In this study, a significant correlation was found between HLA-DRB3*01:01 and thrombocytopenia, HLA-DPB1*04:02 and leukopenia, and anemia in ICI treatment. This evidence concerns the gene HLA-DPB1 and Decreased total leukocyte count.