Uncovering the toxicological impact of benzo[a]pyrene on Alzheimer's disease via network toxicology, machine learning, and single-cell transcriptomics

BackgroundBenzo[a]pyrene (BaP), a common environmental neurotoxicant, has been linked to neurodegenerative diseases, yet its role in Alzheimer's disease (AD) remains unclear.ObjectiveThis study integrated network toxicology, machine learning, single-cell transcriptomics, and bibliometric analysis to explore BaP's mechanistic role in AD.MethodsA total of 253 BaP-AD common targets were identified and analyzed via GO/KEGG enrichment and PPI network construction. Key genes were screened using GEO-based AD differential expression data and machine learning (LASSO and SVM). Molecular docking assessed BaP-target interactions. Cell-type-specific expression was analyzed using single-cell RNA-seq (GSE157827). ROC curves evaluated diagnostic value, and bibliometrics explored research trends.ResultsTargets were enriched in oxidative stress and MAPK/PI3K-Akt pathways. EGFR and HSP90AB1 were identified as core targets, with strong BaP binding affinities (-8.4 and -11.7 kcal/mol, respectively). EGFR was highly expressed in astrocytes and OPCs; HSP90AB1 in astrocytes and neurons. EGFR had better diagnostic performance (AUC = 0.781). Bibliometric analysis showed increasing attention on EGFR's role in AD.ConclusionsBaP may promote AD by targeting EGFR and HSP90AB1, affecting inflammation, proteostasis, and survival pathways. Notably, EGFR may serve emerge a promising biomarker for early diagnosis and therapeutic intervention in AD. This study revealed the underlying molecular mechanisms linking environmental toxicants to AD pathogenesis.

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Publication Details

Journal
Journal of Alzheimer s Disease
Published
2025-12-12
DOI
https://doi.org/10.1177/13872877251405468
Citations
1
Primary Topic
Alzheimer's disease research and treatments
Type
article
Field-Weighted Citation Impact
1.16
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article

Uncovering the toxicological impact of benzo[a]pyrene on Alzheimer's disease via network toxicology, machine learning, and single-cell transcriptomics

Di Pan, Xiangxiang Hong, Wencai Wang, Zhonghua Sun et al.
1 citations
Journal of Alzheimer s Disease
Alzheimer's disease research and treatments
1.16
article

Uncovering the toxicological impact of benzo[a]pyrene on Alzheimer's disease via network toxicology, machine learning, and single-cell transcriptomics

Di Pan, Xiangxiang Hong, Wencai Wang, Zhonghua Sun, Xuemei Zhang, Dan Yang, Xianfeng Li, Xiaojuan Wei
article en
1 citations

Abstract

BackgroundBenzo[a]pyrene (BaP), a common environmental neurotoxicant, has been linked to neurodegenerative diseases, yet its role in Alzheimer's disease (AD) remains unclear.ObjectiveThis study integrated network toxicology, machine learning, single-cell transcriptomics, and bibliometric analysis to explore BaP's mechanistic role in AD.MethodsA total of 253 BaP-AD common targets were identified and analyzed via GO/KEGG enrichment and PPI network construction. Key genes were screened using GEO-based AD differential expression data and machine learning (LASSO and SVM). Molecular docking assessed BaP-target interactions. Cell-type-specific expression was analyzed using single-cell RNA-seq (GSE157827). ROC curves evaluated diagnostic value, and bibliometrics explored research trends.ResultsTargets were enriched in oxidative stress and MAPK/PI3K-Akt pathways. EGFR and HSP90AB1 were identified as core targets, with strong BaP binding affinities (-8.4 and -11.7 kcal/mol, respectively). EGFR was highly expressed in astrocytes and OPCs; HSP90AB1 in astrocytes and neurons. EGFR had better diagnostic performance (AUC = 0.781). Bibliometric analysis showed increasing attention on EGFR's role in AD.ConclusionsBaP may promote AD by targeting EGFR and HSP90AB1, affecting inflammation, proteostasis, and survival pathways. Notably, EGFR may serve emerge a promising biomarker for early diagnosis and therapeutic intervention in AD. This study revealed the underlying molecular mechanisms linking environmental toxicants to AD pathogenesis.

Journal of Alzheimer s DiseaseVol. 109(3)
Harbin Medical University (CN), Fourth Affiliated Hospital of Harbin Medical University (CN), Second Affiliated Hospital of Harbin Medical University (CN), Nanjing Medical University (CN)
Openalex Percentile: Top 16%
Alzheimer's disease research and treatments
1.16
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