More male patients (p < 0.001), more hypertension cases (p = 0.003), higher preoperative and postoperative Hb levels, lower preoperative and postoperative eGFR, and smaller tumor size (p = 0.001) were recorded in the malignant renal tumors group. This evidence concerns the gene GSTM1 and kidney cancer.