Does diabetes modify the triglyceride–glucose index associated with cardiovascular events and mortality? A meta-analysis of 50 cohorts involving 7,239,790 participants

Abstract Introduction Previous studies highlighted the association between the triglyceride–glucose (TyG) index and cardiovascular events in patients with diabetes. However, whether diabetes affects TyG-cardiovascular diseases (CVD) is still unclear. This study aimed to evaluate the association betw...

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Main Authors: Jun Zhang, Qiye Zhan, Zhihao Deng, Ling Lin, Zhaolan Feng, Huabin He, Deju Zhang, Huilei Zhao, Xiang Gu, Xiaoping Yin, Peng Yu, Xiao Liu
Format: Article
Language:English
Published: BMC 2025-01-01
Series:Cardiovascular Diabetology
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Online Access:https://doi.org/10.1186/s12933-025-02585-z
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author Jun Zhang
Qiye Zhan
Zhihao Deng
Ling Lin
Zhaolan Feng
Huabin He
Deju Zhang
Huilei Zhao
Xiang Gu
Xiaoping Yin
Peng Yu
Xiao Liu
author_facet Jun Zhang
Qiye Zhan
Zhihao Deng
Ling Lin
Zhaolan Feng
Huabin He
Deju Zhang
Huilei Zhao
Xiang Gu
Xiaoping Yin
Peng Yu
Xiao Liu
author_sort Jun Zhang
collection DOAJ
description Abstract Introduction Previous studies highlighted the association between the triglyceride–glucose (TyG) index and cardiovascular events in patients with diabetes. However, whether diabetes affects TyG-cardiovascular diseases (CVD) is still unclear. This study aimed to evaluate the association between the TyG index and CVD risk, stratified by diabetes status, as well as the potential modifying effect of diabetic status. Methods/design The PubMed, Cochrane Library, and Embase databases were searched for studies on the associations between the TyG index and cardiovascular events and mortality in patients with and without diabetes from inception to December 2, 2024. The random effects model was employed to pool the effect sizes. Results A total of 50 cohort studies (7,239,790 participants) were included. The mean age of participants was 31.46 years (diabetes mellitus [DM]: 65.18; non-DM: 31.23), and 40.66% of participants were female (DM: 36.07%; non-DM: 40.70%). The associations between the TyG index and cardiovascular events (HR: 1.72 vs. 1.55, P = 0.55), major adverse cardiovascular and cerebrovascular events (HR: 2.02 vs. 1.91, P = 0.84), stroke (HR: 1.46 vs. 1.39, P = 0.77) and cardiovascular death (HR: 1.85 vs. 1.60, P = 0.56) were similar among DM and non-DM individuals. However, the associations between the TyG index and ischemic heart disease (IHD) (HR: 2.20 vs. 1.57, P = 0.03) as well as all-cause mortality (HR: 1.94 vs. 1.24, P = 0.01) were stronger in DM patients than in non-DM patients. Conclusion TyG index showed association with cardiovascular events, mortality, and all-cause mortality independent of diabetic status, with low to moderate certainty. The associations for IHD and all-cause death were stronger in diabetic patients than in individuals without diabetes. Future studies should explore the role of diabetes in the TyG index-associated CVD outcomes and mortality. Graphical abstract
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series Cardiovascular Diabetology
spelling doaj-art-25e9424d0d5f4a11969b2d832adff1622025-02-02T12:07:28ZengBMCCardiovascular Diabetology1475-28402025-01-0124112710.1186/s12933-025-02585-zDoes diabetes modify the triglyceride–glucose index associated with cardiovascular events and mortality? A meta-analysis of 50 cohorts involving 7,239,790 participantsJun Zhang0Qiye Zhan1Zhihao Deng2Ling Lin3Zhaolan Feng4Huabin He5Deju Zhang6Huilei Zhao7Xiang Gu8Xiaoping Yin9Peng Yu10Xiao Liu11Department of Cardiology, Affiliated Hospital of Jiujiang UniversityFujian Medical UniversityDepartment of Endocrinology and Metabolism, The Second Affiliated Hospital of Nanchang UniversityFujian Medical UniversityDepartment of Cardiology, Jiujiang City Key Laboratory of Cell Therapy, JiuJiang NO.1 People’s HospitalDepartment of Cardiology, Jiujiang City Key Laboratory of Cell Therapy, JiuJiang NO.1 People’s HospitalFood and Nutritional Sciences, School of Biological Sciences, The University of Hong KongDepartment of Anesthesiology, The Third Hospital of NanchangDepartment of Cardiology, Affiliated Hospital of Jiujiang UniversityDepartment of Neurology, Affiliated Hospital of Jiujiang UniversityDepartment of Endocrinology and Metabolism, The Second Affiliated Hospital of Nanchang UniversityJiujiang Clinical Precision Medicine Research CenterAbstract Introduction Previous studies highlighted the association between the triglyceride–glucose (TyG) index and cardiovascular events in patients with diabetes. However, whether diabetes affects TyG-cardiovascular diseases (CVD) is still unclear. This study aimed to evaluate the association between the TyG index and CVD risk, stratified by diabetes status, as well as the potential modifying effect of diabetic status. Methods/design The PubMed, Cochrane Library, and Embase databases were searched for studies on the associations between the TyG index and cardiovascular events and mortality in patients with and without diabetes from inception to December 2, 2024. The random effects model was employed to pool the effect sizes. Results A total of 50 cohort studies (7,239,790 participants) were included. The mean age of participants was 31.46 years (diabetes mellitus [DM]: 65.18; non-DM: 31.23), and 40.66% of participants were female (DM: 36.07%; non-DM: 40.70%). The associations between the TyG index and cardiovascular events (HR: 1.72 vs. 1.55, P = 0.55), major adverse cardiovascular and cerebrovascular events (HR: 2.02 vs. 1.91, P = 0.84), stroke (HR: 1.46 vs. 1.39, P = 0.77) and cardiovascular death (HR: 1.85 vs. 1.60, P = 0.56) were similar among DM and non-DM individuals. However, the associations between the TyG index and ischemic heart disease (IHD) (HR: 2.20 vs. 1.57, P = 0.03) as well as all-cause mortality (HR: 1.94 vs. 1.24, P = 0.01) were stronger in DM patients than in non-DM patients. Conclusion TyG index showed association with cardiovascular events, mortality, and all-cause mortality independent of diabetic status, with low to moderate certainty. The associations for IHD and all-cause death were stronger in diabetic patients than in individuals without diabetes. Future studies should explore the role of diabetes in the TyG index-associated CVD outcomes and mortality. Graphical abstracthttps://doi.org/10.1186/s12933-025-02585-zCardiovascular diseaseDiabetes mellitusMortalityMeta-analysisTriglyceride–glucose index
spellingShingle Jun Zhang
Qiye Zhan
Zhihao Deng
Ling Lin
Zhaolan Feng
Huabin He
Deju Zhang
Huilei Zhao
Xiang Gu
Xiaoping Yin
Peng Yu
Xiao Liu
Does diabetes modify the triglyceride–glucose index associated with cardiovascular events and mortality? A meta-analysis of 50 cohorts involving 7,239,790 participants
Cardiovascular Diabetology
Cardiovascular disease
Diabetes mellitus
Mortality
Meta-analysis
Triglyceride–glucose index
title Does diabetes modify the triglyceride–glucose index associated with cardiovascular events and mortality? A meta-analysis of 50 cohorts involving 7,239,790 participants
title_full Does diabetes modify the triglyceride–glucose index associated with cardiovascular events and mortality? A meta-analysis of 50 cohorts involving 7,239,790 participants
title_fullStr Does diabetes modify the triglyceride–glucose index associated with cardiovascular events and mortality? A meta-analysis of 50 cohorts involving 7,239,790 participants
title_full_unstemmed Does diabetes modify the triglyceride–glucose index associated with cardiovascular events and mortality? A meta-analysis of 50 cohorts involving 7,239,790 participants
title_short Does diabetes modify the triglyceride–glucose index associated with cardiovascular events and mortality? A meta-analysis of 50 cohorts involving 7,239,790 participants
title_sort does diabetes modify the triglyceride glucose index associated with cardiovascular events and mortality a meta analysis of 50 cohorts involving 7 239 790 participants
topic Cardiovascular disease
Diabetes mellitus
Mortality
Meta-analysis
Triglyceride–glucose index
url https://doi.org/10.1186/s12933-025-02585-z
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