While some of the identified hub genes, such as S100A9 and MMP9, and their associated pathways like NF-κB and TNF signaling, are individually well-documented in MI pathogenesis, the distinct contribution of this study lies in its integrative multi-dataset approach and machine learning-based prioritization. Here, S100A9 is linked to myocardial infarction.