ZC3H12D and depressive symptom measurement: 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).