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Identification of ferroptosis-related key genes in tuberculosis by bioinformatics methods
Wenchuan Zhang1, Dongxue Zhu2, Hong Jiang3
1No.5 Cadet Regiment, School of Basic Medical, Air Force Medical University, Xi'an, 710032, Shaanxi, China.
Abstract:
Tuberculosis, induced by Mycobacterium tuberculosis (Mtb), continues to pose a significant global public health challenge. Ferroptosis has emerged as a pivotal factor in tuberculosis pathogenesis, however, the mechanism has not yet been fully clarified. Therefore, the aim of this study was to hypothesize and validate potential ferroptosis-related genes in Mtb infection through bioinformatics analysis, thereby offering insights for further investigation. The mRNA microarray expression profile datasets were sourced from the Gene Expression Omnibus. The differentially expressed genes (DEGs) were derived using GEO2R. Subsequently, the shared DEGs between the GSE174566 and GSE227851 datasets were intersected with the genes in the ferroptosis database. The ferroptosis-associated shared DEGs (Ferr-sDEGs) were validated in the GSE20050 dataset. They were subjected to PPI, Cytoscape and Friends analysis, the infiltration correlation of immune cells and qRT-PCR. A total of 11 Ferr-sDEGs were identified, and 9 genes were validated. These analyses revealed that the key Ferr-sDEGs contributed to ferroptosis during Mtb infection and these key Ferr-sDEGs were relatively independent, implying that ferroptosis may be triggered by various mechanisms. Concurrently, the infiltration and correlation analysis demonstrated that multiple types of immune cells could be activated by the key Ferr-sDEGs. Ultimately, qRT-PCR validated that the expression levels of key Ferr-sDEGs. In conclusion, ferroptosis serves a pivotal function in the pathogenesis of tuberculosis. IL1B, PTGS2, TNFAIP3, HMOX1, SOCS1, CD82, and NUPR1 may be vital genes associated with the ferroptosis induced by Mtb infection.
Insights
This study identifies key ferroptosis-related genes involved in Mycobacterium tuberculosis infection, revealing their role in disease pathogenesis and immune cell activation. These findings offer new insights into tuberculosis mechanisms.
Area of Science:
- Genomics
- Immunology
- Pathogenesis
Background:
- Tuberculosis (TB), caused by Mycobacterium tuberculosis (Mtb), remains a global health threat.
- Ferroptosis, a form of regulated cell death, plays a significant role in TB pathogenesis, but its mechanisms are not fully understood.
Purpose of the Study:
- To identify and validate ferroptosis-related genes (Ferr-sDEGs) associated with Mtb infection using bioinformatics.
- To elucidate the role of these genes in TB pathogenesis and their interaction with immune cells.
Main Methods:
- Utilized Gene Expression Omnibus (GEO) datasets (GSE174566, GSE227851, GSE20050) for differential gene expression analysis.
- Intersected differentially expressed genes (DEGs) with ferroptosis databases.
- Performed pathway analysis, protein-protein interaction (PPI) network construction, immune cell infiltration analysis, and quantitative real-time PCR (qRT-PCR) validation.
Main Results:
- Identified 11 shared ferroptosis-related DEGs (Ferr-sDEGs) between two datasets, with 9 validated in a third dataset.
- Key Ferr-sDEGs were found to be crucial for ferroptosis during Mtb infection and appeared to act independently, suggesting diverse ferroptosis induction pathways.
- Analysis indicated that these key Ferr-sDEGs can activate various immune cell types.
Conclusions:
- Ferroptosis is a critical process in the pathogenesis of tuberculosis.
- IL1B, PTGS2, TNFAIP3, HMOX1, SOCS1, CD82, and NUPR1 are identified as potentially vital genes in Mtb-induced ferroptosis.
- These findings provide a foundation for further research into TB treatment strategies targeting ferroptosis.
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