Feature importance analysis indicates that the percentage of neutrophils, A/G ratio, ALT, hemoglobin (Hb), neutrophil count, white blood cell count, GCS score, and lymphocyte percentage are core factors in predicting TBI-related coagulopathy. Here, GSTM1 is linked to blood coagulation disease.