The atherogenic index of plasma is associated with an increased risk of diabetes in non-obese adults: a cohort study

ObjectiveThis study aims to investigate the relationship between the atherogenic index of plasma (AIP) and diabetes risk in Chinese non-obese adults. This is important because the incidence of diabetes is significant in non-obese populations, and evidence regarding this association is limited.Method...

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Main Authors: Jun Cao, Zhaohai Su, Jiangyong Yang, Bilong Zhang, Rengui Jiang, Weiling Lu, Zhenhua Huang, Zheng Xie
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-01-01
Series:Frontiers in Endocrinology
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Online Access:https://www.frontiersin.org/articles/10.3389/fendo.2024.1477419/full
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author Jun Cao
Zhaohai Su
Jiangyong Yang
Bilong Zhang
Rengui Jiang
Weiling Lu
Zhenhua Huang
Zhenhua Huang
Zheng Xie
author_facet Jun Cao
Zhaohai Su
Jiangyong Yang
Bilong Zhang
Rengui Jiang
Weiling Lu
Zhenhua Huang
Zhenhua Huang
Zheng Xie
author_sort Jun Cao
collection DOAJ
description ObjectiveThis study aims to investigate the relationship between the atherogenic index of plasma (AIP) and diabetes risk in Chinese non-obese adults. This is important because the incidence of diabetes is significant in non-obese populations, and evidence regarding this association is limited.MethodsWe conducted a retrospective cohort study with 82,977 Chinese non-obese adults. We used Cox proportional hazards regression to assess the relationship between baseline AIP levels and diabetes incidence. We also employed cubic spline functions and smooth curve fitting to investigate potential nonlinear relationships. Sensitivity and subgroup analyses were conducted to validate our findings.ResultsThe median follow-up duration for these participants was 3.10 years, during which 1,041 subjects (1.25%) were diagnosed with diabetes. Adjusted analyses demonstrated a strong positive association between AIP and the risk of diabetes onset (HR 2.07; 95% CI: 1.63-2.63; p < 0.001). The risk of diabetes increased with higher AIP quartiles, especially between the highest (Q4) and lowest (Q1) quartiles (adjusted HR 1.55; 95% CI: 1.27-1.89). We also identified a nonlinear relationship between AIP and diabetes risk. Sensitivity and subgroup analyses confirmed these findings. Furthermore, E-value analysis indicated that the results were robust against unmeasured confounding variables.ConclusionOur findings highlight a positive, nonlinear association between AIP and diabetes risk in Chinese non-obese adults. Lowering triglycerides (TG) or increasing high-density lipoprotein cholesterol (HDL-C) levels may help reduce this risk.
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spelling doaj-art-5de191b14f664ae7be6667a1186661a32025-01-20T05:23:54ZengFrontiers Media S.A.Frontiers in Endocrinology1664-23922025-01-011510.3389/fendo.2024.14774191477419The atherogenic index of plasma is associated with an increased risk of diabetes in non-obese adults: a cohort studyJun Cao0Zhaohai Su1Jiangyong Yang2Bilong Zhang3Rengui Jiang4Weiling Lu5Zhenhua Huang6Zhenhua Huang7Zheng Xie8Department of Cardiology, Guangdong Provincial People’s Hospital Ganzhou Hospital, Ganzhou Municipal Hospital (Gannan Medical University Affiliated Municipal Hospital), Ganzhou, ChinaDepartment of Cardiology, Guangdong Provincial People’s Hospital Ganzhou Hospital, Ganzhou Municipal Hospital (Gannan Medical University Affiliated Municipal Hospital), Ganzhou, ChinaDepartment of Cardiology, Guangdong Provincial People’s Hospital Ganzhou Hospital, Ganzhou Municipal Hospital (Gannan Medical University Affiliated Municipal Hospital), Ganzhou, ChinaDepartment of Cardiology, Guangdong Provincial People’s Hospital Ganzhou Hospital, Ganzhou Municipal Hospital (Gannan Medical University Affiliated Municipal Hospital), Ganzhou, ChinaDepartment of Cardiology, Guangdong Provincial People’s Hospital Ganzhou Hospital, Ganzhou Municipal Hospital (Gannan Medical University Affiliated Municipal Hospital), Ganzhou, ChinaDepartment of Cardiology, Guangdong Provincial People’s Hospital Ganzhou Hospital, Ganzhou Municipal Hospital (Gannan Medical University Affiliated Municipal Hospital), Ganzhou, ChinaDepartment of Emergency Medicine, The First Affiliated Hospital of Shenzhen University, Shenzhen Second People’s Hospital, Shenzhen, ChinaDepartment of Emergency Medicine, Pengpai Memorial Hospital, Shanwei, ChinaDepartment of General Practice, Guangdong Provincial People’s Hospital Ganzhou Hospital, Ganzhou Municipal Hospital (Gannan Medical University Affiliated Municipal Hospital), Ganzhou, ChinaObjectiveThis study aims to investigate the relationship between the atherogenic index of plasma (AIP) and diabetes risk in Chinese non-obese adults. This is important because the incidence of diabetes is significant in non-obese populations, and evidence regarding this association is limited.MethodsWe conducted a retrospective cohort study with 82,977 Chinese non-obese adults. We used Cox proportional hazards regression to assess the relationship between baseline AIP levels and diabetes incidence. We also employed cubic spline functions and smooth curve fitting to investigate potential nonlinear relationships. Sensitivity and subgroup analyses were conducted to validate our findings.ResultsThe median follow-up duration for these participants was 3.10 years, during which 1,041 subjects (1.25%) were diagnosed with diabetes. Adjusted analyses demonstrated a strong positive association between AIP and the risk of diabetes onset (HR 2.07; 95% CI: 1.63-2.63; p < 0.001). The risk of diabetes increased with higher AIP quartiles, especially between the highest (Q4) and lowest (Q1) quartiles (adjusted HR 1.55; 95% CI: 1.27-1.89). We also identified a nonlinear relationship between AIP and diabetes risk. Sensitivity and subgroup analyses confirmed these findings. Furthermore, E-value analysis indicated that the results were robust against unmeasured confounding variables.ConclusionOur findings highlight a positive, nonlinear association between AIP and diabetes risk in Chinese non-obese adults. Lowering triglycerides (TG) or increasing high-density lipoprotein cholesterol (HDL-C) levels may help reduce this risk.https://www.frontiersin.org/articles/10.3389/fendo.2024.1477419/fullatherogenic index of plasmadiabetesnon-obeseChinese adultsnon-linear
spellingShingle Jun Cao
Zhaohai Su
Jiangyong Yang
Bilong Zhang
Rengui Jiang
Weiling Lu
Zhenhua Huang
Zhenhua Huang
Zheng Xie
The atherogenic index of plasma is associated with an increased risk of diabetes in non-obese adults: a cohort study
Frontiers in Endocrinology
atherogenic index of plasma
diabetes
non-obese
Chinese adults
non-linear
title The atherogenic index of plasma is associated with an increased risk of diabetes in non-obese adults: a cohort study
title_full The atherogenic index of plasma is associated with an increased risk of diabetes in non-obese adults: a cohort study
title_fullStr The atherogenic index of plasma is associated with an increased risk of diabetes in non-obese adults: a cohort study
title_full_unstemmed The atherogenic index of plasma is associated with an increased risk of diabetes in non-obese adults: a cohort study
title_short The atherogenic index of plasma is associated with an increased risk of diabetes in non-obese adults: a cohort study
title_sort atherogenic index of plasma is associated with an increased risk of diabetes in non obese adults a cohort study
topic atherogenic index of plasma
diabetes
non-obese
Chinese adults
non-linear
url https://www.frontiersin.org/articles/10.3389/fendo.2024.1477419/full
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