Atherogenic Index of Plasma Predicts the Onset and Progression of Cardio-Renal-Metabolic Multimorbidity: Evidence

Jijie Jin1,2, Fei Wang2, Shengzhang Chen2

  • 1The Center of Gerontology and Geriatrics, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, China.

Journal of Diabetes
|April 23, 2026
PubMed

Insights

The atherogenic index of plasma (AIP) predicts cardio-renal-metabolic (CRM) multimorbidity onset and progression. Higher AIP levels are linked to increased risks of developing single, dual, or triple CRM conditions.

Area of Science:

  • Cardiovascular Medicine
  • Nephrology
  • Endocrinology
  • Lipidology

Background:

  • Cardio-renal-metabolic (CRM) multimorbidity, encompassing cardiovascular disease (CVD), chronic kidney disease (CKD), and type 2 diabetes (T2DM), presents a significant challenge in disease management.
  • The atherogenic index of plasma (AIP), a lipid-based marker reflecting insulin resistance, is a potential predictor of CRM progression, though its prognostic value requires further clarification.

Purpose of the Study:

  • To investigate the prognostic value of AIP in predicting the onset and progression of CRM multimorbidity.
  • To assess the association between AIP levels and the risk of developing single, dual, or triple CRM conditions.

Main Methods:

  • Utilized data from 5805 adults without CRM at baseline from the China Health and Retirement Longitudinal Study.
  • Calculated AIP as log10(triglyceride/high-density lipoprotein cholesterol) and defined CRM onset as incident CVD, T2DM, or CKD.
  • Employed multistate models, Cox regression, and time-dependent ROC curves to analyze CRM transitions and predictive performance.

Main Results:

  • AIP demonstrated a dose-response relationship with CRM progression; each 1-SD increase in AIP correlated with elevated risks of single (HR 1.17), dual (HR 1.31), and triple CRM (HR 1.57).
  • Significant associations were found for new-onset T2DM and stroke, but not CKD.
  • AIP showed the highest predictive discrimination for triple CRM (5-year AUC=0.710), with multistate models indicating increased hazard ratios for transitions between CRM states.

Conclusions:

  • AIP serves as an independent, straightforward, and cost-effective predictor for CRM onset and progression.
  • AIP holds potential utility for early risk stratification and the implementation of preventive strategies for CRM multimorbidity.
Abstract

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