1
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Cervia LD, Shibue T, Gaeta B, Borah AA, Leung L, Li N, Dumont N, Gonzalez A, Bick N, Kazachkova M, Dempster JM, Krill-Burger JM, Piccioni F, Udeshi ND, Olive ME, Carr SA, Root DE, McFarland JM, Vazquez F, Hahn WC. Abstract 73: A ubiquitination cascade regulating the integrated stress response and survival in carcinomas. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-73] [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
Targeting of mutated oncogenes has led to the identification of new targeted therapies. However, druggable oncogenes do not occur in most cancers. Systematic identification of signaling pathways required for the fitness of cancer cells will facilitate the development of new cancer therapies. We used gene essentiality measurements in 793 cancer cell lines to identify selective co-essentiality modules and found that a ubiquitination ligase complex composed of UBA6, BIRC6, KCMF1 and UBR4, which encode an E1, E2 and two heterodimeric E3 subunits, respectively, is required for the survival of a subset of epithelial tumors. Suppressing BIRC6 in cell lines that are dependent on this complex led to a substantial reduction in cell fitness in vitro and potent tumor regression in vivo. Mechanistically, BIRC6 suppression resulted in selective activation of the integrated stress response (ISR) by stabilization and upregulation of the heme-regulated inhibitor (HRI), a direct ubiquitination target of the UBA6/BIRC6/KCMF1/UBR4 complex. These observations uncover a novel ubiquitination cascade that regulates ISR and highlight the potential of ISR activation as a new therapeutic strategy.
Citation Format: Lisa D. Cervia, Tsukasa Shibue, Benjamin Gaeta, Ashir A. Borah, Lisa Leung, Naomi Li, Nancy Dumont, Alfredo Gonzalez, Nolan Bick, Mariya Kazachkova, Joshua M. Dempster, John M. Krill-Burger, Federica Piccioni, Namrata D. Udeshi, Meagan E. Olive, Steven A. Carr, David E. Root, James M. McFarland, Francisca Vazquez, William C. Hahn. A ubiquitination cascade regulating the integrated stress response and survival in carcinomas [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 73.
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Affiliation(s)
| | | | | | | | - Lisa Leung
- 2Broad Institute of MIT and Harvard, Cambridge, MA
| | - Naomi Li
- 1Dana-Farber Cancer Institute, Boston, MA
| | - Nancy Dumont
- 2Broad Institute of MIT and Harvard, Cambridge, MA
| | | | - Nolan Bick
- 2Broad Institute of MIT and Harvard, Cambridge, MA
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2
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Krill-Burger JM, Borah AA, Paolella BR, McFarland JM, Vazquez F. Abstract 1897: Systematic methods to identify cancer vulnerabilities from genome-wide loss-of-function screens: An interactive framework for target discovery. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-1897] [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
Over a thousand genome-scale loss-of-function screens have been performed, as part of efforts such as The Cancer Dependency Map (DepMap), to establish the landscape of genetic dependencies across a diverse set of cancer cell lines. A key challenge to using this resource for therapeutic target discovery is discerning common or tissue-related gene dependencies from those that represent true cancer-specific vulnerabilities. Although many successful cancer-specific targets have been identified by synthetic lethality with patient-prevalent driver mutations, the number of novel synthetic lethals identified as more cancer cell lines are screened has been limited compared to the total number of newly observed selective dependencies. Better understanding of how these selective dependencies are connected to molecular features of the sensitive cell lines could unlock a wealth of potential targets. As part of the DepMap project at the Broad Institute, we created a software pipeline and interactive web-tool for researchers to interrogate the compendium of CRISPR and RNAi screens and systematically rank potential targets by several key factors, most notably selectivity, disease indication, and predictability from multi-omics features (WES, RNAseq, methylation, proteomics). A strength of our framework is the ability to explore the relationships between a dependency and its top predictive features since this could provide insights into the mechanism underlying the cellular dependency and aid in generating therapeutic hypotheses. Additionally, users can perform disease-specific analyses and incorporate annotations for small molecule tractability or drug availability. We anticipate this tool will lower the barrier to systematic genome-wide target discovery using DepMap and provide insights into strategies and best practices for nominating promising targets.
Citation Format: John M. Krill-Burger, Ashir A. Borah, Brenton R. Paolella, James M. McFarland, Francisca Vazquez. Systematic methods to identify cancer vulnerabilities from genome-wide loss-of-function screens: An interactive framework for target discovery [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 1897.
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3
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Bondeson DP, Paolella BR, Asfaw A, Rothberg MV, Skipper TA, Langan C, Mesa G, Gonzalez A, Surface LE, Ito K, Kazachkova M, Colgan WN, Warren A, Dempster JM, Krill-Burger JM, Ericsson M, Tang AA, Fung I, Chambers ES, Abdusamad M, Dumont N, Doench JG, Piccioni F, Root DE, Boehm J, Hahn WC, Mannstadt M, McFarland JM, Vazquez F, Golub TR. Phosphate dysregulation via the XPR1-KIDINS220 protein complex is a therapeutic vulnerability in ovarian cancer. Nat Cancer 2022; 3:681-695. [PMID: 35437317 PMCID: PMC9246846 DOI: 10.1038/s43018-022-00360-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Accepted: 03/04/2022] [Indexed: 12/13/2022]
Abstract
Despite advances in precision medicine, the clinical prospects for patients with ovarian and uterine cancers have not substantially improved. Here, we analyzed genome-scale CRISPR/Cas9 loss-of-function screens across 851 human cancer cell lines and found that frequent overexpression of SLC34A2 – encoding a phosphate importer – is correlated to sensitivity to loss of the phosphate exporter XPR1 in vitro and in vivo. In patient-derived tumor samples, we observed frequent PAX8-dependent overexpression of SLC34A2, XPR1 copy number amplifications, and XPR1 mRNA overexpression. Mechanistically, in SLC34A2-high cancer cell lines, genetic or pharmacologic inhibition of XPR1-dependent phosphate efflux leads to the toxic accumulation of intracellular phosphate. Finally, we show that XPR1 requires the novel partner protein KIDINS220 for proper cellular localization and activity, and that disruption of this protein complex results in acidic vacuolar structures preceding cell death. These data point to the XPR1:KIDINS220 complex and phosphate dysregulation as a therapeutic vulnerability in ovarian cancer. Golub and colleagues identify the phosphate exporter XPR1 as a therapeutic vulnerability in ovarian and uterine cancers, and show that phosphate efflux inhibition reduces tumor cell viability through accumulation of intracellular phosphate.
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Affiliation(s)
| | - Brenton R Paolella
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Merck Research Laboratories, Cambridge, MA, USA
| | - Adhana Asfaw
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | | | - Carly Langan
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Gabriel Mesa
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Lauren E Surface
- Endocrine Unit, Massachusetts General Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA
| | - Kentaro Ito
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | | | | | | | | | | | - Andrew A Tang
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Iris Fung
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Mai Abdusamad
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Nancy Dumont
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - John G Doench
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Federica Piccioni
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.,Merck Research Laboratories, Cambridge, MA, USA
| | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jesse 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.,Departments of Pediatric and Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Michael Mannstadt
- Endocrine Unit, Massachusetts General Hospital, Boston, MA, USA.,Harvard Medical School, Boston, MA, USA
| | | | | | - Todd R Golub
- Broad Institute of MIT and Harvard, Cambridge, MA, USA. .,Harvard Medical School, Boston, MA, USA. .,Departments of Pediatric and Medical Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA.
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4
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Cervia LD, Shibue T, Gaeta B, Borah AA, Leung L, Li N, Dumont N, Gonzalez A, Bick N, Kazachkova M, Dempster JM, Krill-Burger JM, Piccioni F, Udeshi ND, Olive ME, Carr SA, Root DE, McFarland JM, Vazquez F, Hahn WC. Abstract P3-09-01: A ubiquitination cascade regulating the integrated stress response and survival in carcinomas. Cancer Res 2022. [DOI: 10.1158/1538-7445.sabcs21-p3-09-01] [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
Targeting of mutated oncogenes has led to the identification of new targeted therapies. However, druggable oncogenes do not occur in most cancers. Systematic identification of signaling pathways required for the fitness of cancer cells will facilitate the development of new cancer therapies. We used gene essentiality measurements in 793 cancer cell lines to identify selective co-essentiality modules and found that a ubiquitination ligase complex composed of UBA6, BIRC6, KCMF1 and UBR4, which encode an E1, E2 and two heterodimeric E3 subunits, respectively, is required for the survival of a subset of epithelial tumors, particularly subtypes of breast cancer. Suppressing BIRC6 in cell lines that are dependent on this complex led to a substantial reduction in cell fitness in vitro and potent tumor regression in vivo. Mechanistically, BIRC6 suppression resulted in selective activation of the integrated stress response (ISR) by stabilization and upregulation of the heme-regulated inhibitor (HRI), a direct ubiquitination target of the UBA6/BIRC6/KCMF1/UBR4 complex. These observations uncover a novel ubiquitination cascade that regulates ISR and highlight the potential of ISR activation as a new therapeutic strategy.
Citation Format: Lisa D Cervia, Tsukasa Shibue, Benjamin Gaeta, Ashir A Borah, Lisa Leung, Naomi Li, Nancy Dumont, Alfredo Gonzalez, Nolan Bick, Mariya Kazachkova, Joshua M Dempster, John M Krill-Burger, Federica Piccioni, Namrata D Udeshi, Meagan E Olive, Steven A Carr, David E Root, James M McFarland, Francisca Vazquez, William C Hahn. A ubiquitination cascade regulating the integrated stress response and survival in carcinomas [abstract]. In: Proceedings of the 2021 San Antonio Breast Cancer Symposium; 2021 Dec 7-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2022;82(4 Suppl):Abstract nr P3-09-01.
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Affiliation(s)
| | | | | | | | - Lisa Leung
- Broad Institute of MIT and Harvard, Cambridge, MA
| | - Naomi Li
- Dana-Farber Cancer Institute, Boston, MA
| | - Nancy Dumont
- Broad Institute of MIT and Harvard, Cambridge, MA
| | | | - Nolan Bick
- Broad Institute of MIT and Harvard, Cambridge, MA
| | | | | | | | | | | | | | | | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, MA
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5
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Guo JA, Zhao D, Ginebaugh SP, Wang S, Jambhale AD, Yu PZ, Wu WW, Chen P, Zhao M, Lowder KE, Kapner KS, Hoffman HI, Cheng SW, Kim DY, Boiarsky R, Aguet F, Paolella B, Krill-Burger JM, McFarland JM, Oni T, Jacks T, Regev A, Getz G, Hwang WL, Singh H, Aguirre AJ. Abstract PR-006: Integrative genomic characterization of therapeutic targets for pancreatic cancer. Cancer Res 2021. [DOI: 10.1158/1538-7445.panca21-pr-006] [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
Targeted therapies for molecularly-defined subtypes have led to immense clinical benefit for many cancer types but have generally not been successful for pancreatic cancer. Given that the mainstay of treatment remains multi-agent chemotherapy with FOLFIRINOX or gemcitabine/nab-paclitaxel, there remains an urgent need to identify novel actionable vulnerabilities for subsets of PDAC patients. Toward this end, we conducted an integrative, genome-scale examination of genetic dependencies and cell surface targets for PDAC by leveraging CRISPR and RNAi screening data from The Cancer Dependency Map Project, genomic data of bulk patient tumors from The Cancer Genome Atlas, and custom single-nucleus RNA-seq of a 43-patient cohort comprised of untreated and treated specimens. Our results re-affirm the prominence of Ras/MAPK signaling and a synthetically-lethal interaction between VPS4A/B, but also reveal recurrent susceptibilities to genes within the fatty acid metabolism, vesicular transport and exocytosis, and nucleobase synthesis pathways that otherwise have minor to moderate depleting effects on the majority of cell lines. Aberrations in frequent tumor suppressor genes and chromosomal arm-level variations appear to modify the strength of dependencies, including that of KRAS, CCND1, and GPX4, and may serve as predictive biomarkers of response. In addition, we leveraged mRNA profiling of bulk primary tumors as well as metastatic organoid models to conduct a genome-wide search for cell surface targets that are highly-expressed in tumors while lowly or not expressed in other toxicity-prone, non-malignant tissues. These putative drug targets do not need to be cancer dependencies and can be compatible with antibody-based therapeutic strategies that leverage alternative modes of cellular toxicity. Our approach identifies MSLN, NECTIN4, TROP2, and other antigens which have previously been shown to be largely tumor-specific but also reveals the expression of multiple putative targets within the CEACAM, claudin, and tetraspanin families. Finally, molecular subtyping efforts over the past decade have yielded classical and basal-like as consensus subtypes with variations therein, but genetic dependencies and cell surface expression patterns unique to either are insufficiently understood. We identified CLDN18, CEACAM5, and CEACAM6 as cell surface antigens for the classical subtype and MSLN, AQP5, and SLC6A14 for basal-like. Dependency on TLK2 and CCND1 is associated with the basal-like and classical subtype, respectively. Taken together, our integrative genomic approach may provide a precision medicine blueprint for stratifying and targeting pancreatic cancer.
Citation Format: Jimmy A. Guo, Daniel Zhao, Scott P. Ginebaugh, Steven Wang, Ananya D. Jambhale, Patrick Z. Yu, Westley W. Wu, Peter Chen, Maryann Zhao, Kristen E. Lowder, Kevin S. Kapner, Hannah I. Hoffman, Stephanie W. Cheng, Daniel Y. Kim, Rebecca Boiarsky, Francois Aguet, Brenton Paolella, John M. Krill-Burger, James M. McFarland, Tobiloba Oni, Tyler Jacks, Aviv Regev, Gad Getz, William L. Hwang, Harshabad Singh, Andrew J. Aguirre. Integrative genomic characterization of therapeutic targets for pancreatic cancer [abstract]. In: Proceedings of the AACR Virtual Special Conference on Pancreatic Cancer; 2021 Sep 29-30. Philadelphia (PA): AACR; Cancer Res 2021;81(22 Suppl):Abstract nr PR-006.
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Affiliation(s)
- Jimmy A. Guo
- 1Broad Institute of MIT and Harvard, Cambridge, MA,
| | | | | | | | | | | | | | - Peter Chen
- 1Broad Institute of MIT and Harvard, Cambridge, MA,
| | - Maryann Zhao
- 1Broad Institute of MIT and Harvard, Cambridge, MA,
| | | | | | | | | | | | | | | | | | | | | | | | | | | | - Gad Getz
- 1Broad Institute of MIT and Harvard, Cambridge, MA,
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6
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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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7
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Cervia LD, Shibue T, Gaeta B, Borah A, Leung L, Li N, Dumont N, Gonzalez A, Bick N, Kazachkova M, Dempster J, Krill-Burger JM, Udeshi N, Olive M, Carr SA, Root DE, Piccioni F, McFarland JM, Vazquez F, Hahn WC. Abstract 1950: A ubiquitination cascade regulates the integrated stress response and epithelial cancer survival. Cancer Res 2021. [DOI: 10.1158/1538-7445.am2021-1950] [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
Systematic identification of signaling pathways required for the viability of cancer cells will facilitate the development of novel cancer therapies. We used gene essentiality measurements in 726 cancer cell lines to identify selective co-essentiality modules and found a functional ubiquitination cascade containing UBA6, BIRC6, KCMF1 and UBR4, which encode an E1, E2, and two heterodimeric E3 subunits, respectively, as a vulnerability in a subset of epithelial tumors. Suppressing BIRC6 in cancer cell lines that are dependent on this ubiquitination cascade led to a strong reduction in cell fitness in vitro, and to potent tumor regression and metastasis suppression in vivo. Mechanistically, BIRC6 suppression resulted in selective and robust activation of the integrated stress response (ISR) signaling via upregulation of the heme-regulated inhibitor (HRI). Using proteomic profiling, we found that HRI itself is a key degradation target of the UBA6/BIRC6/KCMF1/UBR4 cascade. These observations demonstrate a protein ubiquitination cascade regulating ISR and highlight the potential of this cascade as a novel therapeutic target for a subset of epithelial cancers.
Citation Format: Lisa D. Cervia, Tsukasa Shibue, Benjamin Gaeta, Ashir Borah, Lisa Leung, Naomi Li, Nancy Dumont, Alfredo Gonzalez, Nolan Bick, Mariya Kazachkova, Joshua Dempster, John M. Krill-Burger, Namrata Udeshi, Meagan Olive, Steven A. Carr, David E. Root, Federica Piccioni, James M. McFarland, Francisca Vazquez, William C. Hahn. A ubiquitination cascade regulates the integrated stress response and epithelial cancer 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 1950.
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Affiliation(s)
| | | | | | - Ashir Borah
- 2Broad Institute of MIT and Harvard, Cambridge, MA
| | - Lisa Leung
- 3Broad Institute of MIT and Harvard, Boston, MA
| | - Naomi Li
- 1Dana-Farber Cancer Institute, Boston, MA
| | - Nancy Dumont
- 2Broad Institute of MIT and Harvard, Cambridge, MA
| | | | - Nolan Bick
- 2Broad Institute of MIT and Harvard, Cambridge, MA
| | | | | | | | | | - Meagan Olive
- 2Broad Institute of MIT and Harvard, Cambridge, MA
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8
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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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9
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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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10
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Tothova Z, Valton AL, Gorelov RA, Vallurupalli M, Krill-Burger JM, Holmes A, Landers CC, Haydu JE, Malolepsza E, Hartigan C, Donahue M, Popova KD, Koochaki S, Venev SV, Rivera J, Chen E, Lage K, Schenone M, D’Andrea AD, Carr SA, Morgan EA, Dekker J, Ebert BL. Cohesin mutations alter DNA damage repair and chromatin structure and create therapeutic vulnerabilities in MDS/AML. JCI Insight 2021; 6:142149. [PMID: 33351783 PMCID: PMC7934867 DOI: 10.1172/jci.insight.142149] [Citation(s) in RCA: 34] [Impact Index Per Article: 11.3] [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: 07/15/2020] [Accepted: 12/16/2020] [Indexed: 12/26/2022] Open
Abstract
The cohesin complex plays an essential role in chromosome maintenance and transcriptional regulation. Recurrent somatic mutations in the cohesin complex are frequent genetic drivers in cancer, including myelodysplastic syndromes (MDS) and acute myeloid leukemia (AML). Here, using genetic dependency screens of stromal antigen 2-mutant (STAG2-mutant) AML, we identified DNA damage repair and replication as genetic dependencies in cohesin-mutant cells. We demonstrated increased levels of DNA damage and sensitivity of cohesin-mutant cells to poly(ADP-ribose) polymerase (PARP) inhibition. We developed a mouse model of MDS in which Stag2 mutations arose as clonal secondary lesions in the background of clonal hematopoiesis driven by tet methylcytosine dioxygenase 2 (Tet2) mutations and demonstrated selective depletion of cohesin-mutant cells with PARP inhibition in vivo. Finally, we demonstrated a shift from STAG2- to STAG1-containing cohesin complexes in cohesin-mutant cells, which was associated with longer DNA loop extrusion, more intermixing of chromatin compartments, and increased interaction with PARP and replication protein A complex. Our findings inform the biology and therapeutic opportunities for cohesin-mutant malignancies.
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MESH Headings
- Animals
- Cell Cycle Proteins/genetics
- Cell Cycle Proteins/metabolism
- Cell Line, Tumor
- Chromatin/genetics
- Chromatin/metabolism
- Chromosomal Proteins, Non-Histone/genetics
- Chromosomal Proteins, Non-Histone/metabolism
- DNA Damage
- DNA Repair/genetics
- Disease Models, Animal
- Female
- Humans
- K562 Cells
- Leukemia, Myeloid, Acute/drug therapy
- Leukemia, Myeloid, Acute/genetics
- Leukemia, Myeloid, Acute/metabolism
- Male
- Mice
- Mice, Inbred C57BL
- Mice, Inbred NOD
- Mice, Mutant Strains
- Mice, SCID
- Mice, Transgenic
- Mutation
- Myelodysplastic Syndromes/drug therapy
- Myelodysplastic Syndromes/genetics
- Myelodysplastic Syndromes/metabolism
- Nuclear Proteins/genetics
- Phthalazines/pharmacology
- Poly(ADP-ribose) Polymerase Inhibitors/pharmacology
- U937 Cells
- Xenograft Model Antitumor Assays
- Cohesins
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Affiliation(s)
- Zuzana Tothova
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Cancer Program, Broad Institute, Cambridge, Massachusetts, USA
| | - Anne-Laure Valton
- Program in Systems Biology, Department of Biochemistry and Molecular Pharmacology, University of Massachusetts Medical School, Worcester, Massachusetts, USA
| | | | - Mounica Vallurupalli
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Cancer Program, Broad Institute, Cambridge, Massachusetts, USA
| | | | - Amie Holmes
- Department of Radiation Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | | | - J. Erika Haydu
- Cancer Program, Broad Institute, Cambridge, Massachusetts, USA
| | | | | | - Melanie Donahue
- Cancer Program, Broad Institute, Cambridge, Massachusetts, USA
| | | | - Sebastian Koochaki
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Sergey V. Venev
- Program in Systems Biology, Department of Biochemistry and Molecular Pharmacology, University of Massachusetts Medical School, Worcester, Massachusetts, USA
| | - Jeanne Rivera
- Faculty of Biological Sciences, University of Leeds, Leeds, United Kingdom
| | - Edwin Chen
- Faculty of Biological Sciences, University of Leeds, Leeds, United Kingdom
| | - Kasper Lage
- Cancer Program, Broad Institute, Cambridge, Massachusetts, USA
| | - Monica Schenone
- Cancer Program, Broad Institute, Cambridge, Massachusetts, USA
| | - Alan D. D’Andrea
- Department of Radiation Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Steven A. Carr
- Cancer Program, Broad Institute, Cambridge, Massachusetts, USA
| | - Elizabeth A. Morgan
- Department of Pathology, Brigham and Women’s Hospital, Boston, Massachusetts, USA
| | - Job Dekker
- Program in Systems Biology, Department of Biochemistry and Molecular Pharmacology, University of Massachusetts Medical School, Worcester, Massachusetts, USA
- Howard Hughes Medical Institute, Chevy Chase, Maryland, USA
| | - Benjamin L. Ebert
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Cancer Program, Broad Institute, Cambridge, Massachusetts, USA
- Howard Hughes Medical Institute, Chevy Chase, Maryland, USA
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11
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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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12
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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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13
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Neggers JE, Paolella BR, Asfaw A, Rothberg MV, Skipper TA, Kalekar RL, Krill-Burger JM, Hong AL, Kugener G, Kalfon J, Yang A, Yuan C, Dumont N, Gonzalez A, Abdusamad M, Li YY, Spurr LF, Wu WW, Piccioni F, Wolpin BM, Root DE, Boehm JS, Cherniack AD, Tsherniak A, Golub TR, Vazquez F, Aguirre AJ. Abstract LB-053: VPS4A is a synthetic lethal target in VPS4B-deficient cancers due to co-deletion with SMAD4. Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-lb-053] [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).
Vacuolar protein sorting 4 homolog A (VPS4A) scored as a strong, selective dependency in cancer cells with genomic loss of the SMAD4 tumor suppressor due to co-deletion of VPS4A's paralog gene, VPS4B. 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. 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 observerd potent in vivo tumor regression, which led to extended survival, in mouse subcutaneous xenograft models with human cancer cell lines harboring VPS4B loss. Finally, genome-scale CRISPR-SpCas9 loss-of-function screening revealed other ESCRT pathway members and regulators of cellular abscission 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, John M. Krill-Burger, Andrew L. Hong, Guillaume Kugener, Jeremie Kalfon, Annan Yang, Chen Yuan, Nancy Dumont, Alfredo Gonzalez, Mai Abdusamad, Yvonne Y. Li, Liam F. Spurr, Westley W. Wu, Federica Piccioni, Brian M. Wolpin, David E. Root, Jesse S. Boehm, Andrew D. Cherniack, Aviad Tsherniak, Todd R. Golub, Francisca Vazquez, Andrew J. Aguirre. VPS4A is a synthetic lethal target in VPS4B-deficient cancers due to co-deletion with SMAD4 [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr LB-053.
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Affiliation(s)
| | | | - Adhana Asfaw
- 2Broad Institute of MIT and Harvard, Cambridge, MA
| | | | | | | | | | | | | | | | - Annan Yang
- 1Dana-Farber Cancer Institute, Boston, MA
| | - Chen Yuan
- 1Dana-Farber Cancer Institute, Boston, MA
| | - Nancy Dumont
- 2Broad Institute of MIT and Harvard, Cambridge, MA
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14
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Shibue T, Krill-Burger JM, Paolella BR, Gaeta B, Asfaw A, Dempster JM, McFarland JM, Root DE, Boehm JS, Tsherniak A, Hahn WC, Vazquez F. Abstract LB-100: Systematic target prioritization and validation from genome-scale loss-of-function screens in large panels of human cancer cell lines. Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-lb-100] [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
Despite its increasing success and revolutionary impact on clinical oncology, Precision Cancer Medicine still has major roadblocks before it becomes applicable to a large proportion of patients. One such roadblock is the limited number of therapeutic targets available. Indeed, for the vast majority of cancer patients, we either do not know what their specific vulnerabilities are or do not have strategies to precisely target their vulnerabilities. In the Cancer Dependency Map Project (DepMap) at the Broad Institute, we aim to overcome these limitations through the use of genome-scale loss-of-function screens in a large panel of cancer cell lines combined with systematic molecular characterization of these cell lines. To date, we have conducted viability screens with genome-wide RNAi and CRISPR/Cas9 libraries on > 800 cell lines, all of which have also been comprehensively profiled with various omics approaches. In order to systematically identify and prioritize potential therapeutic targets, we created an analytical framework that uses a multifaceted approach to score gene dependencies based on the information extracted from screening outcomes, predictive models of sensitivity from all the genetic and molecular information, and the use of priors. To reproducibly validate the nominated targets, we also developed a toolbox of standardized assays that include confirmation of cell viability effects with orthogonal reagents/read-outs and efficient testing for in vivo efficacy across multiple cancer models. Using this approach, we have identified and validated several promising targets, including the WRN DNA helicase that is selectively essential in cancers with microsatellite instability (MSI). The data, framework, and toolbox developed here can inform the nomination and advancement of promising targets for drug development for Precision Cancer Medicine.
Citation Format: Tsukasa Shibue, John M. Krill-Burger, Brenton R. Paolella, Benjamin Gaeta, Adhana Asfaw, Joshua M. Dempster, James M. McFarland, David E. Root, Jesse S. Boehm, Aviad Tsherniak, William C. Hahn, Francisca Vazquez. Systematic target prioritization and validation from genome-scale loss-of-function screens in large panels of human cancer cell lines [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr LB-100.
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Affiliation(s)
| | | | | | | | - Adhana Asfaw
- 1Broad Institute of MIT and Harvard, Cambridge, MA
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15
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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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16
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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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McFarland JM, Ho ZV, Kugener G, Dempster JM, Montgomery PG, Bryan JG, Krill-Burger JM, Green TM, Vazquez F, Boehm JS, Golub TR, Hahn WC, Root DE, Tsherniak A. Improved estimation of cancer dependencies from large-scale RNAi screens using model-based normalization and data integration. Nat Commun 2018. [PMID: 30389920 DOI: 10.6084/m9.figshare.6025238.v6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/10/2023] Open
Abstract
The availability of multiple datasets comprising genome-scale RNAi viability screens in hundreds of diverse cancer cell lines presents new opportunities for understanding cancer vulnerabilities. Integrated analyses of these data to assess differential dependency across genes and cell lines are challenging due to confounding factors such as batch effects and variable screen quality, as well as difficulty assessing gene dependency on an absolute scale. To address these issues, we incorporated cell line screen-quality parameters and hierarchical Bayesian inference into DEMETER2, an analytical framework for analyzing RNAi screens ( https://depmap.org/R2-D2 ). This model substantially improves estimates of gene dependency across a range of performance measures, including identification of gold-standard essential genes and agreement with CRISPR/Cas9-based viability screens. It also allows us to integrate information across three large RNAi screening datasets, providing a unified resource representing the most extensive compilation of cancer cell line genetic dependencies to date.
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Affiliation(s)
| | - Zandra V Ho
- Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA
| | | | | | | | - Jordan G Bryan
- Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA
| | | | - Thomas M Green
- Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA
| | - Francisca Vazquez
- Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA
- Dana-Farber Cancer Institute, Boston, 02215, MA, USA
| | - Jesse S Boehm
- Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA
| | - Todd R Golub
- Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA
- Dana-Farber Cancer Institute, Boston, 02215, MA, USA
- Harvard Medical School, Boston, 02115, MA, USA
- Boston Children's Hospital, Boston, 02115, MA, USA
- Howard Hughes Medical Institute, Chevy Chase, 20815, MD, USA
| | - William C Hahn
- Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA
- Dana-Farber Cancer Institute, Boston, 02215, MA, USA
- Harvard Medical School, Boston, 02115, MA, USA
- Department of Medicine, Brigham and Women's Hospital, Boston, 02115, MA, USA
| | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA
| | - Aviad Tsherniak
- Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA.
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18
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McFarland JM, Ho ZV, Kugener G, Dempster JM, Montgomery PG, Bryan JG, Krill-Burger JM, Green TM, Vazquez F, Boehm JS, Golub TR, Hahn WC, Root DE, Tsherniak A. Improved estimation of cancer dependencies from large-scale RNAi screens using model-based normalization and data integration. Nat Commun 2018; 9:4610. [PMID: 30389920 PMCID: PMC6214982 DOI: 10.1038/s41467-018-06916-5] [Citation(s) in RCA: 219] [Impact Index Per Article: 36.5] [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: 04/24/2018] [Accepted: 10/01/2018] [Indexed: 01/03/2023] Open
Abstract
The availability of multiple datasets comprising genome-scale RNAi viability screens in hundreds of diverse cancer cell lines presents new opportunities for understanding cancer vulnerabilities. Integrated analyses of these data to assess differential dependency across genes and cell lines are challenging due to confounding factors such as batch effects and variable screen quality, as well as difficulty assessing gene dependency on an absolute scale. To address these issues, we incorporated cell line screen-quality parameters and hierarchical Bayesian inference into DEMETER2, an analytical framework for analyzing RNAi screens (https://depmap.org/R2-D2). This model substantially improves estimates of gene dependency across a range of performance measures, including identification of gold-standard essential genes and agreement with CRISPR/Cas9-based viability screens. It also allows us to integrate information across three large RNAi screening datasets, providing a unified resource representing the most extensive compilation of cancer cell line genetic dependencies to date. Integrated analyses of multiple large-scale screenings can be complicated by batch effects and technical artefacts. McFarland et al. introduce DEMETER2, a hierarchical model coupled with model-based normalization, which allows the assessment of differential dependencies across genes and cell lines.
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Affiliation(s)
| | - Zandra V Ho
- Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA
| | | | | | | | - Jordan G Bryan
- Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA
| | | | - Thomas M Green
- Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA
| | - Francisca Vazquez
- Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA.,Dana-Farber Cancer Institute, Boston, 02215, MA, USA
| | - Jesse S Boehm
- Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA
| | - Todd R Golub
- Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA.,Dana-Farber Cancer Institute, Boston, 02215, MA, USA.,Harvard Medical School, Boston, 02115, MA, USA.,Boston Children's Hospital, Boston, 02115, MA, USA.,Howard Hughes Medical Institute, Chevy Chase, 20815, MD, USA
| | - William C Hahn
- Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA.,Dana-Farber Cancer Institute, Boston, 02215, MA, USA.,Harvard Medical School, Boston, 02115, MA, USA.,Department of Medicine, Brigham and Women's Hospital, Boston, 02115, MA, USA
| | - David E Root
- Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA
| | - Aviad Tsherniak
- Broad Institute of MIT and Harvard, Cambridge, 02142, MA, USA.
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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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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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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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Viswanathan SR, Nogueira MF, Buss CG, Krill-Burger JM, Wawer MJ, Malolepsza E, Berger AC, Choi PS, Shih J, Taylor AM, Tanenbaum B, Pedamallu CS, Cherniack AD, Tamayo P, Strathdee CA, Lage K, Carr SA, Schenone M, Bhatia SN, Vazquez F, Tsherniak A, Hahn WC, Meyerson M. Genome-scale analysis identifies paralog lethality as a vulnerability of chromosome 1p loss in cancer. Nat Genet 2018; 50:937-943. [PMID: 29955178 PMCID: PMC6143899 DOI: 10.1038/s41588-018-0155-3] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [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: 10/10/2017] [Accepted: 05/10/2018] [Indexed: 12/12/2022]
Abstract
Functional redundancy shared by paralog genes may afford protection against genetic perturbations, but it can also result in genetic vulnerabilities due to mutual interdependency1-5. Here, we surveyed genome-scale short hairpin RNA and CRISPR screening data on hundreds of cancer cell lines and identified MAGOH and MAGOHB, core members of the splicing-dependent exon junction complex, as top-ranked paralog dependencies6-8. MAGOHB is the top gene dependency in cells with hemizygous MAGOH deletion, a pervasive genetic event that frequently occurs due to chromosome 1p loss. Inhibition of MAGOHB in a MAGOH-deleted context compromises viability by globally perturbing alternative splicing and RNA surveillance. Dependency on IPO13, an importin-β receptor that mediates nuclear import of the MAGOH/B-Y14 heterodimer9, is highly correlated with dependency on both MAGOH and MAGOHB. Both MAGOHB and IPO13 represent dependencies in murine xenografts with hemizygous MAGOH deletion. Our results identify MAGOH and MAGOHB as reciprocal paralog dependencies across cancer types and suggest a rationale for targeting the MAGOHB-IPO13 axis in cancers with chromosome 1p deletion.
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Affiliation(s)
- Srinivas R Viswanathan
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Marina F Nogueira
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Colin G Buss
- Harvard-MIT Department of Health Sciences and Technology, Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Boston, MA, USA
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
| | | | - Mathias J Wawer
- Chemical Biology and Therapeutics Science Program, Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Edyta Malolepsza
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Ashton C Berger
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Peter S Choi
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Juliann Shih
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Alison M Taylor
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | | | | | | | - Pablo Tamayo
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- UCSD Moores Cancer Center and Department of Medicine, University of California, San Diego, La Jolla, CA, USA
| | | | - Kasper Lage
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Steven A Carr
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Sangeeta N Bhatia
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Harvard-MIT Department of Health Sciences and Technology, Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Boston, MA, USA
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
- Howard Hughes Medical Institute, Chevy Chase, MD, USA
- Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | | | | | - William C Hahn
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Matthew Meyerson
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
- Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Harvard Medical School, Boston, MA, USA.
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23
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Tothova Z, Krill-Burger JM, Popova KD, Landers CC, Sievers QL, Yudovich D, Belizaire R, Aster JC, Morgan EA, Tsherniak A, Ebert BL. Multiplex CRISPR/Cas9-Based Genome Editing in Human Hematopoietic Stem Cells Models Clonal Hematopoiesis and Myeloid Neoplasia. Cell Stem Cell 2018; 21:547-555.e8. [PMID: 28985529 DOI: 10.1016/j.stem.2017.07.015] [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] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2017] [Revised: 04/18/2017] [Accepted: 07/30/2017] [Indexed: 12/01/2022]
Abstract
Hematologic malignancies are driven by combinations of genetic lesions that have been difficult to model in human cells. We used CRISPR/Cas9 genome engineering of primary adult and umbilical cord blood CD34+ human hematopoietic stem and progenitor cells (HSPCs), the cells of origin for myeloid pre-malignant and malignant diseases, followed by transplantation into immunodeficient mice to generate genetic models of clonal hematopoiesis and neoplasia. Human hematopoietic cells bearing mutations in combinations of genes, including cohesin complex genes, observed in myeloid malignancies generated immunophenotypically defined neoplastic clones capable of long-term, multi-lineage reconstitution and serial transplantation. Employing these models to investigate therapeutic efficacy, we found that TET2 and cohesin-mutated hematopoietic cells were sensitive to azacitidine treatment. These findings demonstrate the potential for generating genetically defined models of human myeloid diseases, and they are suitable for examining the biological consequences of somatic mutations and the testing of therapeutic agents.
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Affiliation(s)
- Zuzana Tothova
- Department of Medical Oncology, Dana Farber Cancer Institute, Boston, MA 02115, USA; Division of Hematology, Brigham and Women's Hospital, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Katerina D Popova
- Division of Hematology, Brigham and Women's Hospital, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Catherine C Landers
- Division of Hematology, Brigham and Women's Hospital, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Quinlan L Sievers
- Division of Hematology, Brigham and Women's Hospital, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Harvard Medical School, Boston, MA 02115, USA
| | - David Yudovich
- Division of Hematology, Brigham and Women's Hospital, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Roger Belizaire
- Division of Hematology, Brigham and Women's Hospital, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Pathology, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Jon C Aster
- Department of Pathology, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Elizabeth A Morgan
- Department of Pathology, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Aviad Tsherniak
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Benjamin L Ebert
- Department of Medical Oncology, Dana Farber Cancer Institute, Boston, MA 02115, USA; Division of Hematology, Brigham and Women's Hospital, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
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24
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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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25
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Tsherniak A, Vazquez F, Montgomery PG, Weir BA, Kryukov G, Cowley GS, Gill S, Harrington WF, Pantel S, Krill-Burger JM, Meyers RM, Ali L, Goodale A, Lee Y, Jiang G, Hsiao J, Gerath WFJ, Howell S, Merkel E, Ghandi M, Garraway LA, Root DE, Golub TR, Boehm JS, Hahn WC. Defining a Cancer Dependency Map. Cell 2017; 170:564-576.e16. [PMID: 28753430 DOI: 10.1016/j.cell.2017.06.010] [Citation(s) in RCA: 1409] [Impact Index Per Article: 201.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2017] [Revised: 04/09/2017] [Accepted: 06/07/2017] [Indexed: 12/15/2022]
Abstract
Most human epithelial tumors harbor numerous alterations, making it difficult to predict which genes are required for tumor survival. To systematically identify cancer dependencies, we analyzed 501 genome-scale loss-of-function screens performed in diverse human cancer cell lines. We developed DEMETER, an analytical framework that segregates on- from off-target effects of RNAi. 769 genes were differentially required in subsets of these cell lines at a threshold of six SDs from the mean. We found predictive models for 426 dependencies (55%) by nonlinear regression modeling considering 66,646 molecular features. Many dependencies fall into a limited number of classes, and unexpectedly, in 82% of models, the top biomarkers were expression based. We demonstrated the basis behind one such predictive model linking hypermethylation of the UBB ubiquitin gene to a dependency on UBC. Together, these observations provide a foundation for a cancer dependency map that facilitates the prioritization of therapeutic targets.
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Affiliation(s)
- Aviad Tsherniak
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA
| | - Francisca Vazquez
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA; Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA, USA
| | - Phil G Montgomery
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA
| | - Barbara A Weir
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA; Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA, USA
| | - Gregory Kryukov
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA; Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA, USA
| | - Glenn S Cowley
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA
| | - Stanley Gill
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA; Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA, USA
| | | | - Sasha Pantel
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA
| | | | - Robin M Meyers
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA
| | - Levi Ali
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA
| | - Amy Goodale
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA
| | - Yenarae Lee
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA
| | - Guozhi Jiang
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA
| | - Jessica Hsiao
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA
| | | | - Sara Howell
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA
| | - Erin Merkel
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA
| | - Mahmoud Ghandi
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA
| | - Levi A Garraway
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA; Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA, USA; Department of Medicine, Brigham and Women's Hospital, 75 Francis Street, Boston, MA, USA; Harvard Medical School, 25 Shattuck Street, Boston, MA, USA; Howard Hughes Medical Institute, 4000 Jones Bridge Road, Chevy Chase, MD, USA
| | - David E Root
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA
| | - Todd R Golub
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA; Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA, USA; Harvard Medical School, 25 Shattuck Street, Boston, MA, USA; Howard Hughes Medical Institute, 4000 Jones Bridge Road, Chevy Chase, MD, USA
| | - Jesse S Boehm
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA
| | - William C Hahn
- Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, MA, USA; Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA, USA; Department of Medicine, Brigham and Women's Hospital, 75 Francis Street, Boston, MA, USA; Harvard Medical School, 25 Shattuck Street, Boston, MA, USA.
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26
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LaFramboise WA, Dhir R, Kelly LA, Petrosko P, Krill-Burger JM, Sciulli CM, Lyons-Weiler MA, Chandran UR, Lomakin A, Masterson RV, Marroquin OC, Mulukutla SR, McNamara DM. Serum protein profiles predict coronary artery disease in symptomatic patients referred for coronary angiography. BMC Med 2012; 10:157. [PMID: 23216991 PMCID: PMC3566965 DOI: 10.1186/1741-7015-10-157] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.6] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/03/2012] [Accepted: 12/05/2012] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND More than a million diagnostic cardiac catheterizations are performed annually in the US for evaluation of coronary artery anatomy and the presence of atherosclerosis. Nearly half of these patients have no significant coronary lesions or do not require mechanical or surgical revascularization. Consequently, the ability to rule out clinically significant coronary artery disease (CAD) using low cost, low risk tests of serum biomarkers in even a small percentage of patients with normal coronary arteries could be highly beneficial. METHODS Serum from 359 symptomatic subjects referred for catheterization was interrogated for proteins involved in atherogenesis, atherosclerosis, and plaque vulnerability. Coronary angiography classified 150 patients without flow-limiting CAD who did not require percutaneous intervention (PCI) while 209 required coronary revascularization (stents, angioplasty, or coronary artery bypass graft surgery). Continuous variables were compared across the two patient groups for each analyte including calculation of false discovery rate (FDR ≤ 1%) and Q value (P value for statistical significance adjusted to ≤ 0.01). RESULTS Significant differences were detected in circulating proteins from patients requiring revascularization including increased apolipoprotein B100 (APO-B100), C-reactive protein (CRP), fibrinogen, vascular cell adhesion molecule 1 (VCAM-1), myeloperoxidase (MPO), resistin, osteopontin, interleukin (IL)-1β, IL-6, IL-10 and N-terminal fragment protein precursor brain natriuretic peptide (NT-pBNP) and decreased apolipoprotein A1 (APO-A1). Biomarker classification signatures comprising up to 5 analytes were identified using a tunable scoring function trained against 239 samples and validated with 120 additional samples. A total of 14 overlapping signatures classified patients without significant coronary disease (38% to 59% specificity) while maintaining 95% sensitivity for patients requiring revascularization. Osteopontin (14 times) and resistin (10 times) were most frequently represented among these diagnostic signatures. The most efficacious protein signature in validation studies comprised osteopontin (OPN), resistin, matrix metalloproteinase 7 (MMP7) and interferon γ (IFNγ) as a four-marker panel while the addition of either CRP or adiponectin (ACRP-30) yielded comparable results in five protein signatures. CONCLUSIONS Proteins in the serum of CAD patients predominantly reflected (1) a positive acute phase, inflammatory response and (2) alterations in lipid metabolism, transport, peroxidation and accumulation. There were surprisingly few indicators of growth factor activation or extracellular matrix remodeling in the serum of CAD patients except for elevated OPN. These data suggest that many symptomatic patients without significant CAD could be identified by a targeted multiplex serum protein test without cardiac catheterization thereby eliminating exposure to ionizing radiation and decreasing the economic burden of angiographic testing for these patients.
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Affiliation(s)
- William A LaFramboise
- University of Pittsburgh, Department of Pathology, 5230 Centre Avenue, Pittsburgh, PA 15232, USA
- University of Pittsburgh, Department of Biomedical Informatics, 5150 Centre Avenue, Pittsburgh, PA 15232, USA
| | - Rajiv Dhir
- University of Pittsburgh, Department of Pathology, 5230 Centre Avenue, Pittsburgh, PA 15232, USA
- University of Pittsburgh, Department of Biomedical Informatics, 5150 Centre Avenue, Pittsburgh, PA 15232, USA
| | - Lori A Kelly
- University of Pittsburgh, Department of Pathology, 5230 Centre Avenue, Pittsburgh, PA 15232, USA
| | - Patricia Petrosko
- University of Pittsburgh, Department of Pathology, 5230 Centre Avenue, Pittsburgh, PA 15232, USA
| | - John M Krill-Burger
- University of Pittsburgh, Department of Pathology, 5230 Centre Avenue, Pittsburgh, PA 15232, USA
| | - Christin M Sciulli
- University of Pittsburgh, Department of Pathology, 5230 Centre Avenue, Pittsburgh, PA 15232, USA
| | - Maureen A Lyons-Weiler
- University of Pittsburgh, Department of Pathology, 5230 Centre Avenue, Pittsburgh, PA 15232, USA
| | - Uma R Chandran
- University of Pittsburgh, Department of Biomedical Informatics, 5150 Centre Avenue, Pittsburgh, PA 15232, USA
| | - Aleksey Lomakin
- Materials Processing Center, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | | | - Oscar C Marroquin
- University of Pittsburgh, Division of Cardiology, Department of Medicine, 200 Lothrop Street, Pittsburgh, PA 15213, USA
- UPMC Heart and Vascular Institute, 200 Lothrop Street, Pittsburgh, PA 15213, USA
- University of Pittsburgh, Department of Epidemiology, Graduate School of Public Health, Pittsburgh PA, 15213, USA
| | - Suresh R Mulukutla
- University of Pittsburgh, Division of Cardiology, Department of Medicine, 200 Lothrop Street, Pittsburgh, PA 15213, USA
- UPMC Heart and Vascular Institute, 200 Lothrop Street, Pittsburgh, PA 15213, USA
- University of Pittsburgh, Department of Epidemiology, Graduate School of Public Health, Pittsburgh PA, 15213, USA
| | - Dennis M McNamara
- University of Pittsburgh, Division of Cardiology, Department of Medicine, 200 Lothrop Street, Pittsburgh, PA 15213, USA
- UPMC Heart and Vascular Institute, 200 Lothrop Street, Pittsburgh, PA 15213, USA
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27
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Krill-Burger JM, Lyons MA, Kelly LA, Sciulli CM, Petrosko P, Chandran UR, Kubal MD, Bastacky SI, Parwani AV, Dhir R, LaFramboise WA. Renal cell neoplasms contain shared tumor type-specific copy number variations. Am J Pathol 2012; 180:2427-39. [PMID: 22483639 DOI: 10.1016/j.ajpath.2012.01.044] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/30/2011] [Revised: 01/06/2012] [Accepted: 01/30/2012] [Indexed: 12/11/2022]
Abstract
Copy number variant (CNV) analysis was performed on renal cell carcinoma (RCC) specimens (chromophobe, clear cell, oncocytoma, papillary type 1, and papillary type 2) using high-resolution arrays (1.85 million probes). The RCC samples exhibited diverse genomic changes within and across tumor types, ranging from 106 to 2238 CNV segments in a clear-cell specimen and in a papillary type 2 specimen, respectively. Despite this heterogeneity, distinct CNV segments were common within each tumor classification: chromophobe (seven segments), clear cell (three segments), oncocytoma (nine segments), and papillary type 2 (two segments). Shared segments ranged from a 6.1-kb deletion (oncocytomas) to a 208.3-kb deletion (chromophobes). Among common tumor type-specific variations, chromophobes, clear-cell tumors, and oncocytomas were composed exclusively of noncoding DNA. No CNV regions were common to papillary type 1 specimens, although there were 12 amplifications and 12 deletions in five of six samples. Three microRNAs and 12 mRNA genes had a ≥98% coding region contained within CNV regions, including multiple gene families (chromophobe: amylases 1A, 1B, and 1C; oncocytoma: general transcription factors 2H2, 2B, 2C, and 2D). Gene deletions involved in histone modification and chromatin remodeling affected individual subtypes (clear cell: SFMBT and SETD2; papillary type 2: BAZ1A) and the collective RCC group (KDM4C). The genomic amplifications/deletions identified herein represent potential diagnostic and/or prognostic biomarkers.
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Affiliation(s)
- John M Krill-Burger
- Department of Pathology, University of Pittsburgh, Pittsburgh, PA 15232, USA
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28
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LaFramboise WA, Petrosko P, Krill-Burger JM, Morris DR, McCoy AR, Scalise D, Malehorn DE, Guthrie RD, Becich MJ, Dhir R. Proteins secreted by embryonic stem cells activate cardiomyocytes through ligand binding pathways. J Proteomics 2010; 73:992-1003. [PMID: 20045494 DOI: 10.1016/j.jprot.2009.12.013] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2009] [Revised: 11/13/2009] [Accepted: 12/19/2009] [Indexed: 12/12/2022]
Abstract
Human embryonic stem cells (hESC) underlie embryogenesis but paracrine signals associated with the process are unknown. This study was designed to 1) profile native proteins secreted by undifferentiated hESC and 2) determine their biological effects on primary neonatal cardiomyocytes. We utilized multi-analyte, immunochemical assays to characterize media conditioned by undifferentiated hESC versus unconditioned media. Expression profiling was performed on cardiomyocytes subjected to these different media conditions and altered transcripts were mapped to critical pathways. Thirty-two of 109 proteins were significantly elevated in conditioned media ranging in concentration from thrombospondin (57.2+/-5.0 ng/ml) to nerve growth factor (7.4+/-1.2pg/ml) and comprising chemokines, cytokines, growth factors, and proteins involved in cell adhesion and extracellular matrix remodeling. Conditioned media induced karyokinesis, cytokinesis and proliferation in mono- and binucleate cardiomyocytes. Pathway analysis revealed comprehensive activation of the ROCK 1 and 2 G-protein coupled receptor (GPCR) pathway associated with cytokinesis, and the RAS/RAF/MEK/ERK receptor tyrosine kinase (RTK) and JAK/STAT-cytokine pathway involved in cell cycle progression. These results provide a partial database of proteins secreted by pluripotent hESC that potentiate cell division in cardiomyocytes via a paracrine mechanism suggesting a potential role for these stem cell factors in cardiogenesis and cardiac repair.
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Affiliation(s)
- W A LaFramboise
- Department of Pathology, University of Pittsburgh School of Medicine, Shadyside Hospital, 5230 Centre Avenue, Pittsburgh, PA 15232, United States.
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29
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LaFramboise WA, Jayaraman RC, Bombach KL, Ankrapp DP, Krill-Burger JM, Sciulli CM, Petrosko P, Wiseman RW. Acute molecular response of mouse hindlimb muscles to chronic stimulation. Am J Physiol Cell Physiol 2009; 297:C556-70. [PMID: 19625612 DOI: 10.1152/ajpcell.00046.2009] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Stimulation of the mouse hindlimb via the sciatic nerve was performed for a 4-h period to investigate acute muscle gene activation in a model of muscle phenotype conversion. Initial force production (1.6 +/- 0.1 g/g body wt) declined 45% within 10 min and was maintained for the remainder of the experiment. Force returned to initial levels upon study completion. An immediate-early growth response was present in the extensor digitorum longus (EDL) muscle (FOS, JUN, activating transcription factor 3, and musculoaponeurotic fibrosarcoma oncogene) with a similar but attenuated pattern in the soleus muscle. Transcript profiles showed decreased fast fiber-specific mRNA (myosin heavy chains 2A and 2B, fast troponins T(3) and I, alpha-tropomyosin, muscle creatine kinase, and parvalbumin) and increased slow transcripts (myosin heavy chain-1beta/slow, troponin C slow, and tropomyosin 3y) in the EDL versus soleus muscles. Histological analysis of the EDL revealed glycogen depletion without inflammatory cell infiltration in stimulated versus control muscles, whereas ultrastructural analysis showed no evidence of myofiber damage after stimulation. Multiple fiber type-specific transcription factors (tea domain family member 1, nuclear factor of activated T cells 1, peroxisome proliferator-activated receptor-gamma coactivator-1alpha and -beta, circadian locomotor output cycles kaput, and hypoxia-inducible factor-1alpha) increased in the EDL along with transcription factors characteristic of embryogenesis (Kruppel-like factor 4; SRY box containing 17; transcription factor 15; PBX/knotted 1 homeobox 1; and embryonic lethal, abnormal vision). No established in vivo satellite cell markers or genes activated in our parallel experiments of satellite cell proliferation in vitro (cyclins A(2), B(2), C, and E(1) and MyoD) were differentially increased in the stimulated muscles. These results indicated that the molecular onset of fast to slow phenotype conversion occurred in the EDL within 4 h of stimulation without injury or satellite cell recruitment. This conversion was associated with the expression of phenotype-specific transcription factors from resident fiber myonuclei, including the activation of nascent developmental transcriptional programs.
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Affiliation(s)
- W A LaFramboise
- Dept. of Pathology and University of Pittsburgh Cancer Institute, University of Pittsburgh School of Medicine, Shadyside Hospital West Wing, WG02.11, 5230 Center Ave., Pittsburgh, PA 15232, USA.
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