ArticleCardiovascular diabetology2025
Assessing the impact of insulin resistance trajectories on cardiovascular disease risk using longitudinal targeted maximum likelihood estimation.
Article in Cardiovascular diabetology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.
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20 citing papers in PubMed.
- Joint longitudinal trajectories of the triglyceride-glucose index combined with BMI and waist-to-height ratio and incident cardiovascular disease: a prospective cohort study from the English longitudinal study of ageing.Cardiovascular diabetology · 2026Article
- Association between the cumulative average triglyceride glucose-BMI and hypertension incidence among the middle-aged and older population: a prospective nationwide cohort study in China.Journal of hypertension · 2026Article
- Association Between Estimated Glucose Disposal Rate and Biological Aging Among U.S. Adults: A Cross-Sectional Study.Health science reports · 2026Article
- Association of cumulative exposure and change patterns of triglyceride-glucose index combined with novel obesity indices with glycemic transitions in prediabetes: evidence from the China Health and Retirement Longitudinal Study (CHARLS).Cardiovascular diabetology · 2026Article
- Comparative effects of central adiposity and BMI trajectories on cardiometabolic diseases in Chinese adults: a longitudinal cohort study.Lipids in health and disease · 2026Article
- Joint association of triglyceride-glucose (TyG) and atherogenic index of plasma (AIP) with stroke risk: findings from a nationwide prospective cohort.Cardiovascular diabetology · 2026Article
- Rethinking screening strategies for non-obese individuals at risk for MASLD: a clinical perspective on metabolic vulnerability.Journal of gastroenterology · 2026Article
- [A Study of the Association and Interaction Between Organophosphorus Pesticide Exposure and Insulin Resistance in Non-diabetic Adults].Sichuan da xue xue bao. Yi xue ban = Journal of Sichuan University. Medical science edition · 2026Article
- Impact of Short-Term Insulin Pump Therapy on Cardiometabolic Index in Patients With Newly Diagnosed Type 2 Diabetes Mellitus.Endocrinology, diabetes & metabolism · 2026Article
- The cholesterol, high-density lipoprotein, and glucose (CHG) index as a novel metabolic marker for predicting adverse outcomes in myocardial infarction survivors: insights from two large prospective cohorts.Cardiovascular diabetology · 2026Article
- Joint assessment of insulin resistance surrogate indices and basal metabolic rate for primary prevention of cardiometabolic multimorbidity: evidence from the China Health and Retirement Longitudinal Study (2011-2020).Cardiovascular diabetology · 2026Article
- Analysis of the prevalence of dyslipidemia in early-onset schizophrenia patients and its correlation with clinical characteristics.Frontiers in psychiatry · 2026Article
- Combined effect of triglyceride-glucose index and glucose disposal rate on cardio-cerebrovascular disease.PloS one · 2026Article
- Association of the triglyceride-glucose index with carotid intima-media thickness in type 2 diabetes: effect modification by age and albuminuria-a retrospective cross-sectional study.Frontiers in cardiovascular medicine · 2026Article
- Combined association of triglyceride-glucose index and the atherogenic index of plasma with the incidence of cardiovascular diseases among middle-aged and older population.Cardiovascular diabetology · 2025Article
- Longitudinal correlation between cumulative remnant cholesterol inflammatory index and incident diabetes.Diabetology & metabolic syndrome · 2025Article
- Age Stratified Analyses of TyG Index eGDR and Additive Effects on T2DM Outcomes in Prevalence and Mortality.Scientific reports · 2025Article
- Insulin resistance assessed by estimated glucose disposal rate predicts cardiovascular disease in stages 0-3 of cardiovascular-kidney-metabolic syndrome: a UK biobank cohort study.Cardiovascular diabetology · 2025Article
- Explainable machine learning model for classifying atherosclerotic cardiovascular disease in patients with metabolic dysfunction-associated steatotic liver disease.Frontiers in endocrinology · 2025Article
- Trajectories of health conditions predict cardiovascular disease risk among middle-aged and older adults: a national cohort study.Frontiers in nutrition · 2025Article
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5 authors.
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Abstract
backgroundCardiovascular disease (CVD) is closely associated with Insulin Resistance (IR). However, there is limited research on the relationship between trajectories of IR and CVD incidence, considering both time-invariant and time-varying confounders. We employed advanced causal inference methods to evaluate the longitudinal impact of IR trajectories on CVD risk.
methodsThe data for this study were extracted from a Chinese nationwide cohort, named China Health and Retirement Longitudinal Study (CHARLS). Triglyceride-glucose (TyG) index and TyG body mass index (BMI) were used as surrogate markers for IR, and their changes were recorded as exposures. Longitudinal targeted maximum likelihood estimation (LTMLE) was used to study how dynamic shifts in IR trajectories (i.e., increase, decrease, etc.) influence long-term CVD risk, adjusting for both time-invariant and time-varying confounders.
resultsA total of 3,966 participants were included in the analysis, with 2,152 (54.3%) being female. The average age at baseline was 58.28 years. Over the course of a 7-year follow-up period, 499 (12.6%) participants developed CVD. Four distinct trajectories of TyG index and TyG-BMI were identified: low stable, increasing, decreasing, and high stable. LTMLE analyses revealed individuals in the 'high stable' and 'increasing' groups had a significantly higher risk of developing CVD compared to those in the 'low stable' group, while the 'decreasing' group showed no significant differences. Specifically, when the exposure was set as TyG-BMI, the odds of CVD in the 'high stable' group were 1.694 (95% CI: 1.361-2.108) times higher than in the 'low stable' group. Similar trends were observed across other models, with ORs of 1.708 (95% CI: 1.367-2.134) in Model 2, 1.389 (1.083-1.782) in Model 3, 1.675 (1.185-2.366) in Model 4, and 1.375 (95% CI:1.07 - 1.768) in Model 5. When the exposure was changed to the TyG index, the results remained consistent, with a slightly lower magnitude of the odds ratios.
conclusionsHigh stable and increasing TyG-BMI and TyG index trajectories were associated with the risk of CVD. TyG-BMI consistently exhibited higher odds ratios (ORs) of CVD risk when comparing with TyG index. Early identification of IR trajectories could provide insights for preventing CVD later in life.
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