Integrated Bioinformatics Analysis of Autophagy-Related Biomarkers in Atherosclerosis and Acquired Immune Deficiency Syndrome

INTRODUCTION: Atherosclerosis (AS) and acquired immune deficiency syndrome (AIDS) are associated with autophagy-related pathways. This research was intended to ascertain the interplay between AS and AIDS through autophagy-related mechanisms and to identify potential common biomarkers. METHODS: Single-cell datasets for AS and AIDS were extracted from the Gene Expression Omnibus (GEO) database. Differentially expressed genes (DEGs) from each dataset were identified and then intersected with autophagy-related genes (ATGs). Functional enrichment and protein-protein interaction (PPI) network analyses were performed. Hub genes were determined via CytoHubba and MCODE. Finally, the hub genes were validated via bulk transcriptomic data. ROC curves were plotted, and their correlations with immune cell infiltration were investigated. Transcription factor networks and drug-gene interactions were implemented. RESULTS: 17 key ATGs were found, which were primarily enriched in autophagy, apoptosis, and TGF-β signaling pathways. After intersecting the 17 ATGs with DEGs using four algorithms in the Cytoscape plugin, eight genes were identified. Finally, three hub genes, encompassing GAPDH, HSPA8, and REL, were determined. ROC curves confirmed their diagnostic value. Their expression levels were markedly correlated with immune cell infiltration, and potential drugs were forecast. DISCUSSION: This study demonstrates that GAPDH, HSPA8, and REL form a shared molecular pathway linking AS and AIDS via dysregulated autophagy, highlighting their potential as diagnostic biomarkers and therapeutic targets. CONCLUSION: Three hub genes, including GAPDH, HSPA8, and REL, were determined as potential biomarkers for AIDS and AS, providing insights into the molecular mechanisms of HIV-associated AS.

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Publication Details

Journal
Endocrine Metabolic & Immune Disorders - Drug Targets
Published
2026-04-21
DOI
https://doi.org/10.2174/0118715303453649260321063011
Primary Topic
Atherosclerosis and Cardiovascular Diseases
Type
article
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article

Integrated Bioinformatics Analysis of Autophagy-Related Biomarkers in Atherosclerosis and Acquired Immune Deficiency Syndrome

Zaihan Zhu, F Y Zhang, Yupeng Wu, Dandan Sun et al.
Endocrine Metabolic & Immune Disorders - Drug Targets
Atherosclerosis and Cardiovascular Diseases
article

Integrated Bioinformatics Analysis of Autophagy-Related Biomarkers in Atherosclerosis and Acquired Immune Deficiency Syndrome

Zaihan Zhu, F Y Zhang, Yupeng Wu, Dandan Sun, Min Bao, Anxiang Sha, Hua Zhong, Yuzhu Zhang
article en

Abstract

INTRODUCTION: Atherosclerosis (AS) and acquired immune deficiency syndrome (AIDS) are associated with autophagy-related pathways. This research was intended to ascertain the interplay between AS and AIDS through autophagy-related mechanisms and to identify potential common biomarkers. METHODS: Single-cell datasets for AS and AIDS were extracted from the Gene Expression Omnibus (GEO) database. Differentially expressed genes (DEGs) from each dataset were identified and then intersected with autophagy-related genes (ATGs). Functional enrichment and protein-protein interaction (PPI) network analyses were performed. Hub genes were determined via CytoHubba and MCODE. Finally, the hub genes were validated via bulk transcriptomic data. ROC curves were plotted, and their correlations with immune cell infiltration were investigated. Transcription factor networks and drug-gene interactions were implemented. RESULTS: 17 key ATGs were found, which were primarily enriched in autophagy, apoptosis, and TGF-β signaling pathways. After intersecting the 17 ATGs with DEGs using four algorithms in the Cytoscape plugin, eight genes were identified. Finally, three hub genes, encompassing GAPDH, HSPA8, and REL, were determined. ROC curves confirmed their diagnostic value. Their expression levels were markedly correlated with immune cell infiltration, and potential drugs were forecast. DISCUSSION: This study demonstrates that GAPDH, HSPA8, and REL form a shared molecular pathway linking AS and AIDS via dysregulated autophagy, highlighting their potential as diagnostic biomarkers and therapeutic targets. CONCLUSION: Three hub genes, including GAPDH, HSPA8, and REL, were determined as potential biomarkers for AIDS and AS, providing insights into the molecular mechanisms of HIV-associated AS.

Endocrine Metabolic & Immune Disorders - Drug TargetsVol. 26
Liaoning Provincial People's Hospital (CN), First Hospital of China Medical University (CN), China Medical University (CN)
Good health and well-being
Openalex Percentile: Top 14%
Atherosclerosis and Cardiovascular Diseases
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