Additionally, the identification of ten hub genes, namely VCAM1, FHL2, RUNX1, TNFSF10, PLAU, SPOCK1, CD74, SIPA1L2, TRIB1, and CXCL12, provides potential targets for future therapeutic interventions in AS. Here, RUNX1 is linked to aortic valve stenosis.