Our LR pair-based scoring system, LR.score, demonstrated significant potential in predicting patient responses to both traditional chemotherapy and emerging targeted therapies, with a particular emphasis on its association with T-cell dysfunction and the downregulation of specific markers such as CLEC11A, ICAM4, ITGA4, and AVP in AML. The gene discussed is ITGA4; the disease is acute myeloid leukemia.