProportional Hazards ModelsBiomarkersBlood GlucoseCholesterol, HDLGlycated HemoglobinTriglyceridesFatty liverMediation analysisPredictive performanceTriglyceride to HDL-C ratioType 2 diabetes

Identifiers

PMID42321620
PMCPMC13528157

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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.