Evidence mapPaperPMID 41847446Full record

ArticleFrontiers in endocrinology2026

Association between the triglyceride-glucose index and risk of type 2 diabetes mellitus and the mediating effect of BMI: a comparative analysis in Chinese and Japanese populations.

Yuxian Chen, Haiyong Zeng, Ziqi Luo, Haofei Hu, XinYu Wang

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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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5 authors.

Yuxian Chen *Department of Endocrinology and Metabolism, The First Affiliated Hospital of Shenzhen University, Shenzhen, Guangdong, China.
Haiyong Zeng *Department of Endocrinology and Metabolism, The First Affiliated Hospital of Shenzhen University, Shenzhen, Guangdong, China.
Ziqi Luo *Department of General Practice, Shenzhen Second People's Hospital, Shenzhen, Guangdong, China.
Haofei HuDepartment of Nephrology, Shenzhen Second People's Hospital, Shenzhen, Guangdong, China.
XinYu WangDepartment of Endocrinology and Metabolism, The First Affiliated Hospital of Shenzhen University, Shenzhen, Guangdong, China.

Funding

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6 · The paper itself

Abstract

Objective: The triglyceride-glucose (TyG) index is a surrogate marker of insulin resistance and metabolic dysregulation. We aimed to examine its association with incident type 2 diabetes mellitus (T2DM) in Chinese and Japanese adults and to quantify the mediating role of body mass index (BMI). However, ethnic differences in the TyG-diabetes association, population-specific thresholds, and potential mediating mechanisms-remain unclear. This study aimed to evaluate the association between the TyG and incident T2DM in Chinese and Japanese adults and to quantify the mediating role of BMI in these associations. Methods: We conducted a retrospective cohort study using data from the China Rich Healthcare Group (n=199,050) and the Japanese NAGALA database (n=15,464). TyG was calculated as ln[fasting triglycerides (mg/dL) ×fasting plasma glucose(mg/dL)/2]. Incident T2DM was defined according to American Diabetes Association criteria. Multivariable Cox models, restricted cubic splines, and two-piecewise regression were used to characterize linear and nonlinear associations between TyG and diabetes risk. Predictive performance was assessed using receiver operating characteristic (ROC) curves. Mediation analysis with 5,000 bootstrap replications quantified the proportion of the TyG-diabetes association mediated by BMI. Results: During a median follow-up of 5.0 years, 2,563 participants developed T2DM. Recent reviews and experimental studies indicate that Japanese adults often develop type 2 diabetes at relatively modest levels of adiposity, frequently with insufficient insulin secretion and a disproportionately high burden of visceral and ectopic fat (fully adjusted HR per 1-unit increase, 2.32; 95% CI, 2.16-2.47), with clear gradients across TyG quartiles in both cohorts. BMI partially mediated the TyG-diabetes association (19.06% in Chinese vs 14.22% in Japanese adults), supporting adiposity-related pathways and population differences in metabolic mediation. Nonlinear analyses suggested cohort-specific inflection points, with risk rising more steeply above TyG ≈8.98 in Chinese and ≈7.88 in Japanese adults. TyG showed moderate discrimination for 5-year diabetes risk (AUC ≈0.74), outperforming triglycerides alone; fasting plasma glucose (FPG) remained more discriminative, and ROC results are reported descriptively. Conclusions: Higher baseline TyG was associated with incident T2DM in both Chinese and Japanese adults, with BMI partially mediating the TyG-diabetes association. These findings suggest that TyG captures triglyceride-glucose dysregulation beyond overall adiposity, with population-specific differences in metabolic pathways. The identification of nonlinear patterns underscores the need for population-tailored risk stratification based on TyG.

Indexed as

Blood GlucoseBody Mass IndexDiabetes Mellitus, Type 2TriglyceridesAdultAgedChinaEast Asian PeopleFemaleHumansIncidenceJapanMaleMiddle AgedRetrospective StudiesRisk FactorsBlood GlucoseTriglyceridesbody mass indexeast asian populationsmediation analysisthe triglyceride-glucose indextype 2 diabetes mellitus

Identifiers

PMID41847446
PMCPMC12989386

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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.