Evidence map›Paper›PMID 40349063›Full record

ArticleLipids in health and disease2025

Atherogenic index of plasma and triglyceride-glucose index mediate the association between stroke and all-cause mortality: insights from the lipid paradox.

Jinhua Qian, Qinjie Chi, Chengqun Qian, Xian Fan, Wenbing Ding, Tianle Wang, Li Zhu

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Article in Lipids in health and disease, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.

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18citing papers 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

Who cites it

18 citing papers in PubMed.

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  2. Atherogenic Index of Plasma as Predictor for Cardiovascular Events and Cardiometabolic Diseases:Findings from the PAMELA Study.High blood pressure & cardiovascular prevention : the official journal of the Italian Society of Hypertension · 2026
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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Jinhua QianDepartment of Radiology, Affiliated Hospital 2 of Nantong University, Nantong, 226600, China.
Qinjie ChiDepartment of Intervention, Affiliated Hospital 2 of Nantong University, Nantong, 226600, China.
Chengqun QianDepartment of Radiology, Affiliated Hospital 2 of Nantong University, Nantong, 226600, China.
Xian FanDepartment of Radiology, Affiliated Hospital 2 of Nantong University, Nantong, 226600, China.
Wenbing DingDepartment of Intervention, Affiliated Hospital 2 of Nantong University, Nantong, 226600, China.
Tianle WangDepartment of Radiology, Affiliated Hospital 2 of Nantong University, Nantong, 226600, China.
Li ZhuDepartment of Radiology, Affiliated Hospital 2 of Nantong University, Nantong, 226600, China. 9364923@qq.com.

Funding

Nantong Municipal Commission of Health and Family Planning MS2024026Nantong University 2022LQ004
6 · The paper itself

Abstract

backgroundThe "lipid paradox" describes the counterintuitive observation that traditionally unfavorable lipid profiles may be associated with improved outcomes in stroke patients. Non-traditional lipid markers such as the atherogenic index of plasma (AIP) and the triglyceride-glucose (TyG) index have been proposed to better reflect the complex metabolic disturbances following stroke. This study aims to investigate the mediating role of AIP and TyG index in the association between stroke and all-cause mortality and elucidate the potential mechanisms underlying the lipid paradox.

methodsThis cohort study used data from the China Health and Retirement Longitudinal Study (CHARLS), including 10,220 participants enrolled from 2011 to 2020, with a maximum follow-up of 10 years. AIP and TyG index were calculated from baseline serum measurements. U-test, chi-square test, restricted cubic spline analysis (RCS), cox proportional hazards regression and mediation model were used to analyze the relationship between baseline AIP, TyG index, stroke and all-cause mortality.

resultsA total of 1,421 deaths (13.90%) occurred during an average follow-up of 9.21 years. Compared to survivors, non-survivors were older, had a higher prevalence of stroke, and lower AIP levels (P < 0.05), while TyG index showed no significant group difference. RCS analysis revealed a nonlinear association between the TyG index and mortality, but no significant nonlinearity for AIP. Cox regression analysis identified age, gender, marital status, smoking history, hypertension, diabetes, lung disease, stroke, AIP, and the highest TyG quartile (Q4) as independent predictors of all-cause mortality (all P < 0.05). Notably, AIP showed a negative association with mortality (HR = 0.87, 95% CI: 0.77-0.98),demonstrating a lipid paradox phenomenon. Furthermore, in the chain mediation model, both AIP (β=-0.03, 95%CI: -0.072 to -0.002) and TyG index (β=-0.016, 95%CI: -0.036 to -0.002) independently mediated the association between stroke and all-cause mortality in a negative manner. However, the positive chain mediating effect of AIP through TyG index (β = 0.028, 95%CI: 0.003-0.066) offset this negative mediation, rendering the overall mediating effect insignificant.

conclusionsAIP and the TyG index independently or jointly influence the risk of all-cause mortality after stroke. Notably, AIP demonstrates a significant lipid paradox phenomenon. Moreover, the chain mediating effect of AIP and TyG significantly increases post-stroke mortality risk. These findings highlight the complex interplay between lipid and glucose metabolism in stroke prognosis and offer a novel perspective for post-stroke metabolic management.

Indexed as

AtherosclerosisBlood GlucoseStrokeTriglyceridesAgedBiomarkersChinaFemaleHumansLongitudinal StudiesMaleMiddle AgedProportional Hazards ModelsRisk FactorsBiomarkersBlood GlucoseTriglyceridesAll-cause mortalityAtherogenic index of plasmaAtherosclerosisInsulin resistanceStrokeTriglyceride-glucose index

Identifiers

PMID40349063
PMCPMC12065248

What Socratic holds

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LicenceCC BY-NC-ND
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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 Socratic graph.