We identified WBC count; baseline Hb and Cr levels; FIB-4 index; FIB-3 index, and the use of ARBs, ACEis, and SGLT2is as significant factors influencing annual changes in Hb levels in metabolic disorders. Here, GSTM1 is linked to metabolic disease.