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Selenica P, Marra A, Choudhury NJ, Gazzo A, Falcon CJ, Patel J, Pei X, Zhu Y, Ng CKY, Curry M, Heller G, Zhang YK, Berger MF, Ladanyi M, Rudin CM, Chandarlapaty S, Lovly CM, Reis-Filho JS, Yu HA. APOBEC mutagenesis, kataegis, chromothripsis in EGFR-mutant osimertinib-resistant lung adenocarcinomas. Ann Oncol 2022; 33:1284-1295. [PMID: 36089134 PMCID: PMC10360454 DOI: 10.1016/j.annonc.2022.09.151] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Revised: 08/02/2022] [Accepted: 09/01/2022] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND Studies of targeted therapy resistance in lung cancer have primarily focused on single-gene alterations. Based on prior work implicating apolipoprotein b mRNA-editing enzyme, catalytic polypeptide-like (APOBEC) mutagenesis in histological transformation of epidermal growth factor receptor (EGFR)-mutant lung cancers, we hypothesized that mutational signature analysis may help elucidate acquired resistance to targeted therapies. PATIENTS AND METHODS APOBEC mutational signatures derived from an Food and Drug Administration-cleared multigene panel [Memorial Sloan Kettering Cancer Center Integrated Mutation Profiling of Actionable Cancer Targets (MSK-IMPACT)] using the Signature Multivariate Analysis (SigMA) algorithm were validated against the gold standard of mutational signatures derived from whole-exome sequencing. Mutational signatures were decomposed in 3276 unique lung adenocarcinomas (LUADs), including 93 paired osimertinib-naïve and -resistant EGFR-mutant tumors. Associations between APOBEC and mechanisms of resistance to osimertinib were investigated. Whole-genome sequencing was carried out on available EGFR-mutant lung cancer samples (10 paired, 17 unpaired) to investigate large-scale genomic alterations potentially contributing to osimertinib resistance. RESULTS APOBEC mutational signatures were more frequent in receptor tyrosine kinase (RTK)-driven lung cancers (EGFR, ALK, RET, and ROS1; 25%) compared to LUADs at large (20%, P < 0.001); across all subtypes, APOBEC mutational signatures were enriched in subclonal mutations (P < 0.001). In EGFR-mutant lung cancers, osimertinib-resistant samples more frequently displayed an APOBEC-dominant mutational signature compared to osimertinib-naïve samples (28% versus 14%, P = 0.03). Specifically, mutations detected in osimertinib-resistant tumors but not in pre-treatment samples significantly more frequently displayed an APOBEC-dominant mutational signature (44% versus 23%, P < 0.001). EGFR-mutant samples with APOBEC-dominant signatures had enrichment of large-scale genomic rearrangements (P = 0.01) and kataegis (P = 0.03) in areas of APOBEC mutagenesis. CONCLUSIONS APOBEC mutational signatures are frequent in RTK-driven LUADs and increase under the selective pressure of osimertinib in EGFR-mutant lung cancer. APOBEC mutational signature enrichment in subclonal mutations, private mutations acquired after osimertinib treatment, and areas of large-scale genomic rearrangements highlights a potentially fundamental role for APOBEC mutagenesis in the development of resistance to targeted therapies, which may be potentially exploited to overcome such resistance.
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Affiliation(s)
- P Selenica
- Memorial Sloan Kettering Cancer Center, New York City
| | - A Marra
- Memorial Sloan Kettering Cancer Center, New York City
| | - N J Choudhury
- Department of Medicine, Thoracic Oncology Service, Memorial Sloan Kettering Cancer Center, New York City
| | - A Gazzo
- Memorial Sloan Kettering Cancer Center, New York City
| | - C J Falcon
- Druckenmiller Center for Cancer Research, Memorial Sloan Kettering Cancer Center, New York City, USA
| | - J Patel
- Memorial Sloan Kettering Cancer Center, New York City
| | - X Pei
- Memorial Sloan Kettering Cancer Center, New York City
| | - Y Zhu
- Memorial Sloan Kettering Cancer Center, New York City
| | - C K Y Ng
- Department for BioMedical Research (DBMR), University of Bern, Bern, Switzerland
| | - M Curry
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York City
| | - G Heller
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York City
| | - Y-K Zhang
- Department of Medicine, Division of Hematology and Oncology and Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville
| | - M F Berger
- Memorial Sloan Kettering Cancer Center, New York City; Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York City; Department of Pathology, Molecular Diagnostics Service, Memorial Sloan Kettering Cancer Center, New York City
| | - M Ladanyi
- Department of Pathology, Molecular Diagnostics Service, Memorial Sloan Kettering Cancer Center, New York City
| | - C M Rudin
- Department of Medicine, Thoracic Oncology Service, Memorial Sloan Kettering Cancer Center, New York City; Department of Medicine, Weill Cornell Medical College, New York City, USA
| | - S Chandarlapaty
- Memorial Sloan Kettering Cancer Center, New York City; Department of Medicine, Weill Cornell Medical College, New York City, USA
| | - C M Lovly
- Department of Medicine, Division of Hematology and Oncology and Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville
| | | | - H A Yu
- Department of Medicine, Thoracic Oncology Service, Memorial Sloan Kettering Cancer Center, New York City; Department of Medicine, Weill Cornell Medical College, New York City, USA.
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2
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De Mattos-Arruda L, Vazquez M, Finotello F, Lepore R, Porta E, Hundal J, Amengual-Rigo P, Ng CKY, Valencia A, Carrillo J, Chan TA, Guallar V, McGranahan N, Blanco J, Griffith M. Neoantigen prediction and computational perspectives towards clinical benefit: recommendations from the ESMO Precision Medicine Working Group. Ann Oncol 2020; 31:978-990. [PMID: 32610166 PMCID: PMC7885309 DOI: 10.1016/j.annonc.2020.05.008] [Citation(s) in RCA: 69] [Impact Index Per Article: 17.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2020] [Revised: 05/01/2020] [Accepted: 05/07/2020] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND The use of next-generation sequencing technologies has enabled the rapid identification of non-synonymous somatic mutations in cancer cells. Neoantigens are mutated peptides derived from somatic mutations not present in normal tissues that may result in the presentation of tumour-specific peptides capable of eliciting antitumour T-cell responses. Personalised neoantigen-based cancer vaccines and adoptive T-cell therapies have been shown to prime host immunity against tumour cells and are under clinical trial development. However, the optimisation and standardisation of neoantigen identification, as well as its delivery as immunotherapy are needed to increase tumour-specific T-cell responses and, thus, the clinical efficacy of current cancer immunotherapies. METHODS In this recommendation article, launched by the European Society for Medical Oncology (ESMO), we outline and discuss the available framework for neoantigen prediction and present a systematic review of the current scientific evidence. RESULTS A number of computational pipelines for neoantigen prediction are available. Most of them provide peptide major histocompatibility complex (MHC) binding affinity predictions, but more recent approaches incorporate additional features like variant allele fraction, gene expression, and clonality of mutations. Neoantigens can be predicted in all cancer types with high and low tumour mutation burden, in part by exploiting tumour-specific aberrations derived from mutational frameshifts, splice variants, gene fusions, endogenous retroelements and other tumour-specific processes that could yield more potently immunogenic tumour neoantigens. Ongoing clinical trials will highlight those cancer types and combinations of immune therapies that would derive the most benefit from neoantigen-based immunotherapies. CONCLUSIONS Improved identification, selection and prioritisation of tumour-specific neoantigens are needed to increase the scope of benefit from cancer vaccines and adoptive T-cell therapies. Novel pipelines are being developed to resolve the challenges posed by high-throughput sequencing and to predict immunogenic neoantigens.
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Affiliation(s)
- L De Mattos-Arruda
- IrsiCaixa, Hospital Universitari Trias i Pujol, Badalona, Spain; Germans Trias i Pujol Research Institute (IGTP), Badalona, Spain.
| | - M Vazquez
- Barcelona Supercomputing Center, Barcelona, Spain
| | - F Finotello
- Biocenter, Institute of Bioinformatics, Medical University of Innsbruck, Innsbruck, Austria
| | - R Lepore
- Barcelona Supercomputing Center, Barcelona, Spain
| | - E Porta
- Barcelona Supercomputing Center, Barcelona, Spain; Josep Carreras Leukaemia Research Institute (IJC), Badalona, Spain
| | - J Hundal
- The McDonnell Genome Institute, Washington University in St Louis, USA
| | | | - C K Y Ng
- Department for BioMedical Research, University of Bern, Bern, Switzerland
| | - A Valencia
- Barcelona Supercomputing Center, Barcelona, Spain; Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain
| | - J Carrillo
- IrsiCaixa, Hospital Universitari Trias i Pujol, Badalona, Spain; Germans Trias i Pujol Research Institute (IGTP), Badalona, Spain
| | - T A Chan
- Center for Immunotherapy and Precision-Immuno-Oncology, Cleveland Clinic, Cleveland, USA
| | - V Guallar
- Barcelona Supercomputing Center, Barcelona, Spain; Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain
| | - N McGranahan
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, University College, London, UK; Cancer Genome Evolution Research Group, University College London Cancer Institute, University College London, London, UK
| | - J Blanco
- IrsiCaixa, Hospital Universitari Trias i Pujol, Badalona, Spain; Germans Trias i Pujol Research Institute (IGTP), Badalona, Spain; Universitat de Vic-Universitat Central de Catalunya (UVic-UCC), Vic, Spain
| | - M Griffith
- Department of Medicine, Washington University School of Medicine, St. Louis, USA
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Burger B, Ghosh A, Ng CKY, Piscuoglio S, Spoerri I, Itin PH, Greer K, Elbaum D. Discovery of heterozygous KRT10 alterations in MAUIE cases underlines the importance of regular skin cancer screening in ichthyosis with confetti. Br J Dermatol 2020; 183:954-955. [PMID: 32407542 DOI: 10.1111/bjd.19218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- B Burger
- Department of Biomedicine, University Hospital Basel and University of Basel, Basel, Switzerland
| | - A Ghosh
- Department of Biomedicine, University Hospital Basel and University of Basel, Basel, Switzerland.,Competence Center Personalized Medicine, University of Zurich and ETH Zurich, Zurich, Switzerland
| | - C K Y Ng
- Department for BioMedical Research, University of Bern, Bern, Switzerland
| | - S Piscuoglio
- Department of Biomedicine, University Hospital Basel and University of Basel, Basel, Switzerland.,Institute of Pathology and Medical Genetics, University Hospital Basel, Basel, Switzerland
| | - I Spoerri
- Department of Biomedicine, University Hospital Basel and University of Basel, Basel, Switzerland
| | - P H Itin
- Department of Biomedicine, University Hospital Basel and University of Basel, Basel, Switzerland.,Dermatology, University Hospital Basel, Basel, Switzerland
| | - K Greer
- Department of Dermatology, University of Virginia, Charlottesville, VA, USA
| | - D Elbaum
- Mercy Hospitals of Bakersfield, Bakersfield, CA, USA
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4
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Mateo J, Chakravarty D, Dienstmann R, Jezdic S, Gonzalez-Perez A, Lopez-Bigas N, Ng CKY, Bedard PL, Tortora G, Douillard JY, Van Allen EM, Schultz N, Swanton C, André F, Pusztai L. A framework to rank genomic alterations as targets for cancer precision medicine: the ESMO Scale for Clinical Actionability of molecular Targets (ESCAT). Ann Oncol 2019; 29:1895-1902. [PMID: 30137196 DOI: 10.1093/annonc/mdy263] [Citation(s) in RCA: 382] [Impact Index Per Article: 76.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
Background In order to facilitate implementation of precision medicine in clinical management of cancer, there is a need to harmonise and standardise the reporting and interpretation of clinically relevant genomics data. Methods The European Society for Medical Oncology (ESMO) Translational Research and Precision Medicine Working Group (TR and PM WG) launched a collaborative project to propose a classification system for molecular aberrations based on the evidence available supporting their value as clinical targets. A group of experts from several institutions was assembled to review available evidence, reach a consensus on grading criteria and present a classification system. This was then reviewed, amended and finally approved by the ESMO TR and PM WG and the ESMO leadership. Results This first version of the ESMO Scale of Clinical Actionability for molecular Targets (ESCAT) defines six levels of clinical evidence for molecular targets according to the implications for patient management: tier I, targets ready for implementation in routine clinical decisions; tier II, investigational targets that likely define a patient population that benefits from a targeted drug but additional data are needed; tier III, clinical benefit previously demonstrated in other tumour types or for similar molecular targets; tier IV, preclinical evidence of actionability; tier V, evidence supporting co-targeting approaches; and tier X, lack of evidence for actionability. Conclusions The ESCAT defines clinical evidence-based criteria to prioritise genomic alterations as markers to select patients for targeted therapies. This classification system aims to offer a common language for all the relevant stakeholders in cancer medicine and drug development.
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Affiliation(s)
- J Mateo
- Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - D Chakravarty
- Memorial Sloan Kettering Cancer Center, New York, USA
| | - R Dienstmann
- Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain
| | - S Jezdic
- European Society for Medical Oncology, Lugano, Switzerland
| | | | - N Lopez-Bigas
- Institute for Research in Biomedicine (IRB), Barcelona; Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain
| | - C K Y Ng
- University Hospital Basel, Basel, Switzerland
| | - P L Bedard
- Princess Margaret Cancer Centre, Toronto, ON, Canada
| | - G Tortora
- University of Verona, Verona; Fondazione Policlinico Universitario A. Gemelli, IRCCS, Rome, Italy
| | - J-Y Douillard
- European Society for Medical Oncology, Lugano, Switzerland
| | - E M Van Allen
- Harvard Medical School Dana-Farber Cancer Center and Broad Institute, Boston, USA
| | - N Schultz
- Memorial Sloan Kettering Cancer Center, New York, USA
| | - C Swanton
- The Francis Crick Institute, London, UK
| | - F André
- Institut Gustave Roussy, Villejuif, France.
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5
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Ng CKY, Di Costanzo GG, Tosti N, Paradiso V, Coto-Llerena M, Roscigno G, Perrina V, Quintavalle C, Boldanova T, Wieland S, Marino-Marsilia G, Lanzafame M, Quagliata L, Condorelli G, Matter MS, Tortora R, Heim MH, Terracciano LM, Piscuoglio S. Genetic profiling using plasma-derived cell-free DNA in therapy-naïve hepatocellular carcinoma patients: a pilot study. Ann Oncol 2019; 29:1286-1291. [PMID: 29509837 DOI: 10.1093/annonc/mdy083] [Citation(s) in RCA: 68] [Impact Index Per Article: 13.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Background Hepatocellular carcinomas (HCCs) are not routinely biopsied, resulting in a lack of tumor materials for molecular profiling. Here we sought to determine whether plasma-derived cell-free DNA (cfDNA) captures the genetic alterations of HCC in patients who have not undergone systemic therapy. Patients and methods Frozen biopsies from the primary tumor and plasma were synchronously collected from 30 prospectively recruited, systemic treatment-naïve HCC patients. Deep sequencing of the DNA from the biopsies, plasma-derived cfDNA and matched germline was carried out using a panel targeting 46 coding and non-coding genes frequently altered in HCCs. Results In 26/30 patients, at least one somatic mutation was detected in biopsy and/or cfDNA. Somatic mutations in HCC-associated genes were present in the cfDNA of 63% (19/30) of the patients and could be detected 'de novo' without prior knowledge of the mutations present in the biopsy in 27% (8/30) of the patients. Mutational load and the variant allele fraction of the mutations detected in the cfDNA positively correlated with tumor size and Edmondson grade. Crucially, among the seven patients in whom the largest tumor was ≥5 cm or was associated with metastasis, at least one mutation was detected 'de novo' in the cfDNA of 86% (6/7) of the cases. In these patients, cfDNA and tumor DNA captured 87% (80/92) and 95% (87/92) of the mutations, suggesting that cfDNA and tumor DNA captured similar proportions of somatic mutations. Conclusion In patients with high disease burden, the use of cfDNA for genetic profiling when biopsy is unavailable may be feasible. Our results support further investigations into the clinical utility of cfDNA in a larger cohort of patients.
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Affiliation(s)
- C K Y Ng
- Institute of Pathology, University Hospital Basel, Basel; Hepatology Laboratory, Department of Biomedicine, University of Basel, Basel, Switzerland.
| | - G G Di Costanzo
- Department of Transplantation - Liver Unit, Cardarelli Hospital, Naples
| | - N Tosti
- Institute of Pathology, University Hospital Basel, Basel
| | - V Paradiso
- Institute of Pathology, University Hospital Basel, Basel
| | - M Coto-Llerena
- Hepatology Laboratory, Department of Biomedicine, University of Basel, Basel, Switzerland
| | - G Roscigno
- Department of Molecular Medicine and Medical Biotechnology, "Federico II" University of Naples, Naples, Italy
| | - V Perrina
- Institute of Pathology, University Hospital Basel, Basel
| | - C Quintavalle
- Institute of Pathology, University Hospital Basel, Basel
| | - T Boldanova
- Hepatology Laboratory, Department of Biomedicine, University of Basel, Basel, Switzerland; Division of Gastroenterology and Hepatology, University Hospital Basel, Basel, Switzerland
| | - S Wieland
- Hepatology Laboratory, Department of Biomedicine, University of Basel, Basel, Switzerland
| | | | - M Lanzafame
- Institute of Pathology, University Hospital Basel, Basel
| | - L Quagliata
- Institute of Pathology, University Hospital Basel, Basel
| | - G Condorelli
- Department of Molecular Medicine and Medical Biotechnology, "Federico II" University of Naples, Naples, Italy
| | - M S Matter
- Institute of Pathology, University Hospital Basel, Basel
| | - R Tortora
- Department of Transplantation - Liver Unit, Cardarelli Hospital, Naples
| | - M H Heim
- Hepatology Laboratory, Department of Biomedicine, University of Basel, Basel, Switzerland; Division of Gastroenterology and Hepatology, University Hospital Basel, Basel, Switzerland
| | | | - S Piscuoglio
- Institute of Pathology, University Hospital Basel, Basel.
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6
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Affiliation(s)
- S Piscuoglio
- Institute of Pathology and Medical Genetics, University Hospital Basel, Basel, Switzerland
| | - C K Y Ng
- Institute of Pathology and Medical Genetics, University Hospital Basel, Basel, Switzerland; Department of Biomedicine, University of Basel, Basel, Switzerland
| | - B Weigelt
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, USA
| | - S Chandarlapaty
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, USA
| | - J S Reis-Filho
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, USA.
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7
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De Mattos-Arruda L, Weigelt B, Cortes J, Won HH, Ng CKY, Nuciforo P, Bidard FC, Aura C, Saura C, Peg V, Piscuoglio S, Oliveira M, Smolders Y, Patel P, Norton L, Tabernero J, Berger MF, Seoane J, Reis-Filho JS. Capturing intra-tumor genetic heterogeneity by de novo mutation profiling of circulating cell-free tumor DNA: a proof-of-principle. Ann Oncol 2018; 29:2268. [PMID: 29718117 DOI: 10.1093/annonc/mdx804] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
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Pillonel V, Juskevicius D, Ng CKY, Bodmer A, Zettl A, Jucker D, Dirnhofer S, Tzankov A. High-throughput sequencing of nodal marginal zone lymphomas identifies recurrent BRAF mutations. Leukemia 2018; 32:2412-2426. [PMID: 29556019 PMCID: PMC6224405 DOI: 10.1038/s41375-018-0082-4] [Citation(s) in RCA: 39] [Impact Index Per Article: 6.5] [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: 10/31/2017] [Revised: 01/15/2018] [Accepted: 02/05/2018] [Indexed: 12/23/2022]
Abstract
Nodal marginal zone lymphoma (NMZL) is a rare small B-cell lymphoma lacking disease-defining phenotype and precise diagnostic markers. To better understand the mutational landscape of NMZL, particularly in comparison to other nodal small B-cell lymphomas, we performed whole-exome sequencing, targeted high-throughput sequencing, and array-comparative genomic hybridization on a retrospective series. Our study identified for the first time recurrent, diagnostically useful, and potentially therapeutically relevant BRAF mutations in NMZL. Sets of somatic mutations that could help to discriminate NMZL from other closely related small B-cell lymphomas were uncovered and tested on unclassifiable small B-cell lymphoma cases, in which clinical, morphological, and phenotypical features were equivocal. Application of targeted gene panel sequencing gave at many occasions valuable clues for more specific classification.
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Affiliation(s)
- V Pillonel
- Institute of Pathology and Medical Genetics, University Hospital Basel, University of Basel, Basel, Switzerland
| | - D Juskevicius
- Institute of Pathology and Medical Genetics, University Hospital Basel, University of Basel, Basel, Switzerland
| | - C K Y Ng
- Institute of Pathology and Medical Genetics, University Hospital Basel, University of Basel, Basel, Switzerland.,Department of Biomedicine, University Hospital Basel, Basel, Switzerland
| | - A Bodmer
- Institute of Pathology, Cantonal Hospital Baselland, Liestal, Switzerland
| | - A Zettl
- Pathology, Viollier AG, Allschwil, Switzerland
| | - D Jucker
- Institute of Pathology and Medical Genetics, University Hospital Basel, University of Basel, Basel, Switzerland
| | - S Dirnhofer
- Institute of Pathology and Medical Genetics, University Hospital Basel, University of Basel, Basel, Switzerland
| | - A Tzankov
- Institute of Pathology and Medical Genetics, University Hospital Basel, University of Basel, Basel, Switzerland.
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9
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Pareja F, Geyer FC, Piscuoglio S, Selenica P, Kumar R, Lim RS, Guerini-Rocco E, Marchio C, Mariani O, Ng CKY, Brogi E, Norton L, Vincent-Salomon A, Weigelt B, Reis-Filho JS. Abstract P2-05-08: Mucinous breast carcinomas: A genomically distinct subtype of estrogen receptor-positive invasive breast cancers. Cancer Res 2018. [DOI: 10.1158/1538-7445.sabcs17-p2-05-08] [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
Introduction: Mucinous carcinoma of the breast (MCB) is a rare histologic form of estrogen receptor (ER)-positive invasive carcinoma, accounting for up to 2% of breast cancers. MCBs are characterized by clusters of tumor cells floating in lakes of extracellular mucin, and are classified into mucinous A (paucicellular) and mucinous B (hypercellular) subtypes. Some MCBs are found admixed with invasive ductal carcinoma components, and then classified as mixed MCBs. The aims of this study were to determine the repertoire of somatic mutations of MCBs and to ascertain whether these genetic alterations are distinct from those identified in common forms of ER+/HER2- invasive breast cancers (IBCs). We also sought to determine whether the mucinous and ductal components of mixed MCBs would be clonally related.
Materials and methods: Thirty MCBs including 25 pure MCBs (n=13 mucinous A, n=12 mucinous B) and five mixed MCBs were microdissected and subjected to whole exome sequencing. Each tumor component of mixed cases was microdissected and analyzed separately. Somatic mutations, copy number alterations and mutational signatures were defined using state-of-the-art bioinformatics methods. The mutational repertoire of MCBs was compared with that of ER+/HER2- IBCs (n = 240) from The Cancer Genome Atlas (TCGA) breast cancer study.
Results: The genes most frequently mutated in MCBs were GATA3 (27%, 8/30, all frameshift mutations), KMT2C (13%, 4/30) and MAP3K1 (10%, 3/30). No significant differences were identified in single gene comparisons between mucinous A and mucinous B MCBs or between pure MCBs and the mucinous component of mixed MCBs (Fisher's exact tests, p>0.05). As compared to common forms of ER+/HER2- IBC, MCBs had a lower frequency of PIK3CA mutations (7% vs 42%, p<0.001) and a higher frequency of GATA3 mutations (27% vs 12%, p=0.04). Mucinous B MCBs had a higher frequency of KMT2C mutations than ER+/HER2- IBCs (25% vs 6%, p=0.04). Most MCBs displayed the mutational signature 1 (aging-related; 20/30, 67%), and no differences in the frequency of specific mutational signatures according to the type of MCBs were observed. Concurrent 1q gains and 16q losses, which are the hallmark genetic alterations of low-grade ER+/HER2- breast cancers, were not observed in pure MCBs, but were found in three of the five mixed MCBs analyzed. The mucinous and ductal components of all five mixed MCBs shared a median of 58% of somatic mutations (range 42%-64%), including clonal GATA3 frameshift mutations in two of them, as well as a similar pattern of copy number alterations, supporting their clonal relatedness. Additional somatic mutations found to be restricted to the ductal or mucinous components of all mixed MCBs analyzed were identified, including clonal missense mutations in PIK3C2B and PIK3R2 in the ductal component of one case, and a PIK3R5 missense mutation in the mucinous component of another case.
Conclusions: The repertoire of somatic mutations in MCBs is distinct from that of common forms of ER+/HER2- IBCs. These differences include the lack of concurrent 1q gains/16q losses, a lower frequency of PIK3CA mutations and a higher frequency of GATA3 mutations in pure MCBs.
Citation Format: Pareja F, Geyer FC, Piscuoglio S, Selenica P, Kumar R, Lim RS, Guerini-Rocco E, Marchio C, Mariani O, Ng CKY, Brogi E, Norton L, Vincent-Salomon A, Weigelt B, Reis-Filho JS. Mucinous breast carcinomas: A genomically distinct subtype of estrogen receptor-positive invasive breast cancers [abstract]. In: Proceedings of the 2017 San Antonio Breast Cancer Symposium; 2017 Dec 5-9; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2018;78(4 Suppl):Abstract nr P2-05-08.
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Affiliation(s)
- F Pareja
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Turin, Turin, Italy; Instiut Curie, Paris, France
| | - FC Geyer
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Turin, Turin, Italy; Instiut Curie, Paris, France
| | - S Piscuoglio
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Turin, Turin, Italy; Instiut Curie, Paris, France
| | - P Selenica
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Turin, Turin, Italy; Instiut Curie, Paris, France
| | - R Kumar
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Turin, Turin, Italy; Instiut Curie, Paris, France
| | - RS Lim
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Turin, Turin, Italy; Instiut Curie, Paris, France
| | - E Guerini-Rocco
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Turin, Turin, Italy; Instiut Curie, Paris, France
| | - C Marchio
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Turin, Turin, Italy; Instiut Curie, Paris, France
| | - O Mariani
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Turin, Turin, Italy; Instiut Curie, Paris, France
| | - CKY Ng
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Turin, Turin, Italy; Instiut Curie, Paris, France
| | - E Brogi
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Turin, Turin, Italy; Instiut Curie, Paris, France
| | - L Norton
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Turin, Turin, Italy; Instiut Curie, Paris, France
| | - A Vincent-Salomon
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Turin, Turin, Italy; Instiut Curie, Paris, France
| | - B Weigelt
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Turin, Turin, Italy; Instiut Curie, Paris, France
| | - JS Reis-Filho
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Turin, Turin, Italy; Instiut Curie, Paris, France
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Kim J, Geyer FC, Martelotto LG, Ng CKY, Lim RS, Selenica P, Li A, Pareja F, Fusco N, Edelweiss M, Mariani O, Badve S, Vincent-Salomon A, Norton L, Reis-Filho JS, Weigelt B. Abstract P2-05-03: Novel driver genetic alterations in MYB-NFIB-negative breast adenoid cystic carcinomas. Cancer Res 2018. [DOI: 10.1158/1538-7445.sabcs17-p2-05-03] [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
Introduction: Breast adenoid cystic carcinoma (AdCC) is a rare type of triple-negative breast cancer associated with an indolent clinical behavior. AdCCs provide a clear example of genotypic-phenotypic correlation with the majority harboring the MYB-NFIB fusion gene. In this study, we sought to identify alternative driver genetic alterations in breast AdCCs lacking the MYB-NFIB fusion gene.
Methods: Nucleic acids obtained from four breast AdCCs lacking the MYB-NFIB fusion gene as defined by reverse transcription (RT)-PCR and/or fluorescence in situ hybridization (FISH) were subjected to RNA-sequencing (n=3), whole-genome (n=2) and/or targeted (n=1) massively parallel sequencing. Sequencing data were analyzed using state-of-the-art bioinformatics algorithms, and potential alternative driver genetic alterations were validated using orthogonal sequencing and molecular pathology methods.
Results: RNA-sequencing revealed the presence of MYBL1-ACTN1 or MYBL1-NFIB fusion genes in two breast AdCCs, which were validated by whole-genome sequencing and/or MYBL1 FISH analysis. Both MYBL1 fusion gene-positive cases were found to overexpress MYBL1 as defined by quantitative RT-PCR analysis. In the third MYB-NFIB-negative breast AdCC studied, a high-level MYB gene amplification coupled with overexpression of MYB at the mRNA and protein levels was identified. In the fourth breast AdCC, which expressed high levels of MYB, whole-genome and RNA-sequencing revealed no definite alternative driver alteration, however, a MYBL2 intronic mutation was found in this case, which was associated with high levels of MYBL2 mRNA expression. In this case, single sample gene set enrichment analysis revealed activation of pathways similar to those activated in AdCCs harboring the MYB-NFIB or MYBL1 fusions genes.
Conclusion: We demonstrate that in breast AdCCs lacking the MYB-NFIB fusion gene MYBL1 rearrangements and MYB amplification are likely alternative driver genetic events. Given that activation of MYB/MYBL1 and their downstream targets can be driven by the MYB-NFIB fusion gene, MYBL1 rearrangements, MYB amplification or other yet to be validated mechanisms (e.g. MYBL2 non-coding mutations), our findings further suggest that breast AdCCs constitute a convergent phenotype.
Citation Format: Kim J, Geyer FC, Martelotto LG, Ng CKY, Lim RS, Selenica P, Li A, Pareja F, Fusco N, Edelweiss M, Mariani O, Badve S, Vincent-Salomon A, Norton L, Reis-Filho JS, Weigelt B. Novel driver genetic alterations in MYB-NFIB-negative breast adenoid cystic carcinomas [abstract]. In: Proceedings of the 2017 San Antonio Breast Cancer Symposium; 2017 Dec 5-9; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2018;78(4 Suppl):Abstract nr P2-05-03.
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Affiliation(s)
- J Kim
- Memorial Sloan Kettering Cancer Center, New York, NY; Institut Curie, Paris, France; IU Health Pathology Laboratory, Indiana University, Indianapolis, IN
| | - FC Geyer
- Memorial Sloan Kettering Cancer Center, New York, NY; Institut Curie, Paris, France; IU Health Pathology Laboratory, Indiana University, Indianapolis, IN
| | - LG Martelotto
- Memorial Sloan Kettering Cancer Center, New York, NY; Institut Curie, Paris, France; IU Health Pathology Laboratory, Indiana University, Indianapolis, IN
| | - CKY Ng
- Memorial Sloan Kettering Cancer Center, New York, NY; Institut Curie, Paris, France; IU Health Pathology Laboratory, Indiana University, Indianapolis, IN
| | - RS Lim
- Memorial Sloan Kettering Cancer Center, New York, NY; Institut Curie, Paris, France; IU Health Pathology Laboratory, Indiana University, Indianapolis, IN
| | - P Selenica
- Memorial Sloan Kettering Cancer Center, New York, NY; Institut Curie, Paris, France; IU Health Pathology Laboratory, Indiana University, Indianapolis, IN
| | - A Li
- Memorial Sloan Kettering Cancer Center, New York, NY; Institut Curie, Paris, France; IU Health Pathology Laboratory, Indiana University, Indianapolis, IN
| | - F Pareja
- Memorial Sloan Kettering Cancer Center, New York, NY; Institut Curie, Paris, France; IU Health Pathology Laboratory, Indiana University, Indianapolis, IN
| | - N Fusco
- Memorial Sloan Kettering Cancer Center, New York, NY; Institut Curie, Paris, France; IU Health Pathology Laboratory, Indiana University, Indianapolis, IN
| | - M Edelweiss
- Memorial Sloan Kettering Cancer Center, New York, NY; Institut Curie, Paris, France; IU Health Pathology Laboratory, Indiana University, Indianapolis, IN
| | - O Mariani
- Memorial Sloan Kettering Cancer Center, New York, NY; Institut Curie, Paris, France; IU Health Pathology Laboratory, Indiana University, Indianapolis, IN
| | - S Badve
- Memorial Sloan Kettering Cancer Center, New York, NY; Institut Curie, Paris, France; IU Health Pathology Laboratory, Indiana University, Indianapolis, IN
| | - A Vincent-Salomon
- Memorial Sloan Kettering Cancer Center, New York, NY; Institut Curie, Paris, France; IU Health Pathology Laboratory, Indiana University, Indianapolis, IN
| | - L Norton
- Memorial Sloan Kettering Cancer Center, New York, NY; Institut Curie, Paris, France; IU Health Pathology Laboratory, Indiana University, Indianapolis, IN
| | - JS Reis-Filho
- Memorial Sloan Kettering Cancer Center, New York, NY; Institut Curie, Paris, France; IU Health Pathology Laboratory, Indiana University, Indianapolis, IN
| | - B Weigelt
- Memorial Sloan Kettering Cancer Center, New York, NY; Institut Curie, Paris, France; IU Health Pathology Laboratory, Indiana University, Indianapolis, IN
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Geyer FC, Li A, Papanastasiou AD, Smith A, Selenica P, Burke KA, Edelweiss M, Wen HC, Piscuoglio S, Schultheis AM, Martelotto LG, Pareja F, Kumar R, Brandes A, Lozada J, Macedo GS, Muenst S, Terracciano LM, Jungbluth A, Foschini MP, Wen HY, Brogi E, Palazzo J, Rubin BP, Ng CKY, Norton L, Varga Z, Ellis IO, Rakha E, Chandarlapatty S, Weigelt B, Reis-Filho JS. Abstract PD4-13: Estrogen receptor-negative breast adenomyoepitheliomas are driven by co-occurring HRAS hotspot and PI3K pathway gene mutations: A genetic and functional analysis. Cancer Res 2018. [DOI: 10.1158/1538-7445.sabcs17-pd4-13] [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
Introduction:Adenomyoepithelioma (AME) of the breast is a rare biphasic tumor, characterized by epithelial and myoepithelial differentiation. Although AMEs have an indolent clinical course, a subset may progress to carcinoma and metastasize. We sought to define the mutational landscape of AMEs and investigate the functional impact of recurrent pathogenic mutations identified in these tumors.
Methods: Thirty-one AMEs were subjected to whole-exome sequencing (WES, n=8) or massively parallel sequencing targeting all coding regions of 410 key cancer genes and intronic and regulatory regions of selected genes (n=23). Somatic genetic alterations were defined using state-of-the-art bioinformatics algorithms. In an additional set of 12 AMEs, Sanger sequencing analysis of HRAS, PIK3CA and AKT1 was performed. Non-tumorigenic estrogen receptor (ER)-negative mammary epithelial cells (i.e. MCF10A, MCF10A with a PIK3CA H1047R mutation knock-in and MCF12A) were utilized for functional studies using both conventional monolayer and three-dimensional (3D) culture assays.
Results: 27 (63%) and 16 (37%) AMEs were ER-positive and ER-negative, respectively. ER-negativity was significantly associated with histologic features predictive of a more aggressive behavior, with a higher number of mutations and copy number alterations, and with a distinct mutational profile as compared to ER-positive AMEs. Of the 27 ER-positive AMEs, 12 cases (44%) harbored PIK3CA hotspot mutations, and 5 PIK3CA wild-type cases displayed E17K AKT1 hotspot mutations. By contrast, of the 16 ER-negative AMEs, 9 (56%), 9 (56%) and 3 (19%) harbored HRAS, PIK3CA (mostly E545K and H1047R hotspots) and PIK3R1 mutations, respectively. Strikingly, all HRAS mutations were restricted to ER-negative AMEs, affected the hotspot codon Q61 (Q61R/K), and all but one co-occurred with PIK3CA or PIK3R1 mutations. In addition, HRAS Q61 hotspot mutations were significantly associated with necrosis (p=0.01) and high mitotic rates (p=0.03). CDKN2A homozygous deletions were also detected only in ER-negative AMEs (19%) and found to be significantly associated with progression to carcinoma (p=0.001). Forced expression of HRAS Q61R in MCF10A and MCF12A cells resulted in i) increased proliferation and transformation, ii) an irregular growth pattern in 3D organotypic cell cultures, iii) partial loss of the epithelial phenotype, and iv) acquisition of myoepithelial differentiation, which was more overt in PIK3CA-mutant MCF10A cells. HRAS Q61Rinduced hyperactivation of the PI3K pathway, but both PI3K and MAPK pathways likely contributed to the RAS-mediated proliferation, which was completely arrested by combined AKT and MEK inhibition.
Conclusion: AMEs are phenotypically and genetically heterogeneous. Whilst pathogenic mutations in PI3K pathway-related genes occur across the spectrum of lesions, HRAS Q61 hotspot mutations are restricted to ER-negative AMEs. Our genomic and functional analyses indicate that HRAS Q61 mutations are driver events in the pathogenesis of ER-negative AMEs and, in conjunction with mutant PIK3CA, may lead to the acquisition of myoepithelial differentiation in breast epithelial cells.
Citation Format: Geyer FC, Li A, Papanastasiou AD, Smith A, Selenica P, Burke KA, Edelweiss M, Wen H-C, Piscuoglio S, Schultheis AM, Martelotto LG, Pareja F, Kumar R, Brandes A, Lozada J, Macedo GS, Muenst S, Terracciano LM, Jungbluth A, Foschini MP, Wen HY, Brogi E, Palazzo J, Rubin BP, Ng CKY, Norton L, Varga Z, Ellis IO, Rakha E, Chandarlapatty S, Weigelt B, Reis-Filho JS. Estrogen receptor-negative breast adenomyoepitheliomas are driven by co-occurring HRAS hotspot and PI3K pathway gene mutations: A genetic and functional analysis [abstract]. In: Proceedings of the 2017 San Antonio Breast Cancer Symposium; 2017 Dec 5-9; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2018;78(4 Suppl):Abstract nr PD4-13.
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Affiliation(s)
- FC Geyer
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - A Li
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - AD Papanastasiou
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - A Smith
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - P Selenica
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - KA Burke
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - M Edelweiss
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - H-C Wen
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - S Piscuoglio
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - AM Schultheis
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - LG Martelotto
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - F Pareja
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - R Kumar
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - A Brandes
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - J Lozada
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - GS Macedo
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - S Muenst
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - LM Terracciano
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - A Jungbluth
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - MP Foschini
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - HY Wen
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - E Brogi
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - J Palazzo
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - BP Rubin
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - CKY Ng
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - L Norton
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - Z Varga
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - IO Ellis
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - E Rakha
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - S Chandarlapatty
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - B Weigelt
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
| | - JS Reis-Filho
- Memorial Sloan Kettering Cancer Center, New York, NY; University of Basel, Basel, Switzerland; Bellaria Hospital, University of Bologna, Bologna, Italy; Thomas Jefferson University Hospital, Philadelphia, PA; Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH; Institute of Surgical Pathology, University Hospital Zurich, Zurich, Switzerland; University of Nottingham, Nottingham, United Kingdom
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Rees AF, Alfaro-Shigueto J, Barata PCR, Bjorndal KA, Bolten AB, Bourjea J, Broderick AC, Campbell LM, Cardona L, Carreras C, Casale P, Ceriani SA, Dutton PH, Eguchi T, Formia A, Fuentes MMPB, Fuller WJ, Girondot M, Godfrey MH, Hamann M, Hart KM, Hays GC, Hochscheid S, Kaska Y, Jensen MP, Mangel JC, Mortimer JA, Naro-Maciel E, Ng CKY, Nichols WJ, Phillott AD, Reina RD, Revuelta O, Schofield G, Seminoff JA, Shanker K, Tomás J, van de Merwe JP, Van Houtan KS, Vander Zanden HB, Wallace BP, Wedemeyer-Strombel KR, Work TM, Godley BJ. Are we working towards global research priorities for management and conservation of sea turtles? ENDANGER SPECIES RES 2016. [DOI: 10.3354/esr00801] [Citation(s) in RCA: 175] [Impact Index Per Article: 21.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
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Reis-Filho JS, Schizas M, Piscuoglio S, Sakr RA, Ng CKY, Lim RS, Carniello JVS, Towers R, Martelotto L, Giri DD, de Andrade VP, Viale A, Solit DB, Weigelt B, King TA. Abstract S4-04: Lobular carcinoma in situ displays intra-lesion genetic heterogeneity and its progression to invasive disease involves clonal selection and variations in mutational processes. Cancer Res 2016. [DOI: 10.1158/1538-7445.sabcs15-s4-04] [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
Introduction: Lobular carcinoma in situ (LCIS) is considered both a risk factor and non-obligate precursor of invasive breast cancer. We sought to determine the genomic landscape of LCIS and the mutational processes involved in the clonal evolution and progression from LCIS to ductal carcinoma in situ (DCIS) and invasive lobular carcinoma (ILC).
Methods: Patients with a history of LCIS undergoing therapeutic or prophylactic mastectomy were prospectively enrolled in an IRB approved protocol. Frozen tissue blocks were collected, screened for lesions of interest (LCIS, DCIS, ILC, invasive ductal carcinomas (IDC)) and subjected to microdissection and DNA/RNA extraction. Matched germline DNA was available for all cases. Whole exome sequencing was performed on a HiSeq2000 and data were aligned to the reference human genome and processed using GATK. Single nucleotide variants (SNVs) and small insertions/deletions were identified using MuTect and Varscan, respectively. Purity and ploidy estimates were calculated using ABSOLUTE. Clonal frequencies were estimated using Pyclone and the clonal structure of each sample was reconstructed using SubcloneSeeker. Shannon index and Simpson index metrics were used to calculate heterogeneity levels. Mutational signatures were defined according to their mutational trinucleotide context, and the expression levels of APOBEC gene family members were assessed by quantitative reverse transcription (qRT)-PCR.
Results: 30 LCIS, 10 ILCs, 7 DCIS and 5 IDCs from 15 patients qualified for data analysis. CDH1 was the most frequently mutated gene and found to be targeted by mutations in 26 LCIS samples (23 somatic, 3 germline). The repertoire of somatic mutations in LCIS was similar to that of luminal A breast cancers, with the exception of the significantly higher frequency of CDH1 mutations and the lower prevalence of TP53 mutations. ILCs were clonally related to at least one LCIS in 10 patients, and in 3/7 patients, DCIS was clonally related to at least one LCIS. Clonal composition analysis revealed that the presence of a minor clone(s) in LCIS, and the levels of intra-tumor genetic heterogeneity were significantly higher in LCIS clonally related with DCIS/ILC than in LCIS unrelated to DCIS/ILC. In two cases, a minor LCIS subclone constituted the major clone in the associated DCIS/ILC. A comparative analysis of the mutational signatures in the truncal and branch mutations of these cases revealed that whilst the truncal mutations displayed an aging signature, branch mutations were enriched for the APOBEC signature. qRT-PCR analysis demonstrated that cases displaying the APOBEC signature also harbored significantly higher levels of APOBEC3B expression than samples with the aging signature.
Conclusions: LCIS displays intra-lesion genetic heterogeneity, and the progression from LCIS to DCIS or ILC may involve the selection of clones resulting from distinct mutational processes during clonal evolution. Our findings also suggest that cytodine deamination driven by the overexpression of APOBEC3B may drive the progression of LCIS to DCIS/ILC in a subset of cases.
Citation Format: Reis-Filho JS, Schizas M, Piscuoglio S, Sakr RA, Ng CKY, Lim RS, Carniello JVS, Towers R, Martelotto L, Giri DD, de Andrade VP, Viale A, Solit DB, Weigelt B, King TA. Lobular carcinoma in situ displays intra-lesion genetic heterogeneity and its progression to invasive disease involves clonal selection and variations in mutational processes. [abstract]. In: Proceedings of the Thirty-Eighth Annual CTRC-AACR San Antonio Breast Cancer Symposium: 2015 Dec 8-12; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2016;76(4 Suppl):Abstract nr S4-04.
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Affiliation(s)
- JS Reis-Filho
- Memorial Sloan Kettering Cancer Center, NY, NY; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - M Schizas
- Memorial Sloan Kettering Cancer Center, NY, NY; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - S Piscuoglio
- Memorial Sloan Kettering Cancer Center, NY, NY; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - RA Sakr
- Memorial Sloan Kettering Cancer Center, NY, NY; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - CKY Ng
- Memorial Sloan Kettering Cancer Center, NY, NY; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - RS Lim
- Memorial Sloan Kettering Cancer Center, NY, NY; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - JVS Carniello
- Memorial Sloan Kettering Cancer Center, NY, NY; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - R Towers
- Memorial Sloan Kettering Cancer Center, NY, NY; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - L Martelotto
- Memorial Sloan Kettering Cancer Center, NY, NY; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - DD Giri
- Memorial Sloan Kettering Cancer Center, NY, NY; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - VP de Andrade
- Memorial Sloan Kettering Cancer Center, NY, NY; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - A Viale
- Memorial Sloan Kettering Cancer Center, NY, NY; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - DB Solit
- Memorial Sloan Kettering Cancer Center, NY, NY; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - B Weigelt
- Memorial Sloan Kettering Cancer Center, NY, NY; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - TA King
- Memorial Sloan Kettering Cancer Center, NY, NY; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
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Piscuoglio S, Ng CKY, Marchio C, Eberle CA, Guerini-Rocco E, Mariani O, Vincent-Salomon A, Reis-Filho JS, Weigelt B. Abstract P6-07-04: Distinct repertoires of somatic mutations affecting driver genes in mucinous and neuroendocrine carcinomas of the breast. Cancer Res 2016. [DOI: 10.1158/1538-7445.sabcs15-p6-07-04] [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
Introduction: Mucinous carcinoma of the breast (MCB) is a rare histologic type, which accounts for approximately 2% of all invasive breast cancers (IBCs) and is characterized by clusters of tumor cells floating in large amounts of extracellular mucin. MCB comprises two main subtypes based on architectural and cytologic features: mucinous A (paucicellular) and mucinous B (hypercellular). Although MCBs are low-grade ER-positive/HER2-negative tumors of luminal molecular subtype, these cancers lack concurrent losses of 16q and gains of 1q, the hallmark genetic features of low-grade ER+/HER2- breast cancers, and have low levels of genetic instability. Neuroendocrine carcinoma of the breast (NCB) accounts for 2% - 5% of IBCs and displays morphologic features similar to those of neuroendocrine tumors of other organs. Previous transcriptomic analyses have revealed that NCBs and mucinous B, but not mucinous A, breast cancers display similar gene expression profiles. The aims of this study were to determine whether MCBs and NCBs share a similar repertoire of somatic genetic alterations and if these aberrations are distinct from those reported in common forms of ER+/HER2- IBCs.
Material and methods: DNA extracted from microdissected MCBs (n=7 mucinous A, n=6 mucinous B), NCBs (n=14) and adjacent normal tissues were subjected to massively parallel sequencing targeting all exons of 254 genes most frequently mutated in IBC or related to DNA repair. Somatic point mutations were identified using MuTect and somatic insertions and deletions (indels) were defined using Strelka and Varscan2. We retrieved mutations in the same 254 genes in common forms of ER+/HER2- IBC (n=252) from The Cancer Genome Atlas (TCGA).
Results: The most frequently mutated genes in MCBs were GATA3 (31% of cases, 4/13, all frame-shift indels), followed by KMT2C (MLL3) and MAP3K1 (both 23%). GATA3 and KMT2C (29%) were the most frequently mutated genes in mucinous A cancers, whereas MAP3K1 (33%) was the most frequently mutated gene in mucinous B cancers. ARID1A mutations were found in three of 14 (21%) NCBs, of which 2 were truncating mutations. A comparative analysis of the repertoire of somatic mutations found in mucinous A, mucinous B and NCBs did not reveal any statistically significant differences. As compared to common forms of ER+/HER2- IBCs, MCBs were found to have a significantly lower frequency of PIK3CA (8% vs 42%, p=0.02) mutations, which was particularly evident in mucinous A cancers (0% vs 42%, p=0.04). NCBs displayed significantly higher frequencies of somatic mutations affecting ARID1A (21% vs 2%, respectively, p=0.006), FOXA1 (14% vs 2%, respectively, p<0.05) and a lower frequency of PIK3CA somatic mutations (14% vs 42%, respectively, p<0.05) than common forms of ER+/HER2- IBCs.
Conclusion: The frequency of mutations affecting bona fide breast cancer genes differed among mucinous A, mucinous B and NCBs. The repertoire of somatic mutations found in MCBs and NCBs differed from that of common forms of ER+/HER2- IBCs, in particular by the low frequency of somatic mutations affecting PIK3CA.
Citation Format: Piscuoglio S, Ng CKY, Marchio C, Eberle CA, Guerini-Rocco E, Mariani O, Vincent-Salomon A, Reis-Filho JS, Weigelt B. Distinct repertoires of somatic mutations affecting driver genes in mucinous and neuroendocrine carcinomas of the breast. [abstract]. In: Proceedings of the Thirty-Eighth Annual CTRC-AACR San Antonio Breast Cancer Symposium: 2015 Dec 8-12; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2016;76(4 Suppl):Abstract nr P6-07-04.
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Affiliation(s)
- S Piscuoglio
- Memorial Sloan Kettering Cancer Center, NY, NY; School of Pathology, University of Milan, Milan, Italy; Institut Curie, Paris, France
| | - CKY Ng
- Memorial Sloan Kettering Cancer Center, NY, NY; School of Pathology, University of Milan, Milan, Italy; Institut Curie, Paris, France
| | - C Marchio
- Memorial Sloan Kettering Cancer Center, NY, NY; School of Pathology, University of Milan, Milan, Italy; Institut Curie, Paris, France
| | - CA Eberle
- Memorial Sloan Kettering Cancer Center, NY, NY; School of Pathology, University of Milan, Milan, Italy; Institut Curie, Paris, France
| | - E Guerini-Rocco
- Memorial Sloan Kettering Cancer Center, NY, NY; School of Pathology, University of Milan, Milan, Italy; Institut Curie, Paris, France
| | - O Mariani
- Memorial Sloan Kettering Cancer Center, NY, NY; School of Pathology, University of Milan, Milan, Italy; Institut Curie, Paris, France
| | - A Vincent-Salomon
- Memorial Sloan Kettering Cancer Center, NY, NY; School of Pathology, University of Milan, Milan, Italy; Institut Curie, Paris, France
| | - JS Reis-Filho
- Memorial Sloan Kettering Cancer Center, NY, NY; School of Pathology, University of Milan, Milan, Italy; Institut Curie, Paris, France
| | - B Weigelt
- Memorial Sloan Kettering Cancer Center, NY, NY; School of Pathology, University of Milan, Milan, Italy; Institut Curie, Paris, France
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Reyes SA, Sakr RA, Schizas M, Towers R, Park AY, Ng CKY, Weigelt B, Reis-Filho JS, King TA. Abstract P6-06-02: Germline CDH1 mutations in lobular carcinoma in situ. Cancer Res 2016. [DOI: 10.1158/1538-7445.sabcs15-p6-06-02] [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
BACKGROUND: Germline CDH1 mutations are responsible for the increased risk of both gastric cancer and invasive lobular breast cancer (ILC) in families with hereditary diffuse gastric cancer syndrome; yet germline CDH1 mutations in women with ILC without a family history (FH) of gastric cancer are rare. Lobular carcinoma in situ (LCIS) is both a risk factor and non-obligate precursor of ILC and recent data suggest that germline CDH1 mutations may be present in up to 8% of patients with bilateral LCIS +/- ILC; raising questions about the role of genetic testing in this context. The purpose of this study was to determine the frequency of germline CDH1 mutations in a large prospectively followed cohort of patients with pathologically confirmed bilateral LCIS.
METHODS: Patients with a biopsy proven history of LCIS, entering surveillance or presenting for surgery (prophylactic or therapeutic mastectomy), between 2005 and 2013 were prospectively identified and enrolled in IRB approved protocols at Memorial Sloan-Kettering Cancer Center for the collection of tissue and/or germline DNA (IRB 01-135, 99-030). All biopsies were reviewed to confirm LCIS and mastectomy specimens were subject to extensive sampling of all quadrants. Cases with confirmed bilateral LCIS were chosen for the primary analysis. Cases where bilateral mastectomy tissue sampling confirmed only unilateral LCIS were included for comparison. Germline DNA was anonymized and analyzed for CDH1 mutations using targeted capture sequencing with baits for all exons of CDH1 on HiSeq2000. Germline single nucleotide variants were called using GATK HaplotypeCaller and insertions/deletions by Varscan and Scalpel. Mutations were manually inspected using the Integrative Genomics Viewer (IGV). Clinical data were abstracted prior to anonymization.
RESULTS: Germline DNA was available for 114 patients; 78 underwent bilateral mastectomy for breast cancer (BC), 8 chose prophylactic mastectomy and 28 patients with biopsy proven bilateral LCIS were identified in surveillance. Following mastectomy, tissue sampling confirmed bilateral LCIS in 67/86 (78%) patients, and ruled out bilateral LCIS in 19 patients; yielding 95 patients with bilateral LCIS for the primary analysis. Median age at LCIS diagnosis for bilateral and unilateral cases respectively was 48yrs (range 36-70) and 44 yrs (range 38-63). One patient with bilateral LCIS also reported a FH of gastric cancer. Pathogenic germline CDH1 mutations (D72N (missense) and E35* (nonsense)) were identified in 2/95 (2%) patients with bilateral LCIS, one of whom also had invasive breast cancer (ILC). A germline CDH1 mutation was not identified in the patient with bilateral LCIS and a FH of gastric cancer, nor were CDH1 mutations identified among the 19 patients with unilateral LCIS.
CONCLUSIONS: In this cohort of 95 patients with pathologically documented bilateral LCIS +/- BC, the overall frequency of CDH1 germline mutations was 2%; considerably lower than previously reported. To our knowledge this is the largest series to address this question and these findings do not support germline testing for CDH1 mutations in women with bilateral LCIS.
Citation Format: Reyes SA, Sakr RA, Schizas M, Towers R, Park AY, Ng CKY, Weigelt B, Reis-Filho JS, King TA. Germline CDH1 mutations in lobular carcinoma in situ. [abstract]. In: Proceedings of the Thirty-Eighth Annual CTRC-AACR San Antonio Breast Cancer Symposium: 2015 Dec 8-12; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2016;76(4 Suppl):Abstract nr P6-06-02.
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Affiliation(s)
- SA Reyes
- Memorial Sloan-Kettering Cancer Center, NY, NY
| | - RA Sakr
- Memorial Sloan-Kettering Cancer Center, NY, NY
| | - M Schizas
- Memorial Sloan-Kettering Cancer Center, NY, NY
| | - R Towers
- Memorial Sloan-Kettering Cancer Center, NY, NY
| | - AY Park
- Memorial Sloan-Kettering Cancer Center, NY, NY
| | - CKY Ng
- Memorial Sloan-Kettering Cancer Center, NY, NY
| | - B Weigelt
- Memorial Sloan-Kettering Cancer Center, NY, NY
| | | | - TA King
- Memorial Sloan-Kettering Cancer Center, NY, NY
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Piscuoglio S, Ng CKY, Cowell CF, Mariani O, Martelotto L, Natrajan R, Lim RS, Maher CA, Vincent-Salomon A, Weigelt B, Reis-Filho JS. Abstract P6-03-10: Genomic and transcriptomic heterogeneity in metaplastic breast carcinomas. Cancer Res 2016. [DOI: 10.1158/1538-7445.sabcs15-p6-03-10] [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
Introduction: Metaplastic breast carcinoma (MBC) is a rare form of triple-negative breast cancer (TNBC), accounting for approximately 0.2%-5% of all invasive breast cancers. These tumors are characterized by the presence of neoplastic cells displaying differentiation towards squamous epithelium or mesenchymal elements. MBCs are reported to have an aggressive clinical behavior, to exhibit a worse prognosis and to respond less frequently to conventional chemotherapy regimens than common forms of TNBCs. In this study, we sought to define whether morphologically distinct subgroups of MBCs would be underpinned by distinct gene expression or copy number profiles, and whether MBCs, akin to other special histologic types of TNBC (e.g. secretory carcinoma and adenoid cystic carcinoma), would be underpinned by a highly recurrent fusion gene.
Methods: RNA and DNA samples were extracted from microdissected frozen MBCs (5 squamous, 5 spindle and 7 chondroid) and subjected to gene expression profiling using the Illumina Human HT-12 v4 platform and gene copy number profiling using the Affymetrix Human SNP 6.0 arrays, respectively. Genes differentially expressed between MBC subtypes were identified using SAM, and functional annotation of these genes was performed using Ingenuity Pathway Analysis. Intrinsic molecular subtypes were determined using the PAM50 and claudin-low intrinsic gene lists. In addition, all cases were subjected to paired-end massively parallel RNA-sequencing (Illumina GAIIx). Putative expressed fusion transcripts were identified using a validated algorithm (i.e. ChimeraScan), and confirmed by means of RT-PCR.
Results: MBCs with spindle cell morphology were all classified as of claudin-low intrinsic subtype, whereas MBCs with chondroid or squamous cell metaplasia were classified as of normal breast-like, basal-like or claudin-low subtypes, suggesting that these morphologic subgroups are heterogeneous. Unsupervised analysis of microarray and RNA-sequencing gene expression data further demonstrated that MBCs with spindle cell differentiation displayed distinctive transcriptomic profiles, and formed clusters distinct from those enriched for MBCs with chondroid and squamous cell metaplasia. MBCs with spindle cell morphology preferentially expressed regulators of epithelial-to-mesenchymal transition including lower expression of E-cadherin and EpCAM. At the genomic level, MBC subtypes displayed patterns of gene copy number alterations similar to those of common forms of TNBCs from The Cancer Genome Atlas, and no significant differences were found among the distinct MBC subtypes. Nine in-frame fusion genes, TBL1XR1-PIK3CA, WAPL-CDHR1, MAP2K3-HMGCLL, PARG-BMS1, FN1-ICAM1, TNKS1BP1-SPARC, AAK1-ARNT2, MBTPS1-TCEANC2 and PSMA6-SHMT1 were identified and validated in the index cases, however none of these was found to be recurrent in the cases analyzed in this study.
Conclusion: MBC subtypes, despite harboring similar patterns of gene copy number alterations, display significant transcriptomic differences, which may account for their distinct histologic features. Our findings also demonstrate that unlike other histologic special types of TNBC, MBCs are not underpinned by a highly recurrent expressed fusion gene.
Citation Format: Piscuoglio S, Ng CKY, Cowell CF, Mariani O, Martelotto L, Natrajan R, Lim RS, Maher CA, Vincent-Salomon A, Weigelt B, Reis-Filho JS. Genomic and transcriptomic heterogeneity in metaplastic breast carcinomas. [abstract]. In: Proceedings of the Thirty-Eighth Annual CTRC-AACR San Antonio Breast Cancer Symposium: 2015 Dec 8-12; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2016;76(4 Suppl):Abstract nr P6-03-10.
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Affiliation(s)
- S Piscuoglio
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; The Genome Institute, Washington University School of Medicine, St Louis, MO
| | - CKY Ng
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; The Genome Institute, Washington University School of Medicine, St Louis, MO
| | - CF Cowell
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; The Genome Institute, Washington University School of Medicine, St Louis, MO
| | - O Mariani
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; The Genome Institute, Washington University School of Medicine, St Louis, MO
| | - L Martelotto
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; The Genome Institute, Washington University School of Medicine, St Louis, MO
| | - R Natrajan
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; The Genome Institute, Washington University School of Medicine, St Louis, MO
| | - RS Lim
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; The Genome Institute, Washington University School of Medicine, St Louis, MO
| | - CA Maher
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; The Genome Institute, Washington University School of Medicine, St Louis, MO
| | - A Vincent-Salomon
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; The Genome Institute, Washington University School of Medicine, St Louis, MO
| | - B Weigelt
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; The Genome Institute, Washington University School of Medicine, St Louis, MO
| | - JS Reis-Filho
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; The Genome Institute, Washington University School of Medicine, St Louis, MO
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Ng CKY, Bidard FC, Piscuoglio S, Lim RS, Pierga JY, Cottu P, Vincent-Salomon A, Viale A, Norton L, Sigal B, Weigelt B, Reis-Filho JS. Abstract P2-01-02: Capturing intra-tumor genetic heterogeneity in cell-free plasma DNA from patients with oligometastatic breast cancer. Cancer Res 2016. [DOI: 10.1158/1538-7445.sabcs15-p2-01-02] [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
Background: The analysis of cell-free tumor DNA (ctDNA) from plasma has been heralded as a non-invasive technique for disease monitoring and as a means to overcome the challenges posed by intra-tumor genetic heterogeneity. ctDNA levels have been shown to correlate with tumor burden in breast cancer patients. Hence, we sought to define whether massively parallel sequencing of cell-free plasma DNA would capture the entire repertoire of somatic mutations present in the primary tumors and/ or metastases from patients with oligometastatic breast cancer.
Methods: Frozen diagnostic biopsies from primary tumors and their distant metastases were obtained from five prospectively accrued treatment-naïve patients with stage IV breast cancer at presentation (1 estrogen receptor (ER)+/HER2+, 2 ER+/HER2-, 2 ER-/HER2+). A second, independent formalin-fixed paraffin-embedded (FFPE) diagnostic biopsy was obtained from the primary tumor and metastasis from 4 patients. Plasma samples were obtained from all patients. DNA samples from microdissected frozen tumors and peripheral blood, as well as plasma from one patient, were subjected to high-depth whole exome sequencing. DNA samples from all biopsies (frozen/FFPE), plasma and peripheral blood were subjected to targeted capture massively parallel sequencing, with baits for all somatic mutations detected by whole exome sequencing and all exons of the 100 genes most frequently mutated in breast cancer. Driver mutations were defined by state-of-the-art bioinformatic methods and literature search.
Results: We identified and confirmed a median of 54 (range 25-75) and 53 (range 26-85) non-synonymous mutations in the primary tumors and metastases from the 5 cases analyzed, respectively. By sequencing the plasma DNA to a median depth of 248x (range 92-431x), state-of-the-art mutation callers revealed 0-4 mutations (0%-8% of mutations) per patient, and direct interrogation of the sequencing data, based on prior knowledge of the mutations present in the lesions, resulted in the identification of 2-18 mutations (3%-38% of mutations) per patient. Of the bona fide driver mutations, 2/3 TP53 mutations, 0/1 PIK3CA hotspot mutation, 0/1 BRCA2 frameshift mutation, 0/1 GATA3 frameshift mutation and 0/1 ERBB3 activating mutation were captured in the plasma DNA. A SMAD4 pathogenic mutation and a TCF7L2 truncating mutation were found in two diagnostic biopsies of metastatic lesions but not in two biopsies of the primary tumors in one patient each. Whilst the SMAD4 mutation was detected in the plasma DNA from the respective patient, the TCF7L2 mutation was not. Of the 62 mutations restricted to the primary tumors (0-42 per patient) and 74 restricted to the metastatic tumors (1-41 per patient), 4 and 7, respectively, were captured in the plasma DNA.
Conclusions: Massively parallel sequencing assessment of plasma DNA allows for the identification of mutations found in primary tumors and/ or their metastases, however, only a subset of these could be detected at up to 431x depth. These observations suggest that current approaches for whole exome or targeted massively parallel sequencing may not be sufficient to capture the genetic heterogeneity of breast cancers in patients with oligometastatic disease.
Citation Format: Ng CKY, Bidard F-C, Piscuoglio S, Lim RS, Pierga J-Y, Cottu P, Vincent-Salomon A, Viale A, Norton L, Sigal B, Weigelt B, Reis-Filho JS. Capturing intra-tumor genetic heterogeneity in cell-free plasma DNA from patients with oligometastatic breast cancer. [abstract]. In: Proceedings of the Thirty-Eighth Annual CTRC-AACR San Antonio Breast Cancer Symposium: 2015 Dec 8-12; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2016;76(4 Suppl):Abstract nr P2-01-02.
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Affiliation(s)
- CKY Ng
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - F-C Bidard
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - S Piscuoglio
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - RS Lim
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - J-Y Pierga
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - P Cottu
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - A Vincent-Salomon
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - A Viale
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - L Norton
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - B Sigal
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - B Weigelt
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
| | - JS Reis-Filho
- Memorial Sloan Kettering Cancer Center, NY, NY; Institut Curie, Paris, France; Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, NY, NY
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Tanas MR, Ma S, Jadaan FO, Ng CKY, Weigelt B, Reis-Filho JS, Rubin BP. Mechanism of action of a WWTR1(TAZ)-CAMTA1 fusion oncoprotein. Oncogene 2015; 35:929-38. [PMID: 25961935 DOI: 10.1038/onc.2015.148] [Citation(s) in RCA: 69] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2014] [Revised: 03/22/2015] [Accepted: 04/03/2015] [Indexed: 12/28/2022]
Abstract
The WWTR1 (protein is known as TAZ)-CAMTA1 (WC) fusion gene defines epithelioid hemangioendothelioma, a malignant vascular cancer. TAZ (transcriptional coactivator with PDZ binding motif) is a transcriptional coactivator and end effector of the Hippo tumor suppressor pathway. It is inhibited by phosphorylation by the Hippo kinases LATS1 and LATS2. Such phosphorylation causes cytoplasmic localization, 14-3-3 protein binding and the phorphorylation of a terminal phosphodegron promotes ubiquitin-dependent degradation (the phosphorylation of the different motifs has several effects). CAMTA1 is a putative tumor suppressive transcription factor. Here we demonstrate that TAZ-CAMTA1 (TC) fusion results in its nuclear localization and constitutive activation. Consequently, cells expressing TC display a TAZ-like transcriptional program that causes resistance to anoikis and oncogenic transformation. Our findings elucidate the mechanistic basis of TC oncogenic properties, highlight that TC is an important model to understand how the Hippo pathway can be inhibited in cancer, and provide approaches for targeting this chimeric protein.
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Affiliation(s)
- M R Tanas
- Department of Molecular Genetics, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA.,Robert J. Tomsich Pathology Institute, Lerner Research Institute, Taussig Cancer Center, Cleveland Clinic, Cleveland, OH, USA
| | - S Ma
- Department of Molecular Genetics, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - F O Jadaan
- Department of Molecular Genetics, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - C K Y Ng
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - B Weigelt
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - J S Reis-Filho
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - B P Rubin
- Department of Molecular Genetics, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA.,Robert J. Tomsich Pathology Institute, Lerner Research Institute, Taussig Cancer Center, Cleveland Clinic, Cleveland, OH, USA
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Bidard FC, Ng CKY, Cottu P, Piscuoglio S, Escalup L, Sakr RA, Reyal F, Mariani P, Lim R, Wang L, Norton L, Servois V, Sigal B, Vincent-Salomon A, Weigelt B, Pierga JY, Reis-Filho JS. Response to dual HER2 blockade in a patient with HER3-mutant metastatic breast cancer. Ann Oncol 2015; 26:1704-9. [PMID: 25953157 DOI: 10.1093/annonc/mdv217] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [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: 04/04/2015] [Accepted: 04/27/2015] [Indexed: 01/22/2023] Open
Abstract
BACKGROUND HER3 activating mutations have been shown in preclinical models to be oncogenic and ligand-independent, but to depend on kinase-active HER2. PATIENTS AND METHODS Whole-exome sequencing of the primary HER2-negative breast cancer and its HER2-negative synchronous liver metastasis from a 46-year-old female revealed the presence of an activating and clonal HER3 G284R mutation. RESULTS HER2 dual blockade with trastuzumab and lapatinib as third-line therapy led to complete metabolic response in 2 weeks and confirmed radiological partial response after 8 weeks. Following the resection of the liver metastasis, the patient remains disease-free 40 weeks after initiation of the HER2 dual blockade therapy. Immunohistochemical analysis demonstrated a substantial reduction of phospho-rpS6 and phospho-AKT in the post-therapy biopsy of the liver metastasis. DISCUSSION This is the first-in-man evidence that anti-HER2 therapies are likely effective in breast cancers harboring HER3 activating mutations.
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Affiliation(s)
- F-C Bidard
- Department of Medical Oncology, Institut Curie, Paris, France Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, USA
| | - C K Y Ng
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, USA
| | - P Cottu
- Department of Medical Oncology, Institut Curie, Paris, France
| | - S Piscuoglio
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, USA
| | - L Escalup
- Department of Pharmacy, Institut Curie, Paris, France
| | - R A Sakr
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, USA
| | - F Reyal
- Department of Surgery, Institut Curie, Paris, France
| | - P Mariani
- Department of Surgery, Institut Curie, Paris, France
| | - R Lim
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, USA
| | - L Wang
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, USA
| | - L Norton
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, USA
| | - V Servois
- Department of Radiology, Institut Curie, Paris
| | - B Sigal
- Department of Pathology, Institut Curie, Paris
| | | | - B Weigelt
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, USA
| | - J-Y Pierga
- Department of Medical Oncology, Institut Curie, Paris, France Paris Descartes University, Paris, France
| | - J S Reis-Filho
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, USA Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, USA Department of Computational Biology, Memorial Sloan Kettering Cancer Center, New York, USA
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De Mattos-Arruda L, Weigelt B, Cortes J, Won HH, Ng CKY, Nuciforo P, Bidard FC, Aura C, Saura C, Peg V, Piscuoglio S, Oliveira M, Smolders Y, Patel P, Norton L, Tabernero J, Berger MF, Seoane J, Reis-Filho JS. Capturing intra-tumor genetic heterogeneity by de novo mutation profiling of circulating cell-free tumor DNA: a proof-of-principle. Ann Oncol 2014; 25:1729-1735. [PMID: 25009010 PMCID: PMC6276937 DOI: 10.1093/annonc/mdu239] [Citation(s) in RCA: 273] [Impact Index Per Article: 27.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2014] [Revised: 06/20/2014] [Accepted: 06/27/2014] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Plasma-derived cell-free tumor DNA (ctDNA) constitutes a potential surrogate for tumor DNA obtained from tissue biopsies. We posit that massively parallel sequencing (MPS) analysis of ctDNA may help define the repertoire of mutations in breast cancer and monitor tumor somatic alterations during the course of targeted therapy. PATIENT AND METHODS A 66-year-old patient presented with synchronous estrogen receptor-positive/HER2-negative, highly proliferative, grade 2, mixed invasive ductal-lobular carcinoma with bone and liver metastases at diagnosis. DNA extracted from archival tumor material, plasma and peripheral blood leukocytes was subjected to targeted MPS using a platform comprising 300 cancer genes known to harbor actionable mutations. Multiple plasma samples were collected during the fourth line of treatment with an AKT inhibitor. RESULTS Average read depths of 287x were obtained from the archival primary tumor, 139x from the liver metastasis and between 200x and 900x from ctDNA samples. Sixteen somatic non-synonymous mutations were detected in the liver metastasis, of which 9 (CDKN2A, AKT1, TP53, JAK3, TSC1, NF1, CDH1, MML3 and CTNNB1) were also detected in >5% of the alleles found in the primary tumor sample. Not all mutations identified in the metastasis were reliably identified in the primary tumor (e.g. FLT4). Analysis of ctDNA, nevertheless, captured all mutations present in the primary tumor and/or liver metastasis. In the longitudinal monitoring of the patient, the mutant allele fractions identified in ctDNA samples varied over time and mirrored the pharmacodynamic response to the targeted therapy as assessed by positron emission tomography-computed tomography. CONCLUSIONS This proof-of-principle study is one of the first to demonstrate that high-depth targeted MPS of plasma-derived ctDNA constitutes a potential tool for de novo mutation identification and monitoring of somatic genetic alterations during the course of targeted therapy, and may be employed to overcome the challenges posed by intra-tumor genetic heterogeneity. REGISTERED CLINICAL TRIAL www.clinicaltrials.gov, NCT01090960.
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Affiliation(s)
- L De Mattos-Arruda
- Vall d'Hebron Institute of Oncology, Vall d'Hebron University Hospital, Barcelona; Universitat Autònoma de Barcelona, Barcelona, Spain; Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, USA
| | - B Weigelt
- Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, USA
| | - J Cortes
- Vall d'Hebron Institute of Oncology, Vall d'Hebron University Hospital, Barcelona
| | - H H Won
- Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, USA
| | - C K Y Ng
- Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, USA
| | - P Nuciforo
- Vall d'Hebron Institute of Oncology, Vall d'Hebron University Hospital, Barcelona
| | - F-C Bidard
- Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, USA; Department of Medical Oncology, Institut Curie, Paris, France
| | - C Aura
- Vall d'Hebron Institute of Oncology, Vall d'Hebron University Hospital, Barcelona
| | - C Saura
- Vall d'Hebron Institute of Oncology, Vall d'Hebron University Hospital, Barcelona
| | - V Peg
- Department of Pathology, Vall d'Hebron University Hospital, Barcelona, Spain
| | - S Piscuoglio
- Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, USA
| | - M Oliveira
- Vall d'Hebron Institute of Oncology, Vall d'Hebron University Hospital, Barcelona
| | - Y Smolders
- Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, USA
| | - P Patel
- Genentech, Inc., San Francisco
| | - L Norton
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, USA
| | - J Tabernero
- Vall d'Hebron Institute of Oncology, Vall d'Hebron University Hospital, Barcelona; Universitat Autònoma de Barcelona, Barcelona, Spain
| | - M F Berger
- Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, USA
| | - J Seoane
- Vall d'Hebron Institute of Oncology, Vall d'Hebron University Hospital, Barcelona; Universitat Autònoma de Barcelona, Barcelona, Spain; Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain
| | - J S Reis-Filho
- Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, USA.
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Ng CKY, Weigelt B, Popova T, Mariani O, Stern MH, Vincent-Salomon A, Reis-Filho JS. Abstract P4-04-05: Molecular subtyping reveals the heterogeneity of metaplastic breast cancers. Cancer Res 2013. [DOI: 10.1158/0008-5472.sabcs13-p4-04-05] [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
Introduction: Metaplastic breast carcinoma (MBC) is a rare (1%) and aggressive histological special type of breast cancer, which often (>90%) displays a triple-negative (TN) phenotype. Microarray-based gene expression classifications of breast cancer have been described, including the ‘intrinsic subtypes’ (i.e. luminal A, luminal B, basal-like, HER2-enriched, normal breast-like and claudin-low) and the six TN molecular subtypes with therapeutic implications in preclinical models (i.e. basal-like I, basal-like II, mesenchymal-like, mesenchymal stem-like, immunomodulatory and luminal androgen receptor). In addition, single nucleotide polymorphism (SNP) array analyses have led to the development of classifiers to define whether TN breast cancers would have genomic aberrations consistent with those found in tumors arising in BRCA1 germline mutation carriers. Here we sought to define i) the heterogeneity of MBCs using distinct microarray-based classifiers and ii) whether MBCs display gene copy number profiles consistent with those of BRCA1 breast cancers.
Material and Methods: Thirty consecutive MBCs were retrieved from the tumor banks of the authors’ institutions, reviewed by two pathologists and classified into three groups: carcinomas with spindle cell metaplasia (n = 12), with squamous metaplasia (n = 10), and with heterologous elements (n = 8). RNA and DNA were extracted from representative frozen sections containing >50% of cancer cells from each tumor and subjected to gene expression profiling using the HumanHT-12 v4 platform (Illumina) and gene copy number analysis using SNP 6.0 arrays (Affymetrix), respectively. ‘Intrinsic subtyping’ was performed according to the UNC guidelines, and subtyping into the six TN types using a dedicated website (https://cbc.mc.vanderbilt.edu/tnbc/). Classification of MBCs into BRCA1-like or non-BRCA1-like was performed using an algorithm to identify and quantify large-scale state transitions.
Results: PAM50/claudin-low subtyping of MBCs revealed that all spindle cell carcinomas (n = 12) were consistently of claudin-low subtype, whereas MBCs with heterologous elements were classified as of basal-like (n = 6) and normal breast-like (n = 2), and squamous cell carcinomas as of basal-like (n = 5), claudin-low (n = 4) and normal-like (n = 1). Using the six TN subtypes, spindle cell MBCs were classified as mesenchymal stem-like (n = 4), immunomodulatory (n = 3), basal-like 2 (n = 3), or mesenchymal (n = 2) subtype. Carcinomas with heterologous elements were classified as basal-like 1 (n = 5) or mesenchymal (n = 3) subtype, whereas carcinomas with squamous metaplasia were of immunomodulatory (n = 5), basal-like 1 (n = 2), basal-like 2 (n = 2) or mesenchymal (n = 1) subtype. Out of the 26 samples where SNP 6.0 arrays were successfully performed, only 9 (35%) were classified as BRCA1-like, including two spindle cell carcinomas, two carcinomas with heterologous elements and five carcinomas with squamous metaplasia.
Conclusion: MBCs constitute a heterogeneous group of tumors and the histological subclassification of these cancers is of importance, given that tumors with distinct metaplastic elements are classified differently according to current molecular subtyping methods. Only 35% of MBCs display BRCA1-like patterns of gene copy number aberrations.
Citation Information: Cancer Res 2013;73(24 Suppl): Abstract nr P4-04-05.
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Affiliation(s)
- CKY Ng
- Memorial Sloan-Kettering Cancer Center, New York, NY; Institut Curie, Paris, France
| | - B Weigelt
- Memorial Sloan-Kettering Cancer Center, New York, NY; Institut Curie, Paris, France
| | - T Popova
- Memorial Sloan-Kettering Cancer Center, New York, NY; Institut Curie, Paris, France
| | - O Mariani
- Memorial Sloan-Kettering Cancer Center, New York, NY; Institut Curie, Paris, France
| | - M-H Stern
- Memorial Sloan-Kettering Cancer Center, New York, NY; Institut Curie, Paris, France
| | - A Vincent-Salomon
- Memorial Sloan-Kettering Cancer Center, New York, NY; Institut Curie, Paris, France
| | - JS Reis-Filho
- Memorial Sloan-Kettering Cancer Center, New York, NY; Institut Curie, Paris, France
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Piscuoglio S, Ng CKY, Martelotto LG, Cowell CF, Natrajan R, Bidard FC, Wilkerson PM, Mariani O, Vincent-Salomon A, Weigelt B, Reis-Filho JS. Abstract P4-04-08: Genomic and transcriptomic characterization of papillary carcinomas of the breast. Cancer Res 2013. [DOI: 10.1158/0008-5472.sabcs13-p4-04-08] [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
Introduction: Papillary carcinomas (PCs) are a rare (<1%) special histological type of breast cancer that often affects postmenopausal women, and has an overall favorable outcome. Based on their histological characteristics, these tumors are classified into three different subtypes, namely encapsulated papillary carcinomas (EPC), solid papillary carcinomas (SPC) and invasive papillary carcinomas (IPC). In this study, we sought i) to investigate whether PCs constitute a molecular entity distinct from grade- and ER-matched invasive ductal carcinomas of no special type (IDC-NST) at the transcriptomic level, ii) to investigate whether EPC, SPC and IPC display distinct transcriptomic profiles, iii) to characterize the repertoire of copy number alterations in the different subtypes of PC, and iv) to identify recurrent fusion genes that may be potential drivers of this disease.
Material and methods: DNA and RNA were extracted from microdissected PCs (4 SPCs, 5 IPCs and 7 EPCs) and grade- and ER-matched IDC-NSTs (RNA only). 16 PCs and 16 grade- and ER-matched IDC-NSTs were subjected to gene expression profiling using the Illumina Human HT-12 v4 platform. Genes differentially expressed between the PC subtypes were identified using SAM, and functional annotation of these genes was performed using DAVID. Intrinsic molecular subtypes were determined using the PAM50 single sample predictor. Copy number profiling was performed using Affymetrix Human SNP 6.0 arrays with DNA extracted from 16 PCs. In addition, 8 PCs (3 IPCs, 3 EPCs, 2 SPCs) were subjected to paired-end massively parallel RNA sequencing (Illumina GAIIx). Putative expressed fusion transcripts were identified using validated algorithms (i.e. deFuse and Chimerascan), and confirmed by reverse transcription PCR.
Results: PCs were preferentially of histological grade I/II (82%) and ER-positive (100%). Unsupervised analysis revealed that PC subtypes show a high degree of similarity at the transcriptomic level, and form clusters distinct from grade- and ER-matched IDC-NSTs. Compared with IDC-NSTs, PCs displayed reduced expression of genes related to cell motility, adhesion and extracellular matrix. PAM50 subtyping classified 87.5%, 50% and 100% of EPCs, SPCs and IPCs as of luminal subtypes, respectively. 12.5% of EPCs were classified as of basal-like subtype, and 50% of SPCs as of HER2-enriched subtype. At the genomic level, PC subtypes displayed similar patterns of gene copy number aberrations. Five in-frame fusion genes, USF1-CCDC38, MDC1-SFTA2, DLD-LMBR1, PDCL-DENND1A and SUGT1-NOL6, were identified and validated in PCs, however none of these were recurrent in the cases included in this study.
Conclusion: Our results demonstrate that the majority of PCs are of luminal subtype, and support the contention that at the transcriptomic level, PCs are distinct from grade- and ER-matched IDC-NSTs. Our findings also demonstrate that unlike some other histological special types of breast cancer, PCs are not underpinned by a highly recurrent expressed fusion gene.
Citation Information: Cancer Res 2013;73(24 Suppl): Abstract nr P4-04-08.
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Affiliation(s)
- S Piscuoglio
- Memorial Sloan-Kettering Cancer Center, New York, NY; The Breakthrough Breast Cancer Research Centre, Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France
| | - CKY Ng
- Memorial Sloan-Kettering Cancer Center, New York, NY; The Breakthrough Breast Cancer Research Centre, Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France
| | - LG Martelotto
- Memorial Sloan-Kettering Cancer Center, New York, NY; The Breakthrough Breast Cancer Research Centre, Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France
| | - CF Cowell
- Memorial Sloan-Kettering Cancer Center, New York, NY; The Breakthrough Breast Cancer Research Centre, Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France
| | - R Natrajan
- Memorial Sloan-Kettering Cancer Center, New York, NY; The Breakthrough Breast Cancer Research Centre, Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France
| | - F-C Bidard
- Memorial Sloan-Kettering Cancer Center, New York, NY; The Breakthrough Breast Cancer Research Centre, Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France
| | - PM Wilkerson
- Memorial Sloan-Kettering Cancer Center, New York, NY; The Breakthrough Breast Cancer Research Centre, Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France
| | - O Mariani
- Memorial Sloan-Kettering Cancer Center, New York, NY; The Breakthrough Breast Cancer Research Centre, Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France
| | - A Vincent-Salomon
- Memorial Sloan-Kettering Cancer Center, New York, NY; The Breakthrough Breast Cancer Research Centre, Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France
| | - B Weigelt
- Memorial Sloan-Kettering Cancer Center, New York, NY; The Breakthrough Breast Cancer Research Centre, Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France
| | - JS Reis-Filho
- Memorial Sloan-Kettering Cancer Center, New York, NY; The Breakthrough Breast Cancer Research Centre, Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France
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Ng CKY, Gauthier A, Mackay A, Lambros MBK, Rodrigues DN, Arnoud L, Lacroix-Triki M, Penault-Llorca F, Baranzelli MC, Sastre-Garau X, Lord CJ, Zvelebil M, Mitsopoulos C, Ashworth A, Natrajan R, Weigelt B, Delattre O, Cottu P, Reis-Filho JS, Vincent-Salomon A. Abstract PD05-08: Genomic characterisation of invasive breast cancers with heterogeneous HER2 gene amplification. Cancer Res 2012. [DOI: 10.1158/0008-5472.sabcs12-pd05-08] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Aims: HER2 gene amplification is observed in up to 15% of breast carcinomas. In a rare subset of breast cancers classified as HER2-positive by immunohistochemistry and in situ hybridisation, HER2 overexpression and gene amplification are restricted to a subset of >30% but not all cancer cells. Here we sought to characterise the repertoire of gene copy number aberrations and somatic mutations in the HER2-positive and HER2-negative components of cases with heterogeneous HER2 overexpression and gene amplification.
Material and methods: Cases diagnosed as HER2 positive but with >30% but <100% of cells displaying HER2 overexpression were retrieved from the authors' institutions. HER2 heterogeneity status was re-assessed using immunohistochemistry and chromogenic and/ or fluorescence in situ hybridisation. For cases with confirmed HER2 gene amplification heterogeneity, HER2-positive and HER2-negative components were microdissected from tissue sections stained with the Herceptest antibody. DNA samples extracted from both components of each case were subjected to microarray-based comparative genomic hybridisation (aCGH), using a 32K BAC array platform with 50Kb resolution. The HER2-positive and HER2-negative components of cases with frozen material were also subjected to massively parallel targeted exome sequencing.
Results: Twelve cases yielded sufficient DNA for aCGH analysis. Tumours were preferentially ER positive (83%) and of histological grade 3 (67%). The HER2-positive and HER2-negative components of all cases shared most of the copy number aberrations. A pairwise comparison of the genomic profiles of the two components from each case revealed that in ten of the twelve cases, copy number aberrations in addition to 17q12 amplification encompassing the HER2 gene locus were restricted to one of the two components. Exome sequencing of two cases suggested that the HER2-positive and HER2-negative components from each case harboured >30 somatic mutations in common, including identical TP53 somatic mutations in both components of each case. The HER2-negative component of one of the cases displayed a somatic mutation in NRG2, an ERBB receptor ligand, and the HER2-negative component of the other case harboured a mutation in PTTG1IP, a proto-oncogene with putative oestrogen receptor elements.
Conclusions: Our results demonstrate that in HER2-positive breast cancers with heterogeneous HER2 gene amplification, the HER2-positive and HER2-negative components are clonally related. The distinct genomic profiles of HER2-positive and HER2-negative components, however, suggest that, at least in some of these cases, HER2 amplification may constitute a relatively late event in tumour evolution. Exome sequencing revealed mutations restricted to the HER2-negative components of HER2-positive tumours with heterogeneous HER2 overexpression/gene amplification, which may constitute potential drivers in the absence of HER2 overexpression/gene amplification.
Citation Information: Cancer Res 2012;72(24 Suppl):Abstract nr PD05-08.
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Affiliation(s)
- CKY Ng
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
| | - A Gauthier
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
| | - A Mackay
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
| | - MBK Lambros
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
| | - DN Rodrigues
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
| | - L Arnoud
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
| | - M Lacroix-Triki
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
| | - F Penault-Llorca
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
| | - MC Baranzelli
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
| | - X Sastre-Garau
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
| | - CJ Lord
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
| | - M Zvelebil
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
| | - C Mitsopoulos
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
| | - A Ashworth
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
| | - R Natrajan
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
| | - B Weigelt
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
| | - O Delattre
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
| | - P Cottu
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
| | - JS Reis-Filho
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
| | - A Vincent-Salomon
- The Breakthrough Breast Cancer Research Centre, The Institute of Cancer Research, London, United Kingdom; Institut Curie, Paris, France; CRB Ferdinand Cabanne, Centre Georges François Leclerc, Dijon, France; Institut Claudius Regaud, Toulouse, France; Centre Jean Perrin, Clermont-Ferrand, France; Centre Oscar Lambret, Lille, France
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