According to MR, SMR, and colocalization analysis, FGF5, C4a, BTN3A2, GCKR, IGFBP-5, sRAGE, GNPTG, and YOD1 were identified as priority proteins for CKD treatment. Here, IGFBP5 is linked to chronic kidney disease.