{"title":"甘油三酯葡萄糖指数及其肥胖相关衍生物与估计的葡萄糖处理率对中国中老年成年人心脏代谢多病的联合影响:一项全国性队列研究","authors":"Xianlin Ruan, Yihang Ling, Jinming Chen, Yulong Xiang, Huangtao Ruan, Weipeng Zhang, Ling Jing, Xin Gao, Yibo He, Xiaozhao Lu, Tian Chang, Junyan Xu, Jiyan Chen","doi":"10.1186/s12933-025-02939-7","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>The triglyceride-glucose (TyG) index, TyG-body mass index (TyG-BMI), TyG-waist circumference (TyG-WC), TyG-waist-to-height ratio (TyG-WHtR), and estimated glucose disposal rate (eGDR) serve as surrogate markers of insulin resistance (IR) and are associated with cardiometabolic diseases (CMDs). However, the joint effects of TyG-related indices and eGDR on cardiometabolic multimorbidity (CMM) risk remains unclear. This study aims to assess both separate and combined effects of TyG-related indices and eGDR on CMM.</p><p><strong>Methods: </strong>The data of this study derived from the China Health and Retirement Longitudinal Study (CHARLS). TyG-related indices and eGDR were dichotomized at their median levels for participant categorization. Univariate and multivariate Cox regression and restricted cubic splines (RCS) analyzed effects of TyG-related indices and eGDR on CMM, while receiver operating characteristic (ROC) curves, net reclassification improvement (NRI) and integrated discrimination improvement (IDI) assessed their predictive performance. Meanwhile, the mutual mediating effects and interaction effects were further assessed.</p><p><strong>Results: </strong>This study included 5,854 participants (male: 47.5%, median age: 57.0 years). Compared to low TyG-related indices plus high eGDR, High TyG-related indices plus low eGDR had elevated CMM risks: TyG (HR 3.59, 95% CI 2.28-5.65), TyG-BMI (HR 3.40, 95% CI 2.30-5.02), TyG-WC (HR 3.85, 95% CI 2.58-5.75), and TyG-WHtR (HR 3.62, 95% CI 2.43-5.39). Furthermore, the addition of TyG-related indices combined with eGDR to the basic model significantly improved CMM risk prediction: TyG (AUC 0.713, NRI 0.363, IDI 0.008, all p < 0.05); TyG-BMI (AUC 0.729, NRI 0.479, IDI 0.011, all p < 0.05); TyG-WC (AUC 0.716, NRI 0.419, IDI 0.010, all p < 0.05); and TyG-WHtR (AUC 0.717, NRI 0.379, IDI 0.010, all p < 0.05). Moreover, the mediation analysis demonstrated that eGDR significantly mediated all TyG-related indices' associations with CMM, with only obesity-related TyG indices mediating the association between eGDR and CMM. Notably, no significant additive or multiplicative interaction was observed between any TyG-related indices and eGDR for CMM risk.</p><p><strong>Conclusions: </strong>High TyG-related indices and low eGDR were independently and jointly associated with higher CMM risk. Joint application of TyG-related indices and eGDR could improve early identification and prevention of CMM.</p>","PeriodicalId":9374,"journal":{"name":"Cardiovascular Diabetology","volume":"24 1","pages":"382"},"PeriodicalIF":10.6000,"publicationDate":"2025-10-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Joint effects of triglyceride glucose index and its obesity-related derivatives with estimated glucose disposal rate on cardiometabolic multimorbidity in middle-aged and older Chinese adults: a nationwide cohort study.\",\"authors\":\"Xianlin Ruan, Yihang Ling, Jinming Chen, Yulong Xiang, Huangtao Ruan, Weipeng Zhang, Ling Jing, Xin Gao, Yibo He, Xiaozhao Lu, Tian Chang, Junyan Xu, Jiyan Chen\",\"doi\":\"10.1186/s12933-025-02939-7\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>The triglyceride-glucose (TyG) index, TyG-body mass index (TyG-BMI), TyG-waist circumference (TyG-WC), TyG-waist-to-height ratio (TyG-WHtR), and estimated glucose disposal rate (eGDR) serve as surrogate markers of insulin resistance (IR) and are associated with cardiometabolic diseases (CMDs). However, the joint effects of TyG-related indices and eGDR on cardiometabolic multimorbidity (CMM) risk remains unclear. This study aims to assess both separate and combined effects of TyG-related indices and eGDR on CMM.</p><p><strong>Methods: </strong>The data of this study derived from the China Health and Retirement Longitudinal Study (CHARLS). TyG-related indices and eGDR were dichotomized at their median levels for participant categorization. Univariate and multivariate Cox regression and restricted cubic splines (RCS) analyzed effects of TyG-related indices and eGDR on CMM, while receiver operating characteristic (ROC) curves, net reclassification improvement (NRI) and integrated discrimination improvement (IDI) assessed their predictive performance. Meanwhile, the mutual mediating effects and interaction effects were further assessed.</p><p><strong>Results: </strong>This study included 5,854 participants (male: 47.5%, median age: 57.0 years). Compared to low TyG-related indices plus high eGDR, High TyG-related indices plus low eGDR had elevated CMM risks: TyG (HR 3.59, 95% CI 2.28-5.65), TyG-BMI (HR 3.40, 95% CI 2.30-5.02), TyG-WC (HR 3.85, 95% CI 2.58-5.75), and TyG-WHtR (HR 3.62, 95% CI 2.43-5.39). Furthermore, the addition of TyG-related indices combined with eGDR to the basic model significantly improved CMM risk prediction: TyG (AUC 0.713, NRI 0.363, IDI 0.008, all p < 0.05); TyG-BMI (AUC 0.729, NRI 0.479, IDI 0.011, all p < 0.05); TyG-WC (AUC 0.716, NRI 0.419, IDI 0.010, all p < 0.05); and TyG-WHtR (AUC 0.717, NRI 0.379, IDI 0.010, all p < 0.05). Moreover, the mediation analysis demonstrated that eGDR significantly mediated all TyG-related indices' associations with CMM, with only obesity-related TyG indices mediating the association between eGDR and CMM. Notably, no significant additive or multiplicative interaction was observed between any TyG-related indices and eGDR for CMM risk.</p><p><strong>Conclusions: </strong>High TyG-related indices and low eGDR were independently and jointly associated with higher CMM risk. Joint application of TyG-related indices and eGDR could improve early identification and prevention of CMM.</p>\",\"PeriodicalId\":9374,\"journal\":{\"name\":\"Cardiovascular Diabetology\",\"volume\":\"24 1\",\"pages\":\"382\"},\"PeriodicalIF\":10.6000,\"publicationDate\":\"2025-10-02\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Cardiovascular Diabetology\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1186/s12933-025-02939-7\",\"RegionNum\":1,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"CARDIAC & CARDIOVASCULAR SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Cardiovascular Diabetology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s12933-025-02939-7","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CARDIAC & CARDIOVASCULAR SYSTEMS","Score":null,"Total":0}
引用次数: 0
摘要
背景:甘油三酯-葡萄糖(TyG)指数、TyG-体重指数(TyG- bmi)、TyG-腰围(TyG- wc)、TyG-腰高比(TyG- whtr)和估计葡萄糖处置率(eGDR)作为胰岛素抵抗(IR)的替代指标,与心脏代谢疾病(CMDs)相关。然而,tyg相关指标和eGDR在心血管代谢多病(CMM)风险中的联合作用尚不清楚。本研究旨在评估tyg相关指标和eGDR对CMM的单独和联合作用。方法:本研究数据来源于中国健康与退休纵向研究(CHARLS)。tyg相关指数和eGDR在参与者分类的中位数水平上进行二分类。单因素和多因素Cox回归和限制性三次样条(RCS)分析了tyg相关指标和eGDR对CMM的影响,而受试者工作特征(ROC)曲线、净重分类改善(NRI)和综合判别改善(IDI)评估了其预测性能。同时,进一步评估了相互中介效应和交互效应。结果:本研究纳入5854名参与者(男性:47.5%,中位年龄:57.0岁)。与低TyG相关指数加高eGDR相比,高TyG相关指数加低eGDR有更高的CMM风险:TyG (HR 3.59, 95% CI 2.28-5.65)、TyG- bmi (HR 3.40, 95% CI 2.30-5.02)、TyG- wc (HR 3.85, 95% CI 2.58-5.75)和TyG- whtr (HR 3.62, 95% CI 2.43-5.39)。此外,在基础模型中加入TyG相关指标联合eGDR显著提高了CMM风险预测:TyG (AUC 0.713, NRI 0.363, IDI 0.008,均为p)结论:高TyG相关指标和低eGDR与CMM风险高存在独立和共同关联。tyg相关指标与eGDR联合应用可提高慢性粒细胞白血病的早期识别和预防。
Joint effects of triglyceride glucose index and its obesity-related derivatives with estimated glucose disposal rate on cardiometabolic multimorbidity in middle-aged and older Chinese adults: a nationwide cohort study.
Background: The triglyceride-glucose (TyG) index, TyG-body mass index (TyG-BMI), TyG-waist circumference (TyG-WC), TyG-waist-to-height ratio (TyG-WHtR), and estimated glucose disposal rate (eGDR) serve as surrogate markers of insulin resistance (IR) and are associated with cardiometabolic diseases (CMDs). However, the joint effects of TyG-related indices and eGDR on cardiometabolic multimorbidity (CMM) risk remains unclear. This study aims to assess both separate and combined effects of TyG-related indices and eGDR on CMM.
Methods: The data of this study derived from the China Health and Retirement Longitudinal Study (CHARLS). TyG-related indices and eGDR were dichotomized at their median levels for participant categorization. Univariate and multivariate Cox regression and restricted cubic splines (RCS) analyzed effects of TyG-related indices and eGDR on CMM, while receiver operating characteristic (ROC) curves, net reclassification improvement (NRI) and integrated discrimination improvement (IDI) assessed their predictive performance. Meanwhile, the mutual mediating effects and interaction effects were further assessed.
Results: This study included 5,854 participants (male: 47.5%, median age: 57.0 years). Compared to low TyG-related indices plus high eGDR, High TyG-related indices plus low eGDR had elevated CMM risks: TyG (HR 3.59, 95% CI 2.28-5.65), TyG-BMI (HR 3.40, 95% CI 2.30-5.02), TyG-WC (HR 3.85, 95% CI 2.58-5.75), and TyG-WHtR (HR 3.62, 95% CI 2.43-5.39). Furthermore, the addition of TyG-related indices combined with eGDR to the basic model significantly improved CMM risk prediction: TyG (AUC 0.713, NRI 0.363, IDI 0.008, all p < 0.05); TyG-BMI (AUC 0.729, NRI 0.479, IDI 0.011, all p < 0.05); TyG-WC (AUC 0.716, NRI 0.419, IDI 0.010, all p < 0.05); and TyG-WHtR (AUC 0.717, NRI 0.379, IDI 0.010, all p < 0.05). Moreover, the mediation analysis demonstrated that eGDR significantly mediated all TyG-related indices' associations with CMM, with only obesity-related TyG indices mediating the association between eGDR and CMM. Notably, no significant additive or multiplicative interaction was observed between any TyG-related indices and eGDR for CMM risk.
Conclusions: High TyG-related indices and low eGDR were independently and jointly associated with higher CMM risk. Joint application of TyG-related indices and eGDR could improve early identification and prevention of CMM.
期刊介绍:
Cardiovascular Diabetology is a journal that welcomes manuscripts exploring various aspects of the relationship between diabetes, cardiovascular health, and the metabolic syndrome. We invite submissions related to clinical studies, genetic investigations, experimental research, pharmacological studies, epidemiological analyses, and molecular biology research in this field.