ITIH4 and chronic kidney disease: Notably, genes such as MAP3K11, ACVR2A, ITIH4, KLHL24, LNPEP, and THBS3 were confirmed as high-confidence genes from our TWAS, highlighting their potential critical roles in CKD and kidney function.