ArticleLipids in health and disease2021
Triglyceride glucose-body mass index and the risk of diabetes: a general population-based cohort study.
Article in Lipids in health and disease, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 95 papers, 1 of them a synthesis that pooled it.
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Who cites it
95 citing papers in PubMed, 1 synthesis or guideline pooled it, 149 citations in OpenAlex.
- Association between the triglyceride glucose-body mass index and the risk of incident type 2 diabetes: a systematic review and meta-analysis.Frontiers in nutrition · 2026Pooled it
- Single-cell RNA sequencing reveals the dysfunctional characteristics of PBMCs in patients with type 2 diabetes mellitus.Frontiers in immunology · 2024Trial
- Associations Between Nutritional Status, Cognitive Performance, and Surrogate Metabolic Profiles in School-Aged Children.Nutrients · 2026Article
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- Article
- Triglyceride Glucose-Body Mass Index Is Related With Arterial Stiffness in Adults: A Cross-Sectional Study.Journal of clinical hypertension (Greenwich, Conn.) · 2026Article
- Review
- Triglyceride-glucose-Body Mass Index is linked to papillary thyroid carcinoma odds in China: a retrospective study.Frontiers in endocrinology · 2026Article
- Associations of Insulin Resistance Surrogate Indices With Component-Defined Metabolically Unhealthy Phenotype Among Women With Overweight or Obesity: A Cross-Sectional Analysis of CHNS and NHANES.International journal of endocrinology · 2026Article
- Article
- Non-linear relationship between triglyceride glucose-body mass index and risk of diabetes in adults: a general population-based cohort study of Chinese adults using a publicly available DRYAD dataset.Frontiers in endocrinology · 2026Article
- Association of triglyceride-glucose-body mass index and diabetic retinopathy in Chinese elderly patients with type 2 diabetes: a cross-sectional retrospective study.Frontiers in endocrinology · 2026Article
- Linear associations of triglyceride-glucose body mass index and atherogenic index of plasma with the risk of diabetes: a retrospective cohort study.Frontiers in endocrinology · 2026Article
- Predictive Value of the second-Trimester Triglyceride-Glucose Index and Its Derived Indices for Macrosomia in Gestational Diabetes Mellitus.Diabetes, metabolic syndrome and obesity : targets and therapy · 2026Article
- Comparison of eight insulin-independent indices for identifying insulin resistance in Chinese young and middle-aged adults without diabetes: favorable performance of METS-IR and TyG-BMI.Frontiers in medicine · 2026Article
- Longitudinal trajectories of the triglyceride-glucose index and risk of incident type 2 diabetes in adults undergoing repeated health examinations.Frontiers in endocrinology · 2026Article
- Article
- Association between triglyceride-glucose index combined with a body shape index and atherosclerotic cardiovascular disease risk varies by glycemic status: insights from the UK Biobank.Cardiovascular diabetology · 2025Article
- The triglyceride-glucose index and acute kidney injury risk in critically ill patients with coronary artery disease.Renal failure · 2025Article
- Association of TyG-related indices with incident DM among NAFLD patients: a retrospective study.Hormones (Athens, Greece) · 2025Article
35 more citing papers are in PubMed but not listed here.
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Authors and funding
6 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundTriglyceride glucose-body mass index (TyG-BMI) has been proven to be a reliable substitute for insulin resistance. However, whether a causal association exists between TyG-BMI and new-onset diabetes remains uncertain. The purpose of this study was to investigate the causal association and predictive performance between TyG-BMI and diabetes.
methodsA total of 116,661 subjects who underwent a physical examination were included in this study. The subjects were divided into five equal points according to the quintile of TyG-BMI, and the outcome of interest was the occurrence of diabetic events. TyG-BMI = ln [fasting plasma glucose (mg/dL) × fasting triglycerides (mg/dL)/2] × BMI.
resultsDuring the average follow-up period of 3.1 (0.95) years, 1888 men (1.61 %) and 793 women (0.68 %) were newly diagnosed with diabetes. Multivariate Cox regression analysis showed that TyG-BMI was an independent predictor of new-onset diabetes (HR 1.50 per SD increase, 95 %CI: 1.40 to 1.60, P-trend < 0.00001), and the best TyG-BMI cutoff value for predicting new-onset diabetes was 213.2966 (area under the curve 0.7741, sensitivity 72.51 %, specificity 69.54 %). Additionally, the results of subgroup analysis suggested that the risk of TyG-BMI-related diabetes in young and middle-aged people was significantly higher than that in middle-aged and elderly people, and the risk of TyG-BMI-related diabetes in non-obese people was significantly higher than that in overweight and obese people (P for interaction < 0.05).
conclusionsThis cohort study of the Chinese population shows that after excluding other confounding factors, there is a causal association of TyG-BMI with diabetes, and this independent association is more obvious in young, middle-aged and non-obese people.
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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.