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Acute myeloid leukemia is a poor-prognosis cancer commonly stratified by genetic aberrations, but these mutations are often heterogeneous and fail to consistently predict therapeutic response. Here, we combine transcriptomic, proteomic, and phosphoproteomic datasets with ex vivo drug sensitivity data to help understand the underlying pathophysiology of AML beyond mutations. We measure the proteome and phosphoproteome of 210 patients and combine them with genomic and transcriptomic measurements to identify four proteogenomic subtypes that complement existing genetic subtypes. We build a predictor to classify samples into subtypes and map them to a "landscape" that identifies specific drug response patterns. We then build a drug response prediction model to identify drugs that target distinct subtypes and validate our findings on cell lines representing various stages of quizartinib resistance. Our results show how multiomics data together with drug sensitivity data can inform therapy stratification and drug combinations in AML., Competing Interests: Declaration of interests J.W.T. has received research support from Agios, Aptose, Array, AstraZeneca, Constellation, Genentech, Gilead, Incyte, Janssen, Petra, Seattle Genetics, Syros, and Takeda and is on the Scientific Advisory Board of Recludix. C.E.T. has received support from Notable Labs. B.J.D. is/was on the Scientific Advisory Board of Adela Bio, Aileron Therapeutics (inactive), Celgene, Cepheid, DNA SEQ, Nemucore Medical Innovations, Novartis, RUNX1 Research Program, Therapy Architects/ALLCRON (inactive), and Vivid Biosciences (inactive); is/was on the Scientific Advisory Board of and owns/owned stock in Aptose Biosciences, Blueprint Medicines, Enliven Therapeutics, GRAIL, Iterion Therapeutics, and Recludix Pharma; is/was on the Board of Directors and owns/owned stock in Amgen and Vincerx Pharma; is/was on the Board of Directors of Burroughs Wellcome Fund, CureOne; is/was on the Joint Steering Committee of Beat AML (Leukemia & Lymphoma Society); is/was on the Advisory Committee of Multicancer Early Detection Consortium; is the Founder of VB Therapeutics; has/had sponsored research agreements with Enliven Therapeutics and Recludix Pharma; receives/received clinical trial funding from AstraZeneca and Novartis; receives/received royalties from Patent 6958335 (Novartis exclusive license), the Oregon Health & Science University, and the Dana-Farber Cancer Institute (one Merck exclusive license, one CytoImage, Inc. exclusive license, and one Sun Pharma Advanced Research Company nonexclusive license); and holds US Patents 4326534, 6958335, 7416873, 7592142, 10473667, 10664967, and 11049247., (Copyright © 2023 The Authors. Published by Elsevier Inc. All rights reserved.)

Acute myeloid leukemia (AML) is a cancer of myeloid-lineage cells with limited therapeutic options. We previously combined ex vivo drug sensitivity with genomic, transcriptomic, and clinical annotations for a large cohort of AML patients, which facilitated discovery of functional genomic correlates. Here, we present a dataset that has been harmonized with our initial report to yield a cumulative cohort of 805 patients (942 specimens). We show strong cross-cohort concordance and identify features of drug response. Further, deconvoluting transcriptomic data shows that drug sensitivity is governed broadly by AML cell differentiation state, sometimes conditionally affecting other correlates of response. Finally, modeling of clinical outcome reveals a single gene, PEAR1, to be among the strongest predictors of patient survival, especially for young patients. Collectively, this report expands a large functional genomic resource, offers avenues for mechanistic exploration and drug development, and reveals tools for predicting outcome in AML., Competing Interests: Declaration of interests C.E.T. receives research support from Notable Labs and serves as a scientific liaison for AstraZeneca. J.E.M. receives research funding from Gilead Pharmaceutical and serves on a scientific advisory board for Ionis Pharmaceuticals. M.W.D. serves on the advisory boards and/or as a consultant for Novartis, Incyte, and BMS and receives research funding from BMS and Gilead. C.S.H. receives research funding from Sellas. T.L.L. consults for Jazz Pharmaceuticals and receives research funding from Tolero, Gilead, Prescient, Ono, Bio-Path, Mateon, Genentech/Roche, Trovagene, AbbVie, Pfizer, Celgene, Imago, Astellas, Karyopharm, Seattle Genetics, and Incyte. D.A.P. receives research funding from Pfizer and Agios and served on advisory boards for Pfizer, Celyad, Agios, Celgene, AbbVie, Argenx, Takeda, and Servier. B.J.D. serves on the advisory boards for Aileron Therapeutics, Aptose, Blueprint Medicines, Cepheid, EnLiven Therapeutics, Gilead, GRAIL, Iterion Therapeutics, Nemucore Medical Innovations, the Novartis CML Molecular Monitoring Steering Committee, Recludix Pharma, the RUNX1 Research Program, ALLCRON Pharma, VB Therapeutics, Vincerx Pharma, and the Board of Directors for Amgen, and receives research funding from EnLiven and Recludix. B.J.D. is principal investigator or co-investigator on Novartis, BMS, and Pfizer clinical trials. His institution, OHSU, has contracts with these companies to pay for patient costs, nurse and data manager salaries, and institutional overhead, but he does not derive salary, nor does his laboratory receive funds, from these contracts. J.W.T. has received research support from Acerta, Agios, Aptose, Array, AstraZeneca, Constellation, Genentech, Gilead, Incyte, Janssen, Kronos, Meryx, Petra, Schrodinger, Seattle Genetics, Syros, Takeda, and Tolero and serves on the advisory board for Recludix Pharma. The authors certify that all compounds tested in this study were chosen without input from any of our industry partners. A subset of findings from this manuscript have been included in a pending patent application., (Copyright © 2022 The Author(s). Published by Elsevier Inc. All rights reserved.)

Our study details the stepwise evolution of gilteritinib resistance in FLT3-mutated acute myeloid leukemia (AML). Early resistance is mediated by the bone marrow microenvironment, which protects residual leukemia cells. Over time, leukemia cells evolve intrinsic mechanisms of resistance, or late resistance. We mechanistically define both early and late resistance by integrating whole-exome sequencing, CRISPR-Cas9, metabolomics, proteomics, and pharmacologic approaches. Early resistant cells undergo metabolic reprogramming, grow more slowly, and are dependent upon Aurora kinase B (AURKB). Late resistant cells are characterized by expansion of pre-existing NRAS mutant subclones and continued metabolic reprogramming. Our model closely mirrors the timing and mutations of AML patients treated with gilteritinib. Pharmacological inhibition of AURKB resensitizes both early resistant cell cultures and primary leukemia cells from gilteritinib-treated AML patients. These findings support a combinatorial strategy to target early resistant AML cells with AURKB inhibitors and gilteritinib before the expansion of pre-existing resistance mutations occurs., Competing Interests: Declaration of interests B.J.D. potential competing interests—SAB: Aileron Therapeutics, Therapy Architects (ALLCRON), Cepheid, Vivid Biosciences, Celgene, RUNX1 Research Program, Novartis, Gilead Sciences (inactive), Monojul (inactive); SAB & Stock: Aptose Biosciences, Blueprint Medicines, EnLiven Therapeutics, Iterion Therapeutics, Third Coast Therapeutics, GRAIL (SAB inactive); Scientific Founder: MolecularMD (inactive, acquired by ICON); Board of Directors & Stock: Amgen, Vincera Pharma; Board of Directors: Burroughs Wellcome Fund, CureOne; Joint Steering Committee: Beat AML LLS; Founder: VB Therapeutics; Sponsored Research Agreement: EnLiven Therapeutics; Clinical Trial Funding: Novartis, Bristol-Myers Squibb, Pfizer; Royalties from Patent 6958335 (Novartis exclusive license) and OHSU and Dana-Farber Cancer Institute (one Merck exclusive license and one CytoImage, Inc., exclusive license). E.T. potential competing interests—Advisory Board/Consulting: Abbvie, Agios, Astellas, Daiichi-Sankyo; Clinical Trial Funding: Janssen, Incyte, LLS BeatAML. Stock options: Notable Labs. J.W.T. potential competing interests—research support: Agios, Aptose, Array, AstraZeneca, Constellation, Genentech, Gilead, Incyte, Janssen, Petra, Seattle Genetics, Syros, Tolero and Takeda. A.D. potential competing interests—founder: Omix Technologies, Inc., and Altis Biosciences, LLC; Consultant: Hemanext Inc. All other authors declare no potential competing interests., (Copyright © 2021 Elsevier Inc. All rights reserved.)

To study mechanisms underlying resistance to the BCL2 inhibitor venetoclax in acute myeloid leukemia (AML), we used a genome-wide CRISPR/Cas9 screen to identify gene knockouts resulting in drug resistance. We validated TP53 , BAX , and PMAIP1 as genes whose inactivation results in venetoclax resistance in AML cell lines. Resistance to venetoclax resulted from an inability to execute apoptosis driven by BAX loss, decreased expression of BCL2, and/or reliance on alternative BCL2 family members such as BCL2L1. The resistance was accompanied by changes in mitochondrial homeostasis and cellular metabolism. Evaluation of TP53 knockout cells for sensitivities to a panel of small-molecule inhibitors revealed a gain of sensitivity to TRK inhibitors. We relate these observations to patient drug responses and gene expression in the Beat AML dataset. Our results implicate TP53 , the apoptotic network, and mitochondrial functionality as drivers of venetoclax response in AML and suggest strategies to overcome resistance. SIGNIFICANCE: AML is challenging to treat due to its heterogeneity, and single-agent therapies have universally failed, prompting a need for innovative drug combinations. We used a genetic approach to identify genes whose inactivation contributes to drug resistance as a means of forming preferred drug combinations to improve AML treatment. See related commentary by Savona and Rathmell, p. 831 . This article is highlighted in the In This Issue feature, p. 813 ., (©2019 American Association for Cancer Research.)

Protective signaling from the leukemia microenvironment leads to leukemia cell persistence, development of resistance, and disease relapse. Here, we demonstrate that fibroblast growth factor 2 (FGF2) from bone marrow stromal cells is secreted in exosomes, which are subsequently endocytosed by leukemia cells, and protect leukemia cells from tyrosine kinase inhibitors (TKIs). Expression of FGF2 and its receptor, FGFR1, are both increased in a subset of stromal cell lines and primary AML stroma; and increased FGF2/FGFR1 signaling is associated with increased exosome secretion. FGFR inhibition (or gene silencing) interrupts stromal autocrine growth and significantly decreases secretion of FGF2-containing exosomes, resulting in less stromal protection of leukemia cells. Likewise, Fgf2 -/- mice transplanted with retroviral BCR-ABL leukemia survive significantly longer than their +/+ counterparts when treated with TKI. Thus, inhibition of FGFR can modulate stromal function, reduce exosome secretion, and may be a therapeutic option to overcome resistance to TKIs., Editorial Note: This article has been through an editorial process in which the authors decide how to respond to the issues raised during peer review. The Reviewing Editor's assessment is that all the issues have been addressed (see decision letter)., Competing Interests: NJ, JM, IE, SJ, RS, DE, AA, CL, DJ, JT, ET No competing interests declared, BD Is currently principal investigator or co-investigator on Novartis clinical trials. His institution, OHSU, has contracts with these companies to pay for patient costs, nurse and data manager salaries, and institutional overhead. He does not derive salary, nor does his lab receive funds from these contracts., (© 2019, Javidi-Sharifi et al.)