# Individual and joint effects of overweight/obesity and the triglyceride−glucose index on mortality risk in type 2 diabetic patients: a retrospective cohort study in China

**Authors:** Anthony Diwon, Yuxin Chen, Yang Chen, Xinlv Zhang, Hui Wang, Ziyi Wang, Guomiao Zhang, Qichao Sheng, Huiqin Mei, Yixi Xu, Qingyang Mao, Chao Zheng, Xiaoyu Zhang, Guangyun Mao

PMC · DOI: 10.3389/fendo.2026.1652682 · Frontiers in Endocrinology · 2026-02-06

## TL;DR

This study examines how being overweight or obese and a high triglyceride-glucose index affect mortality in type 2 diabetes patients in China.

## Contribution

The study identifies individual and combined effects of BMI and the TyG index on mortality in T2DM patients, particularly in older adults.

## Key findings

- Overweight and obesity were associated with lower all-cause mortality risk in T2DM patients.
- Higher TyG index quartiles were linked to decreased mortality risk.
- The protective effect of higher BMI was stronger in patients aged 60 or older.

## Abstract

The global prevalence of type 2 diabetes mellitus (T2DM) has risen significantly since 1990, contributing substantially to mortality and posing a major public health challenge. While overweight/obesity and insulin resistance, commonly reflected by the triglyceride-glucose (TyG) index, are established risk factors for the development of T2DM, their individual and combined effects on mortality among patients with T2DM remain incompletely elucidated. This study aimed to evaluate the associations between body mass index (BMI) and the TyG index with all-cause and cardiovascular disease (CVD) mortality in a large clinical cohort of type 2 diabetes mellitus (T2DM) patients.

This retrospective cohort study included 15,796 T2DM adults (aged >18 years) from two hospitals in China (2010-2023). The primary outcome was all-cause mortality, with a mean follow-up duration of 2.8 years. BMI was categorized as normal weight (18.5-24.9 kg/m2), overweight (25-29.9 kg/m2), and obesity (≥30 kg/m2). The TyG index was calculated as ln [fasting triglycerides (mg/dL) × fasting glucose (mg/dL)/2]. Multiple Cox proportional hazards models were used to estimate adjusted hazard ratios (aHRs) and 95% confidence intervals (CIs) for mortality.

Among 15,796 participants, 1,665 deaths were recorded, including 629 CVD-related deaths. Overweight and obesity were associated with lower all-cause mortality risk (aHR: 0.73, 95% CI: 0.65−0.81 and aHR: 0.86, 95% CI: 0.74−1.00, respectively). Higher TyG index quartiles (Q3 and Q4) were associated with decreased mortality risk (aHR: 0.85, 95% CI: 0.74−0.98; aHR: 0.84, 95% CI: 0.72−0.97). The protective effect of a higher BMI was more pronounced in patients aged 60 years or older.

Our findings revealed that BMI and the TyG index are associated with mortality risk in T2DM patients, particularly in older patients. However, these findings are observational and do not imply causality or validate prognostic use. Further studies using causal inference methods are necessary to inform clinical guidelines.

## Linked entities

- **Diseases:** type 2 diabetes mellitus (MONDO:0005148), cardiovascular disease (MONDO:0004995)

## Full-text entities

- **Genes:** INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}
- **Diseases:** metabolic disease (MESH:D008659), NCD (MESH:D000073296), stroke (MESH:D020521), Overweight (MESH:D050177), weight gain (MESH:D015430), FLD (MESH:D005234), Obesity (MESH:D009765), gestational diabetes (MESH:D016640), AD (MESH:D000544), cancer (MESH:D009369), diabetes (MESH:D003920), dyslipidemia (MESH:D050171), CHD (MESH:D003327), metabolic syndrome (MESH:D024821), decline in muscle mass and function (MESH:D009135), heart disease (MESH:D006331), coronary artery disease (MESH:D003324), type 1 diabetes (MESH:D003922), underweight (MESH:D013851), T2D (MESH:D003924), adiposity (MESH:D018205), weight loss (MESH:D015431), CCVD (MESH:D002561), Insulin resistance (MESH:D007333), CVD (MESH:D002318), fatalities (MESH:C565541), ischemic heart diseases (MESH:D017202), Death (MESH:D003643), hypertension (MESH:D006973), carotid atherosclerosis (MESH:D002340)
- **Chemicals:** cholesterol (MESH:D002784), blood sugar (MESH:D001786), TG (MESH:D014280), sugar (MESH:D000073893), creatinine (MESH:D003404), glucose (MESH:D005947), alcohol (MESH:D000438), FPG (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

44 references — full list in the complete paper: https://tomesphere.com/paper/PMC12921575/full.md

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Source: https://tomesphere.com/paper/PMC12921575