ArticleBMC endocrine disorders2018
The product of fasting plasma glucose and triglycerides improves risk prediction of type 2 diabetes in middle-aged Koreans.
Article in BMC endocrine disorders, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 45 papers, 2 of them syntheses that pooled it.
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Who cites it
45 citing papers in PubMed, 2 syntheses or guidelines pooled it, 103 citations in OpenAlex.
- Hypertriglyceridemia is a dose-dependent risk factor for type 2 diabetes mellitus: a systematic review and meta-analysis.Frontiers in endocrinology · 2025Pooled it
- Machine learning and artificial intelligence in type 2 diabetes prediction: a comprehensive 33-year bibliometric and literature analysis.Frontiers in digital health · 2025Pooled it
- The cardiometabolic index and miR-29a as related biomarkers for insulin resistance and dysglycemia in adults: insights from the KERCADRS study.Scientific reports · 2026Article
- Using the triglyceride-glucose index and derived indexes to forecast progression from pre-diabetes to diabetes: A 3-year follow-up study.World journal of diabetes · 2026Article
- The association between triglyceride-glucose index with gestational diabetes mellitus in pregnant women: a cohort study among Chinese women.Frontiers in medicine · 2026Article
- Anthropometric and lipid indices in relation to prediabetes and diabetes: A cross-sectional study in resource-limited areas of northwestern China.Journal of diabetes investigation · 2025Article
- Diagnostic Performance of the Triglyceride-Glucose Index in Screening for Gestational Diabetes Mellitus at 24-28 Weeks of Gestation.Diagnostics (Basel, Switzerland) · 2025Article
- Triglyceride-Glucose Index and New-Onset Type 2 Diabetes Mellitus in Middle-Aged Men.Metabolites · 2025Article
- Comparative Predictive Value of the TyG Index and UHR for Lower Extremity Artery Disease in Type 2 Diabetes: A Retrospective Analysis.Diabetes, metabolic syndrome and obesity : targets and therapy · 2025Article
- Associations of obesity and novel lipid indicators in the risk of type 2 diabetes mellitus in Chinese elderly hypertensive patients.Frontiers in endocrinology · 2025Article
- Non-linear relationship between lipid accumulation products and risk of diabetes in Japanese adults.Scientific reports · 2024Article
- Lipid accumulation product and type 2 diabetes risk: a population-based study.BMC endocrine disorders · 2024Article
- The value of lipid accumulation products in predicting type 2 diabetes mellitus: a cross-sectional study on elderlies over 65 in Shanghai.Journal of diabetes and metabolic disorders · 2024Article
- Triglyceride-glucose index in early pregnancy predicts the risk of gestational diabetes: a prospective cohort study.Lipids in health and disease · 2024Article
- Double diabetes-when type 1 diabetes meets type 2 diabetes: definition, pathogenesis and recognition.Cardiovascular diabetology · 2024Review
- Comparison of triglyceride/glucose index and related parameters with Indian Diabetes Risk Score assessment in non-diabetic individuals visiting primary healthcare centre-A community-based cross-sectional study.Journal of family medicine and primary care · 2024Article
- Non-linear relationship between TyG index and the risk of prediabetes in young people: a 5-year retrospective cohort study in Chinese young adults.Frontiers in endocrinology · 2024Article
- Relationships between triglyceride-glucose index and incident gestational diabetes mellitus: a prospective cohort study of a Korean population using publicly available data.Frontiers in public health · 2024Article
- Triglyceride glucose index as a predictor of mortality in middle-aged and elderly patients with type 2 diabetes in the US.Scientific reports · 2023Article
- The triglyceride-glucose index as an indicator of insulin resistance and cardiometabolic risk in Brazilian adolescents.Archives of endocrinology and metabolism · 2023Article
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Authors and funding
3 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundScreening for risk of type 2 diabetes mellitus (T2DM) is an important public health issue. Previous studies report that fasting plasma glucose (FPG) and triglyceride (TG)-related indices, such as lipid accumulation product (LAP) and the product of fasting glucose and triglyceride (TyG index), are associated with incident T2DM. We aimed to evaluate whether FPG or TG-related indices can improve the predictive ability of a diabetes risk model for middle-aged Koreans.
methods7708 Koreans aged 40-69 years without diabetes at baseline were eligible from the Korean Genome and Epidemiology Study. The overall cumulative incidence of T2DM was 21.1% (766 cases) in men and 19.6% (797 cases) in women. Therefore, the overall cumulative incidence of T2DM was 20.3% (1563 cases). Multiple logistic regression analysis was conducted to compare the odds ratios (ORs) for incident T2DM for each index. The area under the receiver operating characteristic curve (AROC), continuous net reclassification improvement (cNRI), and integrated discrimination improvement (IDI) were calculated when each measure was added to the basic risk model for diabetes.
resultsAll the TG-related indices and FPG were more strongly associated with incident T2DM than WC in our study population. The adjusted ORs for the highest quartiles of WC, TG, FPG, LAP, and TyG index compared to the lowest, were 1.64 (95% CI, 1.13-2.38), 2.03 (1.59-2.61), 3.85 (2.99-4.97), 2.47 (1.82-3.34), and 2.79 (2.16-3.60) in men, and 1.17 (0.83-1.65), 2.42 (1.90-3.08), 2.15 (1.71-2.71), 2.44 (1.82-3.26), and 2.85 (2.22-3.66) in women, respectively. The addition of TG-related parameters or FPG, but not WC, to the basic risk model for T2DM (including age, body mass index, family history of diabetes, hypertension, current smoking, current drinking, and regular exercise) significantly increased cNRI, IDI, and AROC in both sexes.
conclusionsAdding either TyG index or FPG into the basic risk model for T2DM increases its prediction and reclassification ability. Compared to FPG, TyG index was a more robust T2DM predictor in the stratified sex and fasting glucose level. Therefore, TyG index should be considered as a screening tool for identification of people at high risk for T2DM in practice.
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