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Triglyceride glucose index and modified triglyceride glucose indices are instrumental to optimize 3P medical management for postpartum cardiovascular disease

Dong Lin; Haoxian Tang; Enoch Odame Anto; Yueran Zhou; Shenglan Zhang; Xiulian Deng; Cuihong Tian; Weijie Cao; Zhuoqiao He; Zhisheng Chen; Pengxiang Ying; Yequn Chen; Xuerui Tan
EPMA Journal · Vol. 17, Issue 1 · pp. 105-120 · 2026

Abstract

Background Postpartum cardiovascular disease (CVD) following hypertensive disorders of pregnancy (HDP) involves multifactorial mechanisms linking metabolic susceptibility to vascular damage. Identifying predictive biomarkers and modifiable risk factors is crucial for early stratification in the context of predictive, preventive, and personalized medicine (PPPM). We aimed to investigate the association of triglyceride-glucose (TyG) indices with incident CVD in women with prior HDP and to assess the causal relationship using Bayesian weighted Mendelian randomization (BWMR) analysis, with a focus on the implications for PPPM strategies in postpartum management. Methods In this longitudinal cohort study, 1,642 women with prior HDP from the UK Biobank were followed for a median of 14.05 years postpartum. TyG and modified TyG indices were assessed at enrollment. Associations with incident CVD were evaluated using Cox proportional hazards models and restricted cubic spline regression, while predictive performance was assessed with Harrell’s C-index. BWMR was further used to validate causal relationships. Results During follow-up, 466 (28.4%) women developed postpartum CVD (mean age 51.05 ± 8.28 years). Elevated baseline TyG indices were associated with an increased risk of CVD. The highest TyG tertile had an adjusted hazard ratio (HR) of 1.35 for CVD (95% CI, 1.04–1.74; P = 0.023), with similar associations for modified TyG indices (adjusted HRs for the highest tertile ranging from 1.31 to 1.39 [ P < 0.05]). C-indices were around 0.6. The stratified analysis showed more pronounced associations in younger, normotensive, and non-obese subgroups. The BWMR analysis supported a significant causal effect of genetically predicted TyG levels on CVD risk ( P < 0.05), confirming the observational findings. Conclusions Elevated TyG indices are significantly associated with increased postpartum CVD risk in women with prior HDP, particularly in subgroups without overt clinical risk factors. Integration of observational and genetic evidence supports a causal role of insulin resistance in this multifactorial pathology. TyG indices may serve as promising predictive biomarkers for early risk stratification and potential targets for personalized metabolic interventions, in line with PPPM strategies. Our findings highlight the importance of monitoring metabolic trajectories for effective PPPM-guided postpartum CVD prevention and management.

Bibliographic Information

JournalEPMA Journal
PublisherSpringer
Publication Date2026-02-19
Publication Year2026
Volume17
Issue1
Pages105-120
Document TypeJournal Article
eISSN1878-5085
DOI10.1007/s13167-026-00437-8

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NARA Access Coverage2010-01-01~Current
Journal Homepagehttps://www.springer.com/journal/13167
Publisher PageOpen Publisher Page
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