APOE and Renal insufficiency: In conclusion, we identified 26 core genes, CST3, SERPINA1, FN1, PF4, IGF1, KNG1, IL6, VEGFA, ALB, TIMP1, TGFB1, HGF, SERPINE1, APOA1, APOB, FGF23, EGF, APOE, VWF, TF, CP, GAS6, APP, IGFBP3, P4HB, and SPP1, that may be related to renal insufficiency in patients with geriatric multimorbidity.