The most upregulated DEG of interest for AS was IBSP (Integrin Binding Sialoprotein), which is involved in calcium regulation and tightly binds hydroxyapatite to function as an integral part of the mineralization matrix [33]. Here, IBSP is linked to aortic stenosis.