In this study, we identified specific taxonomic alterations in patients with anemia of CRF, noting that F. prausnitzii and P. copri were positively correlated with both Hb levels and eGFR, whereas E. coli showed the opposite trend. The gene discussed is GSTM1; the disease is anemia (phenotype).