Dynamics of the atherogenic index of plasma and diabetes conversion: Insights from machine learning and longitudinal pattern analysis in middle-aged and older Chinese adults with prediabetes

Cumulative AIP exposure and unfavorable AIP change patterns independently predict prediabetes-to-diabetes progression. Incorporating these measures into risk assessment may enhance early identification of high-risk individuals and inform targeted interventions.

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Publication Details

Journal
Digital Health
Published
2025-05-01
DOI
https://doi.org/10.1177/20552076251390574
Primary Topic
Diabetes, Cardiovascular Risks, and Lipoproteins
Type
article
Field-Weighted Citation Impact
0.00
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article

Dynamics of the atherogenic index of plasma and diabetes conversion: Insights from machine learning and longitudinal pattern analysis in middle-aged and older Chinese adults with prediabetes

Yue Zhang, Liming Wang, Chen Zhan
Digital Health
Diabetes, Cardiovascular Risks, and Lipoproteins
article

Dynamics of the atherogenic index of plasma and diabetes conversion: Insights from machine learning and longitudinal pattern analysis in middle-aged and older Chinese adults with prediabetes

Yue Zhang, Liming Wang, Chen Zhan
article en

Abstract

Cumulative AIP exposure and unfavorable AIP change patterns independently predict prediabetes-to-diabetes progression. Incorporating these measures into risk assessment may enhance early identification of high-risk individuals and inform targeted interventions.

Digital HealthVol. 11
Beijing Geriatric Hospital (CN), Beijing Hospital (CN), Beijing Haidian Hospital (CN)
Openalex Percentile: Top 57%
Diabetes, Cardiovascular Risks, and Lipoproteins
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