Notably, we observed that high serum levels of Gal-4 and Gal-7, along with moderate levels of Gal-1 (Cluster 3), were associated with renal dysfunction, as evidenced by elevated urea, creatinine, and beta-2 microglobulin levels. Here, B2M is linked to Abnormal renal physiology.