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Published on: January 13, 2012
Screening of potential regulatory genes in carotid atherosclerosis vascular immune microenvironment
Yi Zhang1, Lingmin Zhang2, Yunfang Jia3
1Heibei Key Laboratory of Chinese Medicine Research on Cardio-cerebrovascular Disease, Hebei University of Traditional Chinese Medicine, Shijiazhuang City, Hebei Province, China.
Background:
Immune microenvironment is one of the essential characteristics of carotid atherosclerosis (CAS), which cannot be reversed by drug therapy alone. Thus, there is a pressing need to develop novel immunoregulatory strategies to delay this pathological process that drives cardiovascular-related diseases. This study aimed to detect changes in the immune microenvironment of vascular tissues at various stages of carotid atherosclerosis, as well as cluster and stratify vascular tissue samples based on the infiltration levels of immune cell subtypes to distinguish immune phenotypes and identify potential hub genes regulating the immune microenvironment of carotid atherosclerosis.
Materials And Methods:
RNA sequencing datasets for CAS vascular tissue and healthy vascular tissue (GSE43292 and GSE28829) were downloaded from the Gene Expression Omnibus (GEO) database. To begin, the immune cell subtype infiltration level of all samples in both GSE43292 and GSE28829 cohorts was assessed using the ssGSEA algorithm. Following this, consensus clustering was performed to stratify CAS samples into different clusters. Finally, hub genes were identified using the maximum neighborhood component algorithm based on the construction of interaction networks, and their diagnostic efficiency was evaluated.
Results:
Compared to the controls, a higher number of immune cell subtypes were enriched in CAS samples with higher immune scores in the GSE43292 cohort. Advanced CAS was characterized by high immune cell infiltration, whereas early CAS was characterized by low immune cell infiltration in the GSE28829 cohort. Moreover, CAS progression may be related to the immune response pathway. Biological processes associated with muscle cell development may impede the progression of CAS. Finally, the hub genes PTPRC, ACTN2, ACTC1, LDB3, MYOZ2, and TPM2 had satisfactory efficacy in the diagnosis and prediction of high and low immune cell infiltration in CAS and distinguishing between early and advanced CAS samples.
Conclusion:
The enrichment of immune cells in vascular tissues is a primary factor driving pathological changes in CAS. Additionally, CAS progression may be related to the immune response pathway. Biological processes linked to muscle cell development may delay the progression of CAS. PTPRC, ACTN2, ACTC1, LDB3, MYOZ2, and TPM2 may regulate the immune microenvironment of CAS and participate in the occurrence and progression of the disease.
Insights
Immune cell infiltration in carotid atherosclerosis (CAS) drives disease progression. Muscle cell development may delay CAS, and specific genes like PTPRC and ACTN2 could regulate this immune microenvironment.
Area of Science:
- Cardiovascular Biology
- Immunology
- Genomics
Background:
- Carotid atherosclerosis (CAS) is characterized by a complex immune microenvironment that is not fully reversible with current drug therapies.
- Developing novel immunoregulatory strategies is crucial to mitigate CAS progression and associated cardiovascular diseases.
- Understanding the immune cell dynamics and genetic regulators within CAS vascular tissues is essential for therapeutic development.
Purpose of the Study:
- To investigate changes in the immune microenvironment across different stages of CAS.
- To cluster and stratify CAS samples based on immune cell infiltration levels, identifying distinct immune phenotypes.
- To identify key hub genes that regulate the immune microenvironment in CAS.
Main Methods:
- Utilized RNA sequencing datasets (GSE43292, GSE28829) from the Gene Expression Omnibus (GEO) database for CAS and healthy vascular tissues.
- Employed the ssGSEA algorithm to assess immune cell subtype infiltration levels in all samples.
- Applied consensus clustering to stratify CAS samples and identified hub genes using network analysis for diagnostic evaluation.
Main Results:
- CAS samples exhibited higher immune cell infiltration and immune scores compared to controls, particularly in advanced stages.
- A correlation was observed between CAS progression and the immune response pathway.
- Biological processes related to muscle cell development appeared to impede CAS progression.
- Identified hub genes (PTPRC, ACTN2, ACTC1, LDB3, MYOZ2, TPM2) demonstrated diagnostic efficacy for immune infiltration levels and disease staging.
Conclusions:
- Immune cell enrichment in vascular tissues is a key driver of pathological changes in CAS.
- The immune response pathway is implicated in CAS progression, while muscle cell development may offer a protective effect.
- The identified hub genes (PTPRC, ACTN2, ACTC1, LDB3, MYOZ2, TPM2) are potential regulators of the CAS immune microenvironment and disease progression.
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