Evidence map›Paper›PMID 41134653›Full record

ArticleBrain and behavior2025

Exploring the Association Between Per- and Polyfluoroalkyl Substances Exposure and the Risk of Stroke: A Systematic Investigation Using NHANES Data Analysis, Network Toxicology and Molecular Docking Approaches.

Yanjie Jiang, Ling Li, Shipeng Zhang, Man Lu, Xingyi He, Rui Fu, Mingjie Tang, Yinghong Li, Qinwei Fu, Zhihui Jin and 6 more

Abstract read
In one paragraph

Article in Brain and behavior, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

16 authors.

Yanjie JiangNanjing Hospital of Chinese Medicine Affiliated to Nanjing University of Chinese Medicine, Nanjing, China.
Ling LiDepartment of Neurology, 925 Hospital of PLA Joint Logistics Support Force, Guiyang, China.
Shipeng ZhangHospital of Chengdu University of Traditional Chinese Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, China.
Man LuNo. 1 Clinical Medical College, Nanjing University of Chinese Medicine, Nanjing, China.
Xingyi HeThe First Clinical Medical College, Guangzhou University of Chinese Medicine, Guangzhou, China.
Rui FuHospital of Chengdu University of Traditional Chinese Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, China.
Mingjie TangNanjing Hospital of Chinese Medicine Affiliated to Nanjing University of Chinese Medicine, Nanjing, China.
Yinghong LiNo. 1 Clinical Medical College, Nanjing University of Chinese Medicine, Nanjing, China.
Qinwei FuHospital of Chengdu University of Traditional Chinese Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, China.
Zhihui JinNanjing Hospital of Chinese Medicine Affiliated to Nanjing University of Chinese Medicine, Nanjing, China.
Yupeng WengDepartment of Rehabilitation Sciences, Faculty of Health and Social Sciences, The Hong Kong Polytechnic University, Hong Kong SAR, China.
Wenshan LiNanjing Hospital of Chinese Medicine Affiliated to Nanjing University of Chinese Medicine, Nanjing, China.
Xiaoyu ZhuNanjing Hospital of Chinese Medicine Affiliated to Nanjing University of Chinese Medicine, Nanjing, China.
Enjie TangDepartment of Neurology, 925 Hospital of PLA Joint Logistics Support Force, Guiyang, China.
Hanyu WangHospital of Chengdu University of Traditional Chinese Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, China.
Yan LuNanjing Hospital of Chinese Medicine Affiliated to Nanjing University of Chinese Medicine, Nanjing, China.

Funding

National Natural Science Foundation of China 81804022
6 · The paper itself

Abstract

backgroundEpidemiologic evidence regarding the association between per- and polyfluoroalkyl substances (PFAS) exposure and stroke risk remains limited and inconclusive. Consequently, the current study sought to further examine this association and clarify the underlying molecular mechanisms. MATERIALS AND

methodsThis cohort study analyzed data from 8081 participants of the 2003-2012 National Health and Nutrition Examination Survey (NHANES), employing multistage weighted logistic regression, weighted quantile sum (WQS) modeling, and partial least squares discriminant analysis (PLS-DA) to systematically evaluate the association between per- and polyfluoroalkyl substances (PFAS) exposure and stroke. Restricted cubic spline analysis was subsequently used to examine the nonlinear dose-response relationships. To investigate the underlying mechanisms, we integrated data from six databases (e.g., ChEMBL and GeneCards) to identify common molecular targets of PFAS and stroke. A protein-protein interaction (PPI) network was then constructed to identify core genes, while the binding interactions between PFAS and key targets were evaluated through molecular docking and dynamics simulations. Finally, functional enrichment analysis was performed on these core genes using the Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) databases.

resultsAfter adjusting for potential confounders, six individual PFAS compounds, including perfluorooctane sulfonic acid (PFOS) (Odds Ratio [OR] = 1.59, 95% CI: 1.09-2.31), exhibited a significant positive association with the risk of stroke. The WQS model revealed a significant positive association for the PFAS mixture (OR = 1.027, 95% CI: 1.017-1.036), with PFOS contributing the highest weight (0.379). These findings were corroborated by the PLS-DA model, and the association remained significant in all subgroup analyses. The network toxicology analysis identified 183 common targets between PFOS and stroke, while the subsequent PPI network analysis identified six core genes, including AKT1 and HSP90AA1. GO and KEGG enrichment analyses demonstrated that these targets were markedly enriched in pathways associated with lipid and atherosclerosis metabolism, in addition to the PI3K-Akt and MAPK signaling pathways. Furthermore, molecular docking and molecular dynamics simulations supported potential interactions between PFOS and core targets such as AKT1. This suggests that PFOS may contribute to stroke pathogenesis by disrupting pathways involved in inflammatory regulation and apoptosis.

conclusionsThis study identified a positive association between PFOS exposure and stroke risk, suggesting that the PI3K/AKT signaling pathway, along with its key effector molecule AKT1, may play a crucial role in mediating PFOS-induced stroke, thereby offering a theoretical foundation for the prevention and management of PFOS-associated stroke.

Indexed as

Environmental ExposureFluorocarbonsStrokeAdultAgedCohort StudiesFemaleHumansMaleMiddle AgedMolecular Docking SimulationNutrition SurveysProtein Interaction MapsRisk FactorsFluorocarbonsmolecular dockingnetwork toxicityNHANESper‐ and polyfluoroalkyl substancesstroke

Identifiers

PMID41134653
PMCPMC12551669

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.