Skip to content
Meta-analysis Open access

Mortality and cardiovascular risk of triglyceride-glucose and derived indices in cardiovascular-kidney-metabolic syndrome stages 0-3: a dose-response meta-analysis

Aug 2026 · Frontiers in Endocrinology · Vol 17 · 0 citations · 58 references
Medicine

TL;DR

TyG-derived indices, particularly TyG-WC, TyG-WHtR, and CTI, show stronger risk associations than the TyG index for cardiovascular risk assessment in CKM populations, whereas the clinical utility of TyG-BMI is relatively limited.

Abstract

Background The associations of the triglyceride-glucose (TyG) index and its derived indices with the progression of cardiovascular-kidney-metabolic (CKM) syndrome remain poorly elucidated. Methods We conducted a systematic review and dose-response meta-analysis of 80 observational studies encompassing populations within CKM stages 0–3, evaluating TyG, TyG-BMI, TyG-WC, TyG-WHtR, and CTI for all-cause mortality, cardiovascular disease (CVD) mortality, and CVD incidence (including stroke, coronary heart disease, heart failure and major adverse cardiovascular events). A one-stage mixed-effects approach was used, supplemented by subgroup, meta-regression, leave-one-out, and trim-and-fill analyses. Results In both continuous (per 1-SD increment) and categorical (highest vs. lowest) analyses, TyG-derived indices generally demonstrated stronger risk associations with target outcomes than TyG alone. Notably, CTI, TyG-WC, and TyG-WHtR exhibited higher risk associations. In the highest-category analysis, TyG-WC yielded the most pronounced risk for CVD mortality (RR = 1.52, 95% CI: 1.35–1.70, 95% PI: 1.26–1.82). CTI was associated with a 57% increase in incident CVD (RR = 1.57, 95% CI: 1.33–1.85, 95% PI: 1.00–2.46). Conversely, TyG-BMI showed non-significant associations with mortality-related outcomes (P > 0.05), though it predicted a 51% risk increase for incident CVD (RR = 1.51, 95% CI: 1.36–1.67, 95% PI: 1.05–2.16). Subgroup analysis indicated that these positive associations were pronounced in CKM stages 1–3 but entirely non-significant in stage 0 and the obesity subgroup had a significant impact on the risk of mortality. Dose-response analyses revealed a significant non-linear U-shaped association of the TyG index with all-cause mortality (Pnon-linearity < 0.0001; nadir = 8.90). For CVD mortality, the overall association was significant (Poverall = 0.005; nadir = 8.91), whereas a monotonic increasing trend was observed for CVD incidence (Poverall = 0.0014). In sensitivity analyses excluding participants with cancer or consumptive diseases at baseline, as well as those in CKM stage 0, the U-shaped patterns remained stable (mortality nadir shifted to 9.1). Conclusions TyG-derived indices, particularly TyG-WC, TyG-WHtR, and CTI, show stronger risk associations than the TyG index for cardiovascular risk assessment in CKM populations, whereas the clinical utility of TyG-BMI is relatively limited. Moderate elevations in TyG were associated with lower mortality risk within a certain range, though the non-linear association was confirmed only for all-cause mortality. Systematic review registration https://www.crd.york.ac.uk/PROSPERO/view/CRD420251111362, identifier CRD420251111362.

Read PDF

Similar papers

Open access Sep 2026

Comparative associations of cumulative cholesterol-HDL-glucose index and triglyceride-glucose index with risk of cardiovascular disease in individuals with cardiovascular-kidney-metabolic syndrome stages 0-3: a prospective cohort study

Investigating the impact of cumulative CHG index on CVD development in individuals with CKM syndrome stages 0–3 and compared the predictive performances of triglyceride-glucose (TyG) index and CHG index for CVD suggests that longitudinal monitoring of CHG index and TyG index may provide additional information for CVD r...

Jiabaili Wang, Qian Liu, Meng-Hui Li et al. · 0 citations
Review Open access Jul 2026

Association of triglyceride-glucose (TyG)-Derived inflammatory indices with the risk of all-cause and cardiovascular mortality in patients with chronic kidney disease: A retrospective cohort study based on NHANES 1999–2018

It is suggested that TyG-derived inflammatory indices may hold clinical value in predicting mortality risk among patients with CKD, and in the first systematic comparison of multiple such indices, TyG-MLR emerged as the best-performing indicator, although its discriminative performance was moderate.

Rong-Wen Lin, Hui-Juan Zhao, Bo Wu · 0 citations
Open access Sep 2026

Antecedent, landmark, and two-visit cumulative triglyceride-glucose index and non-traditional lipid measures in relation to incident cardiovascular disease in adults with cardiovascular-kidney-metabolic syndrome (CKM) stages 0–3: a nationwide prospective cohort study

The triglyceride-glucose (TyG) index and non-traditional lipid parameters (nTLPs) are inexpensive markers of overlapping metabolic and lipoprotein burden. Their CVD-specific longitudinal associations and incremental prognostic contribution in adults with cardiovascular-kidney-metabolic (CKM) stages 0–3 remain uncertain...

Ao Lu, Qian Xu · 0 citations
Open access Sep 2026

Association of C-reactive protein-triglycerides-glucose index-waist-to-height ratio with mortality in metabolic dysfunction-associated steatotic liver disease (MASLD): evidence from two cohort studies

MASLD significantly increases the risk of cardiovascular events and all-cause mortality (ACM). The impact of the C-reactive protein-triglyceride-glucose index (CTI) and its derivatives on mortality in the MASLD population remains unclear. This study aimed to investigate their associations with mortality in the MA...

Guang-Jie Tu, Hang Zhai, Jun-Ming Xu et al. · 0 citations
Open access Aug 2026

Association of the Chinese visceral adiposity index with incident cardiovascular disease in cardiovascular-kidney-metabolic syndrome stages 0–3: a nationwide prospective cohort study

Cardiovascular-kidney-metabolic (CKM) syndrome integrates metabolic abnormalities, chronic kidney disease, and cardiovascular disease (CVD), with stages 0–3 representing a critical window for primary prevention. Whether the Chinese visceral adiposity index (CVAI) adds predictive value for CVD in this population r...

Long Feng, Geng Yang, He-Song Zeng et al. · 0 citations
Review Open access Sep 2026

Association between glycerol triglyceride glucose-related index and cardiovascular disease in individuals with metabolic dysfunction-associated steatotic liver disease: NHANES 1999–2023

TyG and TyG-WHtR showed positive associations with CVD in patients with MASLD, with a remarkable threshold effect observed for TyG, which are simple auxiliary markers to screen high-risk subgroups during population epidemiological surveys.

Song-Shan Li, Shu-Ling Rong, Bin Yang et al. · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.