USP7 and Marchiafava-Bignami disease: Our research revealed the crucial roles of RUNX2 and USP7 in regulating Bone Formation and metabolism in CKD-MBD, uncovering not only the complex effects of their interactions on Bone metabolism but also providing new potential targets for treating CKD-MBD.