ANPEP and chronic kidney disease: In summary, the four genes ANPEP, STK11, ACACB, and RPS6KB play significant roles in the occurrence and progression of CKD by regulating inflammatory response, metabolic homeostasis, oxidative stress, and signaling pathways.