CD8A and melanoma: Similarly, the present study observed higher immune scores and higher abundance of M1 macrophages, CD4 + T cells, CD8 + T cells and NK cells in the high-MLDIS group, further suggesting the influence of these tumor-infiltrating immune cells on melanoma development.