ArticleDiabetology & metabolic syndrome2024
Predictive value of insulin resistance surrogates for the development of diabetes in individuals with baseline normoglycemia: findings from two independent cohort studies in China and Japan.
Article in Diabetology & metabolic syndrome, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers, 1 of them a synthesis that pooled it.
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23 citing papers in PubMed, 1 synthesis or guideline pooled it, 17 citations in OpenAlex.
- Insulin Resistance Indices and Subclinical Left Ventricular Systolic Dysfunction in Adults: A Systematic Review and Meta-Analysis.Reviews in cardiovascular medicine · 2026Pooled it
- Neutrophil-to-high-density lipoprotein cholesterol ratio and prevalent cardiometabolic multimorbidity in older adults: an exploratory cross-sectional analysis.BMC endocrine disorders · 2026Article
- Insulin resistance: current methods of predicting and need for improved models.Pediatric research · 2026Article
- Insulin resistance-related indices, sarcopenia, and cardiovascular risk in CKM stages 1-3: a prospective cohort study from CHARLS.BMC endocrine disorders · 2026Article
- The insulin resistance-systemic vascular resistance-isolated diastolic hypertension axis: a metabolic framework for an overlooked hypertension phenotype.Frontiers in cardiovascular medicine · 2026Review
- Sex differences in the predictive value of insulin resistance surrogate indicators for prediabetes among Chinese adults aged 18-45 years: a multicenter cohort study.Frontiers in endocrinology · 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
- Comparison of the TyG index, TyG-traditional obesity indices, and TyG-novel obesity indices: does increased complexity help in predicting cardiometabolic multimorbidity?Lipids in health and disease · 2025Article
- The association between APOA1 (rs5069) gene polymorphism and insulin resistance surrogates and metabolic indices among obese individuals with different glycemic statuses (euglycemic and T2DM).Scientific reports · 2025Article
- Comparative analysis of insulin resistance indicators in predicting reversion from prediabetes to normoglycemia.Diabetology & metabolic syndrome · 2025Article
- Association between sedentary behavior, physical activity, and the triglyceride glucose index and its derived indices: evidence from NHANES 2013-2018.Journal of exercise science and fitness · 2025Article
- Association of the triglyceride-glucose index and its combination with obesity indices with cardio-renal-metabolic multimorbidity: two decades of follow-up in the Tehran Lipid and Glucose Study.Cardiovascular diabetology · 2025Article
- Predictive value of MetS-IR for the glucose status conversion in prediabetes: a multi-center retrospective cohort study.BMC endocrine disorders · 2025Article
- Predictive value of obesity-related indices for incident type 2 diabetes mellitus: a longitudinal study of the Fukushima Health Database 2015-2021.Diabetology & metabolic syndrome · 2025Article
- Association of non-insulin-based insulin resistance indices, mean platelet volume and prostate cancer: a cross-sectional study.BMC cancer · 2025Article
- Effect of limb ischemic preconditioning on the indirect index of insulin resistance in maintenance hemodialysis patients.BMC cardiovascular disorders · 2025Article
- Triglyceride-glucose index in predicting the risk of new-onset diabetes in the general population aged 45 years and older: a national prospective cohort study.BMC endocrine disorders · 2025Article
- Relationship of the metabolic score for insulin resistance and the new-onset hypertension: Evidence from CHARLS.PloS one · 2025Article
- Association between estimated glucose disposal rate and prediabetes reversion and progression: a nationwide cohort study of middle-aged and elderly people in China.Frontiers in endocrinology · 2025Article
- Association of metabolic score for insulin resistance with progression or regression of prediabetes: evidence from a multicenter Chinese medical examination cohort study.Frontiers in endocrinology · 2024Article
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7 authors at 2 institutions in 1 country.
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Abstract
backgroundInsulin resistance (IR) plays a crucial role in the occurrence and progression of diabetes. This study aimed to evaluate and compare the predictive value of four IR surrogates, including the triglycerides glucose (TyG) index, TyG and body mass index (TyG-BMI), triglycerides/high-density lipoprotein cholesterol (TG/HDL-C) ratio, and the metabolic score for IR (MetS-IR) for diabetes in two large cohorts.
methodsA total of 116,661 adult participants from the China Rich Healthcare Group and 15,464 adult participants from the Japanese NAGALA cohort were included in the study. Multivariable Cox proportional hazards models were used to assess the standardized hazard ratio (HR) of the TyG index, TyG-BMI, TG/HDL-C ratio, and MetS-IR directly associated with diabetes. Receiver operating characteristic (ROC) curve and time-dependent ROC curve analysis were performed to evaluate and compare the predictive value of the four IR surrogates for diabetes.
resultsIn the two independent cohorts, the average follow-up time was 3.1 years in the China cohort, with 2681(2.30%) incident cases of diabetes recorded, and 6.13 years in the Japan cohort, with 373 incident cases (2.41%) of diabetes recorded. After adjusting for potential confounding factors, we found that among the four IR surrogates, TyG-BMI and MetS-IR showed stronger associations with diabetes. The stronger associations persisted even after further stratification by age, sex, hypertension, and obese subgroups. In terms of diabetes prediction, based on ROC analysis, TyG-BMI demonstrated the highest predictive accuracy for diabetes in the Chinese population, while both TyG-BMI and MetS-IR showed the highest predictive accuracy in the Japanese population. The results of further subgroup ROC analysis confirmed the robustness of these findings. Furthermore, the time-dependent ROC results indicated that among the four IR surrogates, MetS-IR exhibited the highest accuracy in predicting future diabetes at various time intervals in the Japanese population.
conclusionOur findings suggest that evaluating TyG-BMI and MetS-IR as IR surrogates may be the most useful for predicting diabetes events and assessing the risk of developing diabetes in East Asian populations.
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