Hierarchical clustering analysis revealed that immune cell subtypes linked with cytolytic activity (e.g. NK cells and granzyme B-positive T cells) were decreased and immunoregulatory markers (e.g., CTLA4+ T cells and MDSCs) increased in ALL BM, grouping ALL patients and controls distinctly from each other. Here, CTLA4 is linked to acute lymphoblastic leukemia.