We discovered that the five key genes CYP4F2, KCNA3, KISS1R, LILRA5 and ZC3H12D remained different after Venn diagram overlap of DEGs across depression and renal failure datasets (Fig. 7C). Here, CYP4F2 is linked to depressive symptom measurement.