After intersecting with metformin-related genes, eight genes were ultimately identified as having a causal relationship with CKD: MGLL, ANPEP, STK11, ACACB, PRKAB1, SIRT1, KCNJ11, and RPS6KB1. Here, ACACB is linked to chronic kidney disease.