Evidence map›Paper›PMID 42222074›Full record

ArticleFrontiers in endocrinology2026

BMI-specific nonlinear associations and threshold effects of the atherogenic index of plasma on incident prediabetes: insights from 100473 Chinese adults.

Bing Wang, Weiqin Shen, Baoyin Li, Yesheng Pan

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Article in Frontiers in endocrinology, 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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5 · Who and what money

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4 authors.

Bing Wang *Department of Cardiology, Jinshan Branch of Shanghai Sixth People's Hospital, Shanghai, China.
Weiqin Shen *Department of Cardiology, Jinshan Branch of Shanghai Sixth People's Hospital, Shanghai, China.
Baoyin Li *Department of Cardiology, Jinshan Branch of Shanghai Sixth People's Hospital, Shanghai, China.
Yesheng PanDepartment of Cardiology, Jinshan Branch of Shanghai Sixth People's Hospital, Shanghai, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Emerging evidence suggests that the atherogenic index of plasma (AIP), a simple marker of lipid-related metabolic risk, may relate to dysglycemia in a nonlinear fashion. However, whether this association differs across body mass index (BMI) categories, particularly in terms of nonlinear risk patterns and thresholds, remains unclear. Methods: We analyzed data from 100,473 Chinese adults who underwent baseline health examinations and had baseline FPG < 5.6 mmol/L. Because HbA1c and OGTT data were unavailable, the outcome was defined as FPG-defined incident prediabetes (5.6-6.9 mmol/L). Participants were classified into underweight, normal weight, overweight, and obesity groups according to Chinese BMI criteria. Restricted cubic spline (RCS) and Cox regression were used to evaluate BMI-specific associations between AIP and prediabetes risk and to test for interaction by BMI. Results: During a median follow-up of 3.0 years, 12,371 participants developed FPG-defined incident prediabetes. A significant interaction between AIP and BMI was observed (P for interaction < 0.001). BMI-stratified analyses showed that AIP was associated with FPG-defined prediabetes risk only among normal-weight and overweight participants, but not among underweight or obese participants. RCS analyses further identified nonlinear associations in these two BMI groups, with model-derived inflection points at AIP = -0.20 in normal-weight individuals and AIP = 0.057 in overweight individuals. Conclusion: BMI modified the association between AIP and FPG-defined prediabetes risk. Significant nonlinear and threshold-dependent associations were observed only in normal-weight and overweight Chinese adults.

Indexed as

AtherosclerosisBiomarkersBody Mass IndexPrediabetic StateAdultBlood GlucoseChinaFemaleFollow-Up StudiesHumansIncidenceMaleMiddle AgedObesityOverweightRisk FactorsBiomarkersBlood Glucoseatherogenic index of plasmabody mass indexChinese adultsinteractionnonlinear associationprediabetesrisk stratification

Identifiers

PMID42222074
PMCPMC13218080

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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.