ORIGINAL RESEARCH article
Front. Physiol.
Sec. Lipid and Fatty Acid Research
Volume 16 - 2025 | doi: 10.3389/fphys.2025.1609304
Longitudinal Associations Between the Atherogenic Index of Plasma and Frailty Progression in Adults Aged 45 Years and Older: Evidence from the China Health and Retirement Longitudinal Study
Provisionally accepted- 1Haining People's Hospital, Jiaxing, China
- 2Shanxi Normal University, Linfen, Shanxi Province, China
- 3Taiyuan Central Hospital, Taiyuan, Shanxi Province, China
- 4First Hospital of Shanxi Medical University, Taiyuan, Shaanxi, China
Select one of your emails
You have multiple emails registered with Frontiers:
Notify me on publication
Please enter your email address:
If you already have an account, please login
You don't have a Frontiers account ? You can register here
The atherogenic index of plasma (AIP), a lipid metabolism marker, is associated with cardiovascular disease and insulin resistance, but its role in frailty progression remains unclear. This study aims to investigate the association between the atherogenic index of plasma (AIP) and frailty progression in middle-aged and older adults.Utilizing longitudinal data including 6,558 adults aged ≥45 years from the China Health and Retirement Longitudinal Study (CHARLS), we assessed AIP at two time points (2011-2012 and 2015) and calculated cumulative AIP. Frailty was measured via a 30-item Frailty Index (FI), and Group-based trajectory modeling (GBTM) was employed to categorize frailty progression. Participants were Clustered by AIP change patterns using K-means clustering. Multivariable logistic and Cox regression models estimated associations between AIP metrics and frailty outcomes. A mixed-effects linear model explored the relationship between AIP and FI progression, while restricted cubic spline (RCS) curves assessed potential nonlinear associations. Mediation and subCluster analyses examined underlying mechanisms and effect variations.Three AIP change patterns and two FI progression trajectories were identified. Higher baseline, cumulative, and increasing AIP levels were consistently associated with an accelerated frailty trajectory and greater risk of incident frailty. In fully adjusted models, those in the highest quartile of AIP had significantly increased odds and hazard ratios for frailty (e.g., baseline AIP OR = 1.51, HR = 1.42). Mixed-effects models confirmed that higher and increasing AIP predicted steeper FI increases over time. RCS analysis revealed a nonlinear relationship between baseline AIP and frailty incidence. Glycosylated hemoglobin and glucose emerged as key mediators, explaining a significant proportion of the observed associations.Cluster 删除[heqifan]: Conclusion: Elevated AIP levels were significantly associated with accelerated frailty progression and increased frailty risk in adults aged 45 years and older. Optimizing AIP through sustained regulation of triglyceride and high-density lipoprotein cholesterol homeostasis may help mitigate frailty progression in aging populations.
Keywords: Atherogenic index of plasma, Frailty, Aging, China Health and Retirement Longitudinal Study, longitudinal cohort study
Received: 02 Jun 2025; Accepted: 15 Jul 2025.
Copyright: © 2025 He, Yan, Ma, Liu and Fan. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence:
Hongwei Liu, Taiyuan Central Hospital, Taiyuan, 030027, Shanxi Province, China
Haixia Fan, First Hospital of Shanxi Medical University, Taiyuan, 030001, Shaanxi, China
Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.