In the 3rd wave, most of the hematological parameters, such as leukocytosis, neutrophilia, lymphopenia, increased RBC count, PLT count, Hb level, and RDW-SD, underwent more changes compared to other waves, indicating a worse outcome in patients. This evidence concerns the gene GSTM1 and Increased total leukocyte count.