{"title":"心血管-肾脏-代谢综合征0-3期患者血浆粥样硬化指数及其修正指数与卒中风险的关系:基于CHARLS的纵向分析","authors":"Xiaoyan Wang, Pengfei Wen, Yun Liao, Tao Wu, Lin Zeng, Yuxing Huang, Xiaomei Song, Zhen Xiong, Lisha Deng, Dingjun Li, Shuchuan Miao","doi":"10.1186/s12933-025-02784-8","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>The association between the atherogenic index of plasma (AIP), its modified indices (such as AIP-waist circumference [AIP-WC], AIP-waist-to-height ratio [AIP-WHtR], AIP-body mass index[AIP-BMI]), and incident stroke in individuals with cardiovascular-kidney-metabolic (CKM) stages 0-3 remains understudied. This study investigated these associations and their utility for risk stratification.</p><p><strong>Methods: </strong>Data from 3697 China Health and Retirement Longitudinal Study (CHARLS) participants (≥ 45 years, CKM stages 0-3) were analyzed. Baseline, cumulative, and changes in AIP and its modified indices (AIP-WC, AIP-WHtR, AIP-BMI) were calculated. Logistic regression, Delong's test, integrated discrimination improvement (IDI), weighted quantile sum (WQS) regression, and mediation analysis were used to assess associations, predictive performance, component contributions, and mediation effects.</p><p><strong>Results: </strong>Stroke occurred in 4.8% of participants. Under the fully adjusted Model 3: The third level of AIP, AIP-WHtR, AIP-WC, and AIP-BMI showed increased risks (ORs 1.58 [95% CI 1.05-2.38], 1.99 [95% CI 1.31-3.02], 1.99 [95% CI 1.31-3.02], and 1.92 [95% CI 1.26-2.92], respectively); The third level of cumulative AIP, AIP-WHtR, AIP-WC, and AIP-BMI showed elevated risks (ORs 1.79 [95% CI 1.19-2.69], 2.07 [95% CI 1.37-3.13], 2.01 [95% CI 1.33-3.04], and 1.92 [95% CI 1.27-2.89], respectively); The third category of AIP, AIP-WHtR, AIP-WC, and AIP-BMI changes showed risk increases of 2.28 (95% CI 1.46-3.55), 2.39 (95% CI 1.50-3.79), 2.56 (95% CI 1.61-4.07), and 2.22 (95% CI 1.38-3.56). Modified AIP indices (especially AIP-WHtR) demonstrated superior predictive ability than AIP alone. The association was amplified in advanced CKM (stages 2-3) but not significant in early CKM (stages 0-1). Triglycerides (TG) primarily drove the AIP-WHtR-stroke risk, which was partially mediated by estimated pulse wave velocity (ePWV) (6.48%).</p><p><strong>Conclusions: </strong>AIP and its modified indices, especially AIP-WHtR, are significantly associated with incident stroke in CKM stages 0-3. Dynamically monitoring changes in these indices is crucial for stroke risk assessment and stratification, particularly in advanced CKM. TG primarily drives this risk, while ePWV partially mediates the AIP-WHtR-stroke link.</p>","PeriodicalId":9374,"journal":{"name":"Cardiovascular Diabetology","volume":"24 1","pages":"254"},"PeriodicalIF":8.5000,"publicationDate":"2025-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12166641/pdf/","citationCount":"0","resultStr":"{\"title\":\"Association of atherogenic index of plasma and its modified indices with stroke risk in individuals with cardiovascular-kidney-metabolic syndrome stages 0-3: a longitudinal analysis based on CHARLS.\",\"authors\":\"Xiaoyan Wang, Pengfei Wen, Yun Liao, Tao Wu, Lin Zeng, Yuxing Huang, Xiaomei Song, Zhen Xiong, Lisha Deng, Dingjun Li, Shuchuan Miao\",\"doi\":\"10.1186/s12933-025-02784-8\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>The association between the atherogenic index of plasma (AIP), its modified indices (such as AIP-waist circumference [AIP-WC], AIP-waist-to-height ratio [AIP-WHtR], AIP-body mass index[AIP-BMI]), and incident stroke in individuals with cardiovascular-kidney-metabolic (CKM) stages 0-3 remains understudied. This study investigated these associations and their utility for risk stratification.</p><p><strong>Methods: </strong>Data from 3697 China Health and Retirement Longitudinal Study (CHARLS) participants (≥ 45 years, CKM stages 0-3) were analyzed. Baseline, cumulative, and changes in AIP and its modified indices (AIP-WC, AIP-WHtR, AIP-BMI) were calculated. Logistic regression, Delong's test, integrated discrimination improvement (IDI), weighted quantile sum (WQS) regression, and mediation analysis were used to assess associations, predictive performance, component contributions, and mediation effects.</p><p><strong>Results: </strong>Stroke occurred in 4.8% of participants. Under the fully adjusted Model 3: The third level of AIP, AIP-WHtR, AIP-WC, and AIP-BMI showed increased risks (ORs 1.58 [95% CI 1.05-2.38], 1.99 [95% CI 1.31-3.02], 1.99 [95% CI 1.31-3.02], and 1.92 [95% CI 1.26-2.92], respectively); The third level of cumulative AIP, AIP-WHtR, AIP-WC, and AIP-BMI showed elevated risks (ORs 1.79 [95% CI 1.19-2.69], 2.07 [95% CI 1.37-3.13], 2.01 [95% CI 1.33-3.04], and 1.92 [95% CI 1.27-2.89], respectively); The third category of AIP, AIP-WHtR, AIP-WC, and AIP-BMI changes showed risk increases of 2.28 (95% CI 1.46-3.55), 2.39 (95% CI 1.50-3.79), 2.56 (95% CI 1.61-4.07), and 2.22 (95% CI 1.38-3.56). Modified AIP indices (especially AIP-WHtR) demonstrated superior predictive ability than AIP alone. The association was amplified in advanced CKM (stages 2-3) but not significant in early CKM (stages 0-1). Triglycerides (TG) primarily drove the AIP-WHtR-stroke risk, which was partially mediated by estimated pulse wave velocity (ePWV) (6.48%).</p><p><strong>Conclusions: </strong>AIP and its modified indices, especially AIP-WHtR, are significantly associated with incident stroke in CKM stages 0-3. Dynamically monitoring changes in these indices is crucial for stroke risk assessment and stratification, particularly in advanced CKM. TG primarily drives this risk, while ePWV partially mediates the AIP-WHtR-stroke link.</p>\",\"PeriodicalId\":9374,\"journal\":{\"name\":\"Cardiovascular Diabetology\",\"volume\":\"24 1\",\"pages\":\"254\"},\"PeriodicalIF\":8.5000,\"publicationDate\":\"2025-06-14\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12166641/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Cardiovascular Diabetology\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1186/s12933-025-02784-8\",\"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/s12933-025-02784-8","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:血浆动脉粥样硬化指数(AIP)及其修正指数(如AIP-腰围[AIP- wc]、AIP-腰高比[AIP- whtr]、AIP-体重指数[AIP- bmi])与心血管-肾脏代谢(CKM) 0-3期患者卒中发生率之间的关系尚待研究。本研究调查了这些关联及其对风险分层的效用。方法:对3697名中国健康与退休纵向研究(CHARLS)参与者(≥45岁,CKM分期0-3)的数据进行分析。计算基线、累积和AIP及其修正指数(AIP- wc、AIP- whtr、AIP- bmi)的变化。采用Logistic回归、Delong检验、综合判别改进(IDI)、加权分位数和(WQS)回归和中介分析来评估相关性、预测性能、成分贡献和中介效应。结果:卒中发生率为4.8%。在完全调整后的模型3中:AIP、AIP- whtr、AIP- wc和AIP- bmi三级水平的风险增加(or分别为1.58 [95% CI 1.05-2.38]、1.99 [95% CI 1.31-3.02]、1.99 [95% CI 1.31-3.02]和1.92 [95% CI 1.26-2.92]);第三级累积AIP、AIP- whtr、AIP- wc和AIP- bmi风险升高(or分别为1.79 [95% CI 1.19-2.69]、2.07 [95% CI 1.37-3.13]、2.01 [95% CI 1.33-3.04]和1.92 [95% CI 1.27-2.89]);第三类AIP、AIP- whtr、AIP- wc和AIP- bmi变化的风险增加分别为2.28 (95% CI 1.46-3.55)、2.39 (95% CI 1.50-3.79)、2.56 (95% CI 1.61-4.07)和2.22 (95% CI 1.38-3.56)。改良AIP指数(尤其是AIP- whtr)的预测能力优于单纯AIP。这种关联在晚期CKM(2-3期)中增强,但在早期CKM(0-1期)中不显著。甘油三酯(TG)主要驱动aip - whtr -卒中风险,其中部分介导的估计脉搏波速度(ePWV)(6.48%)。结论:AIP及其修正指标,特别是AIP- whtr与CKM 0-3期卒中发生率显著相关。动态监测这些指标的变化对于卒中风险评估和分层至关重要,特别是在晚期CKM中。TG主要驱动这种风险,而ePWV部分介导aip - whtr -卒中联系。
Association of atherogenic index of plasma and its modified indices with stroke risk in individuals with cardiovascular-kidney-metabolic syndrome stages 0-3: a longitudinal analysis based on CHARLS.
Background: The association between the atherogenic index of plasma (AIP), its modified indices (such as AIP-waist circumference [AIP-WC], AIP-waist-to-height ratio [AIP-WHtR], AIP-body mass index[AIP-BMI]), and incident stroke in individuals with cardiovascular-kidney-metabolic (CKM) stages 0-3 remains understudied. This study investigated these associations and their utility for risk stratification.
Methods: Data from 3697 China Health and Retirement Longitudinal Study (CHARLS) participants (≥ 45 years, CKM stages 0-3) were analyzed. Baseline, cumulative, and changes in AIP and its modified indices (AIP-WC, AIP-WHtR, AIP-BMI) were calculated. Logistic regression, Delong's test, integrated discrimination improvement (IDI), weighted quantile sum (WQS) regression, and mediation analysis were used to assess associations, predictive performance, component contributions, and mediation effects.
Results: Stroke occurred in 4.8% of participants. Under the fully adjusted Model 3: The third level of AIP, AIP-WHtR, AIP-WC, and AIP-BMI showed increased risks (ORs 1.58 [95% CI 1.05-2.38], 1.99 [95% CI 1.31-3.02], 1.99 [95% CI 1.31-3.02], and 1.92 [95% CI 1.26-2.92], respectively); The third level of cumulative AIP, AIP-WHtR, AIP-WC, and AIP-BMI showed elevated risks (ORs 1.79 [95% CI 1.19-2.69], 2.07 [95% CI 1.37-3.13], 2.01 [95% CI 1.33-3.04], and 1.92 [95% CI 1.27-2.89], respectively); The third category of AIP, AIP-WHtR, AIP-WC, and AIP-BMI changes showed risk increases of 2.28 (95% CI 1.46-3.55), 2.39 (95% CI 1.50-3.79), 2.56 (95% CI 1.61-4.07), and 2.22 (95% CI 1.38-3.56). Modified AIP indices (especially AIP-WHtR) demonstrated superior predictive ability than AIP alone. The association was amplified in advanced CKM (stages 2-3) but not significant in early CKM (stages 0-1). Triglycerides (TG) primarily drove the AIP-WHtR-stroke risk, which was partially mediated by estimated pulse wave velocity (ePWV) (6.48%).
Conclusions: AIP and its modified indices, especially AIP-WHtR, are significantly associated with incident stroke in CKM stages 0-3. Dynamically monitoring changes in these indices is crucial for stroke risk assessment and stratification, particularly in advanced CKM. TG primarily drives this risk, while ePWV partially mediates the AIP-WHtR-stroke link.
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.