Venn diagram results identified 23 overlapping genes differentially expressed in both CKD and VTE diseases, including CCNL2, HNRNPA0, PI4KA, FOS, HBD, TSC22D3, DUSP1, and ZNF692 (Figure 3A). Here, HBD is linked to chronic kidney disease.