This study dissected the complexity of the immune architecture of acute myeloid leukemia (AML) at high resolution and assessed its influence on therapeutic response. Using 387 primary bone marrow samples from three discovery cohorts of children and adults with AML, we defined immune-infiltrated and immune-depleted disease subtypes and unraveled critical differences in immune gene expression across age groups and disease stages. Importantly, interferon (IFN)-γ-related mRNA profiles were predictive for both chemotherapy resistance and response of primary refractory/relapsed AML to flotetuzumab immunotherapy. Our compendium of microenvironmental gene and protein profiles sheds novel insights into the immuno-biology of AML and will inform the delivery of personalized immunotherapies to IFNγ-dominant AML subtypes.Acute myeloid leukemia (AML) is a molecularly and clinically heterogeneous hematological malignancy 1 . The discovery of the genomic landscape of AML, including the identification of targetable mutations 2 , has propelled the development of novel anti-leukemic agents and is enabling disease classification and patient stratification into favorable, intermediate or adverse risk groups 3 . Despite success in many areas, AML is cured in only 35-40% of patients <60 years of age and in 5-15% of patients >60 years of age. While chemotherapy resistance is common, the majority of patients die of disease relapse. Investigation of new molecularly-targeted and immuno-modulatory agents therefore remains a high priority for both children and adults 4 .Tumor phenotypes are dictated not only by the neoplastic cell component, but also by the immunologic milieu within the tumor microenvironment (TME), which is equipped to subvert host immune responses and hamper effector T-cell function 5 . In silico approaches have been instrumental for the identification of immunogenomic features with therapeutic and prognostic implications. In solid tumors, six immune subtypes have been described (wound healing, interferon (IFN)-γ-dominant, inflammatory, lymphocyte-depleted, immunologically quiet, and transforming growth factor (TGF)-β-dominant). These are characterized by differences in macrophage or lymphocyte signatures, T helper type (Th)-1 to Th2 cell ratio, extent of intratumoral heterogeneity and neoantigen load, aneuploidy, cell proliferation, expression of immunomodulatory genes, and patient survival 6 .Although immunotherapy may be an attractive modality to exploit in patients with AML 7 , the ability to predict the groups of patients and the forms of leukemia that will respond to immune targeting remains limited [8][9][10][11] . Clinical studies in patients with solid tumors have shown that responses to anti-programmed cell death 1 (PD-1)/programmed death ligand 1 (PD-L1)-targeted immunotherapy occur most often in individuals with immune-inflamed lesions that are characterized by pre-existing CD8 + T-cell responses, release of proinflammatory and effector cytokines 12-14 , and an augmented T-cell receptor (TCR) clonal diversity p...