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血浆致动脉粥样硬化指数与心血管-肾脏-代谢综合征0-3期中老年个体未来心血管疾病风险之间的关联。

Association between atherogenic index of plasma and future cardiovascular disease risk in middle-aged and elderly individuals with cardiovascular-kidney-metabolic syndrome stage 0-3.

作者信息

Lin Ya, Lv Xiaodong, Shi Ce, Wang Ting, Jin Zehao, Jin Qiangsong, Gu Chao

机构信息

Department of Pulmonary and Critical Care Medicine, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China.

Department of Respiratory Medicine, The First Hospital of Jiaxing (Affiliated Hospital of Jiaxing University), Jiaxing, Zhejiang, China.

出版信息

Front Endocrinol (Lausanne). 2025 Mar 14;16:1540241. doi: 10.3389/fendo.2025.1540241. eCollection 2025.

Abstract

BACKGROUND

Cardiovascular disease (CVD) is strongly correlated with plasma atherogenic index (AIP); however, there is limited literature exploring the association between trajectories of change in AIP and the risk of CVD. This study aimed to investigate whether changes in AIP are associated with CVD in individuals with cardiovascular-kidney-metabolic (CKM) syndrome stage 0-3.

METHODS

Data were sourced from the China Health and Retirement Longitudinal Study (CHARLS), aimed to compile high-quality microdata on individuals and households aged 45 and older in China. Change in AIP from 2012 to 2015 were classified employing K-means clustering analysis. Logistic regressions were employed to assess the association between different AIP change clusters and cumulative AIP and CVD incidence. Additionally, restricted cubic spline (RCS) regression was conducted to further evaluate the underlying linear relationship between cumulative AIP and CVD. Subgroup analyses were applied to verify the influence of confounding variables on the relationship between AIP and CVD. Weighted quantile sum (WGS) regressions were utilized to offer a comprehensive assessment of the overall effect.

RESULTS

Out of 4,525 participants, 578 (12.77%) ultimately developed CVD within three years. Compared to cluster 1, which served as the best control for AIP, the odds ratio (OR) was 1.29 (1.02-1.62) for cluster 2, 1.33 (1.04-1.71) for cluster 3 and 1.35 (0.98-1.85) for cluster 4 after adjusting for several confounding variables. Categorizing the cumulative AIP into quartiles revealed an ascending trend (P for trend = 0.014). RCS regression disclosed a linear relationship between cumulative AIP and CVD. Further subgroup analyses revealed variations in these correlations modified by gender and Hukou status. WQS regression analysis highlighted the significance of triglyceride in the pathogenesis of CVD.

CONCLUSIONS

Significant changes in AIP are independently associated with the elevated risk of CVD in adults aged > 45 with CKM syndrome stage 0-3. Monitoring long-term fluctuations in AIP may aid in the early identification of individuals at high risk for CVD.

摘要

背景

心血管疾病(CVD)与血浆致动脉粥样硬化指数(AIP)密切相关;然而,探索AIP变化轨迹与CVD风险之间关联的文献有限。本研究旨在调查AIP的变化是否与心血管 - 肾脏 - 代谢(CKM)综合征0 - 3期个体的CVD相关。

方法

数据来源于中国健康与养老追踪调查(CHARLS),旨在收集中国45岁及以上个人和家庭的高质量微观数据。采用K均值聚类分析对2012年至2015年AIP的变化进行分类。使用逻辑回归评估不同AIP变化聚类与累积AIP和CVD发病率之间的关联。此外,进行受限立方样条(RCS)回归以进一步评估累积AIP与CVD之间的潜在线性关系。应用亚组分析来验证混杂变量对AIP与CVD关系的影响。使用加权分位数和(WGS)回归对总体效应进行综合评估。

结果

在4525名参与者中,578人(12.77%)在三年内最终患上了CVD。在调整了几个混杂变量后,与作为AIP最佳对照的聚类1相比,聚类2的比值比(OR)为1.29(1.02 - 1.62),聚类3为1.33(1.04 - 1.71),聚类4为1.35(0.98 - 1.85)。将累积AIP分为四分位数显示出上升趋势(趋势P = 0.014)。RCS回归揭示了累积AIP与CVD之间的线性关系。进一步的亚组分析显示,这些相关性因性别和户口状况而有所不同。WQS回归分析强调了甘油三酯在CVD发病机制中的重要性。

结论

AIP的显著变化与45岁以上患有CKM综合征0 - 3期的成年人CVD风险升高独立相关。监测AIP的长期波动可能有助于早期识别CVD高危个体。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a75b/11949822/7dc61cd93e8e/fendo-16-1540241-g001.jpg

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