Evidence map›Paper›PMID 41632378›Full record

ArticleEndocrine2026

Association between the atherogenic index of plasma and the risk of diabetes or impaired fasting glucose: A Five-Year cohort study in a Chinese population.

Tingting Zhang, Mingxing Lou, Xinglou Li, Yuchang Wang, Peichun Li

Abstract readMulticenter Study
In one paragraph

Article in Endocrine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Tingting Zhang *Department of Rehabilitation, Weifang Hospital of Traditional Chinese Medicine, Weifang, 261000, Shandong, China.
Mingxing Lou *Department of Rehabilitation, NHC Key Laboratory of Birth Defect for Research and Prevention (Hunan Provincial Maternal and Child Health Care Hospital), Hunan Province, Changsha, 41000, China.
Xinglou Li *Department of Rehabilitation Medicine, The First Affiliated Hospital of Shandong First Medical University, Shandong Provincial Qianfoshan Hospital, Shandong, Jinan, 250000, China.
Yuchang WangDepartment of Rehabilitation, The First Affiliated Hospital of Xinxiang Medical University, Henan, Xinxiang, 453000, China. yuchangrehab@163.com.
Peichun LiDepartment of Rehabilitation, Weifang Hospital of Traditional Chinese Medicine, Weifang, 261000, Shandong, China. lipeichun1207@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundAbnormal lipid metabolism is a well-established risk factor for insulin resistance. However, the effect of the atherogenic index of plasma (AIP) on diabetes or impaired fasting glucose (IFG) has been rarely explored, particularly in large-scale, multicenter studies. Therefore, this study aims to assess the effect of AIP on diabetes or IFG in a large cohort of the Chinese population.

methodsThis multicenter cohort study encompassed 100,876 normoglycemic subjects in China. The effect of AIP on diabetes or IFG was analyzed using a Cox proportional hazards regression analysis. Nonlinear associations were examined using restricted cubic spline models. The use of time-dependent ROC analysis serves to evaluate the predictive performance of glycemic status over a time frame of 3, 4, and 5 years.

resultsDuring an average follow-up of 3.12 years, 13,090 participants (12.98%) developed diabetes or IFG. Multivariate analysis revealed that heightened AIP independently predicted an elevated risk of diabetes or IFG development (HR: 1.25, 95% CI: 1.17–1.34, P < 0.0001). Further analysis uncovered a nonlinear correlation between AIP and diabetes or IFG. Specifically, a significant positive association was identified when AIP was below 0.03 (HR: 1.74; 95%CI: 1.53–1.98, P < 0.0001). Conversely, for AIP values above 0.03, the association was no longer statistically significant (HR: 0.91, 95% CI: 0.81–1.04, P = 0.1582). Furthermore, the AIP demonstrates a non-linear relationship with both diabetes and IFG. The time-dependent ROC analysis reveals that the AUC for diabetes risk increases from 0.5931 at 3 years to 0.6795 at 5 years, while the AUC for IFG risk shows a slight increase from 0.5931 at 3 years to 0.6036 at 5 years, and the AUC for diabetes or IFG risk rises from 0.5966 at 3 years to 0.6102 at 5 years.

conclusionAIP levels demonstrated a positive, nonlinear correlation with diabetes or IFG risk. These findings substantiate the utility of AIP as a predictive marker for future glycemic status. The clinical application of AIP might provide a novel approach for long-term monitoring and intervention in hyperglycemia prevention.

Indexed as

AtherosclerosisBlood GlucoseDiabetes MellitusDiabetes Mellitus, Type 2Glucose IntoleranceAdultChinaCohort StudiesEast Asian PeopleFastingFemaleHumansMaleMiddle AgedRisk FactorsBlood GlucoseAtherogenic index of plasmaDiabetesHigh-density lipoprotein cholesterolImpaired fasting glucoseNonlinearityTriglyceride

Identifiers

PMID41632378
PMCPMC12868025

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.