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O'Neill AF, Church AJ, Feraco A, Spidle J, Wall CB, Kim HB, Elisofon S, Vakili K, Pimkin M, Dharia NV, Shelman NR, Perez-Atayde AR, Rodriguez-Galindo C. Clinical and immunophenotype correlating with response to immunotherapy in paediatric patients with primary liver carcinoma. A case series. EBioMedicine 2024; 104:105147. [PMID: 38749302 PMCID: PMC11108818 DOI: 10.1016/j.ebiom.2024.105147] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Revised: 04/18/2024] [Accepted: 04/19/2024] [Indexed: 05/25/2024] Open
Abstract
BACKGROUND Paediatric hepatocellular carcinomas (HCC) traditionally arise in the context of a normal structural and functional liver and carry a dismal prognosis. While chemotherapy is the frontline standard, there is emerging interest in the study of immunotherapies for paediatric patients with relapsed/refractory disease. There is limited data to support whether immunotherapies will be of utility in this patient population. METHODS Six paediatric patients (median age:16 years, range: 12-17 at the time of treatment) with advanced hepatocellular neosplams, either conventional hepatocellular or fibrolamellar carcinoma, were treated with immunotherapy. Patients were consented to institutional genomic profiling and biobanking protocols. Baseline samples and serial tissue samples, when available, were evaluated for somatic mutation rate, actionable gene mutations, and pan-immune bulk RNA expression profiling. Results were correlated with clinical course. FINDINGS Three patients responded to checkpoint inhibition: one achieved a complete, durable response and the other two, prolonged stable disease. Three additional patients progressed. Diagnostic tissue from the complete responder demonstrated a higher relative mutational burden and robust immune infiltrate. Pre-treatment samples from the three responders demonstrated decreased expression of genes associated with T-cell dysfunction. INTERPRETATION A subset of patients with primary paediatric hepatocellular tumours will respond to immunotherapy. Immunotherapies are currently under prospective study for relapsed/refractory liver tumours in paediatric patients. Results from this report support the prospective collection of serial serum and tissue samples which may further identify genomic and immunophenotypic patterns predictive of response. FUNDING This work was supported by Philanthropic funds (Pan Mass Challenge, Team Angus and Team Perspective).
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Affiliation(s)
- Allison F O'Neill
- Dana-Farber Cancer Institute/Boston Children's Cancer and Blood Disorders Center and Harvard Medical School, Department of Pediatric Oncology, Boston, MA, USA.
| | - Alanna J Church
- Boston Children's Hospital and Harvard Medical School, Department of Pathology, Boston, MA, USA
| | - Angela Feraco
- Dana-Farber Cancer Institute/Boston Children's Cancer and Blood Disorders Center and Harvard Medical School, Department of Pediatric Oncology, Boston, MA, USA
| | - Jennifer Spidle
- Dana-Farber Cancer Institute/Boston Children's Cancer and Blood Disorders Center and Harvard Medical School, Department of Pediatric Oncology, Boston, MA, USA
| | - Catherine B Wall
- Dana-Farber Cancer Institute/Boston Children's Cancer and Blood Disorders Center and Harvard Medical School, Department of Pediatric Oncology, Boston, MA, USA
| | - Heung Bae Kim
- Boston Children's Hospital and Harvard Medical School, Department of Surgery, Boston, MA, USA
| | - Scott Elisofon
- Boston Children's Hospital and Harvard Medical School, Department of Hepatology, Boston, MA, USA
| | - Khashayar Vakili
- Boston Children's Hospital and Harvard Medical School, Department of Surgery, Boston, MA, USA
| | - Max Pimkin
- Dana-Farber Cancer Institute/Boston Children's Cancer and Blood Disorders Center and Harvard Medical School, Department of Pediatric Oncology, Boston, MA, USA
| | | | - Nathan R Shelman
- University of Kentucky, Department of Pathology, Lexington, KY, USA
| | - Antonio R Perez-Atayde
- Boston Children's Hospital and Harvard Medical School, Department of Pathology, Boston, MA, USA
| | - Carlos Rodriguez-Galindo
- St. Jude Children's Research Hospital, Departments of Global Pediatric Medicine and Oncology, Memphis, TN, USA
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2
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Prutsch N, He S, Berezovskaya A, Durbin AD, Dharia NV, Maher KA, Matthews JD, Hare L, Turner SD, Stegmaier K, Kenner L, Merkel O, Look AT, Abraham BJ, Zimmerman MW. STAT3 couples activated tyrosine kinase signaling to the oncogenic core transcriptional regulatory circuitry of anaplastic large cell lymphoma. Cell Rep Med 2024; 5:101472. [PMID: 38508140 PMCID: PMC10983107 DOI: 10.1016/j.xcrm.2024.101472] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2022] [Revised: 12/01/2023] [Accepted: 02/20/2024] [Indexed: 03/22/2024]
Abstract
Anaplastic large cell lymphoma (ALCL) is an aggressive, CD30+ T cell lymphoma of children and adults. ALK fusion transcripts or mutations in the JAK-STAT pathway are observed in most ALCL tumors, but the mechanisms underlying tumorigenesis are not fully understood. Here, we show that dysregulated STAT3 in ALCL cooccupies enhancers with master transcription factors BATF3, IRF4, and IKZF1 to form a core regulatory circuit that establishes and maintains the malignant cell state in ALCL. Critical downstream targets of this network in ALCL cells include the protooncogene MYC, which requires active STAT3 to facilitate high levels of MYC transcription. The core autoregulatory transcriptional circuitry activity is reinforced by MYC binding to the enhancer regions associated with STAT3 and each of the core regulatory transcription factors. Thus, activation of STAT3 provides the crucial link between aberrant tyrosine kinase signaling and the core transcriptional machinery that drives tumorigenesis and creates therapeutic vulnerabilities in ALCL.
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Affiliation(s)
- Nicole Prutsch
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, MA 02115, USA
| | - Shuning He
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, MA 02115, USA
| | - Alla Berezovskaya
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, MA 02115, USA
| | - Adam D Durbin
- Division of Molecular Oncology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, MA 02115, USA; Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, MA 02141, USA
| | - Kelsey A Maher
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Jamie D Matthews
- Division of Cellular and Molecular Pathology, Department of Pathology, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK
| | - Lucy Hare
- Division of Cellular and Molecular Pathology, Department of Pathology, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK; Department of Pediatric Oncology and Hematology, Addenbrooke's Hospital, Cambridge, UK
| | - Suzanne D Turner
- Division of Cellular and Molecular Pathology, Department of Pathology, University of Cambridge, Addenbrooke's Hospital, Cambridge, UK; Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, MA 02115, USA; Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, MA 02141, USA
| | - Lukas Kenner
- Department of Pathology, Unit of Experimental and Laboratory Animal Pathology, Medical University of Vienna, Vienna, Austria
| | - Olaf Merkel
- Department of Pathology, Unit of Experimental and Laboratory Animal Pathology, Medical University of Vienna, Vienna, Austria
| | - A Thomas Look
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, MA 02115, USA.
| | - Brian J Abraham
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA.
| | - Mark W Zimmerman
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, MA 02115, USA.
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Desai J, Alonso G, Kim SH, Cervantes A, Karasic T, Medina L, Shacham-Shmueli E, Cosman R, Falcon A, Gort E, Guren T, Massarelli E, Miller WH, Paz-Ares L, Prenen H, Amatu A, Cremolini C, Kim TW, Moreno V, Ou SHI, Passardi A, Sacher A, Santoro A, Stec R, Ulahannan S, Arbour K, Lorusso P, Luo J, Patel MR, Choi Y, Shi Z, Mandlekar S, Lin MT, Royer-Joo S, Chang J, Jun T, Dharia NV, Schutzman JL, Han SW. Divarasib plus cetuximab in KRAS G12C-positive colorectal cancer: a phase 1b trial. Nat Med 2024; 30:271-278. [PMID: 38052910 PMCID: PMC10803265 DOI: 10.1038/s41591-023-02696-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Accepted: 11/09/2023] [Indexed: 12/07/2023]
Abstract
KRAS G12C mutation is prevalent in ~4% of colorectal cancer (CRC) and is associated with poor prognosis. Divarasib, a KRAS G12C inhibitor, has shown modest activity as a single agent in KRAS G12C-positive CRC at 400 mg. Epidermal growth factor receptor has been recognized as a major upstream activator of RAS-MAPK signaling, a proposed key mechanism of resistance to KRAS G12C inhibition in CRC. Here, we report on divarasib plus cetuximab (epidermal growth factor receptor inhibitor) in patients with KRAS G12C-positive CRC (n = 29) from arm C of an ongoing phase 1b trial. The primary objective was to evaluate safety. Secondary objectives included preliminary antitumor activity. The safety profile of this combination was consistent with those of single-agent divarasib and cetuximab. Treatment-related adverse events led to divarasib dose reductions in four patients (13.8%); there were no treatment withdrawals. The objective response rate was 62.5% (95% confidence interval: 40.6%, 81.2%) in KRAS G12C inhibitor-naive patients (n = 24). The median duration of response was 6.9 months. The median progression-free survival was 8.1 months (95% confidence interval: 5.5, 12.3). As an exploratory objective, we observed a decline in KRAS G12C variant allele frequency associated with response and identified acquired genomic alterations at disease progression that may be associated with resistance. The manageable safety profile and encouraging antitumor activity of divarasib plus cetuximab support the further investigation of this combination in KRAS G12C-positive CRC.ClinicalTrials.gov identifier: NCT04449874.
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Affiliation(s)
- Jayesh Desai
- Peter MacCallum Cancer Centre and Sir Peter MacCallum Department of Oncology, The University of Melbourne, Melbourne, Victoria, Australia.
| | - Guzman Alonso
- Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona, Spain
| | - Se Hyun Kim
- Seoul National University Bundang Hospital, Seongnam, South Korea
| | | | - Thomas Karasic
- Abramson Cancer Center, University Of Pennsylvania, Philadelphia, PA, USA
| | - Laura Medina
- Medical Oncology Intercenter Unit, Regional and Virgen de la Victoria University Hospitals, IBIMA, Málaga, Spain
| | - Einat Shacham-Shmueli
- Sheba Medical Center, Sackler School of Medicineó, Tel Aviv University, Tel Aviv, Israel
| | - Rasha Cosman
- The Kinghorn Cancer Centre, St. Vincent's Hospital and School of Medicine, University of New South Wales, Sydney, Australia
| | | | - Eelke Gort
- Universitair Medisch Centrum Utrecht, Utrecht, Netherlands
| | - Tormod Guren
- Oslo University Hospital Radiumhospitalet, Oslo, Norway
| | | | - Wilson H Miller
- Lady Davis Institute and Segal Cancer Center, Jewish General Hospital, McGill University, Montreal, Quebec, Canada
| | - Luis Paz-Ares
- Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc, Madrid, Spain
| | - Hans Prenen
- University Hospital Antwerp, Edegem, Belgium
| | - Alessio Amatu
- Haematology and Oncology Division, Grande Ospedale Metropolitano Niguarda, Milan, Italy
| | | | - Tae Won Kim
- Department of Oncology, Asan Medical Center, University of Ulsan, Seoul, South Korea
| | - Victor Moreno
- START MADRID-FJD, Hospital Universitario Fundacion Jimenez Diaz, Madrid, Spain
| | - Sai-Hong I Ou
- University of California Irvine School of Medicine, Chao Family Comprehensive Cancer Center, Orange, CA, USA
| | - Alessandro Passardi
- Department of Medical Oncology, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) 'Dino Amadori', Meldola, Italy
| | - Adrian Sacher
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada, Department of Medicine & Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Armando Santoro
- Humanitas University and IRCCS Humanitas Research Hospital-Humanitas Cancer Center, Milan, Italy
| | - Rafal Stec
- Biokinetica, Przychodnia Jozefow, Józefów, Poland
- Warsaw Medical University, Warsaw, Poland
| | - Susanna Ulahannan
- Stephenson Cancer Center, Oklahoma City, OK, USA
- Sarah Cannon Research Institute, Nashville, TN, USA
| | - Kathryn Arbour
- Memorial Sloan Kettering Cancer Center, New York City, NY, USA
| | | | - Jia Luo
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Manish R Patel
- Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota, FL, USA
| | | | - Zhen Shi
- Genentech, South San Francisco, CA, USA
| | | | | | | | | | - Tomi Jun
- Genentech, South San Francisco, CA, USA
| | | | | | - Sae-Won Han
- Seoul National University Hospital and Seoul National University Cancer Research Institute, Seoul, South Korea.
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4
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Sacher A, LoRusso P, Patel MR, Miller WH, Garralda E, Forster MD, Santoro A, Falcon A, Kim TW, Paz-Ares L, Bowyer S, de Miguel M, Han SW, Krebs MG, Lee JS, Cheng ML, Arbour K, Massarelli E, Choi Y, Shi Z, Mandlekar S, Lin MT, Royer-Joo S, Chang J, Dharia NV, Schutzman JL, Desai J. Single-Agent Divarasib (GDC-6036) in Solid Tumors with a KRAS G12C Mutation. N Engl J Med 2023; 389:710-721. [PMID: 37611121 DOI: 10.1056/nejmoa2303810] [Citation(s) in RCA: 28] [Impact Index Per Article: 28.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 08/25/2023]
Abstract
BACKGROUND Divarasib (GDC-6036) is a covalent KRAS G12C inhibitor that was designed to have high potency and selectivity. METHODS In a phase 1 study, we evaluated divarasib administered orally once daily (at doses ranging from 50 to 400 mg) in patients who had advanced or metastatic solid tumors that harbor a KRAS G12C mutation. The primary objective was an assessment of safety; pharmacokinetics, investigator-evaluated antitumor activity, and biomarkers of response and resistance were also assessed. RESULTS A total of 137 patients (60 with non-small-cell lung cancer [NSCLC], 55 with colorectal cancer, and 22 with other solid tumors) received divarasib. No dose-limiting toxic effects or treatment-related deaths were reported. Treatment-related adverse events occurred in 127 patients (93%); grade 3 events occurred in 15 patients (11%) and a grade 4 event in 1 patient (1%). Treatment-related adverse events resulted in a dose reduction in 19 patients (14%) and discontinuation of treatment in 4 patients (3%). Among patients with NSCLC, a confirmed response was observed in 53.4% of patients (95% confidence interval [CI], 39.9 to 66.7), and the median progression-free survival was 13.1 months (95% CI, 8.8 to could not be estimated). Among patients with colorectal cancer, a confirmed response was observed in 29.1% of patients (95% CI, 17.6 to 42.9), and the median progression-free survival was 5.6 months (95% CI, 4.1 to 8.2). Responses were also observed in patients with other solid tumors. Serial assessment of circulating tumor DNA showed declines in KRAS G12C variant allele frequency associated with response and identified genomic alterations that may confer resistance to divarasib. CONCLUSIONS Treatment with divarasib resulted in durable clinical responses across KRAS G12C-positive tumors, with mostly low-grade adverse events. (Funded by Genentech; ClinicalTrials.gov number, NCT04449874.).
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Affiliation(s)
- Adrian Sacher
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Patricia LoRusso
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Manish R Patel
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Wilson H Miller
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Elena Garralda
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Martin D Forster
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Armando Santoro
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Alejandro Falcon
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Tae Won Kim
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Luis Paz-Ares
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Samantha Bowyer
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Maria de Miguel
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Sae-Won Han
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Matthew G Krebs
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Jong-Seok Lee
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Michael L Cheng
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Kathryn Arbour
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Erminia Massarelli
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Yoonha Choi
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Zhen Shi
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Sandhya Mandlekar
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Mark T Lin
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Stephanie Royer-Joo
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Julie Chang
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Neekesh V Dharia
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Jennifer L Schutzman
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
| | - Jayesh Desai
- From the Princess Margaret Cancer Centre, University Health Network, and the Departments of Medicine and Immunology, University of Toronto, Toronto (A. Sacher), and the Lady Davis Institute and the Segal Cancer Center, Jewish General Hospital, McGill University, Montreal (W.H.M.); Yale Cancer Center, Yale University, New Haven, CT (P.L.); Florida Cancer Specialists/Sarah Cannon Research Institute, Sarasota (M.R.P.); Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron University Hospital, Barcelona (E.G.), Hospital Universitario Virgen del Rocio, Seville (A.F.), and Hospital Universitario 12 de Octubre, H120-CNIO Lung Cancer Unit, Universidad Complutense and Ciberonc (L.P.-A.), and START MADRID-CIOCC, Hospital Universitario HM Sanchinarro (M.M.), Madrid - all in Spain; the UCL Cancer Institute, University College London Hospitals NHS Trust, London (M.D.F.), and the Division of Cancer Sciences, Faculty of Biology, Medicine and Health, University of Manchester and Christie NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester (M.G.K.) - both in the United Kingdom; IRCCS Humanitas Research Center, Humanitas Cancer Center, and the Department of Biomedical Sciences, Humanitas University, Milan (A. Santoro); Asan Medical Center (T.W.K.), Seoul National University Hospital and Seoul National University Cancer Research Institute (S.-W.H.), and Seoul National University Bundang Hospital (J.-S.L.) - all in Seoul, South Korea; Linear Clinical Research, Perth, WA (S.B.), and the Peter MacCallum Cancer Centre and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC (J.D.) - all in Australia; Dana-Farber Cancer Institute and Harvard Medical School - both in Boston (M.L.C.); Memorial Sloan Kettering Cancer Center, New York (K.A.); and City of Hope, Duarte (E.M.), and Genentech, South San Francisco (Y.C., Z.S., S.M., M.T.L., S.R.-J., J.C., N.V.D., J.L.S.) - both in California
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5
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de Matos Simoes R, Shirasaki R, Downey-Kopyscinski SL, Matthews GM, Barwick BG, Gupta VA, Dupéré-Richer D, Yamano S, Hu Y, Sheffer M, Dhimolea E, Dashevsky O, Gandolfi S, Ishiguro K, Meyers RM, Bryan JG, Dharia NV, Hengeveld PJ, Brüggenthies JB, Tang H, Aguirre AJ, Sievers QL, Ebert BL, Glassner BJ, Ott CJ, Bradner JE, Kwiatkowski NP, Auclair D, Levy J, Keats JJ, Groen RWJ, Gray NS, Culhane AC, McFarland JM, Dempster JM, Licht JD, Boise LH, Hahn WC, Vazquez F, Tsherniak A, Mitsiades CS. Genome-scale functional genomics identify genes preferentially essential for multiple myeloma cells compared to other neoplasias. Nat Cancer 2023; 4:754-773. [PMID: 37237081 PMCID: PMC10918623 DOI: 10.1038/s43018-023-00550-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/16/2021] [Accepted: 03/29/2023] [Indexed: 05/28/2023]
Abstract
Clinical progress in multiple myeloma (MM), an incurable plasma cell (PC) neoplasia, has been driven by therapies that have limited applications beyond MM/PC neoplasias and do not target specific oncogenic mutations in MM. Instead, these agents target pathways critical for PC biology yet largely dispensable for malignant or normal cells of most other lineages. Here we systematically characterized the lineage-preferential molecular dependencies of MM through genome-scale clustered regularly interspaced short palindromic repeats (CRISPR) studies in 19 MM versus hundreds of non-MM lines and identified 116 genes whose disruption more significantly affects MM cell fitness compared with other malignancies. These genes, some known, others not previously linked to MM, encode transcription factors, chromatin modifiers, endoplasmic reticulum components, metabolic regulators or signaling molecules. Most of these genes are not among the top amplified, overexpressed or mutated in MM. Functional genomics approaches thus define new therapeutic targets in MM not readily identifiable by standard genomic, transcriptional or epigenetic profiling analyses.
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Affiliation(s)
- Ricardo de Matos Simoes
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Ludwig Center at Harvard, Boston, MA, USA
| | - Ryosuke Shirasaki
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Ludwig Center at Harvard, Boston, MA, USA
| | - Sondra L Downey-Kopyscinski
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Geoffrey M Matthews
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Benjamin G Barwick
- Department of Hematology and Medical Oncology and the Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - Vikas A Gupta
- Department of Hematology and Medical Oncology and the Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | | | - Shizuka Yamano
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Yiguo Hu
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Michal Sheffer
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Ludwig Center at Harvard, Boston, MA, USA
| | - Eugen Dhimolea
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Ludwig Center at Harvard, Boston, MA, USA
| | - Olga Dashevsky
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Ludwig Center at Harvard, Boston, MA, USA
| | - Sara Gandolfi
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Ludwig Center at Harvard, Boston, MA, USA
| | - Kazuya Ishiguro
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Robin M Meyers
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Jordan G Bryan
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Neekesh V Dharia
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Paul J Hengeveld
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Johanna B Brüggenthies
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Huihui Tang
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Ludwig Center at Harvard, Boston, MA, USA
| | - Andrew J Aguirre
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Quinlan L Sievers
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Benjamin L Ebert
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Brian J Glassner
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Christopher J Ott
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
- Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - James E Bradner
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Nicholas P Kwiatkowski
- Harvard Medical School, Boston, MA, USA
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
| | | | - Joan Levy
- Multiple Myeloma Research Foundation, Norwalk, CT, USA
| | | | - Richard W J Groen
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Hematology, Amsterdam UMC, VU University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
| | - Nathanael S Gray
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Aedin C Culhane
- Department of Data Sciences, Dana-Farber Cancer Institute & Harvard School of Public Health, Boston, MA, USA
- Limerick Digital Cancer Research Center, Health Research Institute, School of Medicine, University of Limerick, Limerick, Ireland
| | - James M McFarland
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Joshua M Dempster
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Jonathan D Licht
- University of Florida Health Cancer Center, Gainesville, FL, USA
| | - Lawrence H Boise
- Department of Hematology and Medical Oncology and the Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - William C Hahn
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA
| | - Francisca Vazquez
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA.
| | - Aviad Tsherniak
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA.
| | - Constantine S Mitsiades
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
- Harvard Medical School, Boston, MA, USA.
- Broad Institute of Massachusetts Institute of Technology (MIT) and Harvard, Cambridge, MA, USA.
- Ludwig Center at Harvard, Boston, MA, USA.
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6
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Harada T, Kalfon J, Perez MW, Eagle K, Braes FD, Batley R, Heshmati Y, Ferrucio JX, Ewers J, Mehta S, Kossenkov A, Ellegast JM, Bowker A, Wickramasinghe J, Nabet B, Paralkar VR, Dharia NV, Stegmaier K, Orkin SH, Pimkin M. Leukemia core transcriptional circuitry is a sparsely interconnected hierarchy stabilized by incoherent feed-forward loops. bioRxiv 2023:2023.03.13.532438. [PMID: 36993171 PMCID: PMC10054969 DOI: 10.1101/2023.03.13.532438] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/19/2023]
Abstract
Lineage-defining transcription factors form densely interconnected circuits in chromatin occupancy assays, but the functional significance of these networks remains underexplored. We reconstructed the functional topology of a leukemia cell transcription network from the direct gene-regulatory programs of eight core transcriptional regulators established in pre-steady state assays coupling targeted protein degradation with nascent transcriptomics. The core regulators displayed narrow, largely non-overlapping direct transcriptional programs, forming a sparsely interconnected functional hierarchy stabilized by incoherent feed-forward loops. BET bromodomain and CDK7 inhibitors disrupted the core regulators' direct programs, acting as mixed agonists/antagonists. The network is predictive of dynamic gene expression behaviors in time-resolved assays and clinically relevant pathway activity in patient populations.
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Affiliation(s)
- Taku Harada
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | - Jérémie Kalfon
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, 02142, USA
| | - Monika W. Perez
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | - Kenneth Eagle
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
- Ken Eagle Consulting, Houston, TX, 77494, USA
| | - Flora Dievenich Braes
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | - Rashad Batley
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | - Yaser Heshmati
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | - Juliana Xavier Ferrucio
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | - Jazmin Ewers
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | - Stuti Mehta
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | | | - Jana M. Ellegast
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, 02142, USA
| | - Allyson Bowker
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
| | | | - Behnam Nabet
- Human Biology Division, Fred Hutchinson Cancer Center, Seattle, WA, 98109, USA
| | - Vikram R. Paralkar
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Neekesh V. Dharia
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, 02142, USA
| | - Kimberly Stegmaier
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, 02142, USA
| | - Stuart H. Orkin
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
- Howard Hughes Medical Institute, Boston, MA, 02115, USA
| | - Maxim Pimkin
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, 02215, USA
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA, 02142, USA
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7
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Lu DY, Ellegast JM, Ross KN, Malone CF, Lin S, Mabe NW, Dharia NV, Meyer A, Conway A, Su AH, Selich-Anderson J, Taslim C, Byrum AK, Seong BKA, Adane B, Gray NS, Rivera MN, Lessnick SL, Stegmaier K. The ETS transcription factor ETV6 constrains the transcriptional activity of EWS-FLI to promote Ewing sarcoma. Nat Cell Biol 2023; 25:285-297. [PMID: 36658220 PMCID: PMC9928584 DOI: 10.1038/s41556-022-01059-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2021] [Accepted: 11/24/2022] [Indexed: 01/21/2023]
Abstract
Transcription factors (TFs) are frequently mutated in cancer. Paediatric cancers exhibit few mutations genome-wide but frequently harbour sentinel mutations that affect TFs, which provides a context to precisely study the transcriptional circuits that support mutant TF-driven oncogenesis. A broadly relevant mechanism that has garnered intense focus involves the ability of mutant TFs to hijack wild-type lineage-specific TFs in self-reinforcing transcriptional circuits. However, it is not known whether this specific type of circuitry is equally crucial in all mutant TF-driven cancers. Here we describe an alternative yet central transcriptional mechanism that promotes Ewing sarcoma, wherein constraint, rather than reinforcement, of the activity of the fusion TF EWS-FLI supports cancer growth. We discover that ETV6 is a crucial TF dependency that is specific to this disease because it, counter-intuitively, represses the transcriptional output of EWS-FLI. This work discovers a previously undescribed transcriptional mechanism that promotes cancer.
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Affiliation(s)
- Diana Y Lu
- Harvard/MIT MD-PhD Program, Harvard Medical School, Boston, MA, USA
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jana M Ellegast
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Kenneth N Ross
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Clare F Malone
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Shan Lin
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Nathaniel W Mabe
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Ashleigh Meyer
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Amy Conway
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Angela H Su
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Julia Selich-Anderson
- Center for Childhood Cancer and Blood Diseases, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
| | - Cenny Taslim
- Center for Childhood Cancer and Blood Diseases, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
| | - Andrea K Byrum
- Center for Childhood Cancer and Blood Diseases, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
| | - Bo Kyung A Seong
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Biniam Adane
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Nathanael S Gray
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Miguel N Rivera
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
- Center for Cancer Research, Massachusetts General Hospital and Harvard Medical School, Charlestown, MA, USA
| | - Stephen L Lessnick
- Center for Childhood Cancer and Blood Diseases, Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, USA
- Division of Pediatric Hematology, Oncology and BMT, The Ohio State University College of Medicine, Columbus, OH, USA
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA.
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA.
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8
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Panditharatna E, Marques JG, Wang T, Trissal MC, Liu I, Jiang L, Beck A, Groves A, Dharia NV, Li D, Hoffman SE, Kugener G, Shaw ML, Mire HM, Hack OA, Dempster JM, Lareau C, Dai L, Sigua LH, Quezada MA, Stanton ACJ, Wyatt M, Kalani Z, Goodale A, Vazquez F, Piccioni F, Doench JG, Root DE, Anastas JN, Jones KL, Conway AS, Stopka S, Regan MS, Liang Y, Seo HS, Song K, Bashyal P, Jerome WP, Mathewson ND, Dhe-Paganon S, Suvà ML, Carcaboso AM, Lavarino C, Mora J, Nguyen QD, Ligon KL, Shi Y, Agnihotri S, Agar NY, Stegmaier K, Stiles CD, Monje M, Golub TR, Qi J, Filbin MG. BAF Complex Maintains Glioma Stem Cells in Pediatric H3K27M Glioma. Cancer Discov 2022; 12:2880-2905. [PMID: 36305736 PMCID: PMC9716260 DOI: 10.1158/2159-8290.cd-21-1491] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2021] [Revised: 08/03/2022] [Accepted: 09/15/2022] [Indexed: 01/12/2023]
Abstract
Diffuse midline gliomas are uniformly fatal pediatric central nervous system cancers that are refractory to standard-of-care therapeutic modalities. The primary genetic drivers are a set of recurrent amino acid substitutions in genes encoding histone H3 (H3K27M), which are currently undruggable. These H3K27M oncohistones perturb normal chromatin architecture, resulting in an aberrant epigenetic landscape. To interrogate for epigenetic dependencies, we performed a CRISPR screen and show that patient-derived H3K27M-glioma neurospheres are dependent on core components of the mammalian BAF (SWI/SNF) chromatin remodeling complex. The BAF complex maintains glioma stem cells in a cycling, oligodendrocyte precursor cell-like state, in which genetic perturbation of the BAF catalytic subunit SMARCA4 (BRG1), as well as pharmacologic suppression, opposes proliferation, promotes progression of differentiation along the astrocytic lineage, and improves overall survival of patient-derived xenograft models. In summary, we demonstrate that therapeutic inhibition of the BAF complex has translational potential for children with H3K27M gliomas. SIGNIFICANCE Epigenetic dysregulation is at the core of H3K27M-glioma tumorigenesis. Here, we identify the BRG1-BAF complex as a critical regulator of enhancer and transcription factor landscapes, which maintain H3K27M glioma in their progenitor state, precluding glial differentiation, and establish pharmacologic targeting of the BAF complex as a novel treatment strategy for pediatric H3K27M glioma. See related commentary by Beytagh and Weiss, p. 2730. See related article by Mo et al., p. 2906.
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Affiliation(s)
- Eshini Panditharatna
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Joana G. Marques
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Tingjian Wang
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Maria C. Trissal
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Ilon Liu
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Li Jiang
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Alexander Beck
- Center for Neuropathology, Ludwig Maximilian University of Munich, Munich, Germany
| | - Andrew Groves
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Neekesh V. Dharia
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Deyao Li
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Samantha E. Hoffman
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Guillaume Kugener
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - McKenzie L. Shaw
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Hafsa M. Mire
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Olivia A. Hack
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Joshua M. Dempster
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Caleb Lareau
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
- Department of Pathology, Stanford University, Stanford, California
| | - Lingling Dai
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Logan H. Sigua
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Michael A. Quezada
- Department of Neurology, Stanford University School of Medicine, Stanford, California
| | - Ann-Catherine J. Stanton
- Department of Neurosurgery, Children's Hospital of Pittsburgh, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
- Department of Pediatrics, Children's Hospital of Pittsburgh, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
| | - Meghan Wyatt
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Zohra Kalani
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Amy Goodale
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Francisca Vazquez
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Federica Piccioni
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
- Merck Research Laboratories, Cambridge, Massachusetts
| | - John G. Doench
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - David E. Root
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Jamie N. Anastas
- Division of Newborn Medicine and Epigenetics Program, Department of Medicine, Boston Children's Hospital, Boston, Massachusetts
- Department of Neurosurgery and Center for Cell and Gene Therapy, Baylor College of Medicine, Houston, Texas
| | - Kristen L. Jones
- Lurie Family Imaging Center, Center for Biomedical Imaging in Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Amy Saur Conway
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Sylwia Stopka
- Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Michael S. Regan
- Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Yu Liang
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Hyuk-Soo Seo
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, Massachusetts
| | - Kijun Song
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Puspalata Bashyal
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - William P. Jerome
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | - Nathan D. Mathewson
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts
- Department of Microbiology and Immunobiology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts
- Department of Neurology, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts
| | - Sirano Dhe-Paganon
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, Massachusetts
| | - Mario L. Suvà
- Department of Pathology and Center for Cancer Research, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
- Klarman Cell Observatory, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Angel M. Carcaboso
- Developmental Tumor Biology Laboratory, Hospital Sant Joan de Déu, Esplugues de Llobregat, Barcelona, Spain
| | - Cinzia Lavarino
- Developmental Tumor Biology Laboratory, Hospital Sant Joan de Déu, Esplugues de Llobregat, Barcelona, Spain
| | - Jaume Mora
- Developmental Tumor Biology Laboratory, Hospital Sant Joan de Déu, Esplugues de Llobregat, Barcelona, Spain
| | - Quang-De Nguyen
- Lurie Family Imaging Center, Center for Biomedical Imaging in Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Keith L. Ligon
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
- Department of Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Pathology, Boston Children's Hospital, Boston, Massachusetts
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts
| | - Yang Shi
- Division of Newborn Medicine and Epigenetics Program, Department of Medicine, Boston Children's Hospital, Boston, Massachusetts
- Ludwig Institute for Cancer Research, Oxford Branch, Oxford University, Oxford, United Kingdom
| | - Sameer Agnihotri
- Department of Neurosurgery, Children's Hospital of Pittsburgh, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
- Department of Pediatrics, Children's Hospital of Pittsburgh, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania
| | - Nathalie Y.R. Agar
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
- Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Charles D. Stiles
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Michelle Monje
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California
| | - Todd R. Golub
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Jun Qi
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Mariella G. Filbin
- Department of Pediatric Oncology, Dana-Farber Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
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9
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Eagle K, Harada T, Kalfon J, Perez MW, Heshmati Y, Ewers J, Koren JV, Dempster JM, Kugener G, Paralkar VR, Lin CY, Dharia NV, Stegmaier K, Orkin SH, Pimkin M. Transcriptional Plasticity Drives Leukemia Immune Escape. Blood Cancer Discov 2022; 3:394-409. [PMID: 35709529 PMCID: PMC9897290 DOI: 10.1158/2643-3230.bcd-21-0207] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2021] [Revised: 04/21/2022] [Accepted: 06/08/2022] [Indexed: 11/16/2022] Open
Abstract
Relapse of acute myeloid leukemia (AML) after allogeneic bone marrow transplantation has been linked to immune evasion due to reduced expression of major histocompatibility complex class II (MHCII) genes through unknown mechanisms. In this work, we developed CORENODE, a computational algorithm for genome-wide transcription network decomposition that identified a transcription factor (TF) tetrad consisting of IRF8, MYB, MEF2C, and MEIS1, regulating MHCII expression in AML cells. We show that reduced MHCII expression at relapse is transcriptionally driven by combinatorial changes in the expression of these TFs, where MYB and IRF8 play major opposing roles, acting independently of the IFNγ/CIITA pathway. Beyond the MHCII genes, MYB and IRF8 antagonistically regulate a broad genetic program responsible for cytokine signaling and T-cell stimulation that displays reduced expression at relapse. A small number of cells with altered TF abundance and silenced MHCII expression are present at the time of initial leukemia diagnosis, likely contributing to eventual relapse. SIGNIFICANCE Our findings point to an adaptive transcriptional mechanism of AML evolution after allogeneic transplantation whereby combinatorial fluctuations of TF expression under immune pressure result in the selection of cells with a silenced T-cell stimulation program. This article is highlighted in the In This Issue feature, p. 369.
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Affiliation(s)
- Kenneth Eagle
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
- Ken Eagle Consulting, Houston, Texas
| | - Taku Harada
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Jérémie Kalfon
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Monika W. Perez
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Yaser Heshmati
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Jazmin Ewers
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Jošt Vrabič Koren
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas
| | | | | | - Vikram R. Paralkar
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Charles Y. Lin
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas
| | - Neekesh V. Dharia
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Kimberly Stegmaier
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Stuart H. Orkin
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
- Howard Hughes Medical Institute, Boston, Massachusetts
| | - Maxim Pimkin
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
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10
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Ellegast JM, Alexe G, Hamze A, Lin S, Uckelmann HJ, Rauch PJ, Pimkin M, Ross LS, Dharia NV, Robichaud AL, Conway AS, Khalid D, Perry JA, Wunderlich M, Benajiba L, Pikman Y, Nabet B, Gray NS, Orkin SH, Stegmaier K. Unleashing Cell-Intrinsic Inflammation as a Strategy to Kill AML Blasts. Cancer Discov 2022; 12:1760-1781. [PMID: 35405016 PMCID: PMC9308469 DOI: 10.1158/2159-8290.cd-21-0956] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2021] [Revised: 03/08/2022] [Accepted: 04/06/2022] [Indexed: 01/09/2023]
Abstract
Leukemic blasts are immune cells gone awry. We hypothesized that dysregulation of inflammatory pathways contributes to the maintenance of their leukemic state and can be exploited as cell-intrinsic, self-directed immunotherapy. To this end, we applied genome-wide screens to discover genetic vulnerabilities in acute myeloid leukemia (AML) cells implicated in inflammatory pathways. We identified the immune modulator IRF2BP2 as a selective AML dependency. We validated AML cell dependency on IRF2BP2 with genetic and protein degradation approaches in vitro and genetically in vivo. Chromatin and global gene-expression studies demonstrated that IRF2BP2 represses IL1β/TNFα signaling via NFκB, and IRF2BP2 perturbation results in an acute inflammatory state leading to AML cell death. These findings elucidate a hitherto unexplored AML dependency, reveal cell-intrinsic inflammatory signaling as a mechanism priming leukemic blasts for regulated cell death, and establish IRF2BP2-mediated transcriptional repression as a mechanism for blast survival. SIGNIFICANCE This study exploits inflammatory programs inherent to AML blasts to identify genetic vulnerabilities in this disease. In doing so, we determined that AML cells are dependent on the transcriptional repressive activity of IRF2BP2 for their survival, revealing cell-intrinsic inflammation as a mechanism priming leukemic blasts for regulated cell death. See related commentary by Puissant and Medyouf, p. 1617. This article is highlighted in the In This Issue feature, p. 1599.
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Affiliation(s)
- Jana M Ellegast
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA.,The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Gabriela Alexe
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA.,The Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Bioinformatics Graduate Program, Boston University, Boston, MA, USA
| | - Amanda Hamze
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Shan Lin
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA.,The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Hannah J Uckelmann
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Philipp J Rauch
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Maxim Pimkin
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Linda S Ross
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA.,The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Amanda L Robichaud
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Amy Saur Conway
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Delan Khalid
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Jennifer A Perry
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Mark Wunderlich
- Division of Experimental Hematology and Cancer Biology, Cancer and Blood Disease Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Lina Benajiba
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA.,Université de Paris, INSERM U944 and CNRS 7212, Institut de Recherche Saint Louis, Hôpital Saint Louis, APHP, Paris, France
| | - Yana Pikman
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA.,The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Behnam Nabet
- Human Biology Division, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Nathanael S Gray
- Department of Chemical and Systems Biology, Chem-H and Stanford Cancer Institute, Stanford Medicine, Stanford University, Stanford, CA, USA
| | - Stuart H Orkin
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children’s Hospital, Harvard Medical School, Boston, MA, USA.,The Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Corresponding author: Dr. Kimberly Stegmaier (), Dana-Farber Cancer Institute, 360 Longwood Avenue, Boston MA, 02215. Phone: 617-632-4438
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11
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Schneider C, Spaink H, Alexe G, Dharia NV, Khalid D, Scheich S, Haeupl B, Oellerich T, Stegmaier K. Breaking the pump: targeting the sodium-potassium pump as a
therapeutic strategy in acute myeloid leukemia. KLINISCHE PADIATRIE 2022. [DOI: 10.1055/s-0042-1748706] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Affiliation(s)
- C Schneider
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and
Boston Children's Hospital
| | - H Spaink
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and
Boston Children's Hospital
| | - G Alexe
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and
Boston Children's Hospital
| | - NV Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and
Boston Children's Hospital
| | - D Khalid
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and
Boston Children's Hospital
| | - S Scheich
- Lymphoid Malignancies Branch, National Cancer Institute, National
Institutes of Health
| | - B Haeupl
- Department of Medicine II, Department for Hematology/Oncology,
Goethe University, Frankfurt, Germany
| | - T Oellerich
- Department of Medicine II, Department for Hematology/Oncology,
Goethe University, Frankfurt, Germany
| | - K Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and
Boston Children's Hospital
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12
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Harada T, Heshmati Y, Kalfon J, Perez MW, Xavier Ferrucio J, Ewers J, Hubbell Engler B, Kossenkov A, Ellegast JM, Yi JS, Bowker A, Zhu Q, Eagle K, Liu T, Kai Y, Dempster JM, Kugener G, Wickramasinghe J, Herbert ZT, Li CH, Vrabič Koren J, Weinstock DM, Paralkar VR, Nabet B, Lin CY, Dharia NV, Stegmaier K, Orkin SH, Pimkin M. A distinct core regulatory module enforces oncogene expression in KMT2A-rearranged leukemia. Genes Dev 2022; 36:368-389. [PMID: 35301220 PMCID: PMC8973843 DOI: 10.1101/gad.349284.121] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2021] [Accepted: 02/22/2022] [Indexed: 12/12/2022]
Abstract
In this study, Harada et al. identified the transcription factors MEF2D and IRF8 as selective transcriptional dependencies of KMT2A-rearranged AML, where MEF2D displays partially redundant functions with its paralog, MEF2C. This study illustrates a mechanism of context-specific transcriptional addiction whereby a specific AML subclass depends on a highly specialized core regulatory module to directly enforce expression of common leukemia oncogenes. Acute myeloid leukemia with KMT2A (MLL) rearrangements is characterized by specific patterns of gene expression and enhancer architecture, implying unique core transcriptional regulatory circuitry. Here, we identified the transcription factors MEF2D and IRF8 as selective transcriptional dependencies of KMT2A-rearranged AML, where MEF2D displays partially redundant functions with its paralog, MEF2C. Rapid transcription factor degradation followed by measurements of genome-wide transcription rates and superresolution microscopy revealed that MEF2D and IRF8 form a distinct core regulatory module with a narrow direct transcriptional program that includes activation of the key oncogenes MYC, HOXA9, and BCL2. Our study illustrates a mechanism of context-specific transcriptional addiction whereby a specific AML subclass depends on a highly specialized core regulatory module to directly enforce expression of common leukemia oncogenes.
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Affiliation(s)
- Taku Harada
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts 02215, USA
| | - Yaser Heshmati
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts 02215, USA
| | - Jérémie Kalfon
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, Massachusetts 02142, USA
| | - Monika W Perez
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts 02215, USA
| | - Juliana Xavier Ferrucio
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts 02215, USA
| | - Jazmin Ewers
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts 02215, USA
| | - Benjamin Hubbell Engler
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts 02215, USA
| | | | - Jana M Ellegast
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts 02215, USA.,Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, Massachusetts 02142, USA
| | - Joanna S Yi
- Baylor College of Medicine, Houston, Texas 77030, USA
| | - Allyson Bowker
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts 02215, USA
| | - Qian Zhu
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts 02215, USA
| | - Kenneth Eagle
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts 02215, USA.,Ken Eagle Consulting, Houston, Texas 77494, USA
| | - Tianxin Liu
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts 02215, USA
| | - Yan Kai
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts 02215, USA
| | - Joshua M Dempster
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, Massachusetts 02142, USA
| | - Guillaume Kugener
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, Massachusetts 02142, USA
| | | | - Zachary T Herbert
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts 02215, USA
| | - Charles H Li
- Whitehead Institute for Biomedical Research, Cambridge, Massachusetts 02142, USA.,Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts 02142, USA
| | | | - David M Weinstock
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts 02215, USA
| | - Vikram R Paralkar
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Behnam Nabet
- Human Biology Division, Fred Hutchinson Cancer Research Center, Seattle, Washington 98109, USA
| | - Charles Y Lin
- Baylor College of Medicine, Houston, Texas 77030, USA
| | - Neekesh V Dharia
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts 02215, USA.,Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, Massachusetts 02142, USA
| | - Kimberly Stegmaier
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts 02215, USA.,Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, Massachusetts 02142, USA
| | - Stuart H Orkin
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts 02215, USA.,Howard Hughes Medical Institute, Boston, Massachusetts 02215, USA
| | - Maxim Pimkin
- Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts 02215, USA.,Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, Massachusetts 02142, USA
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13
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Durbin AD, Wang T, Wimalasena VK, Zimmerman MW, Li D, Dharia NV, Mariani L, Shendy NA, Nance S, Patel AG, Shao Y, Mundada M, Maxham L, Park PM, Sigua LH, Morita K, Conway AS, Robichaud AL, Perez-Atayde AR, Bikowitz MJ, Quinn TR, Wiest O, Easton J, Schönbrunn E, Bulyk ML, Abraham BJ, Stegmaier K, Look AT, Qi J. EP300 Selectively Controls the Enhancer Landscape of MYCN-Amplified Neuroblastoma. Cancer Discov 2022; 12:730-751. [PMID: 34772733 PMCID: PMC8904277 DOI: 10.1158/2159-8290.cd-21-0385] [Citation(s) in RCA: 55] [Impact Index Per Article: 27.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Revised: 08/25/2021] [Accepted: 11/08/2021] [Indexed: 01/09/2023]
Abstract
Gene expression is regulated by promoters and enhancers marked by histone H3 lysine 27 acetylation (H3K27ac), which is established by the paralogous histone acetyltransferases (HAT) EP300 and CBP. These enzymes display overlapping regulatory roles in untransformed cells, but less characterized roles in cancer cells. We demonstrate that the majority of high-risk pediatric neuroblastoma (NB) depends on EP300, whereas CBP has a limited role. EP300 controls enhancer acetylation by interacting with TFAP2β, a transcription factor member of the lineage-defining transcriptional core regulatory circuitry (CRC) in NB. To disrupt EP300, we developed a proteolysis-targeting chimera (PROTAC) compound termed "JQAD1" that selectively targets EP300 for degradation. JQAD1 treatment causes loss of H3K27ac at CRC enhancers and rapid NB apoptosis, with limited toxicity to untransformed cells where CBP may compensate. Furthermore, JQAD1 activity is critically determined by cereblon (CRBN) expression across NB cells. SIGNIFICANCE EP300, but not CBP, controls oncogenic CRC-driven transcription in high-risk NB by binding TFAP2β. We developed JQAD1, a CRBN-dependent PROTAC degrader with preferential activity against EP300 and demonstrated its activity in NB. JQAD1 has limited toxicity to untransformed cells and is effective in vivo in a CRBN-dependent manner. This article is highlighted in the In This Issue feature, p. 587.
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Affiliation(s)
- Adam D. Durbin
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Division of Pediatric Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts
- The Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Tingjian Wang
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | | | - Mark W. Zimmerman
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Deyao Li
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Neekesh V. Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Division of Pediatric Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts
- The Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Luca Mariani
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Noha A.M. Shendy
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Stephanie Nance
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Anand G. Patel
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Ying Shao
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Maya Mundada
- Division of Molecular Oncology, Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Lily Maxham
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Paul M.C. Park
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Logan H. Sigua
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Ken Morita
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Amy Saur Conway
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Amanda L. Robichaud
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | | | - Melissa J. Bikowitz
- Drug Discovery Department, Moffit Cancer Center, Tampa, Florida
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, Florida
| | - Taylor R. Quinn
- Department of Chemistry and Biochemistry, University of Notre Dame, Notre Dame, Indiana
| | - Olaf Wiest
- Department of Chemistry and Biochemistry, University of Notre Dame, Notre Dame, Indiana
| | - John Easton
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Ernst Schönbrunn
- Drug Discovery Department, Moffit Cancer Center, Tampa, Florida
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, Florida
| | - Martha L. Bulyk
- The Broad Institute of MIT and Harvard, Cambridge, Massachusetts
- Division of Genetics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
- Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Brian J. Abraham
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, Tennessee
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Division of Pediatric Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts
- The Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - A. Thomas Look
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Division of Pediatric Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts
| | - Jun Qi
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
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14
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Lin S, Larrue C, Scheidegger NK, Seong BKA, Dharia NV, Kuljanin M, Wechsler CS, Kugener G, Robichaud AL, Conway AS, Mashaka T, Mouche S, Adane B, Ryan JA, Mancias JD, Younger ST, Piccioni F, Lee LH, Wunderlich M, Letai A, Tamburini J, Stegmaier K. An In Vivo CRISPR Screening Platform for Prioritizing Therapeutic Targets in AML. Cancer Discov 2022; 12:432-449. [PMID: 34531254 PMCID: PMC8831447 DOI: 10.1158/2159-8290.cd-20-1851] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2020] [Revised: 07/26/2021] [Accepted: 09/13/2021] [Indexed: 02/02/2023]
Abstract
CRISPR-Cas9-based genetic screens have successfully identified cell type-dependent liabilities in cancer, including acute myeloid leukemia (AML), a devastating hematologic malignancy with poor overall survival. Because most of these screens have been performed in vitro using established cell lines, evaluating the physiologic relevance of these targets is critical. We have established a CRISPR screening approach using orthotopic xenograft models to validate and prioritize AML-enriched dependencies in vivo, including in CRISPR-competent AML patient-derived xenograft (PDX) models tractable for genome editing. Our integrated pipeline has revealed several targets with translational value, including SLC5A3 as a metabolic vulnerability for AML addicted to exogenous myo-inositol and MARCH5 as a critical guardian to prevent apoptosis in AML. MARCH5 repression enhanced the efficacy of BCL2 inhibitors such as venetoclax, further highlighting the clinical potential of targeting MARCH5 in AML. Our study provides a valuable strategy for discovery and prioritization of new candidate AML therapeutic targets. SIGNIFICANCE: There is an unmet need to improve the clinical outcome of AML. We developed an integrated in vivo screening approach to prioritize and validate AML dependencies with high translational potential. We identified SLC5A3 as a metabolic vulnerability and MARCH5 as a critical apoptosis regulator in AML, both of which represent novel therapeutic opportunities.This article is highlighted in the In This Issue feature, p. 275.
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Affiliation(s)
- Shan Lin
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts.,The Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Clément Larrue
- Translational Research Centre in Onco-hematology, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Nastassja K. Scheidegger
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts.,The Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Bo Kyung A. Seong
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts.,The Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Neekesh V. Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts.,The Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Miljan Kuljanin
- Department of Radiation Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Caroline S. Wechsler
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts
| | | | - Amanda L. Robichaud
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts
| | - Amy Saur Conway
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts
| | - Thelma Mashaka
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Sarah Mouche
- Translational Research Centre in Onco-hematology, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Biniam Adane
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts.,The Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Jeremy A. Ryan
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Joseph D. Mancias
- Department of Radiation Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Scott T. Younger
- The Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | | | - Lynn H. Lee
- Division of Oncology, Cancer and Blood Disease Institute, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio.,Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, Ohio
| | - Mark Wunderlich
- Division of Experimental Hematology and Cancer Biology, Cancer and Blood Disease Institute, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio
| | - Anthony Letai
- The Broad Institute of MIT and Harvard, Cambridge, Massachusetts.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Jérôme Tamburini
- Translational Research Centre in Onco-hematology, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts.,The Broad Institute of MIT and Harvard, Cambridge, Massachusetts.,Corresponding Author: Kimberly Stegmaier, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215. Phone: 617-632-4438; E-mail:
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15
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Seong BKA, Dharia NV, Lin S, Donovan KA, Chong S, Robichaud A, Conway A, Hamze A, Ross L, Alexe G, Adane B, Nabet B, Ferguson FM, Stolte B, Wang EJ, Sun J, Darzacq X, Piccioni F, Gray NS, Fischer ES, Stegmaier K. TRIM8 modulates the EWS/FLI oncoprotein to promote survival in Ewing sarcoma. Cancer Cell 2021; 39:1262-1278.e7. [PMID: 34329586 PMCID: PMC8443273 DOI: 10.1016/j.ccell.2021.07.003] [Citation(s) in RCA: 36] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/03/2020] [Revised: 02/24/2021] [Accepted: 07/01/2021] [Indexed: 12/26/2022]
Abstract
Fusion-transcription factors (fusion-TFs) represent a class of driver oncoproteins that are difficult to therapeutically target. Recently, protein degradation has emerged as a strategy to target these challenging oncoproteins. The mechanisms that regulate fusion-TF stability, however, are generally unknown. Using CRISPR-Cas9 screening, we discovered tripartite motif-containing 8 (TRIM8) as an E3 ubiquitin ligase that ubiquitinates and degrades EWS/FLI, a driver fusion-TF in Ewing sarcoma. Moreover, we identified TRIM8 as a selective dependency in Ewing sarcoma compared with >700 other cancer cell lines. Mechanistically, TRIM8 knockout led to an increase in EWS/FLI protein levels that was not tolerated. EWS/FLI acts as a neomorphic substrate for TRIM8, defining the selective nature of the dependency. Our results demonstrate that fusion-TF protein stability is tightly regulated and highlight fusion oncoprotein-specific regulators as selective therapeutic targets. This study provides a tractable strategy to therapeutically exploit oncogene overdose in Ewing sarcoma and potentially other fusion-TF-driven cancers.
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Affiliation(s)
- Bo Kyung A Seong
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA; The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA; The Broad Institute of MIT and Harvard, Cambridge, MA, USA; Division of Pediatric Hematology/Oncology, Boston Children's Hospital, Boston, MA, USA
| | - Shan Lin
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA; The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Katherine A Donovan
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA; Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Shasha Chong
- Department of Molecular and Cell Biology, University of California, Berkeley, CA, USA; Howard Hughes Medical Institute, University of California, Berkeley, CA, USA
| | - Amanda Robichaud
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Amy Conway
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Amanda Hamze
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Linda Ross
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Gabriela Alexe
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA; The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Biniam Adane
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA; The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Behnam Nabet
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA; Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Fleur M Ferguson
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA; Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Björn Stolte
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA; Dr.von Hauner Children's Hospital, Department of Pediatrics, University Hospital, LMU Munich, Munich, Germany
| | - Emily Jue Wang
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Jialin Sun
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA; Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Xavier Darzacq
- Department of Molecular and Cell Biology, University of California, Berkeley, CA, USA; CIRM Center of Excellence, University of California, Berkeley, CA, USA
| | | | - Nathanael S Gray
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA; Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Eric S Fischer
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA; Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA; The Broad Institute of MIT and Harvard, Cambridge, MA, USA; Division of Pediatric Hematology/Oncology, Boston Children's Hospital, Boston, MA, USA.
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16
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Gillani R, Seong BKA, Crowdis J, Conway JR, Dharia NV, Alimohamed S, Haas BJ, Han K, Park J, Dietlein F, He MX, Imamovic A, Ma C, Bassik MC, Boehm JS, Vazquez F, Gusev A, Liu D, Janeway KA, McFarland JM, Stegmaier K, Van Allen EM. Gene Fusions Create Partner and Collateral Dependencies Essential to Cancer Cell Survival. Cancer Res 2021; 81:3971-3984. [PMID: 34099491 PMCID: PMC8338889 DOI: 10.1158/0008-5472.can-21-0791] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Revised: 03/26/2021] [Accepted: 06/04/2021] [Indexed: 01/07/2023]
Abstract
Gene fusions frequently result from rearrangements in cancer genomes. In many instances, gene fusions play an important role in oncogenesis; in other instances, they are thought to be passenger events. Although regulatory element rearrangements and copy number alterations resulting from these structural variants are known to lead to transcriptional dysregulation across cancers, the extent to which these events result in functional dependencies with an impact on cancer cell survival is variable. Here we used CRISPR-Cas9 dependency screens to evaluate the fitness impact of 3,277 fusions across 645 cell lines from the Cancer Dependency Map. We found that 35% of cell lines harbored either a fusion partner dependency or a collateral dependency on a gene within the same topologically associating domain as a fusion partner. Fusion-associated dependencies revealed numerous novel oncogenic drivers and clinically translatable alterations. Broadly, fusions can result in partner and collateral dependencies that have biological and clinical relevance across cancer types. SIGNIFICANCE: This study provides insights into how fusions contribute to fitness in different cancer contexts beyond partner-gene activation events, identifying partner and collateral dependencies that may have direct implications for clinical care.
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Affiliation(s)
- Riaz Gillani
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of Harvard and MIT, Cambridge, Massachusetts.,Department of Pediatrics, Harvard Medical School, Boston, Massachusetts.,Boston Children's Hospital, Boston, Massachusetts
| | - Bo Kyung A. Seong
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | - Jett Crowdis
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Jake R. Conway
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts.,Harvard Medical School, Boston, Massachusetts
| | - Neekesh V. Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of Harvard and MIT, Cambridge, Massachusetts.,Department of Pediatrics, Harvard Medical School, Boston, Massachusetts.,Boston Children's Hospital, Boston, Massachusetts
| | - Saif Alimohamed
- Wake Forest School of Medicine, Medical Center Boulevard, Winston-Salem, North Carolina
| | - Brian J. Haas
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | - Kyuho Han
- Department of Genetics, Stanford University School of Medicine, Stanford, California
| | - Jihye Park
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Felix Dietlein
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Meng Xiao He
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts.,Harvard Medical School, Boston, Massachusetts
| | - Alma Imamovic
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Clement Ma
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Michael C. Bassik
- Department of Genetics, Stanford University School of Medicine, Stanford, California.,Program in Cancer Biology, Stanford University School of Medicine, Stanford, California.,Program in Chemistry, Engineering and Medicine for Human Health (ChEM-H), Stanford University, Stanford, California
| | - Jesse S. Boehm
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | | | - Alexander Gusev
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | - David Liu
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Katherine A. Janeway
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Pediatrics, Harvard Medical School, Boston, Massachusetts.,Boston Children's Hospital, Boston, Massachusetts
| | | | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of Harvard and MIT, Cambridge, Massachusetts.,Department of Pediatrics, Harvard Medical School, Boston, Massachusetts.,Boston Children's Hospital, Boston, Massachusetts
| | - Eliezer M. Van Allen
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Center for Cancer Genomics, Dana-Farber Cancer Institute, Boston, Massachusetts.,Corresponding Author: Eliezer M. Van Allen, Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215. Phone: 617-632-6656; E-mail:
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17
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Gillani R, Seong BKA, Crowdis J, Conway JR, Dharia NV, Alimohamed S, Haas BJ, Han K, Park J, Liu D, Dietlein F, He MX, Imamovic A, Ma C, Bassik MC, Boehm JS, Vazquez F, Gusev A, Janeway KA, McFarland JM, Stegmaier K, Van Allen EM. Abstract 96: Gene fusions create partner and collateral dependencies that are essential to cancer cell survival. Cancer Res 2021. [DOI: 10.1158/1538-7445.am2021-96] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Gene fusions frequently result from rearrangements in cancer genomes. In many instances, they play an important role in oncogenesis; in other instances, they are thought to be passenger events. Regulatory element rearrangements and copy number alterations resulting from these structural variants (SVs) lead to transcriptional dysregulation across cancers, though the extent to which these events result in functional dependencies with an impact on cancer cell survival is variable. We demonstrated enrichment of fusion partner genes and “collateral genes”, or genes in the same topologically associating domains (TADs) as fusion partners, among CRISPR-Cas9 dependencies across 209 cell lines with whole-genome sequencing data. We subsequently used CRISPR-Cas9 dependency screens to evaluate the fitness impact of 3,277 fusions across 645 cell lines with RNAseq data from the Cancer Dependency Map (DepMap). We found that 35% of cell lines harbored either a fusion partner dependency or a collateral dependency. CRISPR-Cas9 loss-of-function screening identified fusion-associated dependencies in 20 of 35 (57%) COSMIC fusions from our dataset. Fusion-associated dependencies revealed numerous novel oncogenic drivers and clinically translatable alterations. We observed several instances of intrachromosomal FOXR1 fusions associated with FOXR1 as a strong dependency, occurring independently in osteosarcoma, lung adenocarcinoma, and bladder carcinoma cell lines; these dependencies were validated through in vitro CRISPR-Cas9 knockout. FOXR1 fusions leading to FOXR1 overexpression were seen in an independent cohort of clinical tumor samples, speaking to the clinical relevance of this finding. FGFR3, a targetable kinase, was the key dependency in t(4;14) multiple myeloma cells that harbored an IgH-NSD2 fusion. We also showed that the implications of fusion-associated dependencies extended beyond two-dimensional cell line space, exemplified by dependency on EML4 in the context of a THADA-MTA3 fusion persisting in spheroid models. Broadly, fusions can result in partner and collateral dependencies that have biological and clinical relevance across cancer types.
Citation Format: Riaz Gillani, Bo Kyung A. Seong, Jett Crowdis, Jake R. Conway, Neekesh V. Dharia, Saif Alimohamed, Brian J. Haas, Kyuho Han, Jihye Park, David Liu, Felix Dietlein, Meng Xiao He, Alma Imamovic, Clement Ma, Michael C. Bassik, Jesse S. Boehm, Francisca Vazquez, Alexander Gusev, Katherine A. Janeway, James M. McFarland, Kimberly Stegmaier, Eliezer M. Van Allen. Gene fusions create partner and collateral dependencies that are essential to cancer cell survival [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 96.
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Affiliation(s)
| | | | | | | | | | | | | | - Kyuho Han
- 5Stanford University School of Medicine, Stanford, CA
| | - Jihye Park
- 1Dana Farber Cancer Institute, Boston, MA
| | - David Liu
- 1Dana Farber Cancer Institute, Boston, MA
| | | | | | | | - Clement Ma
- 1Dana Farber Cancer Institute, Boston, MA
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18
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Neggers JE, Paolella BR, Asfaw A, Rothberg MV, Skipper TA, Yang A, Kalekar RL, Krill-Burger JM, Dharia NV, Kugener G, Kalfon J, Yuan C, Dumont N, Gonzalez A, Abdusamad M, Li YY, Spurr LF, Wu WW, Durbin AD, Wolpin BM, Piccioni F, Root DE, Boehm JS, Cherniack AD, Tsherniak A, Hong AL, Hahn WC, Stegmaier K, Golub TR, Vazquez F, Aguirre AJ. Synthetic Lethal Interaction between the ESCRT Paralog Enzymes VPS4A and VPS4B in Cancers Harboring Loss of Chromosome 18q or 16q. Cell Rep 2021; 36:109367. [PMID: 34260938 PMCID: PMC8404147 DOI: 10.1016/j.celrep.2021.109367] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
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19
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Adane B, Alexe G, Seong BKA, Lu D, Hwang EE, Hnisz D, Lareau CA, Ross L, Lin S, Dela Cruz FS, Richardson M, Weintraub AS, Wang S, Iniguez AB, Dharia NV, Conway AS, Robichaud AL, Tanenbaum B, Krill-Burger JM, Vazquez F, Schenone M, Berman JN, Kung AL, Carr SA, Aryee MJ, Young RA, Crompton BD, Stegmaier K. STAG2 loss rewires oncogenic and developmental programs to promote metastasis in Ewing sarcoma. Cancer Cell 2021; 39:827-844.e10. [PMID: 34129824 PMCID: PMC8378827 DOI: 10.1016/j.ccell.2021.05.007] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/16/2019] [Revised: 01/28/2021] [Accepted: 05/13/2021] [Indexed: 02/08/2023]
Abstract
The core cohesin subunit STAG2 is recurrently mutated in Ewing sarcoma but its biological role is less clear. Here, we demonstrate that cohesin complexes containing STAG2 occupy enhancer and polycomb repressive complex (PRC2)-marked regulatory regions. Genetic suppression of STAG2 leads to a compensatory increase in cohesin-STAG1 complexes, but not in enhancer-rich regions, and results in reprogramming of cis-chromatin interactions. Strikingly, in STAG2 knockout cells the oncogenic genetic program driven by the fusion transcription factor EWS/FLI1 was highly perturbed, in part due to altered enhancer-promoter contacts. Moreover, loss of STAG2 also disrupted PRC2-mediated regulation of gene expression. Combined, these transcriptional changes converged to modulate EWS/FLI1, migratory, and neurodevelopmental programs. Finally, consistent with clinical observations, functional studies revealed that loss of STAG2 enhances the metastatic potential of Ewing sarcoma xenografts. Our findings demonstrate that STAG2 mutations can alter chromatin architecture and transcriptional programs to promote an aggressive cancer phenotype.
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Affiliation(s)
- Biniam Adane
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA; Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Gabriela Alexe
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA; Broad Institute of MIT and Harvard, Cambridge, MA, USA; Bioinformatics Graduate Program, Boston University, Boston, MA, USA
| | - Bo Kyung A Seong
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA; Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Diana Lu
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
| | - Elizabeth E Hwang
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
| | - Denes Hnisz
- Whitehead Institute for Biomedical Research, Cambridge, MA, USA
| | - Caleb A Lareau
- Department of Pathology, Stanford University, Stanford, CA, USA
| | - Linda Ross
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
| | - Shan Lin
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
| | - Filemon S Dela Cruz
- Department of Pediatrics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | | | - Abraham S Weintraub
- Whitehead Institute for Biomedical Research, Cambridge, MA, USA; Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Sarah Wang
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
| | | | - Neekesh V Dharia
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA; Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Amy Saur Conway
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
| | - Amanda L Robichaud
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA
| | | | | | | | | | - Jason N Berman
- Department of Pediatrics and Cellular and Molecular Medicine, University of Ottawa, Ottawa, ON, Canada; Children's Hospital of Eastern Ontario Research Institute, Ottawa, ON, Canada
| | - Andrew L Kung
- Department of Pediatrics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Steven A Carr
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Martin J Aryee
- Broad Institute of MIT and Harvard, Cambridge, MA, USA; Department of Pathology, Massachusetts General Hospital, Charlestown, MA, USA
| | - Richard A Young
- Whitehead Institute for Biomedical Research, Cambridge, MA, USA; Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Brian D Crompton
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA; Broad Institute of MIT and Harvard, Cambridge, MA, USA.
| | - Kimberly Stegmaier
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA, USA; Broad Institute of MIT and Harvard, Cambridge, MA, USA.
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20
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Malone CF, Dharia NV, Kugener G, Forman AB, Rothberg MV, Abdusamad M, Gonzalez A, Kuljanin M, Robichaud AL, Conway AS, Dempster JM, Paolella BR, Dumont N, Hovestadt V, Mancias JD, Younger ST, Root DE, Golub TR, Vazquez F, Stegmaier K. Selective Modulation of a Pan-Essential Protein as a Therapeutic Strategy in Cancer. Cancer Discov 2021; 11:2282-2299. [PMID: 33883167 DOI: 10.1158/2159-8290.cd-20-1213] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2020] [Revised: 02/12/2021] [Accepted: 03/26/2021] [Indexed: 12/26/2022]
Abstract
Cancer dependency maps, which use CRISPR/Cas9 depletion screens to profile the landscape of genetic dependencies in hundreds of cancer cell lines, have identified context-specific dependencies that could be therapeutically exploited. An ideal therapy is both lethal and precise, but these depletion screens cannot readily distinguish between gene effects that are cytostatic or cytotoxic. Here, we use a diverse panel of functional genomic screening assays to identify NXT1 as a selective and rapidly lethal in vivo relevant genetic dependency in MYCN-amplified neuroblastoma. NXT1 heterodimerizes with NXF1, and together they form the principal mRNA nuclear export machinery. We describe a previously unrecognized mechanism of synthetic lethality between NXT1 and its paralog NXT2: their common essential binding partner NXF1 is lost only in the absence of both. We propose a potential therapeutic strategy for tumor-selective elimination of a protein that, if targeted directly, is expected to cause widespread toxicity. SIGNIFICANCE: We provide a framework for identifying new therapeutic targets from functional genomic screens. We nominate NXT1 as a selective lethal target in neuroblastoma and propose a therapeutic approach where the essential protein NXF1 can be selectively eliminated in tumor cells by exploiting the NXT1-NXT2 paralog relationship.See related commentary by Wang and Abdel-Wahab, p. 2129.This article is highlighted in the In This Issue feature, p. 2113.
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Affiliation(s)
- Clare F Malone
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of MIT and Harvard, Cambridge, Massachusetts.,Harvard Medical School, Boston, Massachusetts
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of MIT and Harvard, Cambridge, Massachusetts.,Harvard Medical School, Boston, Massachusetts.,Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts
| | | | - Alexandra B Forman
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of MIT and Harvard, Cambridge, Massachusetts.,Harvard Medical School, Boston, Massachusetts
| | | | - Mai Abdusamad
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | | | - Miljan Kuljanin
- Division of Radiation and Genome Stability, Department of Radiation Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Amanda L Robichaud
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Amy Saur Conway
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | | | | | - Nancy Dumont
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Volker Hovestadt
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of MIT and Harvard, Cambridge, Massachusetts.,Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts
| | - Joseph D Mancias
- Division of Radiation and Genome Stability, Department of Radiation Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Scott T Younger
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Todd R Golub
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of MIT and Harvard, Cambridge, Massachusetts.,Harvard Medical School, Boston, Massachusetts.,Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts
| | | | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts. .,Broad Institute of MIT and Harvard, Cambridge, Massachusetts.,Harvard Medical School, Boston, Massachusetts.,Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts
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21
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Dharia NV, Kugener G, Guenther LM, Malone CF, Durbin AD, Hong AL, Howard TP, Bandopadhayay P, Wechsler CS, Fung I, Warren AC, Dempster JM, Krill-Burger JM, Paolella BR, Moh P, Jha N, Tang A, Montgomery P, Boehm JS, Hahn WC, Roberts CWM, McFarland JM, Tsherniak A, Golub TR, Vazquez F, Stegmaier K. A first-generation pediatric cancer dependency map. Nat Genet 2021; 53:529-538. [PMID: 33753930 PMCID: PMC8049517 DOI: 10.1038/s41588-021-00819-w] [Citation(s) in RCA: 55] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2020] [Accepted: 02/16/2021] [Indexed: 01/31/2023]
Abstract
Exciting therapeutic targets are emerging from CRISPR-based screens of high mutational-burden adult cancers. A key question, however, is whether functional genomic approaches will yield new targets in pediatric cancers, known for remarkably few mutations, which often encode proteins considered challenging drug targets. To address this, we created a first-generation pediatric cancer dependency map representing 13 pediatric solid and brain tumor types. Eighty-two pediatric cancer cell lines were subjected to genome-scale CRISPR-Cas9 loss-of-function screening to identify genes required for cell survival. In contrast to the finding that pediatric cancers harbor fewer somatic mutations, we found a similar complexity of genetic dependencies in pediatric cancer cell lines compared to that in adult models. Findings from the pediatric cancer dependency map provide preclinical support for ongoing precision medicine clinical trials. The vulnerabilities observed in pediatric cancers were often distinct from those in adult cancer, indicating that repurposing adult oncology drugs will be insufficient to address childhood cancers.
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Affiliation(s)
- Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Division of Hematology/Oncology, Boston Children's Hospital, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Guillaume Kugener
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Keck School of Medicine of the University of Southern California, Los Angeles, CA, USA
| | - Lillian M Guenther
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Division of Hematology/Oncology, Boston Children's Hospital, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Clare F Malone
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Division of Hematology/Oncology, Boston Children's Hospital, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Adam D Durbin
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Division of Hematology/Oncology, Boston Children's Hospital, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Department of Oncology, Comprehensive Cancer Center, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Andrew L Hong
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Division of Hematology/Oncology, Boston Children's Hospital, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Department of Pediatrics, Emory University and Department of Hematology and Oncology, Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Thomas P Howard
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Division of Hematology/Oncology, Boston Children's Hospital, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Pratiti Bandopadhayay
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Division of Hematology/Oncology, Boston Children's Hospital, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Caroline S Wechsler
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Division of Hematology/Oncology, Boston Children's Hospital, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Iris Fung
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | | | | | | | - Phoebe Moh
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- University of Maryland, College Park, MD, USA
| | - Nishant Jha
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Andrew Tang
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Jesse S Boehm
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - William C Hahn
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Charles W M Roberts
- Department of Oncology, Comprehensive Cancer Center, St. Jude Children's Research Hospital, Memphis, TN, USA
| | | | | | - Todd R Golub
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Division of Hematology/Oncology, Boston Children's Hospital, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Francisca Vazquez
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
- Division of Hematology/Oncology, Boston Children's Hospital, Boston, MA, USA.
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Harvard Medical School, Boston, MA, USA.
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22
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Gocho Y, Liu J, Hu J, Yang W, Dharia NV, Zhang J, Shi H, Du G, John A, Lin TN, Hunt J, Huang X, Ju B, Rowland L, Shi L, Maxwell D, Smart B, Crews KR, Yang W, Hagiwara K, Zhang Y, Roberts K, Wang H, Jabbour E, Stock W, Eisfelder B, Paietta E, Newman S, Roti G, Litzow M, Easton J, Zhang J, Peng J, Chi H, Pounds S, Relling MV, Inaba H, Zhu X, Kornblau S, Pui CH, Konopleva M, Teachey D, Mullighan CG, Stegmaier K, Evans WE, Yu J, Yang JJ. Network-based systems pharmacology reveals heterogeneity in LCK and BCL2 signaling and therapeutic sensitivity of T-cell acute lymphoblastic leukemia. Nat Cancer 2021; 2:284-299. [PMID: 34151288 PMCID: PMC8208590 DOI: 10.1038/s43018-020-00167-4] [Citation(s) in RCA: 66] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Accepted: 12/14/2020] [Indexed: 01/29/2023]
Abstract
T-cell acute lymphoblastic leukemia (T-ALL) is an aggressive hematological malignancy, and novel therapeutics are much needed. Profiling patient leukemia' drug sensitivities ex vivo, we discovered that 44.4% of childhood and 16.7% of adult T-ALL cases exquisitely respond to dasatinib. Applying network-based systems pharmacology analyses to examine signal circuitry, we identified preTCR-LCK activation as the driver of dasatinib sensitivity, and T-ALL-specific LCK dependency was confirmed in genome-wide CRISPR-Cas9 screens. Dasatinib-sensitive T-ALLs exhibited high BCL-XL and low BCL2 activity and venetoclax resistance. Discordant sensitivity of T-ALL to dasatinib and venetoclax is strongly correlated with T-cell differentiation, particularly with the dynamic shift in LCK vs. BCL2 activation. Finally, single-cell analysis identified leukemia heterogeneity in LCK and BCL2 signaling and T-cell maturation stage, consistent with dasatinib response. In conclusion, our results indicate that developmental arrest in T-ALL drives differential activation of preTCR-LCK and BCL2 signaling in this leukemia, providing unique opportunities for targeted therapy.
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Affiliation(s)
- Yoshihiro Gocho
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jingjing Liu
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jianzhong Hu
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Wentao Yang
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jingliao Zhang
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Hao Shi
- Department of Immunology,, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Guoqing Du
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - August John
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Ting-Nien Lin
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jeremy Hunt
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Xin Huang
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Bensheng Ju
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Lauren Rowland
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Lei Shi
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Dylan Maxwell
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Brandon Smart
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Kristine R Crews
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Wenjian Yang
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Kohei Hagiwara
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Yingchi Zhang
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Institute of Hematology & Blood Diseases Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Tianjin, China
| | - Kathryn Roberts
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Hong Wang
- Departments of Structural Biology and Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, USA
- Center for Proteomics and Metabolomics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Elias Jabbour
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Wendy Stock
- University of Chicago Medical Center, Chicago, IL, USA
| | | | | | - Scott Newman
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Giovanni Roti
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
- Department of Medicine and Surgery, University of Parma, Parma, Italy
| | - Mark Litzow
- Division of Hematology, Mayo Clinic, Rochester, MN, USA
| | - John Easton
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jinghui Zhang
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Junmin Peng
- Departments of Structural Biology and Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, USA
- Center for Proteomics and Metabolomics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Hongbo Chi
- Department of Immunology,, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Stanley Pounds
- Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Mary V Relling
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Hiroto Inaba
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Xiaofan Zhu
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Institute of Hematology & Blood Diseases Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Tianjin, China
| | - Steven Kornblau
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Ching-Hon Pui
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Marina Konopleva
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - David Teachey
- Department of Pediatrics, University of Pennsylvania, Philadelphia, PA, USA
| | - Charles G Mullighan
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - William E Evans
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Jiyang Yu
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, USA.
| | - Jun J Yang
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA.
- Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN, USA.
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23
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Pikman Y, Tasian SK, Sulis ML, Stevenson K, Blonquist TM, Apsel Winger B, Cooper TM, Pauly M, Maloney KW, Burke MJ, Brown PA, Gossai N, McNeer JL, Shukla NN, Cole PD, Kahn JM, Chen J, Barth MJ, Magee JA, Gennarini L, Adhav AA, Clinton CM, Ocasio-Martinez N, Gotti G, Li Y, Lin S, Imamovic A, Tognon CE, Patel T, Faust HL, Contreras CF, Cremer A, Cortopassi WA, Garrido Ruiz D, Jacobson MP, Dharia NV, Su A, Robichaud AL, Saur Conway A, Tarlock K, Stieglitz E, Place AE, Puissant A, Hunger SP, Kim AS, Lindeman NI, Gore L, Janeway KA, Silverman LB, Tyner JW, Harris MH, Loh ML, Stegmaier K. Matched Targeted Therapy for Pediatric Patients with Relapsed, Refractory, or High-Risk Leukemias: A Report from the LEAP Consortium. Cancer Discov 2021; 11:1424-1439. [PMID: 33563661 DOI: 10.1158/2159-8290.cd-20-0564] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2020] [Revised: 11/25/2020] [Accepted: 01/14/2021] [Indexed: 11/16/2022]
Abstract
Despite a remarkable increase in the genomic profiling of cancer, integration of genomic discoveries into clinical care has lagged behind. We report the feasibility of rapid identification of targetable mutations in 153 pediatric patients with relapsed/refractory or high-risk leukemias enrolled on a prospective clinical trial conducted by the LEAP Consortium. Eighteen percent of patients had a high confidence Tier 1 or 2 recommendation. We describe clinical responses in the 14% of patients with relapsed/refractory leukemia who received the matched targeted therapy. Further, in order to inform future targeted therapy for patients, we validated variants of uncertain significance, performed ex vivo drug-sensitivity testing in patient leukemia samples, and identified new combinations of targeted therapies in cell lines and patient-derived xenograft models. These data and our collaborative approach should inform the design of future precision medicine trials. SIGNIFICANCE: Patients with relapsed/refractory leukemias face limited treatment options. Systematic integration of precision medicine efforts can inform therapy. We report the feasibility of identifying targetable mutations in children with leukemia and describe correlative biology studies validating therapeutic hypotheses and novel mutations.See related commentary by Bornhauser and Bourquin, p. 1322.This article is highlighted in the In This Issue feature, p. 1307.
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Affiliation(s)
- Yana Pikman
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.
- Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts
| | - Sarah K Tasian
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
- Department of Pediatrics and Abramson Cancer Center at the Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Maria Luisa Sulis
- Division of Pediatric Hematology/Oncology/Stem Cell Transplantation, Columbia University Irving Medical Center, New York, New York
- Department of Pediatrics, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Kristen Stevenson
- Department of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Traci M Blonquist
- Department of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Beth Apsel Winger
- Department of Pediatrics, Division of Hematology/Oncology, Benioff Children's Hospital and the Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, California
| | - Todd M Cooper
- Seattle Children's Hospital, Cancer and Blood Disorders Center, Seattle, Washington
| | - Melinda Pauly
- Division of Hematology/Oncology, Emory University, Aflac Cancer and Blood Disorders Center, Children's Healthcare of Atlanta, Atlanta, Georgia
| | - Kelly W Maloney
- Children's Hospital Colorado, University of Colorado Cancer Center, Aurora, Colorado
| | - Michael J Burke
- Medical College of Wisconsin, Children's Hospital of Wisconsin, Milwaukee, Wisconsin
| | | | - Nathan Gossai
- Center for Cancer and Blood Disorders, Children's Minnesota, Minneapolis, Minnesota
| | | | - Neerav N Shukla
- Department of Pediatrics, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Peter D Cole
- Children's Hospital at Montefiore, Bronx, New York
- Rutgers Cancer Institute of New Jersey, New Brunswick, New Jersey
| | - Justine M Kahn
- Division of Pediatric Hematology/Oncology/Stem Cell Transplantation, Columbia University Irving Medical Center, New York, New York
| | - Jing Chen
- Division of Pediatric Hematology/Oncology/Stem Cell Transplantation, Columbia University Irving Medical Center, New York, New York
- Children's Cancer Institute, Joseph M. Sanzari Children's Hospital, Hackensack University Medical Center, Hackensack, New Jersey
| | | | - Jeffrey A Magee
- Division of Pediatric Hematology/Oncology, Washington University/St. Louis Children's Hospital, St. Louis, Missouri
| | | | - Asmani A Adhav
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Catherine M Clinton
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | | | - Giacomo Gotti
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Yuting Li
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Shan Lin
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Alma Imamovic
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, Massachusetts
| | - Cristina E Tognon
- Division of Hematology and Medical Oncology, Knight Cancer Institute, Oregon Health and Science University, Portland, Oregon
| | - Tasleema Patel
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Haley L Faust
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Cristina F Contreras
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Anjali Cremer
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- University Hospital Frankfurt, Department of Hematology/Oncology, Frankfurt/Main, Germany
| | - Wilian A Cortopassi
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, California
| | - Diego Garrido Ruiz
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, California
| | - Matthew P Jacobson
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, California
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, Massachusetts
| | - Angela Su
- INSERM UMR 944, IRSL, St Louis Hospital, Paris, France
| | - Amanda L Robichaud
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Amy Saur Conway
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Katherine Tarlock
- Seattle Children's Hospital, Cancer and Blood Disorders Center, Seattle, Washington
| | - Elliot Stieglitz
- Department of Pediatrics, Division of Hematology/Oncology, Benioff Children's Hospital and the Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, California
| | - Andrew E Place
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts
| | | | - Stephen P Hunger
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
- Department of Pediatrics and Abramson Cancer Center at the Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania
| | - Annette S Kim
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts
| | - Neal I Lindeman
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts
| | - Lia Gore
- Children's Hospital Colorado, University of Colorado Cancer Center, Aurora, Colorado
| | - Katherine A Janeway
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts
| | - Lewis B Silverman
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts
| | - Jeffrey W Tyner
- Division of Hematology and Medical Oncology, Knight Cancer Institute, Oregon Health and Science University, Portland, Oregon
| | - Marian H Harris
- Department of Pathology, Boston Children's Hospital, Boston, Massachusetts
| | - Mignon L Loh
- Department of Pediatrics, Division of Hematology/Oncology, Benioff Children's Hospital and the Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, California
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.
- Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts
- Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, Massachusetts
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24
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Neggers JE, Paolella BR, Asfaw A, Rothberg MV, Skipper TA, Yang A, Kalekar RL, Krill-Burger JM, Dharia NV, Kugener G, Kalfon J, Yuan C, Dumont N, Gonzalez A, Abdusamad M, Li YY, Spurr LF, Wu WW, Durbin AD, Wolpin BM, Piccioni F, Root DE, Boehm JS, Cherniack AD, Tsherniak A, Hong AL, Hahn WC, Stegmaier K, Golub TR, Vazquez F, Aguirre AJ. Synthetic Lethal Interaction between the ESCRT Paralog Enzymes VPS4A and VPS4B in Cancers Harboring Loss of Chromosome 18q or 16q. Cell Rep 2020; 33:108493. [PMID: 33326793 PMCID: PMC8374858 DOI: 10.1016/j.celrep.2020.108493] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2020] [Revised: 09/04/2020] [Accepted: 11/17/2020] [Indexed: 12/26/2022] Open
Abstract
Few therapies target the loss of tumor suppressor genes in cancer. We examine CRISPR-SpCas9 and RNA-interference loss-of-function screens to identify new therapeutic targets associated with genomic loss of tumor suppressor genes. The endosomal sorting complexes required for transport (ESCRT) ATPases VPS4A and VPS4B score as strong synthetic lethal dependencies. VPS4A is essential in cancers harboring loss of VPS4B adjacent to SMAD4 on chromosome 18q and VPS4B is required in tumors with co-deletion of VPS4A and CDH1 (E-cadherin) on chromosome 16q. We demonstrate that more than 30% of cancers selectively require VPS4A or VPS4B. VPS4A suppression in VPS4B-deficient cells selectively leads to ESCRT-III filament accumulation, cytokinesis defects, nuclear deformation, G2/M arrest, apoptosis, and potent tumor regression. CRISPR-SpCas9 screening and integrative genomic analysis reveal other ESCRT members, regulators of abscission, and interferon signaling as modifiers of VPS4A dependency. We describe a compendium of synthetic lethal vulnerabilities and nominate VPS4A and VPS4B as high-priority therapeutic targets for cancers with 18q or 16q loss. Neggers, Paolella, and colleagues identify the ATPases VPS4A and VPS4B as selective vulnerabilities and potential therapeutic targets in cancers harboring loss of chromosome 18q or 16q. In VPS4B-deficient cancers, VPS4A suppression leads to ESCRT-III dysfunction, nuclear deformation, and abscission defects. Moreover, ESCRT proteins and interferons can modulate dependency on VPS4A.
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Affiliation(s)
- Jasper E Neggers
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Brenton R Paolella
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Adhana Asfaw
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Michael V Rothberg
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Thomas A Skipper
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Annan Yang
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Radha L Kalekar
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - John M Krill-Burger
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Neekesh V Dharia
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA; Cancer and Blood Disorders Center, Boston Children's Hospital, Harvard Medical School, Boston, MA 02215, USA
| | - Guillaume Kugener
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Jérémie Kalfon
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Chen Yuan
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Nancy Dumont
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Alfredo Gonzalez
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Mai Abdusamad
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Yvonne Y Li
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Liam F Spurr
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Westley W Wu
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Adam D Durbin
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA; Cancer and Blood Disorders Center, Boston Children's Hospital, Harvard Medical School, Boston, MA 02215, USA
| | - Brian M Wolpin
- Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Federica Piccioni
- Genetic Perturbation Platform, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - David E Root
- Genetic Perturbation Platform, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Jesse S Boehm
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Andrew D Cherniack
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Aviad Tsherniak
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Andrew L Hong
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA; Cancer and Blood Disorders Center, Boston Children's Hospital, Harvard Medical School, Boston, MA 02215, USA
| | - William C Hahn
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Kimberly Stegmaier
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA; Cancer and Blood Disorders Center, Boston Children's Hospital, Harvard Medical School, Boston, MA 02215, USA
| | - Todd R Golub
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Pediatric Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Francisca Vazquez
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA.
| | - Andrew J Aguirre
- Cancer Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA.
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25
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Neggers JE, Paolella BR, Asfaw A, Rothberg MV, Skipper TA, Kalekar RL, Krill-Burger MJ, Dharia NV, Kugener G, Durbin AD, Yang A, Dumont N, Li YY, Wolpin BM, Piccioni F, Root DE, Boehm JS, Cherniack AD, Tsherniak A, Hong AL, Hahn WC, Stegmaier K, Golub TR, Vazquez F, Aguirre AJ. Abstract PO-011: Synthetic lethal interaction between the ESCRT paralog enzymes VPS4A and VPS4B in SMAD4 or CDH1-deleted cancers. Cancer Res 2020. [DOI: 10.1158/1538-7445.panca20-po-011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Somatic copy number alterations that result in loss of tumor suppressor gene function are important drivers of tumorigenesis. However, few existing therapeutic options to target oncogenic processes evoked by tumor suppressor gene inactivation exist. The discovery of synthetic lethal interactions with genetic drivers of cancer may yield new therapeutic strategies with cancer selective potential. We examined genome-scale CRISPR-SpCas9 and RNA interference screens to uncover new synthetic lethal vulnerabilities associated with the loss of common tumor suppressor genes (TSGs). The ATPases Vacuolar protein sorting 4 homolog A (VPS4A) and B (VPS4B) scored as strong synthetic lethal dependencies, with VPS4A selectively essential in cancers harboring loss of VPS4B adjacent to SMAD4 and VPS4B required in tumors with co-deletion of VPS4A and CDH1 (encoding E-cadherin). VPS4B resides 12.3 Mb away from the SMAD4 TSG on chromosome 18q and is lost in approximately 33% of all cancers, suggesting broad clinical applicability. Moreover, VPS4B is commonly lost in pancreatic cancer due to the frequent loss of SMAD4, highlighting VPS4A represents a promising target for this deadly cancer. VPS4A and VPS4B function as AAA ATPases forming a multimeric protein complex within the endosomal sorting complex required for transport (ESCRT) pathway to regulate membrane remodeling in a range of cellular processes. VPS4A suppression in cells with VPS4B/SMAD4 loss led to accumulation of ESCRT-III filaments, cytokinesis defects, nuclear deformation and micronucleation, which ultimately resulted in G2/M cell cycle arrest and apoptosis. Furthermore, upon VPS4A suppression, we observed potent in vivo tumor regression, which led to extended survival, in mouse subcutaneous xenograft models utilizing a pancreatic or rhabdomyosarcoma cancer cell line harboring VPS4B loss. CRISPR-SpCas9 screening and integrative genomic analysis revealed other ESCRT members, regulators of abscission and interferon signaling as modifiers of VPS4A dependency. Using the most comprehensive available CRISPR-SpCas9 and RNA-interference screening datasets to date, we provide a compendium of synthetic lethal vulnerabilities with TSG loss and credential VPS4A as a new and promising therapeutic target in cancers with VPS4B/SMAD4 deletion.
Citation Format: Jasper E. Neggers, Brenton R. Paolella, Adhana Asfaw, Michael V. Rothberg, Thomas A. Skipper, Radha L. Kalekar, Michael J. Krill-Burger, Neekesh V. Dharia, Guillaume Kugener, Adam D. Durbin, Annan Yang, Nancy Dumont, Yvonne Y. Li, Brian M. Wolpin, Federica Piccioni, David E. Root, Jesse S. Boehm, Andrew D. Cherniack, Aviad Tsherniak, Andrew L. Hong, William C. Hahn, Kimberly Stegmaier, Todd R. Golub, Francisca Vazquez, Andrew J. Aguirre. Synthetic lethal interaction between the ESCRT paralog enzymes VPS4A and VPS4B in SMAD4 or CDH1-deleted cancers [abstract]. In: Proceedings of the AACR Virtual Special Conference on Pancreatic Cancer; 2020 Sep 29-30. Philadelphia (PA): AACR; Cancer Res 2020;80(22 Suppl):Abstract nr PO-011.
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Affiliation(s)
| | | | - Adhana Asfaw
- 2Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | | | | | | | | | | | | | - Annan Yang
- 1Dana-Farber Cancer Institute, Boston, MA, USA,
| | - Nancy Dumont
- 2Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | | | | | - David E. Root
- 2Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | | | | | | | | | | | - Todd R. Golub
- 2Broad Institute of MIT and Harvard, Cambridge, MA, USA
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26
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Oberlick EM, Rees MG, Seashore-Ludlow B, Vazquez F, Nelson GM, Dharia NV, Weir BA, Tsherniak A, Ghandi M, Krill-Burger JM, Meyers RM, Wang X, Montgomery P, Root DE, Bieber JM, Radko S, Cheah JH, Hon CSY, Shamji AF, Clemons PA, Park PJ, Dyer MA, Golub TR, Stegmaier K, Hahn WC, Stewart EA, Schreiber SL, Roberts CWM. Small-Molecule and CRISPR Screening Converge to Reveal Receptor Tyrosine Kinase Dependencies in Pediatric Rhabdoid Tumors. Cell Rep 2020; 28:2331-2344.e8. [PMID: 31461650 DOI: 10.1016/j.celrep.2019.07.021] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2017] [Revised: 04/19/2019] [Accepted: 07/08/2019] [Indexed: 02/09/2023] Open
Abstract
Cancer is often seen as a disease of mutations and chromosomal abnormalities. However, some cancers, including pediatric rhabdoid tumors (RTs), lack recurrent alterations targetable by current drugs and need alternative, informed therapeutic options. To nominate potential targets, we performed a high-throughput small-molecule screen complemented by a genome-scale CRISPR-Cas9 gene-knockout screen in a large number of RT and control cell lines. These approaches converged to reveal several receptor tyrosine kinases (RTKs) as therapeutic targets, with RTK inhibition effective in suppressing RT cell growth in vitro and against a xenograft model in vivo. RT cell lines highly express and activate (phosphorylate) different RTKs, creating dependency without mutation or amplification. Downstream of RTK signaling, we identified PTPN11, encoding the pro-growth signaling protein SHP2, as a shared dependency across all RT cell lines. This study demonstrates that large-scale perturbational screening can uncover vulnerabilities in cancers with "quiet" genomes.
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Affiliation(s)
- Elaine M Oberlick
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Biological and Biomedical Sciences Program, Harvard Medical School, Boston, MA 02115, USA; Broad Institute, Cambridge, MA 02142, USA
| | | | - Brinton Seashore-Ludlow
- Broad Institute, Cambridge, MA 02142, USA; Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institute, 171 77 Stockholm, Sweden
| | | | - Geoffrey M Nelson
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA 02115, USA
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute, Cambridge, MA 02142, USA; Department of Pediatrics, Harvard Medical School, Boston, MA 02215, USA; Boston Children's Hospital, Boston, MA 02115, USA
| | | | | | | | | | | | - Xiaofeng Wang
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | | | | | | | - Sandi Radko
- Comprehensive Cancer Center and Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | | | | | | | | | - Peter J Park
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA 02115, USA; Harvard Ludwig Center, Harvard Medical School, Boston, MA 02115, USA
| | - Michael A Dyer
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Todd R Golub
- Broad Institute, Cambridge, MA 02142, USA; Department of Pediatrics, Harvard Medical School, Boston, MA 02215, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Broad Institute, Cambridge, MA 02142, USA; Boston Children's Hospital, Boston, MA 02115, USA
| | - William C Hahn
- Broad Institute, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA
| | - Elizabeth A Stewart
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA
| | - Stuart L Schreiber
- Broad Institute, Cambridge, MA 02142, USA; Department of Chemistry and Chemical Biology, Harvard University, Cambridge, MA 02138, USA
| | - Charles W M Roberts
- Comprehensive Cancer Center and Department of Oncology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA.
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27
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Durbin AD, Kugener G, Zimmerman MW, Yan C, Dharia NV, Frank ES, Chen X, Ross KN, Paolella B, Krill-Burger M, Root DE, Boehm JS, Vazquez F, Hong AL, Tsherniak A, Langenau DM, Hahn WC, Golub TR, Abraham BJ, Young RA, Look AT, Stegmaier K. Abstract B10: Rhabdomyosarcoma requires MYC family genomic events to pathogenically subvert core-regulatory circuitry. Cancer Res 2020. [DOI: 10.1158/1538-7445.pedca19-b10] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Rhabdomyosarcoma (RMS) is the most common soft-tissue sarcoma of childhood. Despite multimodality therapy and trials of molecularly targeted agents, limited improvements in overall survival have been realized for patients with high-risk disease. Thus, we aimed to determine the landscape of tumor-specific gene dependencies that underlie tumorigenesis in RMS and therefore provide a valuable group of targets for the development of novel therapeutics. Using unbiased genome-scale CRISPR-Cas9 approaches, we identified a set of RMS-specific tumor dependencies involved in tumor cell growth and survival. RMS dependencies were enriched for nucleic acid binding proteins, including transcription factors (TFs). We then used genome-wide chromatin-immunoprecipitation coupled to high-throughput sequencing analysis to demonstrate that a small number of essential TFs—MYCN, MYOD1, TCF12, SOX8, ZEB2, ZNF217, and SIX1—are members of the transcriptional core regulatory circuitry (CRC) that maintains the malignant cell state of RMS. Both c-MYC and MYCN were associated with gene and enhancer copy number increases in cell lines and primary tumors and represented strong dependencies in the RMS cell lines screened. c-MYC and MYCN function to similarly invade and regulate the CRC in respectively dependent cells. To disable the CRC, we tested A485, an inhibitor of the histone acetyltransferase enzymes involved in the establishment of super-enhancer elements that are associated with high level expression of the CRC factors. A485 caused a reversible and rapid loss of CRC factor and c-MYC and/or MYCN expression, and prolonged treatment resulted in cell cycle arrest, differentiation, and apoptosis in vitro and in vivo. This phenotype is rescued by exogenous re-expression of either c-MYC or MYCN in a manner insensitive to A485, indicating a mechanism by which these genes subvert a myogenic CRC to produce an oncogenic fate. This study defines a common set of critical dependency genes in RMS and identifies key genomic events surrounding the c-MYC and MYCN loci that lead to elevated expression and tumorigenesis.
Citation Format: Adam D. Durbin, Guillaume Kugener, Mark W. Zimmerman, Chuan Yan, Neekesh V. Dharia, Elizabeth S. Frank, Xiang Chen, Ken N. Ross, Brenton Paolella, Michael Krill-Burger, David E. Root, Jesse S. Boehm, Francisca Vazquez, Andrew L. Hong, Aviad Tsherniak, David M. Langenau, William C. Hahn, Todd R. Golub, Brian J. Abraham, Richard A. Young, A. Thomas Look, Kimberly Stegmaier. Rhabdomyosarcoma requires MYC family genomic events to pathogenically subvert core-regulatory circuitry [abstract]. In: Proceedings of the AACR Special Conference on the Advances in Pediatric Cancer Research; 2019 Sep 17-20; Montreal, QC, Canada. Philadelphia (PA): AACR; Cancer Res 2020;80(14 Suppl):Abstract nr B10.
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Affiliation(s)
| | | | | | - Chuan Yan
- 3Massachusetts General Hospital Research Institute, Charlestown, MA,
| | | | | | - Xiang Chen
- 4St. Jude Children’s Research Hospital, Memphis, TN,
| | | | | | | | - David E. Root
- 2The Broad Institute of MIT and Harvard, Cambridge, MA,
| | | | | | | | | | - David M. Langenau
- 3Massachusetts General Hospital Research Institute, Charlestown, MA,
| | | | - Todd R. Golub
- 2The Broad Institute of MIT and Harvard, Cambridge, MA,
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Guerra RM, Bird GH, Harvey EP, Dharia NV, Korshavn KJ, Prew MS, Stegmaier K, Walensky LD. Precision Targeting of BFL-1/A1 and an ATM Co-dependency in Human Cancer. Cell Rep 2019; 24:3393-3403.e5. [PMID: 30257201 DOI: 10.1016/j.celrep.2018.08.089] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2018] [Revised: 07/24/2018] [Accepted: 08/29/2018] [Indexed: 11/16/2022] Open
Abstract
Cancer cells overexpress a diversity of anti-apoptotic BCL-2 family proteins, such as BCL-2, MCL-1, and BFL-1/A1, to enforce cellular immortality. Thus, intensive drug development efforts have focused on targeting this class of oncogenic proteins to overcome treatment resistance. Whereas a selective BCL-2 inhibitor has been FDA approved and several small molecule inhibitors of MCL-1 have recently entered phase I clinical testing, BFL-1/A1 remains undrugged. Here, we developed a series of stapled peptide design principles to engineer a functionally selective and cell-permeable BFL-1/A1 inhibitor that is specifically cytotoxic to BFL-1/A1-dependent human cancer cells. Because cancers harbor a diversity of resistance mechanisms and typically require multi-agent treatment, we further investigated BFL-1/A1 co-dependencies by mining a genome-scale CRISPR-Cas9 screen. We identified ataxia-telangiectasia-mutated (ATM) kinase as a BFL-1/A1 co-dependency in acute myeloid leukemia (AML), which informed the validation of BFL-1/A1 and ATM inhibitor co-treatment as a synergistic approach to subverting apoptotic resistance in cancer.
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Affiliation(s)
- Rachel M Guerra
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA; Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
| | - Gregory H Bird
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA; Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
| | - Edward P Harvey
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA; Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA; Broad Institute, 415 Main Street, Cambridge, MA 02142, USA
| | - Kyle J Korshavn
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA; Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
| | - Michelle S Prew
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA; Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA; Broad Institute, 415 Main Street, Cambridge, MA 02142, USA
| | - Loren D Walensky
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA; Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA.
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29
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Howard TP, Arnoff TE, Song MR, Giacomelli AO, Wang X, Hong AL, Dharia NV, Wang S, Vazquez F, Pham MT, Morgan AM, Wachter F, Bird GH, Kugener G, Oberlick EM, Rees MG, Tiv H, Hwang JH, Walsh KH, Cook A, Krill-Burger JM, Tsherniak A, Gokhale PC, Park PJ, Stegmaier K, Walensky LD, Hahn WC, Roberts CW. Abstract 2867: MDM2 and MDM4 are therapeutic vulnerabilities in malignant rhabdoid tumors. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-2867] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Malignant rhabdoid tumors (MRT) are aggressive cancers of early childhood that are largely resistant to traditional therapies. MRT exhibit a remarkably low mutation rate, with no recurrent mutations beyond the defining biallelic inactivating mutation in SMARCB1, a core subunit of the SWI/SNF (BAF) chromatin-remodeling complex. Thus, MRT do not display traditional oncogenic mutations that are amenable to targeted therapies, limiting their use for this disease. In order to nominate new drug targets for MRT, we screened MRT cell lines with large-scale RNAi, CRISPR-Cas9, and small-molecule libraries. The most significant vulnerabilities consistent across all three screens were MDM2 and MDM4, the major negative regulators of p53. We found that MRT cell lines are more sensitive than other p53 wild-type cancer cell lines to both idasanutlin (MDM2-specific) and ATSP-7041 (MDM2/4-dual) in vitro. Both inhibitors induced substantial activation of the p53 pathway in MRT cell lines, which responded with permanent apoptotic or senescent cell fate decisions. CRISPR-Cas9-mediated inactivation of TP53 caused a significant resistance to these compounds, confirming that on-target mechanisms were responsible for MRT sensitivity. We found that loss of SMARCB1 sensitizes MRT cells to idasanutlin by shifting the p53 response towards apoptosis. In MRT xenograft studies, both idasanutlin and ATSP-7041 slowed tumor growth. Most strikingly, an idasanutlin pulse of only five days was sufficient to induce sizable regression of all tumors, which remained complete and durable in 50% of mice. Finally, gene expression analysis of primary MRT predicts that, like cell lines and xenografts, MRT in patients are likely to be sensitive to MDM2 inhibition. Collectively, these studies describe a genetic link between SWI/SNF complex mutations and p53, while providing evidence to support the use of MDM2 and MDM2/4 inhibitors that have already entered clinical trials for the treatment of this devastating pediatric cancer.
Citation Format: Thomas P. Howard, Taylor E. Arnoff, Melinda R. Song, Andrew O. Giacomelli, Xiaofeng Wang, Andrew L. Hong, Neekesh V. Dharia, Su Wang, Francisca Vazquez, Minh-Tam Pham, Ann M. Morgan, Franziska Wachter, Gregory H. Bird, Guillaume Kugener, Elaine M. Oberlick, Matthew G. Rees, Hong Tiv, Justin H. Hwang, Katherine H. Walsh, April Cook, John M. Krill-Burger, Aviad Tsherniak, Prafulla C. Gokhale, Peter J. Park, Kimberly Stegmaier, Loren D. Walensky, William C. Hahn, Charles W. Roberts. MDM2 and MDM4 are therapeutic vulnerabilities in malignant rhabdoid tumors [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 2867.
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Affiliation(s)
| | | | | | | | | | | | | | - Su Wang
- 3Harvard Medical School, Boston, MA
| | | | | | | | | | | | | | | | | | - Hong Tiv
- 1Dana-Farber Cancer Institute, Boston, MA
| | | | | | - April Cook
- 1Dana-Farber Cancer Institute, Boston, MA
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30
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Malone CF, Dharia NV, Kugener G, Paolella B, Rothberg M, Abdusamad M, Gonzalez A, Dumont N, Younger S, Root D, Vazquez F, Stegmaier K. Abstract 2878: CRISPR-Cas9 screens identify the nuclear export factor NXT1 as a novel therapeutic target in MYCN-amplified neuroblastoma. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-2878] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Pediatric cancers, such as neuroblastoma, have a relative lack of oncogenic mutations and the known drivers of these cancers are largely transcription factors, a target class notoriously difficult to “drug.” In order to identify novel therapeutic targets for high-risk, MYCN-amplified neuroblastoma, we employed functional genomic screening using a CRISPR-Cas9 approach. We generated genome-scale CRISPR dependency data to identify a candidate gene list of 197 putative genetic dependencies in neuroblastoma. We next created a focused sgRNA library targeting these genes and performed time-course dropout screens using CRISPR and CRISPRi and Annexin-V-based positive-selection cell death screens in four MYCN-amplified neuroblastoma cell lines. We also screened this library in vivo in two xenograft models of MYCN-amplified neuroblastoma. At the intersection of these screens, we identified the nuclear export factor NXT1 as a top candidate for therapeutic development in neuroblastoma. NXT1 scores as a strong dependency using both CRISPR and CRISPRi, is strongly enriched in our Annexin-V based positive selection cell death screen and scores in our in vivo screen. We have validated that NXT1 is indeed a genetic dependency in neuroblastoma in low-throughput and that NXT1 loss induces apoptosis in these cell lines. We were next interested in identifying biomarkers of dependency on NXT1, and by integrating RNAseq data with CRISPR dependency data, we identified low expression of NXT2, a paralog of NXT1, as the top predictive feature of NXT1 dependency. Importantly, while NXT1 itself is not currently druggable, inhibitors against another nuclear export protein, CRM1, are currently in Phase II clinical trials, demonstrating this class of proteins has the potential to be effectively drugged. Together, we show that CRISPR-Cas9 functional screens can be used to identify new therapeutic targets, particularly in diseases that lack “druggable” oncogenic drivers, such as many pediatric cancers.
Citation Format: Clare F. Malone, Neekesh V. Dharia, Guillaume Kugener, Brenton Paolella, Michael Rothberg, Mai Abdusamad, Alfredo Gonzalez, Nancy Dumont, Scott Younger, David Root, Francisca Vazquez, Kimberly Stegmaier. CRISPR-Cas9 screens identify the nuclear export factor NXT1 as a novel therapeutic target in MYCN-amplified neuroblastoma [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 2878.
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31
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Bandopadhayay P, Piccioni F, O'Rourke R, Ho P, Gonzalez EM, Buchan G, Qian K, Gionet G, Girard E, Coxon M, Rees MG, Brenan L, Dubois F, Shapira O, Greenwald NF, Pages M, Balboni Iniguez A, Paolella BR, Meng A, Sinai C, Roti G, Dharia NV, Creech A, Tanenbaum B, Khadka P, Tracy A, Tiv HL, Hong AL, Coy S, Rashid R, Lin JR, Cowley GS, Lam FC, Goodale A, Lee Y, Schoolcraft K, Vazquez F, Hahn WC, Tsherniak A, Bradner JE, Yaffe MB, Milde T, Pfister SM, Qi J, Schenone M, Carr SA, Ligon KL, Kieran MW, Santagata S, Olson JM, Gokhale PC, Jaffe JD, Root DE, Stegmaier K, Johannessen CM, Beroukhim R. Neuronal differentiation and cell-cycle programs mediate response to BET-bromodomain inhibition in MYC-driven medulloblastoma. Nat Commun 2019; 10:2400. [PMID: 31160565 PMCID: PMC6546744 DOI: 10.1038/s41467-019-10307-9] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2018] [Accepted: 04/25/2019] [Indexed: 12/26/2022] Open
Abstract
BET-bromodomain inhibition (BETi) has shown pre-clinical promise for MYC-amplified medulloblastoma. However, the mechanisms for its action, and ultimately for resistance, have not been fully defined. Here, using a combination of expression profiling, genome-scale CRISPR/Cas9-mediated loss of function and ORF/cDNA driven rescue screens, and cell-based models of spontaneous resistance, we identify bHLH/homeobox transcription factors and cell-cycle regulators as key genes mediating BETi's response and resistance. Cells that acquire drug tolerance exhibit a more neuronally differentiated cell-state and expression of lineage-specific bHLH/homeobox transcription factors. However, they do not terminally differentiate, maintain expression of CCND2, and continue to cycle through S-phase. Moreover, CDK4/CDK6 inhibition delays acquisition of resistance. Therefore, our data provide insights about the mechanisms underlying BETi effects and the appearance of resistance and support the therapeutic use of combined cell-cycle inhibitors with BETi in MYC-amplified medulloblastoma.
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Affiliation(s)
- Pratiti Bandopadhayay
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, USA
- Broad Institute of MIT and Harvard, Cambridge, USA
- Department of Pediatrics, Harvard Medical School, Boston, USA
| | | | - Ryan O'Rourke
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, USA
- Broad Institute of MIT and Harvard, Cambridge, USA
| | - Patricia Ho
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, USA
- Broad Institute of MIT and Harvard, Cambridge, USA
| | - Elizabeth M Gonzalez
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, USA
- Broad Institute of MIT and Harvard, Cambridge, USA
| | - Graham Buchan
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, USA
- Broad Institute of MIT and Harvard, Cambridge, USA
| | - Kenin Qian
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, USA
- Broad Institute of MIT and Harvard, Cambridge, USA
| | - Gabrielle Gionet
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, USA
- Broad Institute of MIT and Harvard, Cambridge, USA
| | - Emily Girard
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, USA
| | - Margo Coxon
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, USA
| | | | - Lisa Brenan
- Broad Institute of MIT and Harvard, Cambridge, USA
| | - Frank Dubois
- Broad Institute of MIT and Harvard, Cambridge, USA
- Division of Cancer Biology, Dana-Farber Cancer Institute, Boston, USA
| | - Ofer Shapira
- Broad Institute of MIT and Harvard, Cambridge, USA
- Division of Cancer Biology, Dana-Farber Cancer Institute, Boston, USA
| | - Noah F Greenwald
- Broad Institute of MIT and Harvard, Cambridge, USA
- Division of Cancer Biology, Dana-Farber Cancer Institute, Boston, USA
- Department of Neurosurgery, Brigham and Women's Hospital, Boston, USA
| | - Melanie Pages
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, USA
- Broad Institute of MIT and Harvard, Cambridge, USA
| | - Amanda Balboni Iniguez
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, USA
- Broad Institute of MIT and Harvard, Cambridge, USA
| | - Brenton R Paolella
- Broad Institute of MIT and Harvard, Cambridge, USA
- Division of Cancer Biology, Dana-Farber Cancer Institute, Boston, USA
| | - Alice Meng
- Division of Medical Oncology, Dana-Farber Cancer Institute, Boston, USA
| | - Claire Sinai
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, USA
- Division of Medical Oncology, Dana-Farber Cancer Institute, Boston, USA
| | - Giovanni Roti
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, USA
- Broad Institute of MIT and Harvard, Cambridge, USA
- Department of Medicine and Surgery, Hematology and BMT, University of Parma, Parma, Italy
| | - Neekesh V Dharia
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, USA
- Broad Institute of MIT and Harvard, Cambridge, USA
- Department of Pediatrics, Harvard Medical School, Boston, USA
| | | | | | - Prasidda Khadka
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, USA
- Broad Institute of MIT and Harvard, Cambridge, USA
- Department of Pediatrics, Harvard Medical School, Boston, USA
| | - Adam Tracy
- Broad Institute of MIT and Harvard, Cambridge, USA
| | - Hong L Tiv
- Experimental Therapeutics Core and Belfer Center for Applied Cancer Science, Boston, USA
| | - Andrew L Hong
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, USA
- Broad Institute of MIT and Harvard, Cambridge, USA
- Department of Pediatrics, Harvard Medical School, Boston, USA
| | - Shannon Coy
- Department of Pathology, Brigham and Women's Hospital, Boston, USA
| | - Rumana Rashid
- Department of Pathology, Brigham and Women's Hospital, Boston, USA
- Department of Biomedical Informatics, Harvard Medical School, Boston, USA
| | - Jia-Ren Lin
- Laboratory of Systems Pharmacology, Harvard Medical School, Boston, USA
- Ludwig Center for Cancer Research at Harvard, Harvard Medical School, Boston, USA
| | - Glenn S Cowley
- Broad Institute of MIT and Harvard, Cambridge, USA
- Discovery Science, Janssen Research and Development (Johnson & Johnson), Spring House, PA, USA
| | - Fred C Lam
- Koch Institute for Integrative Cancer Research, MIT, Cambridge, USA
| | - Amy Goodale
- Broad Institute of MIT and Harvard, Cambridge, USA
| | - Yenarae Lee
- Broad Institute of MIT and Harvard, Cambridge, USA
| | | | | | - William C Hahn
- Broad Institute of MIT and Harvard, Cambridge, USA
- Division of Medical Oncology, Dana-Farber Cancer Institute, Boston, USA
- Department of Medicine, Harvard Medical School, Boston, USA
| | | | - James E Bradner
- Broad Institute of MIT and Harvard, Cambridge, USA
- Division of Medical Oncology, Dana-Farber Cancer Institute, Boston, USA
- Department of Medicine, Harvard Medical School, Boston, USA
- Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Michael B Yaffe
- Broad Institute of MIT and Harvard, Cambridge, USA
- Koch Institute for Integrative Cancer Research, MIT, Cambridge, USA
| | - Till Milde
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- CCU Pediatric Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Pediatric Oncology, Hematology, and Immunology, Center for Child and Adolescent Medicine, Heidelberg University Hospital, Heidelberg, Germany
| | - Stefan M Pfister
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neuro-Oncology, German Cancer Consortium (DKTK) and German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Pediatric Hematology and Oncology, Heidelberg University Hospital, Heidelberg, Germany
| | - Jun Qi
- Division of Cancer Biology, Dana-Farber Cancer Institute, Boston, USA
| | | | | | - Keith L Ligon
- Broad Institute of MIT and Harvard, Cambridge, USA
- Department of Pathology, Brigham and Women's Hospital, Boston, USA
- Department of Medicine, Harvard Medical School, Boston, USA
- Department of Oncologic Pathology, Dana-Farber Cancer Institute, Boston, USA
- Department of Pathology, Boston Children's Hospital, Boston, USA
| | - Mark W Kieran
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, USA
- Department of Pediatrics, Harvard Medical School, Boston, USA
| | - Sandro Santagata
- Division of Medical Oncology, Dana-Farber Cancer Institute, Boston, USA
- Department of Pathology, Brigham and Women's Hospital, Boston, USA
| | - James M Olson
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, USA
| | - Prafulla C Gokhale
- Experimental Therapeutics Core and Belfer Center for Applied Cancer Science, Boston, USA
| | | | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, USA
| | - Kimberly Stegmaier
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, USA
- Broad Institute of MIT and Harvard, Cambridge, USA
- Department of Pediatrics, Harvard Medical School, Boston, USA
| | | | - Rameen Beroukhim
- Broad Institute of MIT and Harvard, Cambridge, USA.
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, USA.
- Division of Medical Oncology, Dana-Farber Cancer Institute, Boston, USA.
- Department of Medicine, Harvard Medical School, Boston, USA.
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32
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Bohnenberger H, Kaderali L, Ströbel P, Yepes D, Plessmann U, Dharia NV, Yao S, Heydt C, Merkelbach-Bruse S, Emmert A, Hoffmann J, Bodemeyer J, Reuter-Jessen K, Lois AM, Dröge LH, Baumeister P, Walz C, Biggemann L, Walter R, Häupl B, Comoglio F, Pan KT, Scheich S, Lenz C, Küffer S, Bremmer F, Kitz J, Sitte M, Beißbarth T, Hinterthaner M, Sebastian M, Lotz J, Schildhaus HU, Wolff H, Danner BC, Brandts C, Büttner R, Canis M, Stegmaier K, Serve H, Urlaub H, Oellerich T. Comparative proteomics reveals a diagnostic signature for pulmonary head-and-neck cancer metastasis. EMBO Mol Med 2019; 10:emmm.201708428. [PMID: 30097507 PMCID: PMC6127892 DOI: 10.15252/emmm.201708428] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Patients with head‐and‐neck cancer can develop both lung metastasis and primary lung cancer during the course of their disease. Despite the clinical importance of discrimination, reliable diagnostic biomarkers are still lacking. Here, we have characterised a cohort of squamous cell lung (SQCLC) and head‐and‐neck (HNSCC) carcinomas by quantitative proteomics. In a training cohort, we quantified 4,957 proteins in 44 SQCLC and 30 HNSCC tumours. A total of 518 proteins were found to be differentially expressed between SQCLC and HNSCC, and some of these were identified as genetic dependencies in either of the two tumour types. Using supervised machine learning, we inferred a proteomic signature for the classification of squamous cell carcinomas as either SQCLC or HNSCC, with diagnostic accuracies of 90.5% and 86.8% in cross‐ and independent validations, respectively. Furthermore, application of this signature to a cohort of pulmonary squamous cell carcinomas of unknown origin leads to a significant prognostic separation. This study not only provides a diagnostic proteomic signature for classification of secondary lung tumours in HNSCC patients, but also represents a proteomic resource for HNSCC and SQCLC.
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Affiliation(s)
| | - Lars Kaderali
- Institute of Bioinformatics, University Medicine Greifswald, Greifswald, Germany
| | - Philipp Ströbel
- Institute of Pathology, University Medical Center, Göttingen, Germany
| | - Diego Yepes
- Department of Medicine II, Hematology/Oncology, Goethe University, Frankfurt, Germany.,German Cancer Research Center, German Cancer Consortium, Heidelberg, Germany
| | - Uwe Plessmann
- Bioanalytical Mass Spectrometry Group, Max Planck Institute for Biophysical Chemistry, Göttingen, Germany
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.,Division of Pediatric Hematology/Oncology, Boston Childrens Hospital, Boston, MA, USA.,The Broad Institute, Cambridge, MA, USA
| | - Sha Yao
- Institute of Pathology, University Medical Center, Göttingen, Germany
| | - Carina Heydt
- Institute of Pathology, University Hospital Cologne, University of Cologne, Köln, Germany
| | | | - Alexander Emmert
- Department of Thoracic and Cardiovascular Surgery, University Medical Center, Göttingen, Germany
| | - Jonatan Hoffmann
- Institute of Pathology, University Medical Center, Göttingen, Germany
| | - Julius Bodemeyer
- Institute of Pathology, University Medical Center, Göttingen, Germany
| | | | - Anna-Maria Lois
- Institute of Pathology, University Medical Center, Göttingen, Germany
| | - Leif Hendrik Dröge
- Department of Radiooncology, University Medical Center, Göttingen, Germany
| | - Philipp Baumeister
- Department of Otorhinolaryngology, University Hospital Munich, Ludwig-Maximilian-University München, München, Germany
| | - Christoph Walz
- Institute of Pathology, Faculty of Medicine, LMU Munich, Munich, Germany
| | - Lorenz Biggemann
- Institute for Diagnostic and Interventional Radiology, University Medical Center, Göttingen, Germany
| | - Roland Walter
- Department of Medicine II, Hematology/Oncology, Goethe University, Frankfurt, Germany
| | - Björn Häupl
- Department of Medicine II, Hematology/Oncology, Goethe University, Frankfurt, Germany.,German Cancer Research Center, German Cancer Consortium, Heidelberg, Germany
| | - Federico Comoglio
- Department of Haematology, University of Cambridge, Cambridge, UK.,Cambridge Institute for Medical Research, Wellcome Trust/MRC Stem Cell Institute, Cambridge, UK
| | - Kuan-Ting Pan
- Bioanalytical Mass Spectrometry Group, Max Planck Institute for Biophysical Chemistry, Göttingen, Germany
| | - Sebastian Scheich
- Department of Medicine II, Hematology/Oncology, Goethe University, Frankfurt, Germany
| | - Christof Lenz
- Bioanalytical Mass Spectrometry Group, Max Planck Institute for Biophysical Chemistry, Göttingen, Germany.,Bioanalytics, University Medical Center, Göttingen, Germany
| | - Stefan Küffer
- Institute of Pathology, University Medical Center, Göttingen, Germany
| | - Felix Bremmer
- Institute of Pathology, University Medical Center, Göttingen, Germany
| | - Julia Kitz
- Institute of Pathology, University Medical Center, Göttingen, Germany
| | - Maren Sitte
- Institute of Medical Statistics, University Medical Center, Göttingen, Germany
| | - Tim Beißbarth
- Institute of Medical Statistics, University Medical Center, Göttingen, Germany
| | - Marc Hinterthaner
- Department of Thoracic and Cardiovascular Surgery, University Medical Center, Göttingen, Germany
| | - Martin Sebastian
- Department of Medicine II, Hematology/Oncology, Goethe University, Frankfurt, Germany
| | - Joachim Lotz
- Institute for Diagnostic and Interventional Radiology, University Medical Center, Göttingen, Germany.,German Cardiovascular Research Center, Deutsches Zentrum für Herz-Kreislaufforschung (DZHK), Partnersite Göttingen, Germany
| | | | - Hendrik Wolff
- University Medical Center, Göttingen, Germany.,Department of Radiooncology, University Medical Center, Regensburg, Germany
| | - Bernhard C Danner
- Department of Thoracic and Cardiovascular Surgery, University Medical Center, Göttingen, Germany
| | - Christian Brandts
- Department of Medicine II, Hematology/Oncology, Goethe University, Frankfurt, Germany.,German Cancer Research Center, German Cancer Consortium, Heidelberg, Germany
| | - Reinhard Büttner
- Institute of Pathology, University Hospital Cologne, University of Cologne, Köln, Germany
| | - Martin Canis
- Department of Otorhinolaryngology, University Hospital Munich, Ludwig-Maximilian-University München, München, Germany
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.,Division of Pediatric Hematology/Oncology, Boston Childrens Hospital, Boston, MA, USA.,The Broad Institute, Cambridge, MA, USA
| | - Hubert Serve
- Department of Medicine II, Hematology/Oncology, Goethe University, Frankfurt, Germany.,German Cancer Research Center, German Cancer Consortium, Heidelberg, Germany
| | - Henning Urlaub
- Bioanalytical Mass Spectrometry Group, Max Planck Institute for Biophysical Chemistry, Göttingen, Germany.,Institute for Diagnostic and Interventional Radiology, University Medical Center, Göttingen, Germany
| | - Thomas Oellerich
- Department of Medicine II, Hematology/Oncology, Goethe University, Frankfurt, Germany .,German Cancer Research Center, German Cancer Consortium, Heidelberg, Germany
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33
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Howard TP, Arnoff TE, Song MR, Giacomelli AO, Wang X, Hong AL, Dharia NV, Wang S, Vazquez F, Pham MT, Morgan AM, Wachter F, Bird GH, Kugener G, Oberlick EM, Rees MG, Tiv HL, Hwang JH, Walsh KH, Cook A, Krill-Burger JM, Tsherniak A, Gokhale PC, Park PJ, Stegmaier K, Walensky LD, Hahn WC, Roberts CWM. MDM2 and MDM4 Are Therapeutic Vulnerabilities in Malignant Rhabdoid Tumors. Cancer Res 2019; 79:2404-2414. [PMID: 30755442 DOI: 10.1158/0008-5472.can-18-3066] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2018] [Revised: 12/28/2018] [Accepted: 02/07/2019] [Indexed: 12/21/2022]
Abstract
Malignant rhabdoid tumors (MRT) are highly aggressive pediatric cancers that respond poorly to current therapies. In this study, we screened several MRT cell lines with large-scale RNAi, CRISPR-Cas9, and small-molecule libraries to identify potential drug targets specific for these cancers. We discovered MDM2 and MDM4, the canonical negative regulators of p53, as significant vulnerabilities. Using two compounds currently in clinical development, idasanutlin (MDM2-specific) and ATSP-7041 (MDM2/4-dual), we show that MRT cells were more sensitive than other p53 wild-type cancer cell lines to inhibition of MDM2 alone as well as dual inhibition of MDM2/4. These compounds caused significant upregulation of the p53 pathway in MRT cells, and sensitivity was ablated by CRISPR-Cas9-mediated inactivation of TP53. We show that loss of SMARCB1, a subunit of the SWI/SNF (BAF) complex mutated in nearly all MRTs, sensitized cells to MDM2 and MDM2/4 inhibition by enhancing p53-mediated apoptosis. Both MDM2 and MDM2/4 inhibition slowed MRT xenograft growth in vivo, with a 5-day idasanutlin pulse causing marked regression of all xenografts, including durable complete responses in 50% of mice. Together, these studies identify a genetic connection between mutations in the SWI/SNF chromatin-remodeling complex and the tumor suppressor gene TP53 and provide preclinical evidence to support the targeting of MDM2 and MDM4 in this often-fatal pediatric cancer. SIGNIFICANCE: This study identifies two targets, MDM2 and MDM4, as vulnerabilities in a deadly pediatric cancer and provides preclinical evidence that compounds inhibiting these proteins have therapeutic potential.
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Affiliation(s)
- Thomas P Howard
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of Harvard and MIT, Cambridge, Massachusetts.,Harvard Medical School, Boston, Massachusetts
| | - Taylor E Arnoff
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Melinda R Song
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Andrew O Giacomelli
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | - Xiaofeng Wang
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts
| | - Andrew L Hong
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts.,Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | - Su Wang
- Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts
| | | | - Minh-Tam Pham
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Ann M Morgan
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts.,Harvard Medical School, Boston, Massachusetts.,Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Franziska Wachter
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts.,Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Gregory H Bird
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts.,Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | | | - Elaine M Oberlick
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts.,Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | - Matthew G Rees
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | - Hong L Tiv
- Experimental Therapeutics Core and Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Justin H Hwang
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | - Katherine H Walsh
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts.,Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | - April Cook
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.,Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | | | - Aviad Tsherniak
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | - Prafulla C Gokhale
- Experimental Therapeutics Core and Belfer Center for Applied Cancer Science, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Peter J Park
- Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts.,Broad Institute of Harvard and MIT, Cambridge, Massachusetts.,Harvard Medical School, Boston, Massachusetts
| | - Loren D Walensky
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts.,Harvard Medical School, Boston, Massachusetts.,Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - William C Hahn
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts. .,Broad Institute of Harvard and MIT, Cambridge, Massachusetts.,Harvard Medical School, Boston, Massachusetts
| | - Charles W M Roberts
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Division of Hematology/Oncology, Boston Children's Hospital, Boston, Massachusetts. .,Broad Institute of Harvard and MIT, Cambridge, Massachusetts.,Harvard Medical School, Boston, Massachusetts.,Department of Oncology, Comprehensive Cancer Center, St. Jude Children's Research Hospital, Memphis, Tennessee
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Guenther LM, Dharia NV, Ross L, Conway A, Robichaud AL, Catlett JL, Wechsler CS, Frank ES, Goodale A, Church AJ, Tseng YY, Guha R, McKnight CG, Janeway KA, Boehm JS, Mora J, Davis MI, Alexe G, Piccioni F, Stegmaier K. A Combination CDK4/6 and IGF1R Inhibitor Strategy for Ewing Sarcoma. Clin Cancer Res 2018; 25:1343-1357. [PMID: 30397176 DOI: 10.1158/1078-0432.ccr-18-0372] [Citation(s) in RCA: 53] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2018] [Revised: 09/04/2018] [Accepted: 10/31/2018] [Indexed: 12/31/2022]
Abstract
PURPOSE Novel targeted therapeutics have transformed the care of subsets of patients with cancer. In pediatric malignancies, however, with simple tumor genomes and infrequent targetable mutations, there have been few new FDA-approved targeted drugs. The cyclin-dependent kinase (CDK)4/6 pathway recently emerged as a dependency in Ewing sarcoma. Given the heightened efficacy of this class with targeted drug combinations in other cancers, as well as the propensity of resistance to emerge with single agents, we aimed to identify genes mediating resistance to CDK4/6 inhibitors and biologically relevant combinations for use with CDK4/6 inhibitors in Ewing. EXPERIMENTAL DESIGN We performed a genome-scale open reading frame (ORF) screen in 2 Ewing cell lines sensitive to CDK4/6 inhibitors to identify genes conferring resistance. Concurrently, we established resistance to a CDK4/6 inhibitor in a Ewing cell line. RESULTS The ORF screen revealed IGF1R as a gene whose overexpression promoted drug escape. We also found elevated levels of phospho-IGF1R in our resistant Ewing cell line, supporting the relevance of IGF1R signaling to acquired resistance. In a small-molecule screen, an IGF1R inhibitor scored as synergistic with CDK4/6 inhibitor treatment. The combination of CDK4/6 inhibitors and IGF1R inhibitors was synergistic in vitro and active in mouse models. Mechanistically, this combination more profoundly repressed cell cycle and PI3K/mTOR signaling than either single drug perturbation. CONCLUSIONS Taken together, these results suggest that IGF1R inhibitors activation is an escape mechanism to CDK4/6 inhibitors in Ewing sarcoma and that dual targeting of CDK4/6 inhibitors and IGF1R inhibitors provides a candidate synergistic combination for clinical application in this disease.
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Affiliation(s)
- Lillian M Guenther
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts.,Broad Institute, Cambridge, Massachusetts
| | - Linda Ross
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts
| | - Amy Conway
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts
| | - Amanda L Robichaud
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts
| | - Jerrel L Catlett
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts
| | - Caroline S Wechsler
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts
| | - Elizabeth S Frank
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts.,Broad Institute, Cambridge, Massachusetts
| | | | - Alanna J Church
- Department of Pathology, Boston Children's Hospital, Boston, Massachusetts
| | | | - Rajarshi Guha
- Division of Preclinical Innovation, National Center for Advancing Translational Sciences, NIH, Rockville, Maryland
| | - Crystal G McKnight
- Division of Preclinical Innovation, National Center for Advancing Translational Sciences, NIH, Rockville, Maryland
| | - Katherine A Janeway
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts
| | | | - Jaume Mora
- Department of Pediatric Oncology and Hematology, Hospital Sant Joan de Déu, Barcelona, Spain
| | - Mindy I Davis
- Division of Preclinical Innovation, National Center for Advancing Translational Sciences, NIH, Rockville, Maryland
| | - Gabriela Alexe
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts.,Broad Institute, Cambridge, Massachusetts.,Bioinformatics Graduate Program, Boston University, Boston, Massachusetts
| | | | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts. .,Broad Institute, Cambridge, Massachusetts
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35
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Durbin AD, Zimmerman MW, Dharia NV, Abraham BJ, Iniguez AB, Weichert-Leahey N, He S, Krill-Burger JM, Root DE, Vazquez F, Tsherniak A, Hahn WC, Golub TR, Young RA, Look AT, Stegmaier K. Selective gene dependencies in MYCN-amplified neuroblastoma include the core transcriptional regulatory circuitry. Nat Genet 2018; 50:1240-1246. [PMID: 30127528 PMCID: PMC6386470 DOI: 10.1038/s41588-018-0191-z] [Citation(s) in RCA: 160] [Impact Index Per Article: 26.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2017] [Accepted: 05/25/2018] [Indexed: 01/25/2023]
Abstract
Childhood high-risk neuroblastomas with MYCN gene amplification are difficult to treat effectively1. This has focused attention on tumor-specific gene dependencies that underlie tumorigenesis and thus provide valuable targets for the development of novel therapeutics. Using unbiased genome-scale CRISPR-Cas9 approaches to detect genes involved in tumor cell growth and survival2–6, we identified 147 candidate gene dependencies selective for MYCN-amplified neuroblastoma cell lines, compared to over 300 other human cancer cell lines. We then used genome-wide ChIP-seq analysis to demonstrate that a small number of essential transcription factors: MYCN, HAND2, ISL1, PHOX2B, GATA3, and TBX2, are members of the transcriptional core regulatory circuitry (CRC) that maintains cell state in MYCN-amplified neuroblastoma. To disable the CRC, we tested a combination of BRD4 and CDK7 inhibitors, which act synergistically, in vitro and in vivo, with rapid downregulation of CRC transcription factor gene expression. This study defines a set of critical dependency genes in MYCN-amplified neuroblastoma that are essential for cell state and survival in this tumor.
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Affiliation(s)
- Adam D Durbin
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.,Division of Pediatric Hematology/Oncology, Boston Children's Hospital, Boston, MA, USA.,The Broad Institute, Cambridge, MA, USA
| | - Mark W Zimmerman
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.,Division of Pediatric Hematology/Oncology, Boston Children's Hospital, Boston, MA, USA.,The Broad Institute, Cambridge, MA, USA
| | - Brian J Abraham
- Whitehead Institute for Biomedical Research, Cambridge, MA, USA
| | - Amanda Balboni Iniguez
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.,The Broad Institute, Cambridge, MA, USA
| | | | - Shuning He
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | | | | | | | | | - William C Hahn
- The Broad Institute, Cambridge, MA, USA.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Todd R Golub
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.,The Broad Institute, Cambridge, MA, USA
| | - Richard A Young
- Whitehead Institute for Biomedical Research, Cambridge, MA, USA. .,Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, USA.
| | - A Thomas Look
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA. .,Division of Pediatric Hematology/Oncology, Boston Children's Hospital, Boston, MA, USA.
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA. .,Division of Pediatric Hematology/Oncology, Boston Children's Hospital, Boston, MA, USA. .,The Broad Institute, Cambridge, MA, USA.
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36
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Stolte B, Iniguez AB, Dharia NV, Robichaud AL, Conway AS, Morgan AM, Alexe G, Schauer NJ, Liu X, Bird GH, Tsherniak A, Vazquez F, Buhrlage SJ, Walensky LD, Stegmaier K. Genome-scale CRISPR-Cas9 screen identifies druggable dependencies in TP53 wild-type Ewing sarcoma. J Exp Med 2018; 215:2137-2155. [PMID: 30045945 PMCID: PMC6080915 DOI: 10.1084/jem.20171066] [Citation(s) in RCA: 45] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2017] [Revised: 03/16/2018] [Accepted: 06/27/2018] [Indexed: 01/06/2023] Open
Abstract
Stolte et al. use genome-scale CRISPR-Cas9 screening technology to identify druggable targets for TP53 wild-type Ewing sarcoma and discover reactivation of p53 through inhibition of MDM2, MDM4, Wip1, or USP7 as therapeutic strategies for the disease. Ewing sarcoma is a pediatric cancer driven by EWS-ETS transcription factor fusion oncoproteins in an otherwise stable genomic background. The majority of tumors express wild-type TP53, and thus, therapies targeting the p53 pathway would benefit most patients. To discover targets specific for TP53 wild-type Ewing sarcoma, we used a genome-scale CRISPR-Cas9 screening approach and identified and validated MDM2, MDM4, USP7, and PPM1D as druggable dependencies. The stapled peptide inhibitor of MDM2 and MDM4, ATSP-7041, showed anti-tumor efficacy in vitro and in multiple mouse models. The USP7 inhibitor, P5091, and the Wip1/PPM1D inhibitor, GSK2830371, decreased the viability of Ewing sarcoma cells. The combination of ATSP-7041 with P5091, GSK2830371, and chemotherapeutic agents showed synergistic action on the p53 pathway. The effects of the inhibitors, including the specific USP7 inhibitor XL-188, were rescued by concurrent TP53 knockout, highlighting the essentiality of intact p53 for the observed cytotoxic activities.
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Affiliation(s)
- Björn Stolte
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, MA.,Dr. von Hauner Children's Hospital, Department of Pediatrics, University Hospital, LMU Munich, Munich, Germany.,The Broad Institute of MIT and Harvard, Cambridge, MA
| | - Amanda Balboni Iniguez
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, MA.,The Broad Institute of MIT and Harvard, Cambridge, MA
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, MA.,The Broad Institute of MIT and Harvard, Cambridge, MA
| | - Amanda L Robichaud
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, MA
| | - Amy Saur Conway
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, MA
| | - Ann M Morgan
- Department of Pediatric Oncology and the Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, MA
| | - Gabriela Alexe
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, MA.,The Broad Institute of MIT and Harvard, Cambridge, MA.,Bioinformatics Graduate Program, Boston University, Boston, MA
| | - Nathan J Schauer
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA.,Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA
| | - Xiaoxi Liu
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA.,Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA
| | - Gregory H Bird
- Department of Pediatric Oncology and the Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, MA
| | | | | | - Sara J Buhrlage
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA.,Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA
| | - Loren D Walensky
- Department of Pediatric Oncology and the Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, MA
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, Boston, MA .,The Broad Institute of MIT and Harvard, Cambridge, MA
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37
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Dharia NV, Malone C, Iniguez AB, Guenther L, Chen L, Alexe G, Durbin AD, Zimmerman MW, Hong A, Bandopadhayay P, Filbin MG, Howard T, Paolella B, Fung I, Lee J, Montgomery P, Krill-Burger JM, Abraham BJ, Roth J, Root DE, Young RA, Look AT, Beroukhim R, Boehm JS, Hahn WC, Golub TR, Tsherniak A, Vazquez F, Stegmaier K. Abstract 2352: Defining a pediatric cancer dependency map. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-2352] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Many children with metastatic or recurrent pediatric solid tumors continue to have poor survival, and there is an immense need to identify novel therapeutic approaches. Moreover, these cancers typically have simple genomes with limited known druggable molecular events. In order to discover new vulnerabilities in pediatric solid tumors, we have performed genome-scale CRISPR-Cas9 loss-of-function screening and deep “omic” characterization in over 60 pediatric cancer cell lines to date, including neuroblastoma, medulloblastoma, Ewing sarcoma, malignant rhabdoid tumor and rhabdomyosarcoma lines, to begin defining a pediatric cancer dependency map. Global analyses of the pediatric dependency landscape have identified emerging classes of pediatric cancers, including epigenetic-driven, aberrant transcription factor-driven and receptor tyrosine kinase-driven malignancies. For example, the preferential dependencies identified in a subset of neuroblastoma, which has aberrantly high expression of the transcription factor MYCN, are highly enriched for an interconnected network of genes annotated to have transcription factor activity. In addition to the global evaluation, we have developed methods and tools for prioritizing targets for further validation within a cancer type. These tools computationally integrate the pediatric dependency data across multiple datasets to identify categories of genetic dependencies that are especially strong hits or enriched hits in a specific pediatric malignancy. As an example, the intersection of MYCN-amplified neuroblastoma specific dependencies and H3-lysine 27 acetylation (H3K27ac) profiling across MYCN-amplified neuroblastoma allowed us to identify a transcriptional core regulatory circuit (CRC) that may drive the malignant state. Furthermore, targeting transcription with the BRD4 inhibitor JQ1 and CDK7 inhibitor THZ1 caused synergistic killing of neuroblastoma cells suggesting a novel therapeutic approach to treating this disease. Thus, defining a comprehensive pediatric cancer dependency map and developing the methods and tools to prioritize vulnerabilities in different cancer types will allow us to discover both novel biology and new therapeutic opportunities in childhood malignancies.
Citation Format: Neekesh V. Dharia, Clare Malone, Amanda Balboni Iniguez, Lillian Guenther, Liying Chen, Gabriela Alexe, Adam D. Durbin, Mark W. Zimmerman, Andrew Hong, Pratiti Bandopadhayay, Mariella G. Filbin, Thomas Howard, Brenton Paolella, Iris Fung, Josephine Lee, Phil Montgomery, John M. Krill-Burger, Brian J. Abraham, Jennifer Roth, David E. Root, Richard A. Young, A. Thomas Look, Rameen Beroukhim, Jesse S. Boehm, William C. Hahn, Todd R. Golub, Aviad Tsherniak, Francisca Vazquez, Kimberly Stegmaier. Defining a pediatric cancer dependency map [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 2352.
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38
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Durbin AD, Zimmerman MW, Dharia NV, Abraham BJ, Abraham BJ, Balboni-Iniguez A, Weichert-Leahey N, He S, Krill-Burger JM, Root DE, Vazquez F, Tsherniak A, Hahn WC, Golub TR, Young RA, Look AT, Stegmaier K. Abstract 2062: Selective gene dependencies in MYCN-amplified neuroblastoma include the core transcriptional regulatory circuitry. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-2062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Childhood neuroblastomas with MYCN gene amplification form a particularly high-risk subset of this disease and are difficult to treat effectively. This has focused attention on tumor-specific gene dependencies that reflect important pathways in tumorigenesis, and thus could provide valuable targets for the development of novel therapeutics. Using genome-scale CRISPR-Cas9 approaches that allow unbiased detection of genes critically involved in tumor cell growth and survival, we identified 147 candidate genes associated with selective vulnerabilities in nine MYCN-amplified neuroblastoma cell lines, compared to findings in over 300 other human cancer cell lines representing multiple tumor cell types. We then used genome-wide ChIP-seq analysis to test the hypothesis that a small number of transcription factors - MYCN, HAND2, ISL1, PHOX2B, GATA3, and TBX2, all represented in the selective dependency group - are members of the transcriptional core regulatory circuitry (CRC) that underlies cell state in MYCN-amplified neuroblastoma. We show that these transcription factors bind as dense clusters at defined epicentres within the enhancers of their own genes, as well as those of the other CRC transcription factor genes, creating a positive feed-forward autoregulatory loop that establishes and maintains high levels of gene expression. To disable the CRC, we tested a combination of BRD4 and CDK7 inhibitors, which we postulated would act synergistically by targeting both transcriptional initiation and elongation required to synthesize regulatory transcription factors. MYCN-amplified neuroblastoma cells treated with both drugs were killed synergistically, in vitro and in vivo, and accompanied by rapid downregulation of CRC transcription factor gene expression. This study defines a set of critical dependency genes in MYCN-amplified neuroblastoma, a subset of which comprises the oncogenic transcriptional regulatory circuitry that underlies cell state and survival in this tumor.
Citation Format: Adam D. Durbin, Mark W. Zimmerman, Neekesh V. Dharia, Brian J. Abraham, Brian J. Abraham, Amanda Balboni-Iniguez, Nina Weichert-Leahey, Shuning He, John M. Krill-Burger, David E. Root, Francisca Vazquez, Aviad Tsherniak, William C. Hahn, Todd R. Golub, Richard A. Young, A. Thomas Look, Kimberly Stegmaier. Selective gene dependencies in MYCN-amplified neuroblastoma include the core transcriptional regulatory circuitry [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 2062.
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Affiliation(s)
| | | | | | | | | | | | | | - Shuning He
- 1Dana-Farber Cancer Institute, Boston, MA
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39
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Iniguez AB, Stolte B, Wang EJ, Conway AS, Alexe G, Dharia NV, Kwiatkowski N, Zhang T, Abraham BJ, Mora J, Kalev P, Leggett A, Chowdhury D, Benes CH, Young RA, Gray NS, Stegmaier K. EWS/FLI Confers Tumor Cell Synthetic Lethality to CDK12 Inhibition in Ewing Sarcoma. Cancer Cell 2018; 33:202-216.e6. [PMID: 29358035 PMCID: PMC5846483 DOI: 10.1016/j.ccell.2017.12.009] [Citation(s) in RCA: 97] [Impact Index Per Article: 16.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/30/2016] [Revised: 09/15/2017] [Accepted: 12/19/2017] [Indexed: 01/01/2023]
Abstract
Many cancer types are driven by oncogenic transcription factors that have been difficult to drug. Transcriptional inhibitors, however, may offer inroads into targeting these cancers. Through chemical genomics screening, we identified that Ewing sarcoma is a disease with preferential sensitivity to THZ1, a covalent small-molecule CDK7/12/13 inhibitor. The selective CDK12/13 inhibitor, THZ531, impairs DNA damage repair in an EWS/FLI-dependent manner, supporting a synthetic lethal relationship between response to THZ1/THZ531 and EWS/FLI expression. The combination of these molecules with PARP inhibitors showed striking synergy in cell viability and DNA damage assays in vitro and in multiple models of Ewing sarcoma, including a PDX, in vivo without hematopoietic toxicity.
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Affiliation(s)
- Amanda Balboni Iniguez
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, 450 Brookline Avenue, Boston, MA 02215, USA; The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Björn Stolte
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, 450 Brookline Avenue, Boston, MA 02215, USA; Ludwig Maximilians University of Munich, Munich 80539, Germany
| | - Emily Jue Wang
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, 450 Brookline Avenue, Boston, MA 02215, USA; The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Amy Saur Conway
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, 450 Brookline Avenue, Boston, MA 02215, USA
| | - Gabriela Alexe
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, 450 Brookline Avenue, Boston, MA 02215, USA; The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Bioinformatics Graduate Program, Boston University, Boston, MA 02215, USA
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, 450 Brookline Avenue, Boston, MA 02215, USA; The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Nicholas Kwiatkowski
- The Whitehead Institute for Biomedical Research, Cambridge, MA 02142, USA; Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115, USA
| | - Tinghu Zhang
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115, USA
| | - Brian J Abraham
- The Whitehead Institute for Biomedical Research, Cambridge, MA 02142, USA
| | - Jaume Mora
- Development Tumor Biology Laboratory and Department of Pediatric Oncology and Hematology, Hospital Sant Joan de Déu Barcelona, Barcelona 08950, Spain
| | - Peter Kalev
- Department of Radiation Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Alan Leggett
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115, USA
| | - Dipanjan Chowdhury
- Department of Radiation Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA
| | - Cyril H Benes
- Massachusetts General Hospital, Center for Cancer Research, Boston, MA 02114, USA
| | - Richard A Young
- The Whitehead Institute for Biomedical Research, Cambridge, MA 02142, USA; Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Nathanael S Gray
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115, USA
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Harvard Medical School, 450 Brookline Avenue, Boston, MA 02215, USA; The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
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40
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Chen L, Alexe G, Dharia NV, Ross L, Iniguez AB, Conway AS, Wang EJ, Veschi V, Lam N, Qi J, Gustafson WC, Nasholm N, Vazquez F, Weir BA, Cowley GS, Ali LD, Pantel S, Jiang G, Harrington WF, Lee Y, Goodale A, Lubonja R, Krill-Burger JM, Meyers RM, Tsherniak A, Root DE, Bradner JE, Golub TR, Roberts CW, Hahn WC, Weiss WA, Thiele CJ, Stegmaier K. CRISPR-Cas9 screen reveals a MYCN-amplified neuroblastoma dependency on EZH2. J Clin Invest 2017; 128:446-462. [PMID: 29202477 DOI: 10.1172/jci90793] [Citation(s) in RCA: 97] [Impact Index Per Article: 13.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2016] [Accepted: 10/24/2017] [Indexed: 12/26/2022] Open
Abstract
Pharmacologically difficult targets, such as MYC transcription factors, represent a major challenge in cancer therapy. For the childhood cancer neuroblastoma, amplification of the oncogene MYCN is associated with high-risk disease and poor prognosis. Here, we deployed genome-scale CRISPR-Cas9 screening of MYCN-amplified neuroblastoma and found a preferential dependency on genes encoding the polycomb repressive complex 2 (PRC2) components EZH2, EED, and SUZ12. Genetic and pharmacological suppression of EZH2 inhibited neuroblastoma growth in vitro and in vivo. Moreover, compared with neuroblastomas without MYCN amplification, MYCN-amplified neuroblastomas expressed higher levels of EZH2. ChIP analysis showed that MYCN binds at the EZH2 promoter, thereby directly driving expression. Transcriptomic and epigenetic analysis, as well as genetic rescue experiments, revealed that EZH2 represses neuronal differentiation in neuroblastoma in a PRC2-dependent manner. Moreover, MYCN-amplified and high-risk primary tumors from patients with neuroblastoma exhibited strong repression of EZH2-regulated genes. Additionally, overexpression of IGFBP3, a direct EZH2 target, suppressed neuroblastoma growth in vitro and in vivo. We further observed strong synergy between histone deacetylase inhibitors and EZH2 inhibitors. Together, these observations demonstrate that MYCN upregulates EZH2, leading to inactivation of a tumor suppressor program in neuroblastoma, and support testing EZH2 inhibitors in patients with MYCN-amplified neuroblastoma.
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Affiliation(s)
- Liying Chen
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts, USA.,Broad Institute, Cambridge, Massachusetts, USA
| | - Gabriela Alexe
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts, USA.,Broad Institute, Cambridge, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA.,Bioinformatics Graduate Program, Boston University, Boston, Massachusetts, USA
| | - Neekesh V Dharia
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts, USA.,Broad Institute, Cambridge, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Linda Ross
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts, USA
| | - Amanda Balboni Iniguez
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts, USA.,Broad Institute, Cambridge, Massachusetts, USA
| | - Amy Saur Conway
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts, USA
| | - Emily Jue Wang
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts, USA
| | - Veronica Veschi
- Cell and Molecular Biology Section, Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, Bethesda, Maryland, USA
| | - Norris Lam
- Cell and Molecular Biology Section, Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, Bethesda, Maryland, USA
| | - Jun Qi
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - W Clay Gustafson
- Department of Pediatrics, Helen Diller Family Comprehensive Cancer Center, UCSF, San Francisco, California, USA
| | - Nicole Nasholm
- Department of Pediatrics, Helen Diller Family Comprehensive Cancer Center, UCSF, San Francisco, California, USA
| | | | | | | | - Levi D Ali
- Broad Institute, Cambridge, Massachusetts, USA
| | | | | | | | - Yenarae Lee
- Broad Institute, Cambridge, Massachusetts, USA
| | - Amy Goodale
- Broad Institute, Cambridge, Massachusetts, USA
| | | | | | | | | | | | - James E Bradner
- Harvard Medical School, Boston, Massachusetts, USA.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Novartis Institutes for BioMedical Research, Cambridge, Massachusetts, USA
| | - Todd R Golub
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts, USA.,Broad Institute, Cambridge, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Charles Wm Roberts
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts, USA.,Comprehensive Cancer Center and Department of Oncology, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - William C Hahn
- Broad Institute, Cambridge, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - William A Weiss
- Department of Pediatrics, Helen Diller Family Comprehensive Cancer Center, UCSF, San Francisco, California, USA.,Department of Neurology, Neurological Surgery, Brain Tumor Research Center, UCSF, San Francisco, California, USA
| | - Carol J Thiele
- Cell and Molecular Biology Section, Pediatric Oncology Branch, Center for Cancer Research, National Cancer Institute, NIH, Bethesda, Maryland, USA
| | - Kimberly Stegmaier
- Department of Pediatric Oncology, Dana-Farber Cancer Institute and Boston Children's Hospital, Boston, Massachusetts, USA.,Broad Institute, Cambridge, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
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41
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Meyers RM, Bryan JG, McFarland JM, Weir BA, Sizemore AE, Xu H, Dharia NV, Montgomery PG, Cowley GS, Pantel S, Goodale A, Lee Y, Ali LD, Jiang G, Lubonja R, Harrington WF, Strickland M, Wu T, Hawes DC, Zhivich VA, Wyatt MR, Kalani Z, Chang JJ, Okamoto M, Stegmaier K, Golub TR, Boehm JS, Vazquez F, Root DE, Hahn WC, Tsherniak A. Computational correction of copy number effect improves specificity of CRISPR-Cas9 essentiality screens in cancer cells. Nat Genet 2017. [PMID: 29083409 DOI: 10.1038/ng.3984.] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
The CRISPR-Cas9 system has revolutionized gene editing both at single genes and in multiplexed loss-of-function screens, thus enabling precise genome-scale identification of genes essential for proliferation and survival of cancer cells. However, previous studies have reported that a gene-independent antiproliferative effect of Cas9-mediated DNA cleavage confounds such measurement of genetic dependency, thereby leading to false-positive results in copy number-amplified regions. We developed CERES, a computational method to estimate gene-dependency levels from CRISPR-Cas9 essentiality screens while accounting for the copy number-specific effect. In our efforts to define a cancer dependency map, we performed genome-scale CRISPR-Cas9 essentiality screens across 342 cancer cell lines and applied CERES to this data set. We found that CERES decreased false-positive results and estimated sgRNA activity for both this data set and previously published screens performed with different sgRNA libraries. We further demonstrate the utility of this collection of screens, after CERES correction, for identifying cancer-type-specific vulnerabilities.
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Affiliation(s)
- Robin M Meyers
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Jordan G Bryan
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | | | - Barbara A Weir
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Ann E Sizemore
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Han Xu
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Neekesh V Dharia
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Boston Children's Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | | | - Glenn S Cowley
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Sasha Pantel
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Amy Goodale
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Yenarae Lee
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Levi D Ali
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Guozhi Jiang
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Rakela Lubonja
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | | | | | - Ting Wu
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Derek C Hawes
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Victor A Zhivich
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Meghan R Wyatt
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Zohra Kalani
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Jaime J Chang
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Michael Okamoto
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Kimberly Stegmaier
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Boston Children's Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Todd R Golub
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Boston Children's Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA.,Howard Hughes Medical Institute, Chevy Chase, Maryland, USA
| | - Jesse S Boehm
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Francisca Vazquez
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - William C Hahn
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA.,Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Aviad Tsherniak
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
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42
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Meyers RM, Bryan JG, McFarland JM, Weir BA, Sizemore AE, Xu H, Dharia NV, Montgomery PG, Cowley GS, Pantel S, Goodale A, Lee Y, Ali LD, Jiang G, Lubonja R, Harrington WF, Strickland M, Wu T, Hawes DC, Zhivich VA, Wyatt MR, Kalani Z, Chang JJ, Okamoto M, Stegmaier K, Golub TR, Boehm JS, Vazquez F, Root DE, Hahn WC, Tsherniak A. Computational correction of copy number effect improves specificity of CRISPR-Cas9 essentiality screens in cancer cells. Nat Genet 2017; 49:1779-1784. [PMID: 29083409 PMCID: PMC5709193 DOI: 10.1038/ng.3984] [Citation(s) in RCA: 1097] [Impact Index Per Article: 156.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2017] [Accepted: 10/04/2017] [Indexed: 02/07/2023]
Abstract
The CRISPR-Cas9 system has revolutionized gene editing both on single genes and in multiplexed loss-of-function screens, enabling precise genome-scale identification of genes essential to proliferation and survival of cancer cells1,2. However, previous studies reported that a gene-independent anti-proliferative effect of Cas9-mediated DNA cleavage confounds such measurement of genetic dependency, leading to false positive results in copy number amplified regions3,4. We developed CERES, a computational method to estimate gene dependency levels from CRISPR-Cas9 essentiality screens while accounting for the copy-number-specific effect. As part of our efforts to define a cancer dependency map, we performed genome-scale CRISPR-Cas9 essentiality screens across 342 cancer cell lines and applied CERES to this dataset. We found that CERES reduced false positive results and estimated sgRNA activity for both this dataset and previously published screens performed with different sgRNA libraries. Here, we demonstrate the utility of this collection of screens, upon CERES correction, in revealing cancer-type-specific vulnerabilities.
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Affiliation(s)
- Robin M Meyers
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Jordan G Bryan
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | | | - Barbara A Weir
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Ann E Sizemore
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Han Xu
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Neekesh V Dharia
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Boston Children's Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | | | - Glenn S Cowley
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Sasha Pantel
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Amy Goodale
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Yenarae Lee
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Levi D Ali
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Guozhi Jiang
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Rakela Lubonja
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | | | | | - Ting Wu
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Derek C Hawes
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Victor A Zhivich
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Meghan R Wyatt
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Zohra Kalani
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Jaime J Chang
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Michael Okamoto
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Kimberly Stegmaier
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Boston Children's Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Todd R Golub
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Boston Children's Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA.,Howard Hughes Medical Institute, Chevy Chase, Maryland, USA
| | - Jesse S Boehm
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Francisca Vazquez
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - William C Hahn
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA.,Dana-Farber Cancer Institute, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA.,Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Aviad Tsherniak
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
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43
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Istvan ES, Mallari JP, Corey VC, Dharia NV, Marshall GR, Winzeler EA, Goldberg DE. Esterase mutation is a mechanism of resistance to antimalarial compounds. Nat Commun 2017; 8:14240. [PMID: 28106035 PMCID: PMC5263872 DOI: 10.1038/ncomms14240] [Citation(s) in RCA: 37] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2016] [Accepted: 12/12/2016] [Indexed: 11/09/2022] Open
Abstract
Pepstatin is a potent peptidyl inhibitor of various malarial aspartic proteases, and also has parasiticidal activity. Activity of pepstatin against cultured Plasmodium falciparum is highly variable depending on the commercial source. Here we identify a minor contaminant (pepstatin butyl ester) as the active anti-parasitic principle. We synthesize a series of derivatives and characterize an analogue (pepstatin hexyl ester) with low nanomolar activity. By selecting resistant parasite mutants, we find that a parasite esterase, PfPARE (P. falciparum Prodrug Activation and Resistance Esterase) is required for activation of esterified pepstatin. Parasites with esterase mutations are resistant to pepstatin esters and to an open source antimalarial compound, MMV011438. Recombinant PfPARE hydrolyses pepstatin esters and de-esterifies MMV011438. We conclude that (1) pepstatin is a potent but poorly bioavailable antimalarial; (2) PfPARE is a functional esterase that is capable of activating prodrugs; (3) Mutations in PfPARE constitute a mechanism of antimalarial resistance. Pepstatin is a known inhibitor of malarial proteases, but its activity varies between sources. Here, Istvan et al. identify a pepstatin ester as the active component of pepstatin preparations and show that this prodrug is activated by a Plasmodium esterase, mutation of which can confer resistance to pepstatin and other compounds.
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Affiliation(s)
- Eva S Istvan
- Department of Medicine, Division of Infectious Diseases, Washington University School of Medicine, Saint Louis, Missouri 63110, USA.,Department of Molecular Microbiology, Washington University School of Medicine, Saint Louis, Missouri 63110, USA
| | - Jeremy P Mallari
- Department of Medicine, Division of Infectious Diseases, Washington University School of Medicine, Saint Louis, Missouri 63110, USA.,Department of Molecular Microbiology, Washington University School of Medicine, Saint Louis, Missouri 63110, USA
| | - Victoria C Corey
- Department of Pediatrics, School of Medicine, University of California San Diego School of Medicine, La Jolla, California 92093, USA
| | - Neekesh V Dharia
- Department of Pediatrics, School of Medicine, University of California San Diego School of Medicine, La Jolla, California 92093, USA
| | - Garland R Marshall
- Department of Biochemistry and Molecular Biophysics, Washington University School of Medicine, Saint Louis, Missouri 63110, USA
| | - Elizabeth A Winzeler
- Department of Pediatrics, School of Medicine, University of California San Diego School of Medicine, La Jolla, California 92093, USA
| | - Daniel E Goldberg
- Department of Medicine, Division of Infectious Diseases, Washington University School of Medicine, Saint Louis, Missouri 63110, USA.,Department of Molecular Microbiology, Washington University School of Medicine, Saint Louis, Missouri 63110, USA
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44
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Nam TG, McNamara CW, Bopp S, Dharia NV, Meister S, Bonamy GMC, Plouffe DM, Kato N, McCormack S, Bursulaya B, Ke H, Vaidya AB, Schultz PG, Winzeler EA. A chemical genomic analysis of decoquinate, a Plasmodium falciparum cytochrome b inhibitor. ACS Chem Biol 2011; 6:1214-22. [PMID: 21866942 PMCID: PMC3220786 DOI: 10.1021/cb200105d] [Citation(s) in RCA: 74] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
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Decoquinate has single-digit nanomolar activity against in vitro blood stage Plasmodium falciparum parasites, the causative agent of human malaria. In vitro evolution of decoquinate-resistant parasites and subsequent comparative genomic analysis to the drug-sensitive parental strain revealed resistance was conferred by two nonsynonymous single nucleotide polymorphisms in the gene encoding cytochrome b. The resultant amino acid mutations, A122T and Y126C, reside within helix C in the ubiquinol-binding pocket of cytochrome b, an essential subunit of the cytochrome bc1 complex. As with other cytochrome bc1 inhibitors, such as atovaquone, decoquinate has low nanomolar activity against in vitro liver stage P. yoelii and provides partial prophylaxis protection when administered to infected mice at 50 mg kg–1. In addition, transgenic parasites expressing yeast dihydroorotate dehydrogenase are >200-fold less sensitive to decoquinate, which provides additional evidence that this drug inhibits the parasite’s mitochondrial electron transport chain. Importantly, decoquinate exhibits limited cross-resistance to a panel of atovaquone-resistant parasites evolved to harbor various mutations in cytochrome b. The basis for this difference was revealed by molecular docking studies, in which both of these inhibitors were shown to have distinctly different modes of binding within the ubiquinol-binding site of cytochrome b.
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Affiliation(s)
| | - Case W. McNamara
- Genomics Institute of the Novartis Research Foundation, 10675 John Jay Hopkins Drive, San Diego, California 92121, United States
| | | | | | | | - Ghislain M. C. Bonamy
- Genomics Institute of the Novartis Research Foundation, 10675 John Jay Hopkins Drive, San Diego, California 92121, United States
| | - David M. Plouffe
- Genomics Institute of the Novartis Research Foundation, 10675 John Jay Hopkins Drive, San Diego, California 92121, United States
| | - Nobutaka Kato
- Genomics Institute of the Novartis Research Foundation, 10675 John Jay Hopkins Drive, San Diego, California 92121, United States
| | - Susan McCormack
- Genomics Institute of the Novartis Research Foundation, 10675 John Jay Hopkins Drive, San Diego, California 92121, United States
| | - Badry Bursulaya
- Genomics Institute of the Novartis Research Foundation, 10675 John Jay Hopkins Drive, San Diego, California 92121, United States
| | - Hangjun Ke
- Center for Molecular Parasitology, Department of Microbiology and Immunology, Drexel University College of Medicine, Philadelphia, Pennsylvania 19129, United States
| | - Akhil B. Vaidya
- Center for Molecular Parasitology, Department of Microbiology and Immunology, Drexel University College of Medicine, Philadelphia, Pennsylvania 19129, United States
| | - Peter G. Schultz
- Genomics Institute of the Novartis Research Foundation, 10675 John Jay Hopkins Drive, San Diego, California 92121, United States
| | - Elizabeth A. Winzeler
- Genomics Institute of the Novartis Research Foundation, 10675 John Jay Hopkins Drive, San Diego, California 92121, United States
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45
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Meister S, Plouffe DM, Kuhen KL, Bonamy GMC, Wu T, Barnes SW, Bopp SE, Borboa R, Bright AT, Che J, Cohen S, Dharia NV, Gagaring K, Gettayacamin M, Gordon P, Groessl T, Kato N, Lee MCS, McNamara CW, Fidock DA, Nagle A, Nam TG, Richmond W, Roland J, Rottmann M, Zhou B, Froissard P, Glynne RJ, Mazier D, Sattabongkot J, Schultz PG, Tuntland T, Walker JR, Zhou Y, Chatterjee A, Diagana TT, Winzeler EA. Imaging of Plasmodium liver stages to drive next-generation antimalarial drug discovery. Science 2011; 334:1372-7. [PMID: 22096101 DOI: 10.1126/science.1211936] [Citation(s) in RCA: 252] [Impact Index Per Article: 19.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
Most malaria drug development focuses on parasite stages detected in red blood cells, even though, to achieve eradication, next-generation drugs active against both erythrocytic and exo-erythrocytic forms would be preferable. We applied a multifactorial approach to a set of >4000 commercially available compounds with previously demonstrated blood-stage activity (median inhibitory concentration < 1 micromolar) and identified chemical scaffolds with potent activity against both forms. From this screen, we identified an imidazolopiperazine scaffold series that was highly enriched among compounds active against Plasmodium liver stages. The orally bioavailable lead imidazolopiperazine confers complete causal prophylactic protection (15 milligrams/kilogram) in rodent models of malaria and shows potent in vivo blood-stage therapeutic activity. The open-source chemical tools resulting from our effort provide starting points for future drug discovery programs, as well as opportunities for researchers to investigate the biology of exo-erythrocytic forms.
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Affiliation(s)
- Stephan Meister
- Department of Genetics, The Scripps Research Institute, La Jolla, CA 92037, USA
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46
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Rottmann M, McNamara C, Yeung BKS, Lee MCS, Zou B, Russell B, Seitz P, Plouffe DM, Dharia NV, Tan J, Cohen SB, Spencer KR, González-Páez GE, Lakshminarayana SB, Goh A, Suwanarusk R, Jegla T, Schmitt EK, Beck HP, Brun R, Nosten F, Renia L, Dartois V, Keller TH, Fidock DA, Winzeler EA, Diagana TT. Spiroindolones, a potent compound class for the treatment of malaria. Science 2010; 329:1175-80. [PMID: 20813948 DOI: 10.1126/science.1193225] [Citation(s) in RCA: 902] [Impact Index Per Article: 64.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
Recent reports of increased tolerance to artemisinin derivatives--the most recently adopted class of antimalarials--have prompted a need for new treatments. The spirotetrahydro-beta-carbolines, or spiroindolones, are potent drugs that kill the blood stages of Plasmodium falciparum and Plasmodium vivax clinical isolates at low nanomolar concentration. Spiroindolones rapidly inhibit protein synthesis in P. falciparum, an effect that is ablated in parasites bearing nonsynonymous mutations in the gene encoding the P-type cation-transporter ATPase4 (PfATP4). The optimized spiroindolone NITD609 shows pharmacokinetic properties compatible with once-daily oral dosing and has single-dose efficacy in a rodent malaria model.
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Affiliation(s)
- Matthias Rottmann
- Swiss Tropical and Public Health Institute, Parasite Chemotherapy, CH-4002 Basel, Switzerland
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47
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Dharia NV, Plouffe D, Bopp SER, González-Páez GE, Lucas C, Salas C, Soberon V, Bursulaya B, Kochel TJ, Bacon DJ, Winzeler EA. Genome scanning of Amazonian Plasmodium falciparum shows subtelomeric instability and clindamycin-resistant parasites. Genome Res 2010; 20:1534-44. [PMID: 20829224 DOI: 10.1101/gr.105163.110] [Citation(s) in RCA: 54] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Here, we fully characterize the genomes of 14 Plasmodium falciparum patient isolates taken recently from the Iquitos region using genome scanning, a microarray-based technique that delineates the majority of single-base changes, indels, and copy number variants distinguishing the coding regions of two clones. We show that the parasite population in the Peruvian Amazon bears a limited number of genotypes and low recombination frequencies. Despite the essentially clonal nature of some isolates, we see high frequencies of mutations in subtelomeric highly variable genes and internal var genes, indicating mutations arising during self-mating or mitotic replication. The data also reveal that one or two meioses separate different isolates, showing that P. falciparum clones isolated from different individuals in defined geographical regions could be useful in linkage analyses or quantitative trait locus studies. Through pairwise comparisons of different isolates we discovered point mutations in the apicoplast genome that are close to known mutations that confer clindamycin resistance in other species, but which were hitherto unknown in malaria parasites. Subsequent drug sensitivity testing revealed over 100-fold increase of clindamycin EC(50) in strains harboring one of these mutations. This evidence of clindamycin-resistant parasites in the Amazon suggests that a shift should be made in health policy away from quinine + clindamycin therapy for malaria in pregnant women and infants, and that the development of new lincosamide antibiotics for malaria should be reconsidered.
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Affiliation(s)
- Neekesh V Dharia
- Department of Cell Biology, ICND 202, The Scripps Research Institute, La Jolla, California 92037, USA
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Westenberger SJ, McClean CM, Chattopadhyay R, Dharia NV, Carlton JM, Barnwell JW, Collins WE, Hoffman SL, Zhou Y, Vinetz JM, Winzeler EA. A systems-based analysis of Plasmodium vivax lifecycle transcription from human to mosquito. PLoS Negl Trop Dis 2010; 4:e653. [PMID: 20386602 PMCID: PMC2850316 DOI: 10.1371/journal.pntd.0000653] [Citation(s) in RCA: 90] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2009] [Accepted: 03/01/2010] [Indexed: 11/18/2022] Open
Abstract
Background Up to 40% of the world's population is at risk for Plasmodium vivax malaria, a disease that imposes a major public health and economic burden on endemic countries. Because P. vivax produces latent liver forms, eradication of P. vivax malaria is more challenging than it is for P. falciparum. Genetic analysis of P. vivax is exceptionally difficult due to limitations of in vitro culture. To overcome the barriers to traditional molecular biology in P. vivax, we examined parasite transcriptional changes in samples from infected patients and mosquitoes in order to characterize gene function, define regulatory sequences and reveal new potential vaccine candidate genes. Principal Findings We observed dramatic changes in transcript levels for various genes at different lifecycle stages, indicating that development is partially regulated through modulation of mRNA levels. Our data show that genes involved in common biological processes or molecular machinery are co-expressed. We identified DNA sequence motifs upstream of co-expressed genes that are conserved across Plasmodium species that are likely binding sites of proteins that regulate stage-specific transcription. Despite their capacity to form hypnozoites we found that P. vivax sporozoites show stage-specific expression of the same genes needed for hepatocyte invasion and liver stage development in other Plasmodium species. We show that many of the predicted exported proteins and members of multigene families show highly coordinated transcription as well. Conclusions We conclude that high-quality gene expression data can be readily obtained directly from patient samples and that many of the same uncharacterized genes that are upregulated in different P. vivax lifecycle stages are also upregulated in similar stages in other Plasmodium species. We also provide numerous examples of how systems biology is a powerful method for determining the likely function of genes in pathogens that are neglected due to experimental intractability. Most of the 250 million malaria cases outside of Africa are caused by the parasite Plasmodium vivax. Although drugs can be used to treat P. vivax malaria, drug resistance is spreading and there is no available vaccine. Because this species cannot be readily grown in the laboratory there are added challenges to understanding the function of the many hypothetical genes in the genome. We isolated transcriptional messages from parasites growing in human blood and in mosquitoes, labeled the messages and measured how their levels for different parasite growth conditions. The data for 5,419 parasite genes shows extensive changes as the parasite moves between human and mosquito and reveals highly expressed genes whose proteins might represent new therapeutic targets for experimental vaccines. We discover sets of genes that are likely to play a role in the earliest stages of hepatocyte infection. We find intriguing differences in the expression patterns of different blood stage parasites that may be related to host-response status.
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Affiliation(s)
- Scott J. Westenberger
- Department of Cell Biology ICND 202, The Scripps Research Institute, La Jolla, California, United States of America
| | - Colleen M. McClean
- Division of Infectious Diseases, Department of Medicine, University of California San Diego School of Medicine, La Jolla, California, United States of America
| | | | - Neekesh V. Dharia
- Department of Cell Biology ICND 202, The Scripps Research Institute, La Jolla, California, United States of America
| | - Jane M. Carlton
- Department of Medical Parasitology, New York University Langone Medical Center, New York, New York, United States of America
| | - John W. Barnwell
- Centers for Disease Control and Prevention, Division of Parasitic Diseases, Atlanta, Georgia, United States of America
| | - William E. Collins
- Centers for Disease Control and Prevention, Division of Parasitic Diseases, Atlanta, Georgia, United States of America
| | | | - Yingyao Zhou
- Genomics Institute of the Novartis Research Foundation, San Diego, California, United States of America
| | - Joseph M. Vinetz
- Division of Infectious Diseases, Department of Medicine, University of California San Diego School of Medicine, La Jolla, California, United States of America
| | - Elizabeth A. Winzeler
- Department of Cell Biology ICND 202, The Scripps Research Institute, La Jolla, California, United States of America
- * E-mail:
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Dharia NV, Chatterjee A, Winzeler EA. Genomics and systems biology in malaria drug discovery. Curr Opin Investig Drugs 2010; 11:131-138. [PMID: 20112162] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
A disadvantage of using target-based drug discovery in the search for new antimalarials is that predicting which targets will be essential for parasite growth in mammalian hosts is often difficult. In addition, well-validated targets may not yield new classes of compounds. Finally, resistance may emerge more quickly for compounds that interact with a single cellular target. Thus, recent drug screening efforts have shifted to cell-based assays, yielding thousands of potent antimalarial compounds. The challenge is now to discover the mechanism of action (MOA) of these compounds to facilitate medicinal chemistry. This review discusses the use of genome- or systems-based methods to characterize the MOA of such compounds.
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Affiliation(s)
- Neekesh V Dharia
- Genomics Institute of the Novartis Research Foundation, 10675 John Jay Hopkins Drive, San Diego, CA 92121, USA
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Dharia NV, Sidhu ABS, Cassera MB, Westenberger SJ, Bopp SE, Eastman RT, Plouffe D, Batalov S, Park DJ, Volkman SK, Wirth DF, Zhou Y, Fidock DA, Winzeler EA. Use of high-density tiling microarrays to identify mutations globally and elucidate mechanisms of drug resistance in Plasmodium falciparum. Genome Biol 2009; 10:R21. [PMID: 19216790 PMCID: PMC2688282 DOI: 10.1186/gb-2009-10-2-r21] [Citation(s) in RCA: 117] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2008] [Revised: 01/05/2009] [Accepted: 02/13/2009] [Indexed: 11/29/2022] Open
Abstract
Using tiling microarrays, a mechanism by which Plasmodium falciparum parasites acquire resistance to the antimalarial fosmidomycin has been elucidated Background The identification of genetic changes that confer drug resistance or other phenotypic changes in pathogens can help optimize treatment strategies, support the development of new therapeutic agents, and provide information about the likely function of genes. Elucidating mechanisms of phenotypic drug resistance can also assist in identifying the mode of action of uncharacterized but potent antimalarial compounds identified in high-throughput chemical screening campaigns against Plasmodium falciparum. Results Here we show that tiling microarrays can detect de novo a large proportion of the genetic changes that differentiate one genome from another. We show that we detect most single nucleotide polymorphisms or small insertion deletion events and all known copy number variations that distinguish three laboratory isolates using readily accessible methods. We used the approach to discover mutations that occur during the selection process after transfection. We also elucidated a mechanism by which parasites acquire resistance to the antimalarial fosmidomycin, which targets the parasite isoprenoid synthesis pathway. Our microarray-based approach allowed us to attribute in vitro derived fosmidomycin resistance to a copy number variation event in the pfdxr gene, which enables the parasite to overcome fosmidomycin-mediated inhibition of isoprenoid biosynthesis. Conclusions We show that newly emerged single nucleotide polymorphisms can readily be detected and that malaria parasites can rapidly acquire gene amplifications in response to in vitro drug pressure. The ability to define comprehensively genetic variability in P. falciparum with a single overnight hybridization creates new opportunities to study parasite evolution and improve the treatment and control of malaria.
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Affiliation(s)
- Neekesh V Dharia
- Department of Cell Biology, ICND 202, The Scripps Research Institute, North Torrey Pines Road, La Jolla, CA 92037, USA
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