Jiejie Xie, Xiong Pei, Shixuan Zhu, Wei Jiang, Hong Tang, Dongbo Wu, Yan Xie
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Logistic regression, linear regression, subgroup analysis, and survival analysis examined the relationship between TyG-related indices (TyG, TyG-BMI, TyG-WC, TyG-WHtR) and outcomes like liver fibrosis, stroke, cardiovascular disease (CVD), and mortality.</p><p><strong>Results: </strong>In 4,440 individuals, 279 developed CVD, 134 had stroke, 1,382 developed liver fibrosis, and 548 died, with a median observation period of 100 months (IQR, 59-145 months). The TyG index was divided into four quartiles (Q1, Q2, Q3, Q4) and significant trends in various clinical indicators across the quartiles were observed (demographic characteristics, metabolic and biochemical indicators). Further analysis revealed linear correlations between TyG, TyG-WC, TyG-BMI, TyG-WHtR and liver function metrics (ALT, AST, GGT, FIB-4, APRI), kidney function metrics (creatinine, eGFR, uric acid), and blood lipids (triglycerides, cholesterol) (<i>P</i> < 0.01). Univariate logistic regression showed that compared to Q1, Q4 showed a significantly higher risk of liver fibrosis, CVD, stroke, and death for all TyG-related parameters (<i>P</i> < 0.001). After adjusting for cofounders, TyG Q4 still had a significantly higher risk of liver fibrosis (<i>P</i> < 0.05) and mortality (<i>P</i> < 0.001); TyG-BMI Q4 showed a higher risk of mortality (<i>P</i> < 0.001); TyG-WC Q4 showed a significantly higher risk of liver fibrosis (<i>P</i> < 0.001), stroke (<i>P</i> < 0.01), CVD (<i>P</i> < 0.001), and mortality (<i>P</i> < 0.001); TyG-WHtR Q4 showed a significantly higher risk of liver fibrosis (<i>P</i> < 0.001), stroke (<i>P</i> < 0.01), CVD (<i>P</i> < 0.001), and mortality (<i>P</i> < 0.001). Subgroup analysis yielded similar conclusions. Additionally. Survival analysis revealed significant differences in survival across the different quartiles of TyG, TyG-WC, TyG-BMI, and TyG-WHtR (<i>P</i> < 0.001).</p><p><strong>Conclusion: </strong>The study identified a link between TyG-related markers and negative outcomes in individuals with a normal BMI, indicating that insulin resistance exists even in non-obese populations.</p>","PeriodicalId":12414,"journal":{"name":"Frontiers in Cardiovascular Medicine","volume":"12 ","pages":"1570239"},"PeriodicalIF":2.8000,"publicationDate":"2025-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12058858/pdf/","citationCount":"0","resultStr":"{\"title\":\"Association of triglyceride-glucose-related indices with adverse clinical outcomes in individuals with normal body mass index.\",\"authors\":\"Jiejie Xie, Xiong Pei, Shixuan Zhu, Wei Jiang, Hong Tang, Dongbo Wu, Yan Xie\",\"doi\":\"10.3389/fcvm.2025.1570239\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background and aims: </strong>The triglyceride-glucose (TyG) index serves as a reliable indicator of insulin resistance and metabolic risk factors. Most research has focused on obese individuals, with limited exploration in those with a normal body mass index (BMI).</p><p><strong>Method: </strong>This study analyzed 4,440 adults with normal BMI from NHANES 2003-2018. Logistic regression, linear regression, subgroup analysis, and survival analysis examined the relationship between TyG-related indices (TyG, TyG-BMI, TyG-WC, TyG-WHtR) and outcomes like liver fibrosis, stroke, cardiovascular disease (CVD), and mortality.</p><p><strong>Results: </strong>In 4,440 individuals, 279 developed CVD, 134 had stroke, 1,382 developed liver fibrosis, and 548 died, with a median observation period of 100 months (IQR, 59-145 months). The TyG index was divided into four quartiles (Q1, Q2, Q3, Q4) and significant trends in various clinical indicators across the quartiles were observed (demographic characteristics, metabolic and biochemical indicators). Further analysis revealed linear correlations between TyG, TyG-WC, TyG-BMI, TyG-WHtR and liver function metrics (ALT, AST, GGT, FIB-4, APRI), kidney function metrics (creatinine, eGFR, uric acid), and blood lipids (triglycerides, cholesterol) (<i>P</i> < 0.01). Univariate logistic regression showed that compared to Q1, Q4 showed a significantly higher risk of liver fibrosis, CVD, stroke, and death for all TyG-related parameters (<i>P</i> < 0.001). After adjusting for cofounders, TyG Q4 still had a significantly higher risk of liver fibrosis (<i>P</i> < 0.05) and mortality (<i>P</i> < 0.001); TyG-BMI Q4 showed a higher risk of mortality (<i>P</i> < 0.001); TyG-WC Q4 showed a significantly higher risk of liver fibrosis (<i>P</i> < 0.001), stroke (<i>P</i> < 0.01), CVD (<i>P</i> < 0.001), and mortality (<i>P</i> < 0.001); TyG-WHtR Q4 showed a significantly higher risk of liver fibrosis (<i>P</i> < 0.001), stroke (<i>P</i> < 0.01), CVD (<i>P</i> < 0.001), and mortality (<i>P</i> < 0.001). Subgroup analysis yielded similar conclusions. Additionally. Survival analysis revealed significant differences in survival across the different quartiles of TyG, TyG-WC, TyG-BMI, and TyG-WHtR (<i>P</i> < 0.001).</p><p><strong>Conclusion: </strong>The study identified a link between TyG-related markers and negative outcomes in individuals with a normal BMI, indicating that insulin resistance exists even in non-obese populations.</p>\",\"PeriodicalId\":12414,\"journal\":{\"name\":\"Frontiers in Cardiovascular Medicine\",\"volume\":\"12 \",\"pages\":\"1570239\"},\"PeriodicalIF\":2.8000,\"publicationDate\":\"2025-04-24\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12058858/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Frontiers in Cardiovascular Medicine\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.3389/fcvm.2025.1570239\",\"RegionNum\":3,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/1/1 0:00:00\",\"PubModel\":\"eCollection\",\"JCR\":\"Q2\",\"JCRName\":\"CARDIAC & CARDIOVASCULAR SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Frontiers in Cardiovascular Medicine","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.3389/fcvm.2025.1570239","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"CARDIAC & CARDIOVASCULAR SYSTEMS","Score":null,"Total":0}
引用次数: 0
摘要
背景与目的:甘油三酯-葡萄糖(TyG)指数是胰岛素抵抗和代谢危险因素的可靠指标。大多数研究都集中在肥胖人群身上,对正常体重指数(BMI)人群的研究有限。方法:本研究分析了2003-2018年NHANES中4440名BMI正常的成年人。Logistic回归、线性回归、亚组分析和生存分析检验了TyG相关指标(TyG、TyG- bmi、TyG- wc、TyG- whtr)与肝纤维化、卒中、心血管疾病(CVD)和死亡率等预后的关系。结果:4440例患者中,279例发生心血管疾病,134例发生中风,1382例发生肝纤维化,548例死亡,中位观察期为100个月(IQR, 59-145个月)。将TyG指数分为4个四分位数(Q1、Q2、Q3、Q4),观察各四分位数的临床指标(人口学特征、代谢和生化指标)的显著变化趋势。进一步的分析显示TyG、TyG- wc、TyG-BMI、TyG- whtr与肝功能指标(ALT、AST、GGT、FIB-4、APRI)、肾功能指标(肌酐、eGFR、尿酸)和血脂(甘油三酯、胆固醇)之间存在线性相关(P P P P P P P P P P P P P P P P P P P P结论:该研究发现了TyG相关标志物与BMI正常个体的阴性结局之间的联系,表明即使在非肥胖人群中也存在胰岛素抵抗。
Association of triglyceride-glucose-related indices with adverse clinical outcomes in individuals with normal body mass index.
Background and aims: The triglyceride-glucose (TyG) index serves as a reliable indicator of insulin resistance and metabolic risk factors. Most research has focused on obese individuals, with limited exploration in those with a normal body mass index (BMI).
Method: This study analyzed 4,440 adults with normal BMI from NHANES 2003-2018. Logistic regression, linear regression, subgroup analysis, and survival analysis examined the relationship between TyG-related indices (TyG, TyG-BMI, TyG-WC, TyG-WHtR) and outcomes like liver fibrosis, stroke, cardiovascular disease (CVD), and mortality.
Results: In 4,440 individuals, 279 developed CVD, 134 had stroke, 1,382 developed liver fibrosis, and 548 died, with a median observation period of 100 months (IQR, 59-145 months). The TyG index was divided into four quartiles (Q1, Q2, Q3, Q4) and significant trends in various clinical indicators across the quartiles were observed (demographic characteristics, metabolic and biochemical indicators). Further analysis revealed linear correlations between TyG, TyG-WC, TyG-BMI, TyG-WHtR and liver function metrics (ALT, AST, GGT, FIB-4, APRI), kidney function metrics (creatinine, eGFR, uric acid), and blood lipids (triglycerides, cholesterol) (P < 0.01). Univariate logistic regression showed that compared to Q1, Q4 showed a significantly higher risk of liver fibrosis, CVD, stroke, and death for all TyG-related parameters (P < 0.001). After adjusting for cofounders, TyG Q4 still had a significantly higher risk of liver fibrosis (P < 0.05) and mortality (P < 0.001); TyG-BMI Q4 showed a higher risk of mortality (P < 0.001); TyG-WC Q4 showed a significantly higher risk of liver fibrosis (P < 0.001), stroke (P < 0.01), CVD (P < 0.001), and mortality (P < 0.001); TyG-WHtR Q4 showed a significantly higher risk of liver fibrosis (P < 0.001), stroke (P < 0.01), CVD (P < 0.001), and mortality (P < 0.001). Subgroup analysis yielded similar conclusions. Additionally. Survival analysis revealed significant differences in survival across the different quartiles of TyG, TyG-WC, TyG-BMI, and TyG-WHtR (P < 0.001).
Conclusion: The study identified a link between TyG-related markers and negative outcomes in individuals with a normal BMI, indicating that insulin resistance exists even in non-obese populations.
期刊介绍:
Frontiers? Which frontiers? Where exactly are the frontiers of cardiovascular medicine? And who should be defining these frontiers?
At Frontiers in Cardiovascular Medicine we believe it is worth being curious to foresee and explore beyond the current frontiers. In other words, we would like, through the articles published by our community journal Frontiers in Cardiovascular Medicine, to anticipate the future of cardiovascular medicine, and thus better prevent cardiovascular disorders and improve therapeutic options and outcomes of our patients.