Among these, proteins such as SERPINA5, beta-2 microglobulin, and osteomodulin (Figure 1) were found to be differentially abundant in this study and have been extensively studied and linked to adverse outcomes in CKD [12,16,17]. The gene discussed is B2M; the disease is chronic kidney disease.