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Chapeau EA, Sansregret L, Galli GG, Chène P, Wartmann M, Mourikis TP, Jaaks P, Baltschukat S, Barbosa IAM, Bauer D, Brachmann SM, Delaunay C, Estadieu C, Faris JE, Furet P, Harlfinger S, Hueber A, Jiménez Núñez E, Kodack DP, Mandon E, Martin T, Mesrouze Y, Romanet V, Scheufler C, Sellner H, Stamm C, Sterker D, Tordella L, Hofmann F, Soldermann N, Schmelzle T. Direct and selective pharmacological disruption of the YAP-TEAD interface by IAG933 inhibits Hippo-dependent and RAS-MAPK-altered cancers. Nat Cancer 2024:10.1038/s43018-024-00754-9. [PMID: 38565920 DOI: 10.1038/s43018-024-00754-9] [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] [Subscribe] [Scholar Register] [Received: 05/22/2023] [Accepted: 03/01/2024] [Indexed: 04/04/2024]
Abstract
The YAP-TEAD protein-protein interaction mediates YAP oncogenic functions downstream of the Hippo pathway. To date, available YAP-TEAD pharmacologic agents bind into the lipid pocket of TEAD, targeting the interaction indirectly via allosteric changes. However, the consequences of a direct pharmacological disruption of the interface between YAP and TEADs remain largely unexplored. Here, we present IAG933 and its analogs as potent first-in-class and selective disruptors of the YAP-TEAD protein-protein interaction with suitable properties to enter clinical trials. Pharmacologic abrogation of the interaction with all four TEAD paralogs resulted in YAP eviction from chromatin and reduced Hippo-mediated transcription and induction of cell death. In vivo, deep tumor regression was observed in Hippo-driven mesothelioma xenografts at tolerated doses in animal models as well as in Hippo-altered cancer models outside mesothelioma. Importantly this also extended to larger tumor indications, such as lung, pancreatic and colorectal cancer, in combination with RTK, KRAS-mutant selective and MAPK inhibitors, leading to more efficacious and durable responses. Clinical evaluation of IAG933 is underway.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | - Daniel Bauer
- Novartis BioMedical Research, Basel, Switzerland
| | | | | | | | | | - Pascal Furet
- Novartis BioMedical Research, Basel, Switzerland
| | - Stefanie Harlfinger
- Novartis BioMedical Research, Basel, Switzerland
- AstraZeneca, Oncology R&D, Cambridge, UK
| | | | | | | | | | | | | | | | | | | | | | | | | | - Francesco Hofmann
- Novartis BioMedical Research, Basel, Switzerland
- Pierre Fabre Group, R&D Medical Care, Toulouse, France
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2
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Barbosa IAM, Gopalakrishnan R, Mercan S, Mourikis TP, Martin T, Wengert S, Sheng C, Ji F, Lopes R, Knehr J, Altorfer M, Lindeman A, Russ C, Naumann U, Golji J, Sprouffske K, Barys L, Tordella L, Schübeler D, Schmelzle T, Galli GG. Cancer lineage-specific regulation of YAP responsive elements revealed through large-scale functional epigenomic screens. Nat Commun 2023; 14:3907. [PMID: 37400441 DOI: 10.1038/s41467-023-39527-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Accepted: 06/14/2023] [Indexed: 07/05/2023] Open
Abstract
YAP is a key transcriptional co-activator of TEADs, it regulates cell growth and is frequently activated in cancer. In Malignant Pleural Mesothelioma (MPM), YAP is activated by loss-of-function mutations in upstream components of the Hippo pathway, while, in Uveal Melanoma (UM), YAP is activated in a Hippo-independent manner. To date, it is unclear if and how the different oncogenic lesions activating YAP impact its oncogenic program, which is particularly relevant for designing selective anti-cancer therapies. Here we show that, despite YAP being essential in both MPM and UM, its interaction with TEAD is unexpectedly dispensable in UM, limiting the applicability of TEAD inhibitors in this cancer type. Systematic functional interrogation of YAP regulatory elements in both cancer types reveals convergent regulation of broad oncogenic drivers in both MPM and UM, but also strikingly selective programs. Our work reveals unanticipated lineage-specific features of the YAP regulatory network that provide important insights to guide the design of tailored therapeutic strategies to inhibit YAP signaling across different cancer types.
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Affiliation(s)
- Inês A M Barbosa
- Disease Area Oncology, Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Rajaraman Gopalakrishnan
- Disease Area Oncology, Novartis Institutes for Biomedical Research, Cambridge, MA, USA
- Alltrna Inc., One Kendall Square, Cambridge, MA, USA
| | - Samuele Mercan
- Disease Area Oncology, Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Thanos P Mourikis
- Disease Area Oncology, Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Typhaine Martin
- Disease Area Oncology, Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Simon Wengert
- Disease Area Oncology, Novartis Institutes for Biomedical Research, Basel, Switzerland
- Helmholtz Pioneer Campus, Helmholtz Zentrum München GmbH German Research Center for Environmental Health, Neuherberg, Germany
| | - Caibin Sheng
- Disease Area Oncology, Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Fei Ji
- Disease Area Oncology, Novartis Institutes for Biomedical Research, Cambridge, MA, USA
| | - Rui Lopes
- Disease Area Oncology, Novartis Institutes for Biomedical Research, Basel, Switzerland
- Roche Pharmaceutical Research and Early Development, Basel, Switzerland
| | - Judith Knehr
- Chemical Biology and Therapeutics, Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Marc Altorfer
- Chemical Biology and Therapeutics, Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Alicia Lindeman
- Chemical Biology and Therapeutics, Novartis Institutes for Biomedical Research, Cambridge, MA, USA
| | - Carsten Russ
- Chemical Biology and Therapeutics, Novartis Institutes for Biomedical Research, Cambridge, MA, USA
| | - Ulrike Naumann
- Chemical Biology and Therapeutics, Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Javad Golji
- Disease Area Oncology, Novartis Institutes for Biomedical Research, Cambridge, MA, USA
| | - Kathleen Sprouffske
- Disease Area Oncology, Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Louise Barys
- Disease Area Oncology, Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Luca Tordella
- Disease Area Oncology, Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Dirk Schübeler
- Friedrich Miescher Institute for Biomedical Research, Basel, Switzerland
- Faculty of Sciences, University of Basel, Basel, Switzerland
| | - Tobias Schmelzle
- Disease Area Oncology, Novartis Institutes for Biomedical Research, Basel, Switzerland
| | - Giorgio G Galli
- Disease Area Oncology, Novartis Institutes for Biomedical Research, Basel, Switzerland.
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3
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Opzoomer JW, Timms JA, Blighe K, Mourikis TP, Chapuis N, Bekoe R, Kareemaghay S, Nocerino P, Apollonio B, Ramsay AG, Tavassoli M, Harrison C, Ciccarelli F, Parker P, Fontenay M, Barber PR, Arnold JN, Kordasti S. ImmunoCluster provides a computational framework for the nonspecialist to profile high-dimensional cytometry data. eLife 2021; 10:e62915. [PMID: 33929322 PMCID: PMC8112868 DOI: 10.7554/elife.62915] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [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: 09/08/2020] [Accepted: 04/22/2021] [Indexed: 01/04/2023] Open
Abstract
High-dimensional cytometry is an innovative tool for immune monitoring in health and disease, and it has provided novel insight into the underlying biology as well as biomarkers for a variety of diseases. However, the analysis of large multiparametric datasets usually requires specialist computational knowledge. Here, we describe ImmunoCluster (https://github.com/kordastilab/ImmunoCluster), an R package for immune profiling cellular heterogeneity in high-dimensional liquid and imaging mass cytometry, and flow cytometry data, designed to facilitate computational analysis by a nonspecialist. The analysis framework implemented within ImmunoCluster is readily scalable to millions of cells and provides a variety of visualization and analytical approaches, as well as a rich array of plotting tools that can be tailored to users' needs. The protocol consists of three core computational stages: (1) data import and quality control; (2) dimensionality reduction and unsupervised clustering; and (3) annotation and differential testing, all contained within an R-based open-source framework.
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Affiliation(s)
- James W Opzoomer
- School of Cancer and Pharmaceutical Sciences, King’s College London, Faculty of Life Sciences and Medicine, Guy’s HospitalLondonUnited Kingdom
| | - Jessica A Timms
- School of Cancer and Pharmaceutical Sciences, King’s College London, Faculty of Life Sciences and Medicine, Guy’s HospitalLondonUnited Kingdom
| | - Kevin Blighe
- School of Cancer and Pharmaceutical Sciences, King’s College London, Faculty of Life Sciences and Medicine, Guy’s HospitalLondonUnited Kingdom
| | - Thanos P Mourikis
- School of Cancer and Pharmaceutical Sciences, King’s College London, Faculty of Life Sciences and Medicine, Guy’s HospitalLondonUnited Kingdom
| | - Nicolas Chapuis
- Institut Cochin, Institut National de la Santé et de la Recherche Médicale U1016, Centre National de la Recherche Scientifique, Unité Mixte de Recherche 8104, Université Paris DescartesParisFrance
| | - Richard Bekoe
- UCL Cancer Institute, Paul O'Gorman Building, University College LondonLondonUnited Kingdom
| | - Sedigeh Kareemaghay
- Centre for Host Microbiome Interaction, FoDOCS, King’s College, Guy’s HospitalLondonUnited Kingdom
| | - Paola Nocerino
- School of Cancer and Pharmaceutical Sciences, King’s College London, Faculty of Life Sciences and Medicine, Guy’s HospitalLondonUnited Kingdom
| | - Benedetta Apollonio
- School of Cancer and Pharmaceutical Sciences, King’s College London, Faculty of Life Sciences and Medicine, Guy’s HospitalLondonUnited Kingdom
| | - Alan G Ramsay
- School of Cancer and Pharmaceutical Sciences, King’s College London, Faculty of Life Sciences and Medicine, Guy’s HospitalLondonUnited Kingdom
| | - Mahvash Tavassoli
- Centre for Host Microbiome Interaction, FoDOCS, King’s College, Guy’s HospitalLondonUnited Kingdom
| | - Claire Harrison
- School of Cancer and Pharmaceutical Sciences, King’s College London, Faculty of Life Sciences and Medicine, Guy’s HospitalLondonUnited Kingdom
- Haematology Department, Guy’s HospitalLondonUnited Kingdom
| | - Francesca Ciccarelli
- School of Cancer and Pharmaceutical Sciences, King’s College London, Faculty of Life Sciences and Medicine, Guy’s HospitalLondonUnited Kingdom
- Cancer Systems Biology Laboratory, The Francis Crick InstituteLondonUnited Kingdom
| | - Peter Parker
- School of Cancer and Pharmaceutical Sciences, King’s College London, Faculty of Life Sciences and Medicine, Guy’s HospitalLondonUnited Kingdom
- Francis Crick InstituteLondonUnited Kingdom
| | - Michaela Fontenay
- Institut Cochin, Institut National de la Santé et de la Recherche Médicale U1016, Centre National de la Recherche Scientifique, Unité Mixte de Recherche 8104, Université Paris DescartesParisFrance
| | - Paul R Barber
- School of Cancer and Pharmaceutical Sciences, King’s College London, Faculty of Life Sciences and Medicine, Guy’s HospitalLondonUnited Kingdom
- UCL Cancer Institute, Paul O'Gorman Building, University College LondonLondonUnited Kingdom
| | - James N Arnold
- School of Cancer and Pharmaceutical Sciences, King’s College London, Faculty of Life Sciences and Medicine, Guy’s HospitalLondonUnited Kingdom
| | - Shahram Kordasti
- School of Cancer and Pharmaceutical Sciences, King’s College London, Faculty of Life Sciences and Medicine, Guy’s HospitalLondonUnited Kingdom
- Haematology Department, Guy’s HospitalLondonUnited Kingdom
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4
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Watkins TBK, Lim EL, Petkovic M, Elizalde S, Birkbak NJ, Wilson GA, Moore DA, Grönroos E, Rowan A, Dewhurst SM, Demeulemeester J, Dentro SC, Horswell S, Au L, Haase K, Escudero M, Rosenthal R, Bakir MA, Xu H, Litchfield K, Lu WT, Mourikis TP, Dietzen M, Spain L, Cresswell GD, Biswas D, Lamy P, Nordentoft I, Harbst K, Castro-Giner F, Yates LR, Caramia F, Jaulin F, Vicier C, Tomlinson IPM, Brastianos PK, Cho RJ, Bastian BC, Dyrskjøt L, Jönsson GB, Savas P, Loi S, Campbell PJ, Andre F, Luscombe NM, Steeghs N, Tjan-Heijnen VCG, Szallasi Z, Turajlic S, Jamal-Hanjani M, Van Loo P, Bakhoum SF, Schwarz RF, McGranahan N, Swanton C. Pervasive chromosomal instability and karyotype order in tumour evolution. Nature 2020; 587:126-132. [PMID: 32879494 PMCID: PMC7611706 DOI: 10.1038/s41586-020-2698-6] [Citation(s) in RCA: 166] [Impact Index Per Article: 41.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2019] [Accepted: 06/24/2020] [Indexed: 12/13/2022]
Abstract
Chromosomal instability in cancer consists of dynamic changes to the number and structure of chromosomes1,2. The resulting diversity in somatic copy number alterations (SCNAs) may provide the variation necessary for tumour evolution1,3,4. Here we use multi-sample phasing and SCNA analysis of 1,421 samples from 394 tumours across 22 tumour types to show that continuous chromosomal instability results in pervasive SCNA heterogeneity. Parallel evolutionary events, which cause disruption in the same genes (such as BCL9, MCL1, ARNT (also known as HIF1B), TERT and MYC) within separate subclones, were present in 37% of tumours. Most recurrent losses probably occurred before whole-genome doubling, that was found as a clonal event in 49% of tumours. However, loss of heterozygosity at the human leukocyte antigen (HLA) locus and loss of chromosome 8p to a single haploid copy recurred at substantial subclonal frequencies, even in tumours with whole-genome doubling, indicating ongoing karyotype remodelling. Focal amplifications that affected chromosomes 1q21 (which encompasses BCL9, MCL1 and ARNT), 5p15.33 (TERT), 11q13.3 (CCND1), 19q12 (CCNE1) and 8q24.1 (MYC) were frequently subclonal yet appeared to be clonal within single samples. Analysis of an independent series of 1,024 metastatic samples revealed that 13 focal SCNAs were enriched in metastatic samples, including gains in chromosome 8q24.1 (encompassing MYC) in clear cell renal cell carcinoma and chromosome 11q13.3 (encompassing CCND1) in HER2+ breast cancer. Chromosomal instability may enable the continuous selection of SCNAs, which are established as ordered events that often occur in parallel, throughout tumour evolution.
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Affiliation(s)
- Thomas B K Watkins
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Emilia L Lim
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Marina Petkovic
- Berlin Institute for Medical Systems Biology, Max Delbrück Center for Molecular Medicine, Berlin, Germany
| | - Sergi Elizalde
- Department of Mathematics, Dartmouth College, Hanover, NH, USA
| | - Nicolai J Birkbak
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Department of Molecular Medicine (MOMA), Aarhus University Hospital, Aarhus, Denmark
- Bioinformatics Research Centre (BiRC), Aarhus University, Aarhus, Denmark
| | - Gareth A Wilson
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - David A Moore
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Department of Cellular Pathology, University College London Hospitals, London, UK
| | - Eva Grönroos
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Andrew Rowan
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Sally M Dewhurst
- Laboratory for Cell Biology and Genetics, Rockefeller University, New York, NY, USA
| | - Jonas Demeulemeester
- Cancer Genomics Laboratory, The Francis Crick Institute, London, UK
- Department of Human Genetics, University of Leuven, Leuven, Belgium
| | - Stefan C Dentro
- Cancer Genomics Laboratory, The Francis Crick Institute, London, UK
- Oxford Big Data Institute, University of Oxford, Oxford, UK
- Experimental Cancer Genetics, Wellcome Trust Sanger Institute, Hinxton, UK
| | - Stuart Horswell
- Department of Bioinformatics and Biostatistics, The Francis Crick Institute, London, UK
| | - Lewis Au
- Renal and Skin Units, The Royal Marsden Hospital NHS Foundation Trust, London, UK
- Cancer Dynamics Laboratory, The Francis Crick Institute, London, UK
| | - Kerstin Haase
- Cancer Genomics Laboratory, The Francis Crick Institute, London, UK
| | - Mickael Escudero
- Department of Bioinformatics and Biostatistics, The Francis Crick Institute, London, UK
| | - Rachel Rosenthal
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Bill Lyons Informatics Centre, University College London Cancer Institute, London, UK
| | - Maise Al Bakir
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Hang Xu
- Stanford Cancer Institute, Stanford, CA, USA
| | - Kevin Litchfield
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Wei Ting Lu
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
| | - Thanos P Mourikis
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Genome Evolution Research Group, University College London Cancer Institute, University College London, London, UK
| | - Michelle Dietzen
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Genome Evolution Research Group, University College London Cancer Institute, University College London, London, UK
| | - Lavinia Spain
- Renal and Skin Units, The Royal Marsden Hospital NHS Foundation Trust, London, UK
- Cancer Dynamics Laboratory, The Francis Crick Institute, London, UK
| | - George D Cresswell
- Bioinformatics and Computational Biology Laboratory, The Francis Crick Institute, London, UK
| | - Dhruva Biswas
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK
- Bill Lyons Informatics Centre, University College London Cancer Institute, London, UK
| | - Philippe Lamy
- Department of Molecular Medicine (MOMA), Aarhus University Hospital, Aarhus, Denmark
| | - Iver Nordentoft
- Department of Molecular Medicine (MOMA), Aarhus University Hospital, Aarhus, Denmark
| | - Katja Harbst
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Faculty of Medicine, Lund University, Lund, Sweden
- Lund University Cancer Centre, Lund University, Lund, Sweden
| | - Francesc Castro-Giner
- Department of Biomedicine, Cancer Metastasis Laboratory, University of Basel and University Hospital Basel, Basel, Switzerland
- Swiss Institute of Bioinformatics (SIB), Lausanne, Switzerland
| | - Lucy R Yates
- Wellcome Trust Sanger Institute, Hinxton, UK
- Department of Clinical Oncology, Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - Franco Caramia
- Division of Research, Peter MacCallum Cancer Centre, University of Melbourne, Melbourne, Victoria, Australia
| | | | - Cécile Vicier
- Department of Medical Oncology, Institut Paoli-Calmettes, Aix-Marseille University, Marseille, France
| | - Ian P M Tomlinson
- Edinburgh Cancer Research Centre, IGMM, University of Edinburgh, Edinburgh, UK
| | - Priscilla K Brastianos
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA, USA
- Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
| | - Raymond J Cho
- Department of Dermatology, University of California, San Francisco, San Francisco, CA, USA
| | - Boris C Bastian
- Department of Dermatology, University of California, San Francisco, San Francisco, CA, USA
- Department of Pathology, University of California, San Francisco, San Francisco, CA, USA
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, CA, USA
| | - Lars Dyrskjøt
- Department of Molecular Medicine (MOMA), Aarhus University Hospital, Aarhus, Denmark
| | - Göran B Jönsson
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Faculty of Medicine, Lund University, Lund, Sweden
- Lund University Cancer Centre, Lund University, Lund, Sweden
| | - Peter Savas
- Division of Research, Peter MacCallum Cancer Centre, University of Melbourne, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Victoria, Australia
| | - Sherene Loi
- Division of Research, Peter MacCallum Cancer Centre, University of Melbourne, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Victoria, Australia
| | | | - Fabrice Andre
- INSERM U981, PRISM Institute, Gustave Roussy, Villejuif, France
- Department of Medical Oncology, Gustave Roussy, Villejuif, France
- Medical School, Université Paris Saclay, Kremlin Bicetre, France
| | - Nicholas M Luscombe
- Bioinformatics and Computational Biology Laboratory, The Francis Crick Institute, London, UK
- UCL Genetics Institute, Department of Genetics, Evolution & Environment, University College London, London, UK
- Okinawa Institute of Science & Technology, Okinawa, Japan
| | - Neeltje Steeghs
- Department of Medical Oncology, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Vivianne C G Tjan-Heijnen
- Department of Medical Oncology, School of GROW, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Zoltan Szallasi
- Danish Cancer Society Research Center, Copenhagen, Denmark
- Computational Health Informatics Program, Boston Children's Hospital, Boston, MA, USA
- 2nd Department of Pathology, SE-NAP Brain Metastasis Research Group, Semmelweis University, Budapest, Hungary
| | - Samra Turajlic
- Renal and Skin Units, The Royal Marsden Hospital NHS Foundation Trust, London, UK
- Cancer Dynamics Laboratory, The Francis Crick Institute, London, UK
| | - Mariam Jamal-Hanjani
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Department of Medical Oncology, University College London Hospitals, London, UK
| | - Peter Van Loo
- Cancer Genomics Laboratory, The Francis Crick Institute, London, UK
| | - Samuel F Bakhoum
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Roland F Schwarz
- Berlin Institute for Medical Systems Biology, Max Delbrück Center for Molecular Medicine, Berlin, Germany.
- German Cancer Consortium (DKTK), partner site Berlin, Berlin, Germany.
- German Cancer Research Center (DKFZ), Heidelberg, Germany.
| | - Nicholas McGranahan
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK.
- Cancer Genome Evolution Research Group, University College London Cancer Institute, University College London, London, UK.
| | - Charles Swanton
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, UK.
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK.
- Department of Medical Oncology, University College London Hospitals, London, UK.
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5
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Owusu M, Bannauer P, Ferreira da Silva J, Mourikis TP, Jones A, Májek P, Caldera M, Wiedner M, Lardeau CH, Mueller AC, Menche J, Kubicek S, Ciccarelli FD, Loizou JI. Mapping the Human Kinome in Response to DNA Damage. Cell Rep 2020; 26:555-563.e6. [PMID: 30650350 DOI: 10.1016/j.celrep.2018.12.087] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2018] [Revised: 10/31/2018] [Accepted: 12/18/2018] [Indexed: 01/02/2023] Open
Abstract
We provide a catalog for the effects of the human kinome on cell survival in response to DNA-damaging agents, covering all major DNA repair pathways. By treating 313 kinase-deficient cell lines with ten diverse DNA-damaging agents, including seven commonly used chemotherapeutics, we identified examples of vulnerability and resistance that are kinase specific. To investigate synthetic lethal interactions, we tested the response to carmustine for 25 cell lines by establishing a phenotypic fluorescence-activated cell sorting (FACS) assay designed to validate gene-drug interactions. We show apoptosis, cell cycle changes, and DNA damage and proliferation after alkylation- or crosslink-induced damage. In addition, we reconstitute the cellular sensitivity of DYRK4, EPHB6, MARK3, and PNCK as a proof of principle for our study. Furthermore, using global phosphoproteomics on cells lacking MARK3, we provide evidence for its role in the DNA damage response. Our data suggest that cancers with inactivating mutations in kinases, including MARK3, are particularly vulnerable to alkylating chemotherapeutic agents.
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Affiliation(s)
- Michel Owusu
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Lazarettgasse 14, AKH BT 25.3, 1090 Vienna, Austria
| | - Peter Bannauer
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Lazarettgasse 14, AKH BT 25.3, 1090 Vienna, Austria
| | - Joana Ferreira da Silva
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Lazarettgasse 14, AKH BT 25.3, 1090 Vienna, Austria
| | - Thanos P Mourikis
- Cancer Systems Biology Laboratory, The Francis Crick Institute, London NW1 1AT, UK; School of Cancer and Pharmaceutical Sciences, King's College London, London SE1 1UL, UK
| | - Alistair Jones
- Cancer Systems Biology Laboratory, The Francis Crick Institute, London NW1 1AT, UK; School of Cancer and Pharmaceutical Sciences, King's College London, London SE1 1UL, UK
| | - Peter Májek
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Lazarettgasse 14, AKH BT 25.3, 1090 Vienna, Austria
| | - Michael Caldera
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Lazarettgasse 14, AKH BT 25.3, 1090 Vienna, Austria
| | - Marc Wiedner
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Lazarettgasse 14, AKH BT 25.3, 1090 Vienna, Austria
| | - Charles-Hugues Lardeau
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Lazarettgasse 14, AKH BT 25.3, 1090 Vienna, Austria; School of Cancer and Pharmaceutical Sciences, King's College London, London SE1 1UL, UK
| | - André C Mueller
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Lazarettgasse 14, AKH BT 25.3, 1090 Vienna, Austria
| | - Jörg Menche
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Lazarettgasse 14, AKH BT 25.3, 1090 Vienna, Austria
| | - Stefan Kubicek
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Lazarettgasse 14, AKH BT 25.3, 1090 Vienna, Austria; Christian Doppler Laboratory for Chemical Epigenetics and Antiinfectives, CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, 1090 Vienna, Austria
| | - Francesca D Ciccarelli
- Cancer Systems Biology Laboratory, The Francis Crick Institute, London NW1 1AT, UK; School of Cancer and Pharmaceutical Sciences, King's College London, London SE1 1UL, UK
| | - Joanna I Loizou
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Lazarettgasse 14, AKH BT 25.3, 1090 Vienna, Austria.
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6
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López S, Lim EL, Horswell S, Haase K, Huebner A, Dietzen M, Mourikis TP, Watkins TBK, Rowan A, Dewhurst SM, Birkbak NJ, Wilson GA, Van Loo P, Jamal-Hanjani M, Swanton C, McGranahan N. Interplay between whole-genome doubling and the accumulation of deleterious alterations in cancer evolution. Nat Genet 2020; 52:283-293. [PMID: 32139907 PMCID: PMC7116784 DOI: 10.1038/s41588-020-0584-7] [Citation(s) in RCA: 125] [Impact Index Per Article: 31.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2018] [Accepted: 01/28/2020] [Indexed: 01/24/2023]
Abstract
Whole-genome doubling (WGD) is a prevalent event in cancer, involving a doubling of the entire chromosome complement. However, despite its prevalence and prognostic relevance, the evolutionary selection pressures for WGD in cancer have not been investigated. Here, we combine evolutionary simulations with an analysis of cancer sequencing data to explore WGD during cancer evolution. Simulations suggest that WGD can be selected to mitigate the irreversible, ratchet-like, accumulation of deleterious somatic alterations, provided that they occur at a sufficiently high rate. Consistent with this, we observe an enrichment for WGD in tumor types with extensive loss of heterozygosity, including lung squamous cell carcinoma and triple-negative breast cancers, and we find evidence for negative selection against homozygous loss of essential genes before, but not after, WGD. Finally, we demonstrate that loss of heterozygosity and temporal dissection of mutations can be exploited to identify novel tumor suppressor genes and to obtain a deeper characterization of known cancer genes.
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Affiliation(s)
- Saioa López
- Cancer Genome Evolution Research Group, University College London Cancer Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Emilia L Lim
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Evolution and Genome Instability Laboratory, Francis Crick Institute and University College London Cancer Institute, London, UK
| | - Stuart Horswell
- Bioinformatics and Biostatistics Group, Francis Crick Institute, London, UK
| | - Kerstin Haase
- Cancer Genomics Laboratory, Francis Crick Institute, London, UK
| | - Ariana Huebner
- Cancer Genome Evolution Research Group, University College London Cancer Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Evolution and Genome Instability Laboratory, Francis Crick Institute and University College London Cancer Institute, London, UK
| | - Michelle Dietzen
- Cancer Genome Evolution Research Group, University College London Cancer Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Evolution and Genome Instability Laboratory, Francis Crick Institute and University College London Cancer Institute, London, UK
| | - Thanos P Mourikis
- Cancer Genome Evolution Research Group, University College London Cancer Institute, London, UK
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Thomas B K Watkins
- Cancer Evolution and Genome Instability Laboratory, Francis Crick Institute and University College London Cancer Institute, London, UK
| | - Andrew Rowan
- Cancer Evolution and Genome Instability Laboratory, Francis Crick Institute and University College London Cancer Institute, London, UK
| | - Sally M Dewhurst
- Laboratory for Cell Biology and Genetics, The Rockefeller University, New York, NY, USA
| | - Nicolai J Birkbak
- Cancer Evolution and Genome Instability Laboratory, Francis Crick Institute and University College London Cancer Institute, London, UK
- Department of Molecular Medicine, Aarhus University, Aarhus, Denmark
| | - Gareth A Wilson
- Cancer Evolution and Genome Instability Laboratory, Francis Crick Institute and University College London Cancer Institute, London, UK
| | - Peter Van Loo
- Cancer Genomics Laboratory, Francis Crick Institute, London, UK
- Department of Human Genetics, University of Leuven, Leuven, Belgium
| | - Mariam Jamal-Hanjani
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Department of Medical Oncology, University College London Hospitals NHS Foundation Trust, London, UK
| | - Charles Swanton
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK.
- Cancer Evolution and Genome Instability Laboratory, Francis Crick Institute and University College London Cancer Institute, London, UK.
| | - Nicholas McGranahan
- Cancer Genome Evolution Research Group, University College London Cancer Institute, London, UK.
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK.
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7
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Mourikis TP, Benedetti L, Foxall E, Temelkovski D, Nulsen J, Perner J, Cereda M, Lagergren J, Howell M, Yau C, Fitzgerald RC, Scaffidi P, Ciccarelli FD. Patient-specific cancer genes contribute to recurrently perturbed pathways and establish therapeutic vulnerabilities in esophageal adenocarcinoma. Nat Commun 2019; 10:3101. [PMID: 31308377 PMCID: PMC6629660 DOI: 10.1038/s41467-019-10898-3] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [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: 11/09/2018] [Accepted: 06/04/2019] [Indexed: 12/25/2022] Open
Abstract
The identification of cancer-promoting genetic alterations is challenging particularly in highly unstable and heterogeneous cancers, such as esophageal adenocarcinoma (EAC). Here we describe a machine learning algorithm to identify cancer genes in individual patients considering all types of damaging alterations simultaneously. Analysing 261 EACs from the OCCAMS Consortium, we discover helper genes that, alongside well-known drivers, promote cancer. We confirm the robustness of our approach in 107 additional EACs. Unlike recurrent alterations of known drivers, these cancer helper genes are rare or patient-specific. However, they converge towards perturbations of well-known cancer processes. Recurrence of the same process perturbations, rather than individual genes, divides EACs into six clusters differing in their molecular and clinical features. Experimentally mimicking the alterations of predicted helper genes in cancer and pre-cancer cells validates their contribution to disease progression, while reverting their alterations reveals EAC acquired dependencies that can be exploited in therapy.
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Affiliation(s)
- Thanos P Mourikis
- Cancer Systems Biology Laboratory, The Francis Crick Institute, London, NW1 1AT, UK
- School of Cancer and Pharmaceutical Sciences, King's College London, London, SE11UL, UK
| | - Lorena Benedetti
- Cancer Systems Biology Laboratory, The Francis Crick Institute, London, NW1 1AT, UK
- School of Cancer and Pharmaceutical Sciences, King's College London, London, SE11UL, UK
| | - Elizabeth Foxall
- Cancer Systems Biology Laboratory, The Francis Crick Institute, London, NW1 1AT, UK
- School of Cancer and Pharmaceutical Sciences, King's College London, London, SE11UL, UK
| | - Damjan Temelkovski
- Cancer Systems Biology Laboratory, The Francis Crick Institute, London, NW1 1AT, UK
- School of Cancer and Pharmaceutical Sciences, King's College London, London, SE11UL, UK
| | - Joel Nulsen
- Cancer Systems Biology Laboratory, The Francis Crick Institute, London, NW1 1AT, UK
- School of Cancer and Pharmaceutical Sciences, King's College London, London, SE11UL, UK
| | - Juliane Perner
- MRC Cancer Unit, Hutchison/MRC Research Centre, University of Cambridge, Cambridge, CB2 OXZ, UK
| | - Matteo Cereda
- Italian Institute for Genomic Medicine (IIGM), Turin, 10126, Italy
| | - Jesper Lagergren
- School of Cancer and Pharmaceutical Sciences, King's College London, London, SE11UL, UK
| | - Michael Howell
- High Throughput Screening Laboratory, The Francis Crick Institute, 1 Midland Road, London, NW1 1AT, UK
| | | | - Rebecca C Fitzgerald
- MRC Cancer Unit, Hutchison/MRC Research Centre, University of Cambridge, Cambridge, CB2 OXZ, UK
| | - Paola Scaffidi
- Cancer Epigenetics Laboratory, The Francis Crick Institute, London, NW1 1AT, UK
- UCL Cancer Institute, University College London, London, WC1E 6DD, UK
| | - Francesca D Ciccarelli
- Cancer Systems Biology Laboratory, The Francis Crick Institute, London, NW1 1AT, UK.
- School of Cancer and Pharmaceutical Sciences, King's College London, London, SE11UL, UK.
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8
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Messaoudene M, Mourikis TP, Michels J, Fu Y, Bonvalet M, Lacroix-Trikki M, Routy B, Fluckiger A, Rusakiewicz S, Roberti MP, Cotteret S, Flament C, Poirier-Colame V, Jacquelot N, Ghiringhelli F, Caignard A, Eggermont AMM, Kroemer G, Marabelle A, Arnedos M, Vicier C, Dogan S, Jaulin F, Sammut SJ, Cope W, Caldas C, Delaloge S, McGranahan N, André F, Zitvogel L. T-cell bispecific antibodies in node-positive breast cancer: novel therapeutic avenue for MHC class I loss variants. Ann Oncol 2019; 30:934-944. [PMID: 30924846 PMCID: PMC7614969 DOI: 10.1093/annonc/mdz112] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND Tumor-infiltrating lymphocytes (TILs) represent a prognostic factor for survival in primary breast cancer (BC). Nonetheless, neoepitope load and TILs cytolytic activity are modest in BC, compromising the efficacy of immune-activating antibodies, which do not yet compete against immunogenic chemotherapy. PATIENTS AND METHODS We analyzed by functional flow cytometry the immune dynamics of primary and metastatic axillary nodes [metastatic lymph nodes (mLN)] in early BC (EBC) after exposure to T-cell bispecific antibodies (TCB) bridging CD3ε and human epidermal growth factor receptor 2 (HER2) or Carcinoembryonic Antigen-Related Cell Adhesion Molecule 5 (CEACAM5), before and after chemotherapy. Human leukocyte antigen (HLA) class I loss was assessed by whole exome sequencing and immunohistochemistry. One hundred primary BC, 64 surrounding 'healthy tissue' and 24 mLN-related parameters were analyzed. RESULTS HLA loss of heterozygosity was observed in EBC, at a clonal and subclonal level and was associated with regulatory T cells and T-cell immunoglobulin and mucin-domain-3 expression restraining the immuno-stimulatory effects of neoadjuvant chemotherapy. TCB bridging CD3ε and HER2 or CEACAM5 could bypass major histocompatibility complex (MHC) class I loss, partially rescuing T-cell functions in mLN. CONCLUSION TCB should be developed in BC to circumvent low MHC/peptide complexes.
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Affiliation(s)
- M Messaoudene
- Gustave Roussy Cancer Campus (GRCC), Villejuif; National Institute of Health and Medical Research (INSERM) U1015, Villejuif, France
| | - T P Mourikis
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - J Michels
- Gustave Roussy Cancer Campus (GRCC), Villejuif; University Paris-Sud, University Paris-Saclay, Gustave Roussy Cancer Campus (GRCC), Villejuif; Department of Medical Oncology, Gustave Roussy, Villejuif
| | - Y Fu
- Gustave Roussy Cancer Campus (GRCC), Villejuif
| | - M Bonvalet
- Gustave Roussy Cancer Campus (GRCC), Villejuif; National Institute of Health and Medical Research (INSERM) U1015, Villejuif, France
| | - M Lacroix-Trikki
- Gustave Roussy Cancer Campus (GRCC), Villejuif; Center of Clinical Investigations in Biotherapies of Cancer (CICBT) 1428, Villejuif, France
| | - B Routy
- Gustave Roussy Cancer Campus (GRCC), Villejuif; Universitéde Montréal Hospital Research Centre (CRCHUM), Onco-Hematology Department, Montreal University Hospital Center (CHUM), Montréal, Québec, Canada
| | - A Fluckiger
- Gustave Roussy Cancer Campus (GRCC), Villejuif; National Institute of Health and Medical Research (INSERM) U1015, Villejuif, France; Center of Clinical Investigations in Biotherapies of Cancer (CICBT) 1428, Villejuif, France
| | - S Rusakiewicz
- Center of Experimental Therapeutics (CET), Department of Oncology, Lausanne University Hospital, CHUV, Lausanne, Switzerland
| | - M P Roberti
- Gustave Roussy Cancer Campus (GRCC), Villejuif; National Institute of Health and Medical Research (INSERM) U1015, Villejuif, France; Center of Clinical Investigations in Biotherapies of Cancer (CICBT) 1428, Villejuif, France
| | - S Cotteret
- Gustave Roussy Cancer Campus (GRCC), Villejuif
| | - C Flament
- Gustave Roussy Cancer Campus (GRCC), Villejuif; National Institute of Health and Medical Research (INSERM) U1015, Villejuif, France; Center of Clinical Investigations in Biotherapies of Cancer (CICBT) 1428, Villejuif, France
| | - V Poirier-Colame
- Gustave Roussy Cancer Campus (GRCC), Villejuif; National Institute of Health and Medical Research (INSERM) U1015, Villejuif, France; Center of Clinical Investigations in Biotherapies of Cancer (CICBT) 1428, Villejuif, France
| | - N Jacquelot
- Gustave Roussy Cancer Campus (GRCC), Villejuif; National Institute of Health and Medical Research (INSERM) U1015, Villejuif, France; University Paris-Sud, University Paris-Saclay, Gustave Roussy Cancer Campus (GRCC), Villejuif
| | - F Ghiringhelli
- Georges-François Leclerc center, Medical Oncology, Dijon
| | - A Caignard
- INSERM U1160, University Institute for Haematology, Saint Louis hospital, Paris
| | | | - G Kroemer
- Gustave Roussy Cancer Campus (GRCC), Villejuif; University Paris-Sud, University Paris-Saclay, Gustave Roussy Cancer Campus (GRCC), Villejuif; Cell Biology and Metabolomics Platforms, Gustave Roussy Cancer Campus, Cordeliers Research Center, INSERM, U1138, Université Paris Descartes, Sorbonne Paris Cité; Université Pierre et Marie Curie; Pôle de Biologie, Européen Georges Pompidou Hospital, AP-HP, Paris
| | - A Marabelle
- Gustave Roussy Cancer Campus (GRCC), Villejuif; National Institute of Health and Medical Research (INSERM) U1015, Villejuif, France; University Paris-Sud, University Paris-Saclay, Gustave Roussy Cancer Campus (GRCC), Villejuif; Gustave Roussy Cancer Campus (GRCC), Drug Development Department (DITEP), Villejuif
| | - M Arnedos
- Gustave Roussy Cancer Campus (GRCC), Villejuif; Department of Medical Oncology, Gustave Roussy, Villejuif
| | - C Vicier
- Gustave Roussy Cancer Campus (GRCC), INSERM U981, Villejuif, France
| | - S Dogan
- Gustave Roussy Cancer Campus (GRCC), Villejuif; Department of Medical Oncology, Gustave Roussy, Villejuif; Gustave Roussy Cancer Campus (GRCC), INSERM U981, Villejuif, France
| | - F Jaulin
- Gustave Roussy Cancer Campus (GRCC), Villejuif; Department of Medical Oncology, Gustave Roussy, Villejuif; Gustave Roussy Cancer Campus (GRCC), INSERM U981, Villejuif, France
| | - S-J Sammut
- Cancer Research UK Cambridge Institute and Department of Oncology, University of Cambridge, Cambridge
| | - W Cope
- Cancer Research UK Cambridge Institute and Department of Oncology, University of Cambridge, Cambridge; Cancer Research UK Cancer Centre and National Institute for Health Research Cambridge Biomedical Research Centre, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - C Caldas
- Cancer Research UK Cambridge Institute and Department of Oncology, University of Cambridge, Cambridge
| | - S Delaloge
- Gustave Roussy Cancer Campus (GRCC), Villejuif; Department of Medical Oncology, Gustave Roussy, Villejuif
| | - N McGranahan
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - F André
- Gustave Roussy Cancer Campus (GRCC), Villejuif; Department of Medical Oncology, Gustave Roussy, Villejuif; Gustave Roussy Cancer Campus (GRCC), INSERM U981, Villejuif, France
| | - L Zitvogel
- Gustave Roussy Cancer Campus (GRCC), Villejuif; National Institute of Health and Medical Research (INSERM) U1015, Villejuif, France; University Paris-Sud, University Paris-Saclay, Gustave Roussy Cancer Campus (GRCC), Villejuif; Center of Clinical Investigations in Biotherapies of Cancer (CICBT) 1428, Villejuif, France.
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9
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Cereda M, Mourikis TP, Ciccarelli FD. Genetic Redundancy, Functional Compensation, and Cancer Vulnerability. Trends Cancer 2016; 2:160-162. [PMID: 28741568 DOI: 10.1016/j.trecan.2016.03.003] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [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: 02/03/2016] [Revised: 03/03/2016] [Accepted: 03/04/2016] [Indexed: 01/28/2023]
Abstract
Cancer genomes acquire somatic alterations that largely differ between and within cancer types. Several of these alterations inactivate genes that are normally functional with no deleterious consequences on cancer cells due to genetic redundancy. Here we discuss how this leads to cancer synthetic dependencies that can be exploited in therapy.
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Affiliation(s)
- Matteo Cereda
- Division of Cancer Studies, King's College London, London SE1 1UL, UK
| | - Thanos P Mourikis
- Division of Cancer Studies, King's College London, London SE1 1UL, UK
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10
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An O, Dall'Olio GM, Mourikis TP, Ciccarelli FD. NCG 5.0: updates of a manually curated repository of cancer genes and associated properties from cancer mutational screenings. Nucleic Acids Res 2015; 44:D992-9. [PMID: 26516186 PMCID: PMC4702816 DOI: 10.1093/nar/gkv1123] [Citation(s) in RCA: 83] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2015] [Accepted: 10/14/2015] [Indexed: 12/21/2022] Open
Abstract
The Network of Cancer Genes (NCG, http://ncg.kcl.ac.uk/) is a manually curated repository of cancer genes derived from the scientific literature. Due to the increasing amount of cancer genomic data, we have introduced a more robust procedure to extract cancer genes from published cancer mutational screenings and two curators independently reviewed each publication. NCG release 5.0 (August 2015) collects 1571 cancer genes from 175 published studies that describe 188 mutational screenings of 13 315 cancer samples from 49 cancer types and 24 primary sites. In addition to collecting cancer genes, NCG also provides information on the experimental validation that supports the role of these genes in cancer and annotates their properties (duplicability, evolutionary origin, expression profile, function and interactions with proteins and miRNAs).
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Affiliation(s)
- Omer An
- Division of Cancer Studies, King's College London, London SE11UL, UK
| | | | - Thanos P Mourikis
- Division of Cancer Studies, King's College London, London SE11UL, UK
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