Our study highlights the complex immune regulatory network involved in B-cell acute lymphoblastic leukemia (B-ALL), focusing on the interplay between VISTA, CD244, CD48, FOXD3, and PVRL2. Here, VSIR is linked to precursor B-cell acute lymphoblastic leukemia.