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Deciphering the role of CCL4-CCR5 in coronary artery disease pathogenesis: insights from Mendelian randomization, bulk RNA sequencing, single-cell RNA, and clinical validation.
- Source :
-
International journal of medical sciences [Int J Med Sci] 2024 Oct 14; Vol. 21 (14), pp. 2683-2693. Date of Electronic Publication: 2024 Oct 14 (Print Publication: 2024). - Publication Year :
- 2024
-
Abstract
- Background: Alterations in circulating CCL4 levels have been implicated in coronary artery disease (CAD), but the causal relationship and underlying mechanisms remain unclear. Objective: This study aims to analyse the role of CCL4 and its receptor (CCR5) in CAD using Mendelian randomisation (MR) analysis, bulk RNA and single cell RNA sequencing (scRNA-seq). Methods: The MR analysis was used to determine the causal relationship between 91 circulating inflammatory proteins and CAD. Bulk RNA sequencing data was used to demonstrate the expression profile of CCL4/CCR5. The localisation of CCL4/CCR5 was determined using scRNA-seq data. Functional enrichment analyses were used to infer the potential role of CCL4 in CAD. Additional clinical samples were utilized to validate the results of MR. Results: We identified six circulating inflammatory proteins associated with CAD. Of these, CCL4 was identified as a key inflammatory cytokine associated with CAD risk for MR analysis.The bulk RNA sequencing data from the Gene Expression Omnibus (GEO) datasets showed that CCR4 receptor(CCR5) expression was significantly higher in human atherosclerotic plaques compared to controls. Notably, scRNA-seq analysis revealed CCL4 was highly expressed in T cells, monocytes and macrophages. Clinical specimens confirmed high levels of serum CCL4 expression in CAD patients by ELISA.Functional enrichment analysis revealed that CCL4 was primarily enriched in the cytokines and cytokine receptors, viral proteins with cytokines and cytokine receptors, and chemokine signaling pathways. Conclusion: Our study presented a genetic insight into the pathogenetic role of CCL4-CCR5 in CAD, which may provide new insights for further mechanistic and clinical investigations of inflammatory cytokine-mediated CAD.<br />Competing Interests: Competing Interests: The authors have declared that no competing interest exists.<br /> (© The author(s).)
- Subjects :
- Humans
Male
Sequence Analysis, RNA
Female
Middle Aged
RNA-Seq
Plaque, Atherosclerotic genetics
Plaque, Atherosclerotic blood
Coronary Artery Disease genetics
Coronary Artery Disease blood
Receptors, CCR5 genetics
Receptors, CCR5 blood
Mendelian Randomization Analysis
Single-Cell Analysis
Chemokine CCL4 blood
Chemokine CCL4 genetics
Subjects
Details
- Language :
- English
- ISSN :
- 1449-1907
- Volume :
- 21
- Issue :
- 14
- Database :
- MEDLINE
- Journal :
- International journal of medical sciences
- Publication Type :
- Academic Journal
- Accession number :
- 39512689
- Full Text :
- https://doi.org/10.7150/ijms.99518