The analysis indicated that the most recent Hb value (Hb(t-1)) was the strongest predictor.<h4>Conclusion</h4>ML models based on demographic characteristics, dialysis records, and historical Hb data can effectively predict future Hb levels in MHD patients, which is helpful for early identification of anemia risk and timely clinical intervention. The gene discussed is GSTM1; the disease is anemia.