The incidence of comorbidity between myocardial infarction (MI) and anxiety disorders is increasing. However, the biological association between them has not been fully understood. This study aims to investigate the molecular mechanisms of comorbidity between MI and anxiety disorders and to predict their key genes and potential therapeutic drugs. We searched Gene Expression Omnibus databases and performed differential analyses using the limma package to identify the functional enrichment of differential genes. Next, we constructed regulatory networks to investigate the relationship between hub genes and autophagy, ferroptosis, and immunity. Furthermore, we predicted transcription factors by R package, constructed a miRNA network, performed the single-cell analysis of key gene expression, and predicted drug targeting of differential genes using the Connectivity Map database. The datasets for MI and anxiety disorders were analyzed for up and down-regulated differential genes, resulting in 35 intersecting differential genes. The top 10 feature genes from each dataset were intersected using Random Forest, resulting in the identification of three intersecting genes: STK17B, AKIRIN2, and WDR77. Validation of the above key genes was carried out by in vitro experiments. We examined the gene expression of STK17B, WDR77 and AKIRIN2 in the hippocampus and myocardial infarction border zone respectively by qPCR and WB, and the results confirmed that the above are the key genes for myocardial infarction and anxiety. There is a significant correlation between the comorbidity mechanism of myocardial infarction and anxiety disorders with ferroptosis and immunity. The construction of the miRNA network revealed that miR-205 and let-7 had higher average connectivity among the three hub genes. The single-cell analysis revealed significant expression of key genes in Endothelial cells, Cardiomyocytes, Macrophages, and Fibroblasts datasets. Cd274 showed a higher correlation with key genes in myocardial infarction and anxiety disorders. Validation by multiple datasets and in vitro experiments showed that STK17B, AKIRIN2, and WDR77 are the key genes in the comorbidity of myocardial infarction and anxiety disorders, and ferroptosis and immunity are the key links in the comorbidity mechanism of myocardial infarction and anxiety disorders.
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