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Potter S, Avery K, Ahmed R, de Boniface J, Chatterjee S, Dodwell D, Dubsky P, Iwata H, Jiang M, Lee HB, MacKenzie M, Poulakaki F, Richardson AL, Sepulveda K, Spillane A, Thompson AM, Werutsky G, Wright JL, Zdenkowski N, Cowan K, McIntosh S. Protocol for the development of a core outcome set and reporting guidelines for locoregional treatment in neoadjuvant systemic breast cancer treatment trials: the PRECEDENT project. BMJ Open 2024; 14:e084488. [PMID: 38643011 PMCID: PMC11033665 DOI: 10.1136/bmjopen-2024-084488] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/19/2024] [Accepted: 04/03/2024] [Indexed: 04/22/2024] Open
Abstract
INTRODUCTION Neoadjuvant systemic anticancer therapy (neoSACT) is increasingly used in the treatment of early breast cancer. Response to therapy is prognostic and allows locoregional and adjuvant systemic treatments to be tailored to minimise morbidity and optimise oncological outcomes and quality of life. Accurate information about locoregional treatments following neoSACT is vital to allow the translation of downstaging benefits into practice and facilitate meaningful interpretation of oncological outcomes, particularly locoregional recurrence. Reporting of locoregional treatments in neoSACT studies, however, is currently poor. The development of a core outcome set (COS) and reporting guidelines is one strategy by which this may be improved. METHODS AND ANALYSIS A COS for reporting locoregional treatment (surgery and radiotherapy) in neoSACT trials will be developed in accordance with Core Outcome Measures in Effectiveness Trials (COMET) and Core Outcome Set-Standards for Development guidelines. Reporting guidance will be developed concurrently.The project will have three phases: (1) generation of a long list of relevant outcome domains and reporting items from a systematic review of published neoSACT studies and interviews with key stakeholders. Identified items and domains will be categorised and formatted into Delphi consensus questionnaire items. (2) At least two rounds of an international online Delphi survey in which at least 250 key stakeholders (surgeons/oncologists/radiologists/pathologists/trialists/methodologists) will score the importance of reporting each outcome. (3) A consensus meeting with key stakeholders to discuss and agree the final COS and reporting guidance. ETHICS AND DISSEMINATION Ethical approval for the consensus process will be obtained from the Queen's University Belfast Faculty Ethics Committee. The COS/reporting guidelines will be presented at international meetings and published in peer-reviewed journals. Dissemination materials will be produced in collaboration with our steering group and patient advocates so the results can be shared widely. REGISTRATION The study has been prospectively registered on the COMET website (https://www.comet-initiative.org/Studies/Details/2854).
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Affiliation(s)
- Shelley Potter
- Bristol Surgical and Perioperative Care Complex Intervention Collaboration, Bristol Medical School, University of Bristol, Bristol, UK
- Bristol Breast Care Centre, North Bristol NHS Trust, Bristol, UK
| | - Kerry Avery
- Bristol Surgical and Perioperative Care Complex Intervention Collaboration, Bristol Medical School, University of Bristol, Bristol, UK
- Centre for Surgical Research, Bristol Medical School, University of Bristol, Bristol, UK
- NIHR Bristol Biomedical Research Centre, Bristol, UK
| | - Rosina Ahmed
- Tata Medical Center, Kolkata, West Bengal, India
| | - Jana de Boniface
- Breast Unit, Capio St. Göran's Hospital, Stockholm, Sweden
- Department of Molecular Medicine and Surgery, Karolinska Instituet, Stockholm, Sweden
| | | | | | - Peter Dubsky
- Hirslanden Klinik St Anna, Lucerne, Switzerland
- University of Lucerne, Luzern, Switzerland
| | | | - Michael Jiang
- Bristol Surgical and Perioperative Care Complex Intervention Collaboration, Bristol Medical School, University of Bristol, Bristol, UK
| | - Han-Byoel Lee
- Breast Care Centre, Dept. of Surgery, Seoul National University Hospital, Seoul, South Korea
- Cancer Research Institute, Seoul National University, Seoul, South Korea
| | | | - Fiorita Poulakaki
- Breast Surgery Department, Athens Medical Centre, Athens, Greece
- Europa Donna The European Breast Cancer Coalition, Milan, Italy
| | | | | | | | - Alastair M Thompson
- Department of Surgical Oncology, Dan L Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, Texas, USA
| | | | | | | | | | - Stuart McIntosh
- Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, UK
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Lenz L, Neff C, Solimeno C, Cogan ES, Abramson VG, Boughey JC, Falkson C, Goetz MP, Ford JM, Gradishar WJ, Jankowitz RC, Kaklamani VG, Marcom PK, Richardson AL, Storniolo AM, Tung NM, Vinayak S, Hodgson DR, Lai Z, Dearden S, Hennessy BT, Mayer EL, Mills GB, Slavin TP, Gutin A, Connolly RM, Telli ML, Stearns V, Lanchbury JS, Timms KM. Identifying homologous recombination deficiency in breast cancer: genomic instability score distributions differ among breast cancer subtypes. Breast Cancer Res Treat 2023; 202:191-201. [PMID: 37589839 PMCID: PMC10504389 DOI: 10.1007/s10549-023-07046-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Accepted: 07/07/2023] [Indexed: 08/18/2023]
Abstract
PURPOSE A 3-biomarker homologous recombination deficiency (HRD) score is a key component of a currently FDA-approved companion diagnostic assay to identify HRD in patients with ovarian cancer using a threshold score of ≥ 42, though recent studies have explored the utility of a lower threshold (GIS ≥ 33). The present study evaluated whether the ovarian cancer thresholds may also be appropriate for major breast cancer subtypes by comparing the genomic instability score (GIS) distributions of BRCA1/2-deficient estrogen receptor-positive breast cancer (ER + BC) and triple-negative breast cancer (TNBC) to the GIS distribution of BRCA1/2-deficient ovarian cancer. METHODS Ovarian cancer and breast cancer (ER + BC and TNBC) tumors from ten study cohorts were sequenced to identify pathogenic BRCA1/2 mutations, and GIS was calculated using a previously described algorithm. Pathologic complete response (pCR) to platinum therapy was evaluated in a subset of TNBC samples. For TNBC, a threshold was set and threshold validity was assessed relative to clinical outcomes. RESULTS A total of 560 ovarian cancer, 805 ER + BC, and 443 TNBC tumors were included. Compared to ovarian cancer, the GIS distribution of BRCA1/2-deficient samples was shifted lower for ER + BC (p = 0.015), but not TNBC (p = 0.35). In the subset of TNBC samples, univariable logistic regression models revealed that GIS status using thresholds of ≥ 42 and ≥ 33 were significant predictors of response to platinum therapy. CONCLUSIONS This study demonstrated that the GIS thresholds used for ovarian cancer may also be appropriate for TNBC, but not ER + BC. GIS thresholds in TNBC were validated using clinical response data to platinum therapy.
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Affiliation(s)
- Lauren Lenz
- Myriad Genetics, Inc, 320 Wakara Way, Salt Lake City, UT, 84108, USA
| | - Chris Neff
- Myriad Genetics, Inc, 320 Wakara Way, Salt Lake City, UT, 84108, USA
| | - Cara Solimeno
- Myriad Genetics, Inc, 320 Wakara Way, Salt Lake City, UT, 84108, USA
| | - Elizabeth S Cogan
- Myriad Genetics, Inc, 320 Wakara Way, Salt Lake City, UT, 84108, USA
| | | | | | - Carla Falkson
- University of Rochester Medical Center, Rochester, NY, USA
| | | | - James M Ford
- Stanford University School of Medicine, Stanford, CA, USA
| | | | | | | | | | - Andrea L Richardson
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Anna Maria Storniolo
- Melvin and Bren Simon Comprehensive Cancer Center, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Nadine M Tung
- Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Shaveta Vinayak
- University of Washington, Seattle, WA, USA
- Fred Hutchinson Cancer Research Center, 15. AstraZeneca, Seattle, WA, USA
| | | | | | | | | | - Erica L Mayer
- Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | | | - Thomas P Slavin
- Myriad Genetics, Inc, 320 Wakara Way, Salt Lake City, UT, 84108, USA
| | - Alexander Gutin
- Myriad Genetics, Inc, 320 Wakara Way, Salt Lake City, UT, 84108, USA
| | | | | | - Vered Stearns
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Jerry S Lanchbury
- Myriad Genetics, Inc, 320 Wakara Way, Salt Lake City, UT, 84108, USA
| | - Kirsten M Timms
- Myriad Genetics, Inc, 320 Wakara Way, Salt Lake City, UT, 84108, USA.
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3
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Litton JK, Regan MM, Pusztai L, Rugo HS, Tolaney SM, Garrett-Mayer E, Amiri-Kordestani L, Basho RK, Best AF, Boileau JF, Denkert C, Foster JC, Harbeck N, Jacene HA, King TA, Mason G, O'Sullivan CC, Prowell TM, Richardson AL, Sepulveda KA, Smith ML, Tjoe JA, Turashvili G, Woodward WA, Butler LP, Schwartz EI, Korde LA. Standardized Definitions for Efficacy End Points in Neoadjuvant Breast Cancer Clinical Trials: NeoSTEEP. J Clin Oncol 2023; 41:4433-4442. [PMID: 37433103 PMCID: PMC10522109 DOI: 10.1200/jco.23.00435] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Revised: 04/25/2023] [Accepted: 06/06/2023] [Indexed: 07/13/2023] Open
Abstract
PURPOSE The Standardized Definitions for Efficacy End Points (STEEP) criteria, established in 2007 and updated in 2021 (STEEP 2.0), provide standardized definitions of adjuvant breast cancer (BC) end points. STEEP 2.0 identified a need to separately address end points for neoadjuvant clinical trials. The multidisciplinary NeoSTEEP working group of experts was convened to critically evaluate and align neoadjuvant BC trial end points. METHODS The NeoSTEEP working group concentrated on neoadjuvant systemic therapy end points in clinical trials with efficacy outcomes-both pathologic and time-to-event survival end points-particularly for registrational intent. Special considerations for subtypes and therapeutic approaches, imaging, nodal staging at surgery, bilateral and multifocal diseases, correlative tissue collection, and US Food and Drug Administration regulatory considerations were contemplated. RESULTS The working group recommends a preferred definition of pathologic complete response (pCR) as the absence of residual invasive cancer in the complete resected breast specimen and all sampled regional lymph nodes (ypT0/Tis ypN0 per AJCC staging). Residual cancer burden should be a secondary end point to facilitate future assessment of its utility. Alternative end points are needed for hormone receptor-positive disease. Time-to-event survival end point definitions should pay particular attention to the measurement starting point. Trials should include end points originating at random assignment (event-free survival and overall survival) to capture presurgery progression and deaths as events. Secondary end points adapted from STEEP 2.0, which are defined from starting at curative-intent surgery, may also be appropriate. Specification and standardization of biopsy protocols, imaging, and pathologic nodal evaluation are also crucial. CONCLUSION End points in addition to pCR should be selected on the basis of clinical and biologic aspects of the tumor and the therapeutic agent investigated. Consistent prespecified definitions and interventions are paramount for clinically meaningful trial results and cross-trial comparison.
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Affiliation(s)
- Jennifer K. Litton
- Department of Breast Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Meredith M. Regan
- Division of Biostatistics, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA
| | - Lajos Pusztai
- Breast Medical Oncology, Yale Cancer Center, Yale School of Medicine, New Haven, CT
| | - Hope S. Rugo
- University of California, San Francisco, Helen Diller Family Comprehensive Cancer Center, San Francisco, CA
| | - Sara M. Tolaney
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA
| | | | | | - Reva K. Basho
- The Lawrence J. Ellison Institute for Transformative Medicine, Los Angeles, CA
| | - Ana F. Best
- Biometric Research Program, Division of Cancer Treatment and Diagnosis, National Cancer Institute, Rockville, MD
| | | | - Carsten Denkert
- Institute of Pathology, Philipps University Marburg and University Hospital Marburg (UKGM), Marburg, Germany
| | - Jared C. Foster
- Biometric Research Program, Division of Cancer Treatment and Diagnosis, National Cancer Institute, Rockville, MD
| | - Nadia Harbeck
- The Breast Center, Department of Obstetrics and Gynecology and Comprehensive Cancer Center Munich, LMU University Hospital, Munich, Germany
| | | | - Tari A. King
- Division of Breast Surgery, Department of Surgery, Brigham and Women's Hospital, Boston, MA
| | - Ginny Mason
- The Inflammatory Breast Cancer Research Foundation, Broadway, VA
| | | | - Tatiana M. Prowell
- US Food and Drug Administration, Silver Spring, MD
- Women's Malignancies Disease Group, Johns Hopkins Kimmel Comprehensive Cancer Center, Baltimore, MD
| | | | | | | | - Judy A. Tjoe
- Division of Breast Surgery, Department of Surgery, Novant Health, Greensboro, NC
| | - Gulisa Turashvili
- Department of Pathology and Laboratory Medicine, Emory University Hospital, Atlanta, GA
| | - Wendy A. Woodward
- Department of Breast Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | | | - Elena I. Schwartz
- Coordinating Center for Clinical Trials, National Cancer Institute, Rockville, MD
| | - Larissa A. Korde
- Cancer Therapy and Evaluation Program, Division of Cancer Treatment and Diagnosis, National Cancer Institute, Rockville, MD
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Gyüre Z, Póti Á, Németh E, Szikriszt B, Lózsa R, Krawczyk M, Richardson AL, Szüts D. Spontaneous mutagenesis in human cells is controlled by REV1-Polymerase ζ and PRIMPOL. Cell Rep 2023; 42:112887. [PMID: 37498746 DOI: 10.1016/j.celrep.2023.112887] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Revised: 06/09/2023] [Accepted: 07/13/2023] [Indexed: 07/29/2023] Open
Abstract
Translesion DNA synthesis (TLS) facilitates replication over damaged or difficult-to-replicate templates by employing specialized DNA polymerases. We investigate the effect on spontaneous mutagenesis of three main TLS control mechanisms: REV1 and PCNA ubiquitylation that recruit TLS polymerases and PRIMPOL that creates post-replicative gaps. Using whole-genome sequencing of cultured human RPE-1 cell clones, we find that REV1 and Polymerase ζ are wholly responsible for one component of base substitution mutagenesis that resembles homologous recombination deficiency, whereas the remaining component that approximates oxidative mutagenesis is reduced in PRIMPOL-/- cells. Small deletions in short repeats appear in REV1-/-PCNAK164R/K164R double mutants, revealing an alternative TLS mechanism. Also, 500-5,000 bp deletions appear in REV1-/- and REV3L-/- mutants, and chromosomal instability is detectable in REV1-/-PRIMPOL-/- cells. Our results indicate that TLS protects the genome from deletions and large rearrangements at the expense of being responsible for the majority of spontaneous base substitutions.
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Affiliation(s)
- Zsolt Gyüre
- Institute of Enzymology, Research Centre for Natural Sciences, 1117 Budapest, Hungary; Doctoral School of Molecular Medicine, Semmelweis University, 1085 Budapest, Hungary; Turbine Simulated Cell Technologies, 1027 Budapest, Hungary
| | - Ádám Póti
- Institute of Enzymology, Research Centre for Natural Sciences, 1117 Budapest, Hungary
| | - Eszter Németh
- Institute of Enzymology, Research Centre for Natural Sciences, 1117 Budapest, Hungary
| | - Bernadett Szikriszt
- Institute of Enzymology, Research Centre for Natural Sciences, 1117 Budapest, Hungary
| | - Rita Lózsa
- Institute of Enzymology, Research Centre for Natural Sciences, 1117 Budapest, Hungary
| | - Michał Krawczyk
- Institute of Enzymology, Research Centre for Natural Sciences, 1117 Budapest, Hungary
| | | | - Dávid Szüts
- Institute of Enzymology, Research Centre for Natural Sciences, 1117 Budapest, Hungary; National Laboratory for Drug Research and Development, 1117 Budapest, Hungary.
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5
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Garcia-Recio S, Hinoue T, Wheeler GL, Kelly BJ, Garrido-Castro AC, Pascual T, De Cubas AA, Xia Y, Felsheim BM, McClure MB, Rajkovic A, Karaesmen E, Smith MA, Fan C, Ericsson PIG, Sanders ME, Creighton CJ, Bowen J, Leraas K, Burns RT, Coppens S, Wheless A, Rezk S, Garrett AL, Parker JS, Foy KK, Shen H, Park BH, Krop I, Anders C, Gastier-Foster J, Rimawi MF, Nanda R, Lin NU, Isaacs C, Marcom PK, Storniolo AM, Couch FJ, Chandran U, Davis M, Silverstein J, Ropelewski A, Liu MC, Hilsenbeck SG, Norton L, Richardson AL, Symmans WF, Wolff AC, Davidson NE, Carey LA, Lee AV, Balko JM, Hoadley KA, Laird PW, Mardis ER, King TA, Perou CM. Multiomics in primary and metastatic breast tumors from the AURORA US network finds microenvironment and epigenetic drivers of metastasis. Nat Cancer 2023; 4:128-147. [PMID: 36585450 PMCID: PMC9886551 DOI: 10.1038/s43018-022-00491-x] [Citation(s) in RCA: 19] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/05/2022] [Accepted: 11/11/2022] [Indexed: 12/31/2022]
Abstract
The AURORA US Metastasis Project was established with the goal to identify molecular features associated with metastasis. We assayed 55 females with metastatic breast cancer (51 primary cancers and 102 metastases) by RNA sequencing, tumor/germline DNA exome and low-pass whole-genome sequencing and global DNA methylation microarrays. Expression subtype changes were observed in ~30% of samples and were coincident with DNA clonality shifts, especially involving HER2. Downregulation of estrogen receptor (ER)-mediated cell-cell adhesion genes through DNA methylation mechanisms was observed in metastases. Microenvironment differences varied according to tumor subtype; the ER+/luminal subtype had lower fibroblast and endothelial content, while triple-negative breast cancer/basal metastases showed a decrease in B and T cells. In 17% of metastases, DNA hypermethylation and/or focal deletions were identified near HLA-A and were associated with reduced expression and lower immune cell infiltrates, especially in brain and liver metastases. These findings could have implications for treating individuals with metastatic breast cancer with immune- and HER2-targeting therapies.
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Affiliation(s)
| | | | | | | | | | - Tomas Pascual
- University of North Carolina, Chapel Hill, NC, USA
- SOLTI Cancer Research Group, Barcelona, Spain
| | - Aguirre A De Cubas
- Vanderbilt University Medical Center, Nashville, TN, USA
- Medical University of South Carolina, Charleston, SC, USA
| | - Youli Xia
- University of North Carolina, Chapel Hill, NC, USA
- Boehringer Ingelheim, Ridgefield, CT, USA
| | | | - Marni B McClure
- University of North Carolina, Chapel Hill, NC, USA
- Johns Hopkins University, Baltimore, MD, USA
| | | | | | | | - Cheng Fan
- University of North Carolina, Chapel Hill, NC, USA
| | | | | | | | - Jay Bowen
- Nationwide Children's Hospital, Columbus, OH, USA
| | | | - Robyn T Burns
- Translational Breast Cancer Research Consortium, Baltimore, USA
| | - Sara Coppens
- Nationwide Children's Hospital, Columbus, OH, USA
| | - Amy Wheless
- University of North Carolina, Chapel Hill, NC, USA
| | - Salma Rezk
- University of North Carolina, Chapel Hill, NC, USA
| | | | | | | | - Hui Shen
- Van Andel Institute, Grand Rapids, MI, USA
| | - Ben H Park
- Vanderbilt University Medical Center, Nashville, TN, USA
| | - Ian Krop
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | | | | | | | | | - Nancy U Lin
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | | | | | | | | | - Uma Chandran
- UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA
| | - Michael Davis
- UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA
| | | | - Alexander Ropelewski
- Pittsburgh Supercomputing Center, Carnegie Mellon University, Pittsburgh, PA, USA
| | | | | | - Larry Norton
- Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | | | | | | | - Nancy E Davidson
- Fred Hutchinson Cancer Research Center, University of Washington, Seattle, WA, USA
| | - Lisa A Carey
- University of North Carolina, Chapel Hill, NC, USA
| | - Adrian V Lee
- UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA, USA
| | - Justin M Balko
- Vanderbilt University Medical Center, Nashville, TN, USA
| | | | | | | | - Tari A King
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
- Division of Breast Surgery, Brigham and Women's Hospital, Boston, MA, USA
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Gerstung M, Jolly C, Leshchiner I, Dentro SC, Gonzalez S, Rosebrock D, Mitchell TJ, Rubanova Y, Anur P, Yu K, Tarabichi M, Deshwar A, Wintersinger J, Kleinheinz K, Vázquez-García I, Haase K, Jerman L, Sengupta S, Macintyre G, Malikic S, Donmez N, Livitz DG, Cmero M, Demeulemeester J, Schumacher S, Fan Y, Yao X, Lee J, Schlesner M, Boutros PC, Bowtell DD, Zhu H, Getz G, Imielinski M, Beroukhim R, Sahinalp SC, Ji Y, Peifer M, Markowetz F, Mustonen V, Yuan K, Wang W, Morris QD, Spellman PT, Wedge DC, Van Loo P, Tarabichi M, Wintersinger J, Deshwar AG, Yu K, Gonzalez S, Rubanova Y, Macintyre G, Adams DJ, Anur P, Beroukhim R, Boutros PC, Bowtell DD, Campbell PJ, Cao S, Christie EL, Cmero M, Cun Y, Dawson KJ, Demeulemeester J, Donmez N, Drews RM, Eils R, Fan Y, Fittall M, Garsed DW, Getz G, Ha G, Imielinski M, Jerman L, Ji Y, Kleinheinz K, Lee J, Lee-Six H, Livitz DG, Malikic S, Markowetz F, Martincorena I, Mitchell TJ, Mustonen V, Oesper L, Peifer M, Peto M, Raphael BJ, Rosebrock D, Sahinalp SC, Salcedo A, Schlesner M, Schumacher S, Sengupta S, Shi R, Shin SJ, Spiro O, Pitkänen E, Pivot X, Piñeiro-Yáñez E, Planko L, Plass C, Polak P, Pons T, Popescu I, Potapova O, Prasad A, Stein LD, Preston SR, Prinz M, Pritchard AL, Prokopec SD, Provenzano E, Puente XS, Puig S, Puiggròs M, Pulido-Tamayo S, Pupo GM, Vázquez-García I, Purdie CA, Quinn MC, Rabionet R, Rader JS, Radlwimmer B, Radovic P, Raeder B, Raine KM, Ramakrishna M, Ramakrishnan K, Vembu S, Ramalingam S, Raphael BJ, Rathmell WK, Rausch T, Reifenberger G, Reimand J, Reis-Filho J, Reuter V, Reyes-Salazar I, Reyna MA, Wheeler DA, Reynolds SM, Rheinbay E, Riazalhosseini Y, Richardson AL, Richter J, Ringel M, Ringnér M, Rino Y, Rippe K, Roach J, Yang TP, Roberts LR, Roberts ND, Roberts SA, Robertson AG, Robertson AJ, Rodriguez JB, Rodriguez-Martin B, Rodríguez-González FG, Roehrl MHA, Rohde M, Yao X, Rokutan H, Romieu G, Rooman I, Roques T, Rosebrock D, Rosenberg M, Rosenstiel PC, Rosenwald A, Rowe EW, Royo R, Yuan K, Rozen SG, Rubanova Y, Rubin MA, Rubio-Perez C, Rudneva VA, Rusev BC, Ruzzenente A, Rätsch G, Sabarinathan R, Sabelnykova VY, Zhu H, Sadeghi S, Sahinalp SC, Saini N, Saito-Adachi M, Saksena G, Salcedo A, Salgado R, Salichos L, Sallari R, Saller C, Wang W, Salvia R, Sam M, Samra JS, Sanchez-Vega F, Sander C, Sanders G, Sarin R, Sarrafi I, Sasaki-Oku A, Sauer T, Morris QD, Sauter G, Saw RPM, Scardoni M, Scarlett CJ, Scarpa A, Scelo G, Schadendorf D, Schein JE, Schilhabel MB, Schlesner M, Spellman PT, Schlomm T, Schmidt HK, Schramm SJ, Schreiber S, Schultz N, Schumacher SE, Schwarz RF, Scolyer RA, Scott D, Scully R, Wedge DC, Seethala R, Segre AV, Selander I, Semple CA, Senbabaoglu Y, Sengupta S, Sereni E, Serra S, Sgroi DC, Shackleton M, Van Loo P, Shah NC, Shahabi S, Shang CA, Shang P, Shapira O, Shelton T, Shen C, Shen H, Shepherd R, Shi R, Spellman PT, Shi Y, Shiah YJ, Shibata T, Shih J, Shimizu E, Shimizu K, Shin SJ, Shiraishi Y, Shmaya T, Shmulevich I, Wedge DC, Shorser SI, Short C, Shrestha R, Shringarpure SS, Shriver C, Shuai S, Sidiropoulos N, Siebert R, Sieuwerts AM, Sieverling L, Van Loo P, Signoretti S, Sikora KO, Simbolo M, Simon R, Simons JV, Simpson JT, Simpson PT, Singer S, Sinnott-Armstrong N, Sipahimalani P, Aaltonen LA, Skelly TJ, Smid M, Smith J, Smith-McCune K, Socci ND, Sofia HJ, Soloway MG, Song L, Sood AK, Sothi S, Abascal F, Sotiriou C, Soulette CM, Span PN, Spellman PT, Sperandio N, Spillane AJ, Spiro O, Spring J, Staaf J, Stadler PF, Abeshouse A, Staib P, Stark SG, Stebbings L, Stefánsson ÓA, Stegle O, Stein LD, Stenhouse A, Stewart C, Stilgenbauer S, Stobbe MD, Aburatani H, Stratton MR, Stretch JR, Struck AJ, Stuart JM, Stunnenberg HG, Su H, Su X, Sun RX, Sungalee S, Susak H, Adams DJ, Suzuki A, Sweep F, Szczepanowski M, Sültmann H, Yugawa T, Tam A, Tamborero D, Tan BKT, Tan D, Tan P, Agrawal N, Tanaka H, Taniguchi H, Tanskanen TJ, Tarabichi M, Tarnuzzer R, Tarpey P, Taschuk ML, Tatsuno K, Tavaré S, Taylor DF, Ahn KS, Taylor-Weiner A, Teague JW, Teh BT, Tembe V, Temes J, Thai K, Thayer SP, Thiessen N, Thomas G, Thomas S, Ahn SM, Thompson A, Thompson AM, Thompson JFF, Thompson RH, Thorne H, Thorne LB, Thorogood A, Tiao G, Tijanic N, Timms LE, Aikata H, Tirabosco R, Tojo M, Tommasi S, Toon CW, Toprak UH, Torrents D, Tortora G, Tost J, Totoki Y, Townend D, Akbani R, Traficante N, Treilleux I, Trotta JR, Trümper LHP, Tsao M, Tsunoda T, Tubio JMC, Tucker O, Turkington R, Turner DJ, Akdemir KC, Tutt A, Ueno M, Ueno NT, Umbricht C, Umer HM, Underwood TJ, Urban L, Urushidate T, Ushiku T, Uusküla-Reimand L, Al-Ahmadie H, Valencia A, Van Den Berg DJ, Van Laere S, Van Loo P, Van Meir EG, Van den Eynden GG, Van der Kwast T, Vasudev N, Vazquez M, Vedururu R, Al-Sedairy ST, Veluvolu U, Vembu S, Verbeke LPC, Vermeulen P, Verrill C, Viari A, Vicente D, Vicentini C, VijayRaghavan K, Viksna J, Al-Shahrour F, Vilain RE, Villasante I, Vincent-Salomon A, Visakorpi T, Voet D, Vyas P, Vázquez-García I, Waddell NM, Waddell N, Wadelius C, Alawi M, Wadi L, Wagener R, Wala JA, Wang J, Wang J, Wang L, Wang Q, Wang W, Wang Y, Wang Z, Albert M, Waring PM, Warnatz HJ, Warrell J, Warren AY, Waszak SM, Wedge DC, Weichenhan D, Weinberger P, Weinstein JN, Weischenfeldt J, Aldape K, Weisenberger DJ, Welch I, Wendl MC, Werner J, Whalley JP, Wheeler DA, Whitaker HC, Wigle D, Wilkerson MD, Williams A, Alexandrov LB, Wilmott JS, Wilson GW, Wilson JM, Wilson RK, Winterhoff B, Wintersinger JA, Wiznerowicz M, Wolf S, Wong BH, Wong T, Ally A, Wong W, Woo Y, Wood S, Wouters BG, Wright AJ, Wright DW, Wright MH, Wu CL, Wu DY, Wu G, Alsop K, Wu J, Wu K, Wu Y, Wu Z, Xi L, Xia T, Xiang Q, Xiao X, Xing R, Xiong H, Alvarez EG, Xu Q, Xu Y, Xue H, Yachida S, Yakneen S, Yamaguchi R, Yamaguchi TN, Yamamoto M, Yamamoto S, Yamaue H, Amary F, Yang F, Yang H, Yang JY, Yang L, Yang L, Yang S, Yang TP, Yang Y, Yao X, Yaspo ML, Amin SB, Yates L, Yau C, Ye C, Ye K, Yellapantula VD, Yoon CJ, Yoon SS, Yousif F, Yu J, Yu K, Aminou B, Yu W, Yu Y, Yuan K, Yuan Y, Yuen D, Yung CK, Zaikova O, Zamora J, Zapatka M, Zenklusen JC, Ammerpohl O, Zenz T, Zeps N, Zhang CZ, Zhang F, Zhang H, Zhang H, Zhang H, Zhang J, Zhang J, Zhang J, Anderson MJ, Zhang X, Zhang X, Zhang Y, Zhang Z, Zhao Z, Zheng L, Zheng X, Zhou W, Zhou Y, Zhu B, Ang Y, Zhu H, Zhu J, Zhu S, Zou L, Zou X, deFazio A, van As N, van Deurzen CHM, van de Vijver MJ, van’t Veer L, Antonello D, von Mering C, Anur P, Aparicio S, Appelbaum EL, Arai Y, Aretz A, Arihiro K, Ariizumi SI, Armenia J, Arnould L, Asa S, Assenov Y, Atwal G, Aukema S, Auman JT, Aure MRR, Awadalla P, Aymerich M, Bader GD, Baez-Ortega A, Bailey MH, Bailey PJ, Balasundaram M, Balu S, Bandopadhayay P, Banks RE, Barbi S, Barbour AP, Barenboim J, Barnholtz-Sloan J, Barr H, Barrera E, Bartlett J, Bartolome J, Bassi C, Bathe OF, Baumhoer D, Bavi P, Baylin SB, Bazant W, Beardsmore D, Beck TA, Behjati S, Behren A, Niu B, Bell C, Beltran S, Benz C, Berchuck A, Bergmann AK, Bergstrom EN, Berman BP, Berney DM, Bernhart SH, Beroukhim R, Berrios M, Bersani S, Bertl J, Betancourt M, Bhandari V, Bhosle SG, Biankin AV, Bieg M, Bigner D, Binder H, Birney E, Birrer M, Biswas NK, Bjerkehagen B, Bodenheimer T, Boice L, Bonizzato G, De Bono JS, Boot A, Bootwalla MS, Borg A, Borkhardt A, Boroevich KA, Borozan I, Borst C, Bosenberg M, Bosio M, Boultwood J, Bourque G, Boutros PC, Bova GS, Bowen DT, Bowlby R, Bowtell DDL, Boyault S, Boyce R, Boyd J, Brazma A, Brennan P, Brewer DS, Brinkman AB, Bristow RG, Broaddus RR, Brock JE, Brock M, Broeks A, Brooks AN, Brooks D, Brors B, Brunak S, Bruxner TJC, Bruzos AL, Buchanan A, Buchhalter I, Buchholz C, Bullman S, Burke H, Burkhardt B, Burns KH, Busanovich J, Bustamante CD, Butler AP, Butte AJ, Byrne NJ, Børresen-Dale AL, Caesar-Johnson SJ, Cafferkey A, Cahill D, Calabrese C, Caldas C, Calvo F, Camacho N, Campbell PJ, Campo E, Cantù C, Cao S, Carey TE, Carlevaro-Fita J, Carlsen R, Cataldo I, Cazzola M, Cebon J, Cerfolio R, Chadwick DE, Chakravarty D, Chalmers D, Chan CWY, Chan K, Chan-Seng-Yue M, Chandan VS, Chang DK, Chanock SJ, Chantrill LA, Chateigner A, Chatterjee N, Chayama K, Chen HW, Chen J, Chen K, Chen Y, Chen Z, Cherniack AD, Chien J, Chiew YE, Chin SF, Cho J, Cho S, Choi JK, Choi W, Chomienne C, Chong Z, Choo SP, Chou A, Christ AN, Christie EL, Chuah E, Cibulskis C, Cibulskis K, Cingarlini S, Clapham P, Claviez A, Cleary S, Cloonan N, Cmero M, Collins CC, Connor AA, Cooke SL, Cooper CS, Cope L, Corbo V, Cordes MG, Cordner SM, Cortés-Ciriano I, Covington K, Cowin PA, Craft B, Craft D, Creighton CJ, Cun Y, Curley E, Cutcutache I, Czajka K, Czerniak B, Dagg RA, Danilova L, Davi MV, Davidson NR, Davies H, Davis IJ, Davis-Dusenbery BN, Dawson KJ, De La Vega FM, De Paoli-Iseppi R, Defreitas T, Tos APD, Delaneau O, Demchok JA, Demeulemeester J, Demidov GM, Demircioğlu D, Dennis NM, Denroche RE, Dentro SC, Desai N, Deshpande V, Deshwar AG, Desmedt C, Deu-Pons J, Dhalla N, Dhani NC, Dhingra P, Dhir R, DiBiase A, Diamanti K, Ding L, Ding S, Dinh HQ, Dirix L, 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George J, Gerhard DS, Gerhauser C, Gershenwald JE, Gerstein M, Gerstung M, Getz G, Ghori M, Ghossein R, Giama NH, Gibbs RA, Gibson B, Gill AJ, Gill P, Giri DD, Glodzik D, Gnanapragasam VJ, Goebler ME, Goldman MJ, Gomez C, Gonzalez S, Gonzalez-Perez A, Gordenin DA, Gossage J, Gotoh K, Govindan R, Grabau D, Graham JS, Grant RC, Green AR, Green E, Greger L, Grehan N, Grimaldi S, Grimmond SM, Grossman RL, Grundhoff A, Gundem G, Guo Q, Gupta M, Gupta S, Gut IG, Gut M, Göke J, Ha G, Haake A, Haan D, Haas S, Haase K, Haber JE, Habermann N, Hach F, Haider S, Hama N, Hamdy FC, Hamilton A, Hamilton MP, Han L, Hanna GB, Hansmann M, Haradhvala NJ, Harismendy O, Harliwong I, Harmanci AO, Harrington E, Hasegawa T, Haussler D, Hawkins S, Hayami S, Hayashi S, Hayes DN, Hayes SJ, Hayward NK, Hazell S, He Y, Heath AP, Heath SC, Hedley D, Hegde AM, Heiman DI, Heinold MC, Heins Z, Heisler LE, Hellstrom-Lindberg E, Helmy M, Heo SG, Hepperla AJ, Heredia-Genestar JM, Herrmann C, Hersey P, Hess JM, Hilmarsdottir H, Hinton J, Hirano S, Hiraoka N, Hoadley KA, Hobolth A, Hodzic E, Hoell JI, Hoffmann S, Hofmann O, Holbrook A, Holik AZ, Hollingsworth MA, Holmes O, Holt RA, Hong C, Hong EP, Hong JH, Hooijer GK, Hornshøj H, Hosoda F, Hou Y, Hovestadt V, Howat W, Hoyle AP, Hruban RH, Hu J, Hu T, Hua X, Huang KL, Huang M, Huang MN, Huang V, Huang Y, Huber W, Hudson TJ, Hummel M, Hung JA, Huntsman D, Hupp TR, Huse J, Huska MR, Hutter B, Hutter CM, Hübschmann D, Iacobuzio-Donahue CA, Imbusch CD, Imielinski M, Imoto S, Isaacs WB, Isaev K, Ishikawa S, Iskar M, Islam SMA, Ittmann M, Ivkovic S, Izarzugaza JMG, Jacquemier J, Jakrot V, Jamieson NB, Jang GH, Jang SJ, Jayaseelan JC, Jayasinghe R, Jefferys SR, Jegalian K, Jennings JL, Jeon SH, Jerman L, Ji Y, Jiao W, Johansson PA, Johns AL, Johns J, Johnson R, Johnson TA, Jolly C, Joly Y, Jonasson JG, Jones CD, Jones DR, Jones DTW, Jones N, Jones SJM, Jonkers J, Ju YS, Juhl H, Jung J, Juul M, Juul RI, Juul S, Jäger N, Kabbe R, Kahles A, Kahraman A, Kaiser VB, Kakavand H, Kalimuthu S, von Kalle C, Kang KJ, Karaszi K, Karlan B, Karlić R, Karsch D, Kasaian K, Kassahn KS, Katai H, Kato M, Katoh H, Kawakami Y, Kay JD, Kazakoff SH, Kazanov MD, Keays M, Kebebew E, Kefford RF, Kellis M, Kench JG, Kennedy CJ, Kerssemakers JNA, Khoo D, Khoo V, Khuntikeo N, Khurana E, Kilpinen H, Kim HK, Kim HL, Kim HY, Kim H, Kim J, Kim J, Kim JK, Kim Y, King TA, Klapper W, Kleinheinz K, Klimczak LJ, Knappskog S, Kneba M, Knoppers BM, Koh Y, Komorowski J, Komura D, Komura M, Kong G, Kool M, Korbel JO, Korchina V, Korshunov A, Koscher M, Koster R, Kote-Jarai Z, Koures A, Kovacevic M, Kremeyer B, Kretzmer H, Kreuz M, Krishnamurthy S, Kube D, Kumar K, Kumar P, Kumar S, Kumar Y, Kundra R, Kübler K, Küppers R, Lagergren J, Lai PH, Laird PW, Lakhani SR, Lalansingh CM, Lalonde E, Lamaze FC, Lambert A, Lander E, Landgraf P, Landoni L, Langerød A, Lanzós A, Larsimont D, Larsson E, Lathrop M, Lau LMS, Lawerenz C, Lawlor RT, Lawrence MS, Lazar AJ, Lazic AM, Le X, Lee D, Lee D, Lee EA, Lee HJ, Lee JJK, Lee JY, Lee J, Lee MTM, Lee-Six H, Lehmann KV, Lehrach H, Lenze D, Leonard CR, Leongamornlert DA, Leshchiner I, Letourneau L, Letunic I, Levine DA, Lewis L, Ley T, Li C, Li CH, Li HI, Li J, Li L, Li S, Li S, Li X, Li X, Li X, Li Y, Liang H, Liang SB, Lichter P, Lin P, Lin Z, Linehan WM, Lingjærde OC, Liu D, Liu EM, Liu FFF, Liu F, Liu J, Liu X, Livingstone J, Livitz D, Livni N, Lochovsky L, Loeffler M, Long GV, Lopez-Guillermo A, Lou S, Louis DN, Lovat LB, Lu Y, Lu YJ, Lu Y, Luchini C, Lungu I, Luo X, Luxton HJ, Lynch AG, Lype L, López C, López-Otín C, Ma EZ, Ma Y, MacGrogan G, MacRae S, Macintyre G, Madsen T, Maejima K, Mafficini A, Maglinte DT, Maitra A, Majumder PP, Malcovati L, Malikic S, Malleo G, Mann GJ, Mantovani-Löffler L, Marchal K, Marchegiani G, Mardis ER, Margolin AA, Marin MG, Markowetz F, Markowski J, Marks J, Marques-Bonet T, Marra MA, Marsden L, Martens JWM, Martin S, Martin-Subero JI, Martincorena I, Martinez-Fundichely A, Maruvka YE, Mashl RJ, Massie CE, Matthew TJ, Matthews L, Mayer E, Mayes S, Mayo M, Mbabaali F, McCune K, McDermott U, McGillivray PD, McLellan MD, McPherson JD, McPherson JR, McPherson TA, Meier SR, Meng A, Meng S, Menzies A, Merrett ND, Merson S, Meyerson M, Meyerson W, Mieczkowski PA, Mihaiescu GL, Mijalkovic S, Mikkelsen T, Milella M, Mileshkin L, Miller CA, Miller DK, Miller JK, Mills GB, Milovanovic A, Minner S, Miotto M, Arnau GM, Mirabello L, Mitchell C, Mitchell TJ, Miyano S, Miyoshi N, Mizuno S, Molnár-Gábor F, Moore MJ, Moore RA, Morganella S, Morris QD, Morrison C, Mose LE, Moser CD, Muiños F, Mularoni L, Mungall AJ, Mungall K, Musgrove EA, Mustonen V, Mutch D, Muyas F, Muzny DM, Muñoz A, Myers J, Myklebost O, Möller P, Nagae G, Nagrial AM, Nahal-Bose HK, Nakagama H, Nakagawa H, Nakamura H, Nakamura T, Nakano K, Nandi T, Nangalia J, Nastic M, Navarro A, Navarro FCP, Neal DE, Nettekoven G, Newell F, Newhouse SJ, Newton Y, Ng AWT, Ng A, Nicholson J, Nicol D, Nie Y, Nielsen GP, Nielsen MM, Nik-Zainal S, Noble MS, Nones K, Northcott PA, Notta F, O’Connor BD, O’Donnell P, O’Donovan M, O’Meara S, O’Neill BP, O’Neill JR, Ocana D, Ochoa A, Oesper L, Ogden C, Ohdan H, Ohi K, Ohno-Machado L, Oien KA, Ojesina AI, Ojima H, Okusaka T, Omberg L, Ong CK, Ossowski S, Ott G, Ouellette BFF, P’ng C, Paczkowska M, Paiella S, Pairojkul C, Pajic M, Pan-Hammarström Q, Papaemmanuil E, Papatheodorou I, Paramasivam N, Park JW, Park JW, Park K, Park K, Park PJ, Parker JS, Parsons SL, Pass H, Pasternack D, Pastore A, Patch AM, Pauporté I, Pea A, Pearson JV, Pedamallu CS, Pedersen JS, Pederzoli P, Peifer M, Pennell NA, Perou CM, Perry MD, Petersen GM, Peto M, Petrelli N, Petryszak R, Pfister SM, Phillips M, Pich O, Pickett HA, Pihl TD, Pillay N, Pinder S, Pinese M, Pinho AV. Author Correction: The evolutionary history of 2,658 cancers. Nature 2023; 614:E42. [PMID: 36697833 PMCID: PMC9931577 DOI: 10.1038/s41586-022-05601-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Affiliation(s)
- Moritz Gerstung
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Cambridge, UK. .,European Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany. .,Wellcome Sanger Institute, Cambridge, UK.
| | - Clemency Jolly
- grid.451388.30000 0004 1795 1830The Francis Crick Institute, London, UK
| | - Ignaty Leshchiner
- grid.66859.340000 0004 0546 1623Broad Institute of MIT and Harvard, Cambridge, MA USA
| | - Stefan C. Dentro
- grid.10306.340000 0004 0606 5382Wellcome Sanger Institute, Cambridge, UK ,grid.451388.30000 0004 1795 1830The Francis Crick Institute, London, UK ,grid.4991.50000 0004 1936 8948Big Data Institute, University of Oxford, Oxford, UK
| | - Santiago Gonzalez
- grid.225360.00000 0000 9709 7726European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Cambridge, UK
| | - Daniel Rosebrock
- grid.66859.340000 0004 0546 1623Broad Institute of MIT and Harvard, Cambridge, MA USA
| | - Thomas J. Mitchell
- grid.10306.340000 0004 0606 5382Wellcome Sanger Institute, Cambridge, UK ,grid.5335.00000000121885934University of Cambridge, Cambridge, UK
| | - Yulia Rubanova
- grid.17063.330000 0001 2157 2938University of Toronto, Toronto, Ontario Canada ,grid.494618.6Vector Institute, Toronto, Ontario Canada
| | - Pavana Anur
- grid.5288.70000 0000 9758 5690Molecular and Medical Genetics, Oregon Health & Science University, Portland, OR USA
| | - Kaixian Yu
- grid.240145.60000 0001 2291 4776The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Maxime Tarabichi
- grid.10306.340000 0004 0606 5382Wellcome Sanger Institute, Cambridge, UK ,grid.451388.30000 0004 1795 1830The Francis Crick Institute, London, UK
| | - Amit Deshwar
- grid.17063.330000 0001 2157 2938University of Toronto, Toronto, Ontario Canada ,grid.494618.6Vector Institute, Toronto, Ontario Canada
| | - Jeff Wintersinger
- grid.17063.330000 0001 2157 2938University of Toronto, Toronto, Ontario Canada ,grid.494618.6Vector Institute, Toronto, Ontario Canada
| | - Kortine Kleinheinz
- grid.7497.d0000 0004 0492 0584German Cancer Research Center (DKFZ), Heidelberg, Germany ,grid.7700.00000 0001 2190 4373Heidelberg University, Heidelberg, Germany
| | - Ignacio Vázquez-García
- grid.10306.340000 0004 0606 5382Wellcome Sanger Institute, Cambridge, UK ,grid.5335.00000000121885934University of Cambridge, Cambridge, UK
| | - Kerstin Haase
- grid.451388.30000 0004 1795 1830The Francis Crick Institute, London, UK
| | - Lara Jerman
- grid.225360.00000 0000 9709 7726European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Cambridge, UK ,grid.8954.00000 0001 0721 6013University of Ljubljana, Ljubljana, Slovenia
| | - Subhajit Sengupta
- grid.240372.00000 0004 0400 4439NorthShore University HealthSystem, Evanston, IL USA
| | - Geoff Macintyre
- grid.5335.00000000121885934Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Salem Malikic
- grid.61971.380000 0004 1936 7494Simon Fraser University, Burnaby, British Columbia Canada ,grid.412541.70000 0001 0684 7796Vancouver Prostate Centre, Vancouver, British Columbia Canada
| | - Nilgun Donmez
- grid.61971.380000 0004 1936 7494Simon Fraser University, Burnaby, British Columbia Canada ,grid.412541.70000 0001 0684 7796Vancouver Prostate Centre, Vancouver, British Columbia Canada
| | - Dimitri G. Livitz
- grid.66859.340000 0004 0546 1623Broad Institute of MIT and Harvard, Cambridge, MA USA
| | - Marek Cmero
- grid.1008.90000 0001 2179 088XUniversity of Melbourne, Melbourne, Victoria Australia ,grid.1042.70000 0004 0432 4889Walter and Eliza Hall Institute, Melbourne, Victoria Australia
| | - Jonas Demeulemeester
- grid.451388.30000 0004 1795 1830The Francis Crick Institute, London, UK ,grid.5596.f0000 0001 0668 7884University of Leuven, Leuven, Belgium
| | - Steven Schumacher
- grid.66859.340000 0004 0546 1623Broad Institute of MIT and Harvard, Cambridge, MA USA
| | - Yu Fan
- grid.240145.60000 0001 2291 4776The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Xiaotong Yao
- grid.5386.8000000041936877XWeill Cornell Medicine, New York, NY USA ,grid.429884.b0000 0004 1791 0895New York Genome Center, New York, NY USA
| | - Juhee Lee
- grid.205975.c0000 0001 0740 6917University of California Santa Cruz, Santa Cruz, CA USA
| | - Matthias Schlesner
- grid.7497.d0000 0004 0492 0584German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Paul C. Boutros
- grid.17063.330000 0001 2157 2938University of Toronto, Toronto, Ontario Canada ,grid.419890.d0000 0004 0626 690XOntario Institute for Cancer Research, Toronto, Ontario Canada ,grid.19006.3e0000 0000 9632 6718University of California, Los Angeles, CA USA
| | - David D. Bowtell
- grid.1055.10000000403978434Peter MacCallum Cancer Centre, Melbourne, Victoria Australia
| | - Hongtu Zhu
- grid.240145.60000 0001 2291 4776The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Gad Getz
- grid.66859.340000 0004 0546 1623Broad Institute of MIT and Harvard, Cambridge, MA USA ,grid.32224.350000 0004 0386 9924Center for Cancer Research, Massachusetts General Hospital, Charlestown, MA USA ,grid.32224.350000 0004 0386 9924Department of Pathology, Massachusetts General Hospital, Boston, MA USA ,grid.38142.3c000000041936754XHarvard Medical School, Boston, MA USA
| | - Marcin Imielinski
- grid.5386.8000000041936877XWeill Cornell Medicine, New York, NY USA ,grid.429884.b0000 0004 1791 0895New York Genome Center, New York, NY USA
| | - Rameen Beroukhim
- grid.66859.340000 0004 0546 1623Broad Institute of MIT and Harvard, Cambridge, MA USA ,grid.65499.370000 0001 2106 9910Dana-Farber Cancer Institute, Boston, MA USA
| | - S. Cenk Sahinalp
- grid.412541.70000 0001 0684 7796Vancouver Prostate Centre, Vancouver, British Columbia Canada ,grid.411377.70000 0001 0790 959XIndiana University, Bloomington, IN USA
| | - Yuan Ji
- grid.240372.00000 0004 0400 4439NorthShore University HealthSystem, Evanston, IL USA ,grid.170205.10000 0004 1936 7822The University of Chicago, Chicago, IL USA
| | - Martin Peifer
- grid.6190.e0000 0000 8580 3777University of Cologne, Cologne, Germany
| | - Florian Markowetz
- grid.5335.00000000121885934Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK
| | - Ville Mustonen
- grid.7737.40000 0004 0410 2071University of Helsinki, Helsinki, Finland
| | - Ke Yuan
- grid.5335.00000000121885934Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, UK ,grid.8756.c0000 0001 2193 314XUniversity of Glasgow, Glasgow, UK
| | - Wenyi Wang
- grid.240145.60000 0001 2291 4776The University of Texas MD Anderson Cancer Center, Houston, TX USA
| | - Quaid D. Morris
- grid.17063.330000 0001 2157 2938University of Toronto, Toronto, Ontario Canada ,grid.494618.6Vector Institute, Toronto, Ontario Canada
| | | | - Paul T. Spellman
- grid.5288.70000 0000 9758 5690Molecular and Medical Genetics, Oregon Health & Science University, Portland, OR USA
| | - David C. Wedge
- grid.4991.50000 0004 1936 8948Big Data Institute, University of Oxford, Oxford, UK ,grid.454382.c0000 0004 7871 7212Oxford NIHR Biomedical Research Centre, Oxford, UK
| | - Peter Van Loo
- The Francis Crick Institute, London, UK. .,University of Leuven, Leuven, Belgium.
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Calabrese C, Davidson NR, Demircioğlu D, Fonseca NA, He Y, Kahles A, Lehmann KV, Liu F, Shiraishi Y, Soulette CM, Urban L, Greger L, Li S, Liu D, Perry MD, Xiang Q, Zhang F, Zhang J, Bailey P, Erkek S, Hoadley KA, Hou Y, Huska MR, Kilpinen H, Korbel JO, Marin MG, Markowski J, Nandi T, Pan-Hammarström Q, Pedamallu CS, Siebert R, Stark SG, Su H, Tan P, Waszak SM, Yung C, Zhu S, Awadalla P, Creighton CJ, Meyerson M, Ouellette BFF, Wu K, Yang H, Brazma A, Brooks AN, Göke J, Rätsch G, Schwarz RF, Stegle O, Zhang Z, Wu K, Yang H, Fonseca NA, Kahles A, Lehmann KV, Urban L, Soulette CM, Shiraishi Y, Liu F, He Y, Demircioğlu D, Davidson NR, Calabrese C, Zhang J, Perry MD, Xiang Q, Greger L, Li S, Liu D, Stark SG, Zhang F, Amin SB, Bailey P, Chateigner A, Cortés-Ciriano I, Craft B, Erkek S, Frenkel-Morgenstern M, Goldman M, Hoadley KA, Hou Y, Huska MR, Khurana E, Kilpinen H, Korbel JO, Lamaze FC, Li C, Li X, Li X, Liu X, Marin MG, Markowski J, Nandi T, Nielsen MM, Ojesina AI, Pan-Hammarström Q, Park PJ, Pedamallu CS, Pedersen JS, Pederzoli P, Peifer M, Pennell NA, Perou CM, Perry MD, Petersen GM, Peto M, Petrelli N, Pedamallu CS, Petryszak R, Pfister SM, Phillips M, Pich O, Pickett HA, Pihl TD, Pillay N, Pinder S, Pinese M, Pinho AV, Pedersen JS, Pitkänen E, Pivot X, Piñeiro-Yáñez E, Planko L, Plass C, Polak P, Pons T, Popescu I, Potapova O, Prasad A, Siebert R, Preston SR, Prinz M, Pritchard AL, Prokopec SD, Provenzano E, Puente XS, Puig S, Puiggròs M, Pulido-Tamayo S, Pupo GM, Su H, Purdie CA, Quinn MC, Rabionet R, Rader JS, Radlwimmer B, Radovic P, Raeder B, Raine KM, Ramakrishna M, Ramakrishnan K, Tan P, Ramalingam S, Raphael BJ, Rathmell WK, Rausch T, Reifenberger G, Reimand J, Reis-Filho J, Reuter V, Reyes-Salazar I, Reyna MA, Teh BT, Reynolds SM, Rheinbay E, Riazalhosseini Y, Richardson AL, Richter J, Ringel M, Ringnér M, Rino Y, Rippe K, Roach J, Wang J, Roberts LR, Roberts ND, Roberts SA, Robertson AG, Robertson AJ, Rodriguez JB, Rodriguez-Martin B, Rodríguez-González FG, Roehrl MHA, Rohde M, Waszak SM, Rokutan H, Romieu G, Rooman I, Roques T, Rosebrock D, Rosenberg M, Rosenstiel PC, Rosenwald A, Rowe EW, Royo R, Xiong H, Rozen SG, Rubanova Y, Rubin MA, Rubio-Perez C, Rudneva VA, Rusev BC, Ruzzenente A, Rätsch G, Sabarinathan R, Sabelnykova VY, Yakneen S, Sadeghi S, Sahinalp SC, Saini N, Saito-Adachi M, Saksena G, Salcedo A, Salgado R, Salichos L, Sallari R, Saller C, Ye C, Salvia R, Sam M, Samra JS, Sanchez-Vega F, Sander C, Sanders G, Sarin R, Sarrafi I, Sasaki-Oku A, Sauer T, Yung C, Sauter G, Saw RPM, Scardoni M, Scarlett CJ, Scarpa A, Scelo G, Schadendorf D, Schein JE, Schilhabel MB, Schlesner M, Zhang X, Schlomm T, Schmidt HK, Schramm SJ, Schreiber S, Schultz N, Schumacher SE, Schwarz RF, Scolyer RA, Scott D, Scully R, Zheng L, Seethala R, Segre AV, Selander I, Semple CA, Senbabaoglu Y, Sengupta S, Sereni E, Serra S, Sgroi DC, Shackleton M, Zhu J, Shah NC, Shahabi S, Shang CA, Shang P, Shapira O, Shelton T, Shen C, Shen H, Shepherd R, Shi R, Zhu S, Shi Y, Shiah YJ, Shibata T, Shih J, Shimizu E, Shimizu K, Shin SJ, Shiraishi Y, Shmaya T, Shmulevich I, Awadalla P, Shorser SI, Short C, Shrestha R, Shringarpure SS, Shriver C, Shuai S, Sidiropoulos N, Siebert R, Sieuwerts AM, Sieverling L, Creighton CJ, Signoretti S, Sikora KO, Simbolo M, Simon R, Simons JV, Simpson JT, Simpson PT, Singer S, Sinnott-Armstrong N, Sipahimalani P, Meyerson M, Skelly TJ, Smid M, Smith J, Smith-McCune K, Socci ND, Sofia HJ, Soloway MG, Song L, Sood AK, Sothi S, Ouellette BFF, Sotiriou C, Soulette CM, Span PN, Spellman PT, Sperandio N, Spillane AJ, Spiro O, Spring J, Staaf J, Stadler PF, Wu K, Staib P, Stark SG, Stebbings L, Stefánsson ÓA, Stegle O, Stein LD, Stenhouse A, Stewart C, Stilgenbauer S, Stobbe MD, Yang H, Stratton MR, Stretch JR, Struck AJ, Stuart JM, Stunnenberg HG, Su H, Su X, Sun RX, Sungalee S, Susak H, Göke J, Suzuki A, Sweep F, Szczepanowski M, Sültmann H, Yugawa T, Tam A, Tamborero D, Tan BKT, Tan D, Tan P, Schwarz RF, Tanaka H, Taniguchi H, Tanskanen TJ, Tarabichi M, Tarnuzzer R, Tarpey P, Taschuk ML, Tatsuno K, Tavaré S, Taylor DF, Stegle O, Taylor-Weiner A, Teague JW, Teh BT, Tembe V, Temes J, Thai K, Thayer SP, Thiessen N, Thomas G, Thomas S, Zhang Z, Thompson A, Thompson AM, Thompson JFF, Thompson RH, Thorne H, Thorne LB, Thorogood A, Tiao G, Tijanic N, Timms LE, Brazma A, Tirabosco R, Tojo M, Tommasi S, Toon CW, Toprak UH, Torrents D, Tortora G, Tost J, Totoki Y, Townend D, Rätsch G, Traficante N, Treilleux I, Trotta JR, Trümper LHP, Tsao M, Tsunoda T, Tubio JMC, Tucker O, Turkington R, Turner DJ, Brooks AN, Tutt A, Ueno M, Ueno NT, Umbricht C, Umer HM, Underwood TJ, Urban L, Urushidate T, Ushiku T, Uusküla-Reimand L, Brazma A, Valencia A, Van Den Berg DJ, Van Laere S, Van Loo P, Van Meir EG, Van den Eynden GG, Van der Kwast T, Vasudev N, Vazquez M, Vedururu R, Brooks AN, Veluvolu U, Vembu S, Verbeke LPC, Vermeulen P, Verrill C, Viari A, Vicente D, Vicentini C, VijayRaghavan K, Viksna J, Göke J, Vilain RE, Villasante I, Vincent-Salomon A, Visakorpi T, Voet D, Vyas P, Vázquez-García I, Waddell NM, Waddell N, Wadelius C, Rätsch G, Wadi L, Wagener R, Wala JA, Wang J, Wang J, Wang L, Wang Q, Wang W, Wang Y, Wang Z, Schwarz RF, Waring PM, Warnatz HJ, Warrell J, Warren AY, Waszak SM, Wedge DC, Weichenhan D, Weinberger P, Weinstein JN, Weischenfeldt J, Stegle O, Weisenberger DJ, Welch I, Wendl MC, Werner J, Whalley JP, Wheeler DA, Whitaker HC, Wigle D, Wilkerson MD, Williams A, Zhang Z, Wilmott JS, Wilson GW, Wilson JM, Wilson RK, Winterhoff B, Wintersinger JA, Wiznerowicz M, Wolf S, Wong BH, Wong T, Aaltonen LA, Wong W, Woo Y, Wood S, Wouters BG, Wright AJ, Wright DW, Wright MH, Wu CL, Wu DY, Wu G, Abascal F, Wu J, Wu K, Wu Y, Wu Z, Xi L, Xia T, Xiang Q, Xiao X, Xing R, Xiong H, Abeshouse A, Xu Q, Xu Y, Xue H, Yachida S, Yakneen S, Yamaguchi R, Yamaguchi TN, Yamamoto M, Yamamoto S, Yamaue H, Aburatani H, Yang F, Yang H, Yang JY, Yang L, Yang L, Yang S, Yang TP, Yang Y, Yao X, Yaspo ML, Adams DJ, Yates L, Yau C, Ye C, Ye K, Yellapantula VD, Yoon CJ, Yoon SS, Yousif F, Yu J, Yu K, Agrawal N, Yu W, Yu Y, Yuan K, Yuan Y, Yuen D, Yung CK, Zaikova O, Zamora J, Zapatka M, Zenklusen JC, Ahn KS, Zenz T, Zeps N, Zhang CZ, Zhang F, Zhang H, Zhang H, Zhang H, Zhang J, Zhang J, Zhang J, Ahn SM, Zhang X, Zhang X, Zhang Y, Zhang Z, Zhao Z, Zheng L, Zheng X, Zhou W, Zhou Y, Zhu B, Aikata H, Zhu H, Zhu J, Zhu S, Zou L, Zou X, deFazio A, van As N, van Deurzen CHM, van de Vijver MJ, van’t Veer L, Akbani R, von Mering C, Akdemir KC, Al-Ahmadie H, Al-Sedairy ST, Al-Shahrour F, Alawi M, Albert M, Aldape K, Alexandrov LB, Ally A, Alsop K, Alvarez EG, Amary F, Amin SB, Aminou B, Ammerpohl O, Anderson MJ, Ang Y, Antonello D, Anur P, Aparicio S, Appelbaum EL, Arai Y, Aretz A, Arihiro K, Ariizumi SI, Armenia J, Arnould L, Asa S, Assenov Y, Atwal G, Aukema S, Auman JT, Aure MRR, Awadalla P, Aymerich M, Bader GD, Baez-Ortega A, Bailey MH, Bailey PJ, Balasundaram M, Balu S, Bandopadhayay P, Banks RE, Barbi S, Barbour AP, Barenboim J, Barnholtz-Sloan J, Barr H, Barrera E, Bartlett J, Bartolome J, Bassi C, Bathe OF, Baumhoer D, Bavi P, Baylin SB, Bazant W, Beardsmore D, Beck TA, Behjati S, Behren A, Niu B, Bell C, Beltran S, Benz C, Berchuck A, Bergmann AK, Bergstrom EN, Berman BP, Berney DM, Bernhart SH, Beroukhim R, Berrios M, Bersani S, Bertl J, Betancourt M, Bhandari V, Bhosle SG, Biankin AV, Bieg M, Bigner D, Binder H, Birney E, Birrer M, Biswas NK, Bjerkehagen B, Bodenheimer T, Boice L, Bonizzato G, De Bono JS, Boot A, Bootwalla MS, Borg A, Borkhardt A, Boroevich KA, Borozan I, Borst C, Bosenberg M, Bosio M, Boultwood J, Bourque G, Boutros PC, Bova GS, Bowen DT, Bowlby R, Bowtell DDL, Boyault S, Boyce R, Boyd J, Brazma A, Brennan P, Brewer DS, Brinkman AB, Bristow RG, Broaddus RR, Brock JE, Brock M, Broeks A, Brooks AN, Brooks D, Brors B, Brunak S, Bruxner TJC, Bruzos AL, Buchanan A, Buchhalter I, Buchholz C, Bullman S, Burke H, Burkhardt B, Burns KH, Busanovich J, Bustamante CD, Butler AP, Butte AJ, Byrne NJ, Børresen-Dale AL, Caesar-Johnson SJ, Cafferkey A, Cahill D, Calabrese C, Caldas C, Calvo F, Camacho N, Campbell PJ, Campo E, Cantù C, Cao S, Carey TE, Carlevaro-Fita J, Carlsen R, Cataldo I, Cazzola M, Cebon J, Cerfolio R, Chadwick DE, Chakravarty D, Chalmers D, Chan CWY, Chan K, Chan-Seng-Yue M, Chandan VS, Chang DK, Chanock SJ, Chantrill LA, Chateigner A, Chatterjee N, Chayama K, Chen HW, Chen J, Chen K, Chen Y, Chen Z, Cherniack AD, Chien J, Chiew YE, Chin SF, Cho J, Cho S, Choi JK, Choi W, Chomienne C, Chong Z, Choo SP, Chou A, Christ AN, Christie EL, Chuah E, Cibulskis C, Cibulskis K, Cingarlini S, Clapham P, Claviez A, Cleary S, Cloonan N, Cmero M, Collins CC, Connor AA, Cooke SL, Cooper CS, Cope L, Corbo V, Cordes MG, Cordner SM, Cortés-Ciriano I, Covington K, Cowin PA, Craft B, Craft D, Creighton CJ, Cun Y, Curley E, Cutcutache I, Czajka K, Czerniak B, Dagg RA, Danilova L, Davi MV, Davidson NR, Davies H, Davis IJ, Davis-Dusenbery BN, Dawson KJ, De La Vega FM, De Paoli-Iseppi R, Defreitas T, Tos APD, Delaneau O, Demchok JA, Demeulemeester J, Demidov GM, Demircioğlu D, Dennis NM, Denroche RE, Dentro SC, Desai N, Deshpande V, Deshwar AG, Desmedt C, Deu-Pons J, Dhalla N, Dhani NC, Dhingra P, Dhir R, DiBiase A, Diamanti K, Ding L, Ding S, Dinh HQ, Dirix L, Doddapaneni H, Donmez N, Dow MT, Drapkin R, Drechsel O, Drews RM, Serge S, Dudderidge T, Dueso-Barroso A, Dunford AJ, Dunn M, Dursi LJ, Duthie FR, Dutton-Regester K, Eagles J, Easton DF, Edmonds S, Edwards PA, Edwards SE, Eeles RA, Ehinger A, Eils J, Eils R, El-Naggar A, Eldridge M, Ellrott K, Erkek S, Escaramis G, Espiritu SMG, Estivill X, Etemadmoghadam D, Eyfjord JE, Faltas BM, Fan D, Fan Y, Faquin WC, Farcas C, Fassan M, Fatima A, Favero F, Fayzullaev N, Felau I, Fereday S, Ferguson ML, Ferretti V, Feuerbach L, Field MA, Fink JL, Finocchiaro G, Fisher C, Fittall MW, Fitzgerald A, Fitzgerald RC, Flanagan AM, Fleshner NE, Flicek P, Foekens JA, Fong KM, Fonseca NA, Foster CS, Fox NS, Fraser M, Frazer S, Frenkel-Morgenstern M, Friedman W, Frigola J, Fronick CC, Fujimoto A, Fujita M, Fukayama M, Fulton LA, Fulton RS, Furuta M, Futreal PA, Füllgrabe A, Gabriel SB, Gallinger S, Gambacorti-Passerini C, Gao J, Gao S, Garraway L, Garred Ø, Garrison E, Garsed DW, Gehlenborg N, Gelpi JLL, George J, Gerhard DS, Gerhauser C, Gershenwald JE, Gerstein M, Gerstung M, Getz G, Ghori M, Ghossein R, Giama NH, Gibbs RA, Gibson B, Gill AJ, Gill P, Giri DD, Glodzik D, Gnanapragasam VJ, Goebler ME, Goldman MJ, Gomez C, Gonzalez S, Gonzalez-Perez A, Gordenin DA, Gossage J, Gotoh K, Govindan R, Grabau D, Graham JS, Grant RC, Green AR, Green E, Greger L, Grehan N, Grimaldi S, Grimmond SM, Grossman RL, Grundhoff A, Gundem G, Guo Q, Gupta M, Gupta S, Gut IG, Gut M, Göke J, Ha G, Haake A, Haan D, Haas S, Haase K, Haber JE, Habermann N, Hach F, Haider S, Hama N, Hamdy FC, Hamilton A, Hamilton MP, Han L, Hanna GB, Hansmann M, Haradhvala NJ, Harismendy O, Harliwong I, Harmanci AO, Harrington E, Hasegawa T, Haussler D, Hawkins S, Hayami S, Hayashi S, Hayes DN, Hayes SJ, Hayward NK, Hazell S, He Y, Heath AP, Heath SC, Hedley D, Hegde AM, Heiman DI, Heinold MC, Heins Z, Heisler LE, Hellstrom-Lindberg E, Helmy M, Heo SG, Hepperla AJ, Heredia-Genestar JM, Herrmann C, Hersey P, Hess JM, Hilmarsdottir H, Hinton J, Hirano S, Hiraoka N, Hoadley KA, Hobolth A, Hodzic E, Hoell JI, Hoffmann S, Hofmann O, Holbrook A, Holik AZ, Hollingsworth MA, Holmes O, Holt RA, Hong C, Hong EP, Hong JH, Hooijer GK, Hornshøj H, Hosoda F, Hou Y, Hovestadt V, Howat W, Hoyle AP, Hruban RH, Hu J, Hu T, Hua X, Huang KL, Huang M, Huang MN, Huang V, Huang Y, Huber W, Hudson TJ, Hummel M, Hung JA, Huntsman D, Hupp TR, Huse J, Huska MR, Hutter B, Hutter CM, Hübschmann D, Iacobuzio-Donahue CA, Imbusch CD, Imielinski M, Imoto S, Isaacs WB, Isaev K, Ishikawa S, Iskar M, Islam SMA, Ittmann M, Ivkovic S, Izarzugaza JMG, Jacquemier J, Jakrot V, Jamieson NB, Jang GH, Jang SJ, Jayaseelan JC, Jayasinghe R, Jefferys SR, Jegalian K, Jennings JL, Jeon SH, Jerman L, Ji Y, Jiao W, Johansson PA, Johns AL, Johns J, Johnson R, Johnson TA, Jolly C, Joly Y, Jonasson JG, Jones CD, Jones DR, Jones DTW, Jones N, Jones SJM, Jonkers J, Ju YS, Juhl H, Jung J, Juul M, Juul RI, Juul S, Jäger N, Kabbe R, Kahles A, Kahraman A, Kaiser VB, Kakavand H, Kalimuthu S, von Kalle C, Kang KJ, Karaszi K, Karlan B, Karlić R, Karsch D, Kasaian K, Kassahn KS, Katai H, Kato M, Katoh H, Kawakami Y, Kay JD, Kazakoff SH, Kazanov MD, Keays M, Kebebew E, Kefford RF, Kellis M, Kench JG, Kennedy CJ, Kerssemakers JNA, Khoo D, Khoo V, Khuntikeo N, Khurana E, Kilpinen H, Kim HK, Kim HL, Kim HY, Kim H, Kim J, Kim J, Kim JK, Kim Y, King TA, Klapper W, Kleinheinz K, Klimczak LJ, Knappskog S, Kneba M, Knoppers BM, Koh Y, Komorowski J, Komura D, Komura M, Kong G, Kool M, Korbel JO, Korchina V, Korshunov A, Koscher M, Koster R, Kote-Jarai Z, Koures A, Kovacevic M, Kremeyer B, Kretzmer H, Kreuz M, Krishnamurthy S, Kube D, Kumar K, Kumar P, Kumar S, Kumar Y, Kundra R, Kübler K, Küppers R, Lagergren J, Lai PH, Laird PW, Lakhani SR, Lalansingh CM, Lalonde E, Lamaze FC, Lambert A, Lander E, Landgraf P, Landoni L, Langerød A, Lanzós A, Larsimont D, Larsson E, Lathrop M, Lau LMS, Lawerenz C, Lawlor RT, Lawrence MS, Lazar AJ, Lazic AM, Le X, Lee D, Lee D, Lee EA, Lee HJ, Lee JJK, Lee JY, Lee J, Lee MTM, Lee-Six H, Lehmann KV, Lehrach H, Lenze D, Leonard CR, Leongamornlert DA, Leshchiner I, Letourneau L, Letunic I, Levine DA, Lewis L, Ley T, Li C, Li CH, Li HI, Li J, Li L, Li S, Li S, Li X, Li X, Li X, Li Y, Liang H, Liang SB, Lichter P, Lin P, Lin Z, Linehan WM, Lingjærde OC, Liu D, Liu EM, Liu FFF, Liu F, Liu J, Liu X, Livingstone J, Livitz D, Livni N, Lochovsky L, Loeffler M, Long GV, Lopez-Guillermo A, Lou S, Louis DN, Lovat LB, Lu Y, Lu YJ, Lu Y, Luchini C, Lungu I, Luo X, Luxton HJ, Lynch AG, Lype L, López C, López-Otín C, Ma EZ, Ma Y, MacGrogan G, MacRae S, Macintyre G, Madsen T, Maejima K, Mafficini A, Maglinte DT, Maitra A, Majumder PP, Malcovati L, Malikic S, Malleo G, Mann GJ, Mantovani-Löffler L, Marchal K, Marchegiani G, Mardis ER, Margolin AA, Marin MG, Markowetz F, Markowski J, Marks J, Marques-Bonet T, Marra MA, Marsden L, Martens JWM, Martin S, Martin-Subero JI, Martincorena I, Martinez-Fundichely A, Maruvka YE, Mashl RJ, Massie CE, Matthew TJ, Matthews L, Mayer E, Mayes S, Mayo M, Mbabaali F, McCune K, McDermott U, McGillivray PD, McLellan MD, McPherson JD, McPherson JR, McPherson TA, Meier SR, Meng A, Meng S, Menzies A, Merrett ND, Merson S, Meyerson M, Meyerson W, Mieczkowski PA, Mihaiescu GL, Mijalkovic S, Mikkelsen T, Milella M, Mileshkin L, Miller CA, Miller DK, Miller JK, Mills GB, Milovanovic A, Minner S, Miotto M, Arnau GM, Mirabello L, Mitchell C, Mitchell TJ, Miyano S, Miyoshi N, Mizuno S, Molnár-Gábor F, Moore MJ, Moore RA, Morganella S, Morris QD, Morrison C, Mose LE, Moser CD, Muiños F, Mularoni L, Mungall AJ, Mungall K, Musgrove EA, Mustonen V, Mutch D, Muyas F, Muzny DM, Muñoz A, Myers J, Myklebost O, Möller P, Nagae G, Nagrial AM, Nahal-Bose HK, Nakagama H, Nakagawa H, Nakamura H, Nakamura T, Nakano K, Nandi T, Nangalia J, Nastic M, Navarro A, Navarro FCP, Neal DE, Nettekoven G, Newell F, Newhouse SJ, Newton Y, Ng AWT, Ng A, Nicholson J, Nicol D, Nie Y, Nielsen GP, Nielsen MM, Nik-Zainal S, Noble MS, Nones K, Northcott PA, Notta F, O’Connor BD, O’Donnell P, O’Donovan M, O’Meara S, O’Neill BP, O’Neill JR, Ocana D, Ochoa A, Oesper L, Ogden C, Ohdan H, Ohi K, Ohno-Machado L, Oien KA, Ojesina AI, Ojima H, Okusaka T, Omberg L, Ong CK, Ossowski S, Ott G, Ouellette BFF, P’ng C, Paczkowska M, Paiella S, Pairojkul C, Pajic M, Pan-Hammarström Q, Papaemmanuil E, Papatheodorou I, Paramasivam N, Park JW, Park JW, Park K, Park K, Park PJ, Parker JS, Parsons SL, Pass H, Pasternack D, Pastore A, Patch AM, Pauporté I, Pea A, Pearson JV. Author Correction: Genomic basis for RNA alterations in cancer. Nature 2023; 614:E37. [PMID: 36697831 PMCID: PMC9931574 DOI: 10.1038/s41586-022-05596-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Affiliation(s)
| | - Claudia Calabrese
- grid.225360.00000 0000 9709 7726European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK
| | - Natalie R. Davidson
- grid.5801.c0000 0001 2156 2780ETH Zurich, Zurich, Switzerland ,grid.51462.340000 0001 2171 9952Memorial Sloan Kettering Cancer Center, New York, NY USA ,grid.5386.8000000041936877XWeill Cornell Medical College, New York, NY USA ,grid.419765.80000 0001 2223 3006SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland ,grid.412004.30000 0004 0478 9977University Hospital Zurich, Zurich, Switzerland
| | - Deniz Demircioğlu
- grid.4280.e0000 0001 2180 6431National University of Singapore, Singapore, Singapore ,grid.418377.e0000 0004 0620 715XGenome Institute of Singapore, Singapore, Singapore
| | - Nuno A. Fonseca
- grid.225360.00000 0000 9709 7726European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK
| | - Yao He
- grid.11135.370000 0001 2256 9319Peking University, Beijing, China
| | - André Kahles
- grid.5801.c0000 0001 2156 2780ETH Zurich, Zurich, Switzerland ,grid.51462.340000 0001 2171 9952Memorial Sloan Kettering Cancer Center, New York, NY USA ,grid.419765.80000 0001 2223 3006SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland ,grid.412004.30000 0004 0478 9977University Hospital Zurich, Zurich, Switzerland
| | - Kjong-Van Lehmann
- grid.5801.c0000 0001 2156 2780ETH Zurich, Zurich, Switzerland ,grid.51462.340000 0001 2171 9952Memorial Sloan Kettering Cancer Center, New York, NY USA ,grid.419765.80000 0001 2223 3006SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland ,grid.412004.30000 0004 0478 9977University Hospital Zurich, Zurich, Switzerland
| | - Fenglin Liu
- grid.11135.370000 0001 2256 9319Peking University, Beijing, China
| | - Yuichi Shiraishi
- grid.26999.3d0000 0001 2151 536XThe University of Tokyo, Minato-ku, Japan
| | - Cameron M. Soulette
- grid.205975.c0000 0001 0740 6917University of California, Santa Cruz, Santa Cruz, CA USA
| | - Lara Urban
- grid.225360.00000 0000 9709 7726European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK
| | - Liliana Greger
- grid.225360.00000 0000 9709 7726European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK
| | - Siliang Li
- grid.21155.320000 0001 2034 1839BGI-Shenzhen, Shenzhen, China ,grid.507779.b0000 0004 4910 5858China National GeneBank-Shenzhen, Shenzhen, China
| | - Dongbing Liu
- grid.21155.320000 0001 2034 1839BGI-Shenzhen, Shenzhen, China ,grid.507779.b0000 0004 4910 5858China National GeneBank-Shenzhen, Shenzhen, China
| | - Marc D. Perry
- grid.17063.330000 0001 2157 2938Ontario Institute for Cancer Research, Toronto, Ontario, Canada ,grid.266102.10000 0001 2297 6811University of California, San Francisco, San Francisco, CA USA
| | - Qian Xiang
- grid.17063.330000 0001 2157 2938Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Fan Zhang
- grid.11135.370000 0001 2256 9319Peking University, Beijing, China
| | - Junjun Zhang
- grid.17063.330000 0001 2157 2938Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Peter Bailey
- grid.8756.c0000 0001 2193 314XUniversity of Glasgow, Glasgow, UK
| | - Serap Erkek
- grid.4709.a0000 0004 0495 846XEuropean Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany
| | - Katherine A. Hoadley
- grid.10698.360000000122483208The University of North Carolina at Chapel Hill, Chapel Hill, NC USA
| | - Yong Hou
- grid.21155.320000 0001 2034 1839BGI-Shenzhen, Shenzhen, China ,grid.507779.b0000 0004 4910 5858China National GeneBank-Shenzhen, Shenzhen, China
| | - Matthew R. Huska
- grid.419491.00000 0001 1014 0849Berlin Institute for Medical Systems Biology, Max Delbruck Center for Molecular Medicine, Berlin, Germany
| | - Helena Kilpinen
- grid.83440.3b0000000121901201University College London, London, UK
| | - Jan O. Korbel
- grid.4709.a0000 0004 0495 846XEuropean Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany
| | - Maximillian G. Marin
- grid.205975.c0000 0001 0740 6917University of California, Santa Cruz, Santa Cruz, CA USA
| | - Julia Markowski
- grid.419491.00000 0001 1014 0849Berlin Institute for Medical Systems Biology, Max Delbruck Center for Molecular Medicine, Berlin, Germany
| | - Tannistha Nandi
- grid.418377.e0000 0004 0620 715XGenome Institute of Singapore, Singapore, Singapore
| | - Qiang Pan-Hammarström
- grid.21155.320000 0001 2034 1839BGI-Shenzhen, Shenzhen, China ,grid.4714.60000 0004 1937 0626Karolinska Institutet, Stockholm, Sweden
| | - Chandra Sekhar Pedamallu
- grid.66859.340000 0004 0546 1623Broad Institute, Cambridge, MA USA ,grid.65499.370000 0001 2106 9910Dana-Farber Cancer Institute, Boston, MA USA ,grid.38142.3c000000041936754XHarvard Medical School, Boston, MA USA
| | - Reiner Siebert
- grid.410712.10000 0004 0473 882XUlm University and Ulm University Medical Center, Ulm, Germany
| | - Stefan G. Stark
- grid.5801.c0000 0001 2156 2780ETH Zurich, Zurich, Switzerland ,grid.51462.340000 0001 2171 9952Memorial Sloan Kettering Cancer Center, New York, NY USA ,grid.419765.80000 0001 2223 3006SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland ,grid.412004.30000 0004 0478 9977University Hospital Zurich, Zurich, Switzerland
| | - Hong Su
- grid.21155.320000 0001 2034 1839BGI-Shenzhen, Shenzhen, China ,grid.507779.b0000 0004 4910 5858China National GeneBank-Shenzhen, Shenzhen, China
| | - Patrick Tan
- grid.418377.e0000 0004 0620 715XGenome Institute of Singapore, Singapore, Singapore ,grid.428397.30000 0004 0385 0924Duke-NUS Medical School, Singapore, Singapore
| | - Sebastian M. Waszak
- grid.4709.a0000 0004 0495 846XEuropean Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany
| | - Christina Yung
- grid.17063.330000 0001 2157 2938Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Shida Zhu
- grid.21155.320000 0001 2034 1839BGI-Shenzhen, Shenzhen, China ,grid.507779.b0000 0004 4910 5858China National GeneBank-Shenzhen, Shenzhen, China
| | - Philip Awadalla
- grid.17063.330000 0001 2157 2938Ontario Institute for Cancer Research, Toronto, Ontario, Canada ,grid.17063.330000 0001 2157 2938University of Toronto, Toronto, Ontario Canada
| | - Chad J. Creighton
- grid.39382.330000 0001 2160 926XBaylor College of Medicine, Houston, TX USA
| | - Matthew Meyerson
- grid.66859.340000 0004 0546 1623Broad Institute, Cambridge, MA USA ,grid.65499.370000 0001 2106 9910Dana-Farber Cancer Institute, Boston, MA USA ,grid.38142.3c000000041936754XHarvard Medical School, Boston, MA USA
| | | | - Kui Wu
- grid.21155.320000 0001 2034 1839BGI-Shenzhen, Shenzhen, China ,grid.507779.b0000 0004 4910 5858China National GeneBank-Shenzhen, Shenzhen, China
| | - Huanming Yang
- grid.21155.320000 0001 2034 1839BGI-Shenzhen, Shenzhen, China
| | | | - Alvis Brazma
- European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK.
| | - Angela N. Brooks
- grid.205975.c0000 0001 0740 6917University of California, Santa Cruz, Santa Cruz, CA USA ,grid.66859.340000 0004 0546 1623Broad Institute, Cambridge, MA USA ,grid.65499.370000 0001 2106 9910Dana-Farber Cancer Institute, Boston, MA USA
| | - Jonathan Göke
- grid.418377.e0000 0004 0620 715XGenome Institute of Singapore, Singapore, Singapore ,grid.410724.40000 0004 0620 9745National Cancer Centre Singapore, Singapore, Singapore
| | - Gunnar Rätsch
- ETH Zurich, Zurich, Switzerland. .,Memorial Sloan Kettering Cancer Center, New York, NY, USA. .,Weill Cornell Medical College, New York, NY, USA. .,SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland. .,University Hospital Zurich, Zurich, Switzerland.
| | - Roland F. Schwarz
- grid.225360.00000 0000 9709 7726European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK ,grid.419491.00000 0001 1014 0849Berlin Institute for Medical Systems Biology, Max Delbruck Center for Molecular Medicine, Berlin, Germany ,grid.7497.d0000 0004 0492 0584German Cancer Consortium (DKTK), partner site Berlin, Germany ,grid.7497.d0000 0004 0492 0584German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Oliver Stegle
- grid.225360.00000 0000 9709 7726European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK ,grid.4709.a0000 0004 0495 846XEuropean Molecular Biology Laboratory, Genome Biology Unit, Heidelberg, Germany ,grid.7497.d0000 0004 0492 0584German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Zemin Zhang
- grid.11135.370000 0001 2256 9319Peking University, Beijing, China
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Timms K, Lenz L, Cogan ES, Mayer EL, Kaklamani VG, Stearns V, Abramson VG, Falkson CI, Jankowitz RC, Marcom PKK, Tung NM, Gradishar WJ, Ford JM, Vinayak S, Boughey JC, Goetz MP, Storniolo AM, Connolly RM, Richardson AL, Telli ML. Exploring homologous recombination deficiency thresholds for predicting response to platinum-based treatment in triple negative breast cancer. J Clin Oncol 2022. [DOI: 10.1200/jco.2022.40.16_suppl.525] [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: 11/20/2022] Open
Abstract
525 Background: Homologous recombination deficiency (HRD) status can be used to identify patients who are eligible for treatment with DNA damaging agents. Using a 3-biomarker Genomic Instability Score (GIS) threshold of ≥42, studies have previously examined the association between HRD status and outcomes in patients with triple negative breast cancer (TNBC). However, evidence suggests that a GIS threshold of ≥33 may be more appropriate. Here, we conducted an exploratory analysis evaluating the ability of ≥33 and ≥42 GIS thresholds to predict response to platinum-based treatment in patients with TNBC. Methods: Patients across 5 cohorts (TBCRC0301, TBCRC0082, NCT013725793, PrECOG 01054, combined cisplatin cohort4) were included in this analysis if they had a primary TNBC diagnosis, received neoadjuvant platinum-based treatment, had a valid GIS, and had known pathologic complete response (pCR) status. GIS was determined by a combination of loss of heterozygosity, telomeric-allelic imbalance, and large-scale state transitions.4,5 BRCA mutation status was defined by loss of function resulting from a pathogenic variant in BRCA1 or BRCA2. Sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV), were calculated by comparing binary threshold status and binary pCR status. Results: A total of 204 tumors (158 BRCAwt; 33 BRCAm; 13 unknown) were included; pCR to platinum-based treatment occurred in 55 cases (39 BRCAwt; 14 BRCAm; 2 unknown). Sensitivity, specificity, PPV, and NPV were comparable between the ≥33 and ≥42 GIS thresholds, with the ≥33 threshold producing higher sensitivity values. This was true when thresholds were applied to all samples and to BRCAwt samples only (Table). Among patients who achieved pCR in response to platinum-based treatment, 5.5% of patients in the full cohort and 7.7% of those in the BRCAwt cohort had a GIS between 33-41. Conclusions: To ensure that the majority of patients likely to benefit from treatment are identified, a GIS of ≥33 may be the most appropriate threshold to predict response to platinum-based treatment in patients with TNBC; however, a prospective trial will be needed to confirm these findings. Additional studies will be important to determine whether this threshold may be appropriate to determine eligibility for other DNA-damaging agents such as PARP inhibitors. 1. Ann Oncol. 2020;31(11):1518-25 2. J Nucl Med. 2015;56(1):31-7. 3. Breast Cancer Res Treat. 2015;151(3):629-38. 4. Clin Cancer Res. 2016;22(15):3764-73. 5. Breast Cancer Res Treat. 2014;16(6):1-9. [Table: see text]
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | - James M. Ford
- Stanford University School of Medicine, Stanford, CA
| | | | | | | | | | | | - Andrea L. Richardson
- The Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins University, Baltimore, MD
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9
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Chen D, Gervai JZ, Póti Á, Németh E, Szeltner Z, Szikriszt B, Gyüre Z, Zámborszky J, Ceccon M, d'Adda di Fagagna F, Szallasi Z, Richardson AL, Szüts D. BRCA1 deficiency specific base substitution mutagenesis is dependent on translesion synthesis and regulated by 53BP1. Nat Commun 2022; 13:226. [PMID: 35017534 PMCID: PMC8752635 DOI: 10.1038/s41467-021-27872-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2021] [Accepted: 12/15/2021] [Indexed: 12/25/2022] Open
Abstract
Defects in BRCA1, BRCA2 and other genes of the homology-dependent DNA repair (HR) pathway cause an elevated rate of mutagenesis, eliciting specific mutation patterns including COSMIC signature SBS3. Using genome sequencing of knock-out cell lines we show that Y family translesion synthesis (TLS) polymerases contribute to the spontaneous generation of base substitution and short insertion/deletion mutations in BRCA1 deficient cells, and that TLS on DNA adducts is increased in BRCA1 and BRCA2 mutants. The inactivation of 53BP1 in BRCA1 mutant cells markedly reduces TLS-specific mutagenesis, and rescues the deficiency of template switch-mediated gene conversions in the immunoglobulin V locus of BRCA1 mutant chicken DT40 cells. 53BP1 also promotes TLS in human cellular extracts in vitro. Our results show that HR deficiency-specific mutagenesis is largely caused by TLS, and suggest a function for 53BP1 in regulating the choice between TLS and error-free template switching in replicative DNA damage bypass.
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Affiliation(s)
- Dan Chen
- Institute of Enzymology, Research Centre for Natural Sciences, Budapest, H-1117, Hungary
| | - Judit Z Gervai
- Institute of Enzymology, Research Centre for Natural Sciences, Budapest, H-1117, Hungary
| | - Ádám Póti
- Institute of Enzymology, Research Centre for Natural Sciences, Budapest, H-1117, Hungary
| | - Eszter Németh
- Institute of Enzymology, Research Centre for Natural Sciences, Budapest, H-1117, Hungary
| | - Zoltán Szeltner
- Institute of Enzymology, Research Centre for Natural Sciences, Budapest, H-1117, Hungary
| | - Bernadett Szikriszt
- Institute of Enzymology, Research Centre for Natural Sciences, Budapest, H-1117, Hungary
| | - Zsolt Gyüre
- Institute of Enzymology, Research Centre for Natural Sciences, Budapest, H-1117, Hungary
- Doctoral School of Molecular Medicine, Semmelweis University, Budapest, H-1085, Hungary
| | - Judit Zámborszky
- Institute of Enzymology, Research Centre for Natural Sciences, Budapest, H-1117, Hungary
| | - Marta Ceccon
- IFOM Foundation-FIRC Institute of Molecular Oncology Foundation, Via Adamello 16, 20139, Milan, Italy
| | - Fabrizio d'Adda di Fagagna
- IFOM Foundation-FIRC Institute of Molecular Oncology Foundation, Via Adamello 16, 20139, Milan, Italy
- Istituto di Genetica Molecolare, Consiglio Nazionale delle Ricerche (IGM-CNR), Via Abbiategrasso 207, 27100, Pavia, Italy
| | - Zoltan Szallasi
- Computational Health Informatics Program (CHIP), Boston Children's Hospital and Harvard Medical School, Boston, MA, 02215, USA
- Danish Cancer Society Research Center, Copenhagen, 2100, Denmark
- SE-NAP, Brain Metastasis Research Group, 2nd Department of Pathology, Semmelweis University, Budapest, H-1092, Hungary
| | | | - Dávid Szüts
- Institute of Enzymology, Research Centre for Natural Sciences, Budapest, H-1117, Hungary.
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Nunes R, Sella T, Treuner K, Atkinson JM, Wong J, Zhang Y, Exman P, Dabbs D, Richardson AL, Schnabel CA, Sgroi DC, Oesterreich S, Cimino-Mathews A, Metzger O. Prognostic Utility of Breast Cancer Index to Stratify Distant Recurrence Risk in Invasive Lobular Carcinoma. Clin Cancer Res 2021; 27:5688-5696. [PMID: 34376532 PMCID: PMC9401569 DOI: 10.1158/1078-0432.ccr-21-0733] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Revised: 06/21/2021] [Accepted: 07/29/2021] [Indexed: 01/07/2023]
Abstract
PURPOSE The prognostic utility of Breast Cancer Index (BCI) for risk assessment of overall (0-10 years), early (0-5 years), and late (5-10 years) distant recurrence (DR) in hormone receptor-positive (HR+) invasive lobular carcinoma (ILC) was evaluated. EXPERIMENTAL DESIGN BCI gene expression analysis was performed blinded to clinical outcome utilizing tumor specimens from patients with HR+ ILC from a multi-institutional cohort. The primary endpoint was time to DR. Kaplan-Meier analyses of overall, early, and late DR risk were performed, and statistical significance was evaluated by log-rank test and Cox proportional hazards regression. The prognostic contribution of BCI in addition to clinicopathologic factors was evaluated by likelihood ratio analysis. RESULTS Analysis of 307 patients (99% ER+, 53% T1, 42% N+, 70% grade II) showed significant differences in DR over 10 years based on BCI risk categories. BCI low- and intermediate-risk patients demonstrated similar DR rates of 7.6% and 8.0%, respectively, compared with 27.0% for BCI high-risk patients. BCI was a significant independent prognostic factor for overall 10-year DR [HR = 4.09; 95% confidence interval (CI), 2.00-8.34; P = 0.0001] as well as for both early (HR = 8.19; 95% CI, 1.85-36.30; P = 0.0042) and late (HR = 3.04; 95% CI, 1.32-7.00; P = 0.0224) DR. In multivariate analysis, BCI remained the only statistically significant prognostic factor for DR (HR = 3.49; 95% CI, 1.28-9.54; P = 0.0150). CONCLUSIONS BCI is an independent prognostic factor for ILC and significantly stratified patients for cumulative risk of 10-year, early, and late DR. BCI added prognostic value beyond clinicopathologic characteristics in this distinct subtype of breast cancer.
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Affiliation(s)
- Raquel Nunes
- Johns Hopkins University, The Sidney Kimmel Comprehensive Cancer Center, Baltimore, Maryland
| | - Tal Sella
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Kai Treuner
- Biotheranostics, Inc., San Diego, California
| | - Jennifer M. Atkinson
- UPMC Hillman Cancer Center, University of Pittsburgh, Magee-Womens Research Institute, Pittsburgh, Pennsylvania
| | - Jenna Wong
- Biotheranostics, Inc., San Diego, California
| | - Yi Zhang
- Biotheranostics, Inc., San Diego, California
| | - Pedro Exman
- Hospital Alemao Oswaldo Cruz, São Paulo, Brazil
| | - David Dabbs
- UPMC Hillman Cancer Center, University of Pittsburgh, Magee-Womens Research Institute, Pittsburgh, Pennsylvania
| | - Andrea L. Richardson
- Johns Hopkins University, The Sidney Kimmel Comprehensive Cancer Center, Baltimore, Maryland
| | | | | | - Steffi Oesterreich
- UPMC Hillman Cancer Center, University of Pittsburgh, Magee-Womens Research Institute, Pittsburgh, Pennsylvania
| | - Ashley Cimino-Mathews
- Johns Hopkins University, The Sidney Kimmel Comprehensive Cancer Center, Baltimore, Maryland
| | - Otto Metzger
- Dana-Farber Cancer Institute, Boston, Massachusetts.,Corresponding Author: Otto Metzger, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215. E-mail:
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11
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May RL, Clayton MA, Richardson AL, Kinsella SM, Khalil A, Lucas DN. Defining the decision-to-delivery interval at caesarean section: narrative literature review and proposal for standardisation. Anaesthesia 2021; 77:96-104. [PMID: 34494667 DOI: 10.1111/anae.15570] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/29/2021] [Indexed: 12/01/2022]
Abstract
The decision-to-delivery interval is a widely used term at non-elective caesarean section. While the definition may appear self-evident, there is no universally agreed consensus about when this period begins and ends. We reviewed the literature for original research utilising the terms 'decision-to-delivery', 'decision-to-incision' or 'incision-to-delivery' and examined definitions used for decision, delivery, incision, as well as any additional time intervals that were assessed. Our analysis demonstrated an inconsistent non-standardised approach to defining these intervals, which might have clinical practice and medicolegal ramifications. We propose that the decision-to-delivery interval should be defined as follows: the interval between the time at which the senior obstetrician makes the decision that a caesarean section is required and the time at which the fetus (or first fetus in the case of multiples) is delivered. The decision time should ideally be recorded contemporaneously in the medical notes or partogram.
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Affiliation(s)
- R L May
- Imperial School of Anaesthesia, London, UK
| | | | - A L Richardson
- Department of Anaesthesia, London North West University Healthcare NHS Trust, London, UK
| | - S M Kinsella
- Department of Anaesthesia, University Hospitals Bristol and Weston NHS Foundation Trust, Bristol, UK
| | - A Khalil
- Fetal Medicine Unit, Department of Obstetrics and Gynaecology, St George's University Hospitals NHS Foundation Trust, London, UK
| | - D N Lucas
- Department of Anaesthesia, London North West University Healthcare NHS Trust, London, UK
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12
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Richardson AL, Bhuptani S, Lucas DN. The extension of epidural blockade for emergency caesarean delivery: a survey of UK practice. Int J Obstet Anesth 2021; 46:102977. [PMID: 33893008 DOI: 10.1016/j.ijoa.2021.102977] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/04/2021] [Revised: 02/15/2021] [Accepted: 03/03/2021] [Indexed: 11/19/2022]
Affiliation(s)
- A L Richardson
- London North West University Healthcare NHS Trust, London, UK.
| | - S Bhuptani
- London North West University Healthcare NHS Trust, London, UK
| | - D N Lucas
- London North West University Healthcare NHS Trust, London, UK
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13
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Mayer EL, Abramson V, Jankowitz R, Falkson C, Marcom PK, Traina T, Carey L, Rimawi M, Specht J, Miller K, Stearns V, Tung N, Perou C, Richardson AL, Componeschi K, Trippa L, Tan-Wasielewski Z, Timms K, Krop I, Wolff AC, Winer EP. TBCRC 030: a phase II study of preoperative cisplatin versus paclitaxel in triple-negative breast cancer: evaluating the homologous recombination deficiency (HRD) biomarker. Ann Oncol 2020; 31:1518-1525. [PMID: 32798689 PMCID: PMC8437015 DOI: 10.1016/j.annonc.2020.08.2064] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [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: 04/24/2020] [Revised: 07/21/2020] [Accepted: 08/02/2020] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Cisplatin and paclitaxel are active in triple-negative breast cancer (TNBC). Despite different mechanisms of action, effective predictive biomarkers to preferentially inform drug selection have not been identified. The homologous recombination deficiency (HRD) assay (Myriad Genetics, Inc.) detects impaired double-strand DNA break repair and may identify patients with BRCA1/2-proficient tumors that are sensitive to DNA-targeting therapy. The primary objective of TBCRC 030 was to detect an association of HRD with pathologic response [residual cancer burden (RCB)-0/1] to single-agent cisplatin or paclitaxel. PATIENTS AND METHODS This prospective phase II study enrolled patients with germline BRCA1/2 wild-type/unknown stage I-III TNBC in a 12-week randomized study of preoperative cisplatin or paclitaxel. The HRD assay was carried out on baseline tissue; positive HRD was defined as a score ≥33. Crossover to an alternative chemotherapy was offered if there was inadequate response. RESULTS One hundred and thirty-nine patients were evaluable for response, including 88 (63.3%) who had surgery at 12 weeks and 51 (36.7%) who crossed over to an alternative provider-selected preoperative chemotherapy regimen due to inadequate clinical response. HRD results were available for 104 tumors (74.8%) and 74 (71.1%) were HRD positive. The RCB-0/1 rate was 26.4% with cisplatin and 22.3% with paclitaxel. No significant association was observed between HRD score and RCB response to either cisplatin [odds ratio (OR) for RCB-0/1 if HRD positive 2.22 (95% CI: 0.39-23.68)] or paclitaxel [OR for RCB-0/1 if HRD positive 0.90 (95% CI: 0.19-4.95)]. There was no evidence of an interaction between HRD and pathologic response to chemotherapy. CONCLUSIONS In this prospective preoperative trial in TNBC, HRD was not predictive of pathologic response. Tumors were similarly responsive to preoperative paclitaxel or cisplatin chemotherapy.
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Affiliation(s)
- E L Mayer
- Dana-Farber Cancer Institute, Boston, USA.
| | - V Abramson
- Vanderbilt-Ingram Cancer Center, Vanderbilt University, Nashville, USA
| | - R Jankowitz
- University of Pittsburgh Medical Center Hillman Cancer Center, Pittsburgh, USA
| | - C Falkson
- University of Rochester Medical Center, Rochester, USA
| | - P K Marcom
- Duke University Cancer Institute, Durham, USA
| | - T Traina
- Memorial Sloan Kettering Cancer Center, New York, USA
| | - L Carey
- University of North Carolina at Chapel Hill Lineberger Comprehensive Cancer Center, Chapel Hill, USA
| | - M Rimawi
- Baylor College of Medicine, Houston, USA
| | - J Specht
- Seattle Cancer Care Alliance, Seattle, USA
| | - K Miller
- Indiana University Simon Cancer Center, Indianapolis, USA
| | - V Stearns
- Johns Hopkins University Sidney Kimmel Cancer Center, Baltimore, USA
| | - N Tung
- Beth Israel Deaconess Medical Center, Boston, USA
| | - C Perou
- University of North Carolina at Chapel Hill Lineberger Comprehensive Cancer Center, Chapel Hill, USA
| | - A L Richardson
- Johns Hopkins University Sidney Kimmel Cancer Center, Baltimore, USA
| | | | - L Trippa
- Dana-Farber Cancer Institute, Boston, USA
| | | | - K Timms
- Myriad Genetics Inc., Salt Lake City, USA
| | - I Krop
- Dana-Farber Cancer Institute, Boston, USA
| | - A C Wolff
- Johns Hopkins University Sidney Kimmel Cancer Center, Baltimore, USA
| | - E P Winer
- Dana-Farber Cancer Institute, Boston, USA
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14
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Hunter N, Parsons H, Sherry A, Shinn D, Shin DH, Cole A, Cragnotti G, Groginski T, Leathers M, Richardson AL, Argani P, Wolff A, Cope L, Edelstein D, Holtrup F, Sloane H, Chakravarthy B, Stearns V, Park BH. Abstract P6-10-05: TBCRC 040: Pathologic response evaluation and detection in circulating tumor DNA (PREDICT DNA): Initial results piloting a tissue-biopsy independent method of identifying and monitoring tumor-specific mutations in early stage breast cancer. Cancer Res 2020. [DOI: 10.1158/1538-7445.sabcs19-p6-10-05] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [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: The PREDICT DNA trial is the first prospective, multi-center study aimed at validating cell-free plasma derived circulating tumor DNA (ctDNA) as a biomarker for treatment response and recurrence in early stage, triple-negative or HER2-positive (any hormone receptor status) breast cancer. Its primary aim is to determine the negative predictive value (NPV) of the absence of ctDNA after neoadjuvant therapy (NAT) for the achievement of pathologic complete response (pCR). This study has met its accrual goals and results of the overall trial are anticipated within the next year. The initial PREDICT DNA study design stipulated that tumor specific mutations (TSMs) to be tracked in blood would be identified by next gen sequencing (NGS) of tumor biopsy tissue. A disadvantage of this design is the dependence on adequate biopsy tissue. Recently, the advent of Safe-SeqS technology has enabled robust detection of rare variants using NGS with a sensitivity of approximately 0.05% mutant allele fraction. We employed these new NGS methods to pilot a novel tissue-independent approach to ctDNA detection and monitoring. Objective: The primary objective of this pilot study was to determine whether ultrasensitive NGS using a targeted cancer mutation panel can identify TSMs in ctDNA of early-stage breast cancer patients without the use of biopsy tissue. Methods: The PREDICT DNA trial enrolled 228 women from 22 sites with stage II/III breast cancer for whom standard neoadjuvant therapy was planned. Of these, 58 patients had matched pre-and post-NAT samples available for analysis at the time of this pilot. All pre-NAT samples were analyzed for the presence of TSMs using Sysmex Inostics’ SafeSEQ. Patients with detectable ctDNA before NAT were also evaluated for residual ctDNA after completion of NAT but prior to surgery. Five samples were also tested by digital PCR (BEAMing) for cross-platform comparison. Results: TSMs in ctDNA were identified in 29 of 58 patients (50%) prior to NAT. Of pre-NAT ctDNA(+) patients, TSMs were detected in TP53 (90%) and PIK3CA (10%); three patients (10%) were found to have 2 TSMs. Concordance between SafeSEQ and BEAMing was 100% in five samples tested [3 ctDNA(+), 2 ctDNA(-)]. Of 29 ctDNA(+) patients, 24 (83%) demonstrated reduction or elimination of detectable ctDNA following neoadjuvant therapy, with 16 (55%) converting to ctDNA(-). Conclusion: Identification of TSMs in the plasma of early-stage breast cancer patients without the need for biopsy tissue is feasible using a SafeSEQ cancer mutation panel. Further measures to improve the sensitivity of pre-treatment TSM analysis, such as increased plasma volume input and comprehensive TP53 mutational analysis are currently under investigation. Correlations between clinicopathologic factors with ctDNA detection and burden, as well as the NPV of post-NAT ctDNA for pCR and residual cancer burden, will be reported at the time of abstract presentation.
NH and HP contributed equally to this work.
Citation Format: Natasha Hunter, Heather Parsons, Alexander Sherry, Daniel Shinn, Dong Ho Shin, Alex Cole, Giovanni Cragnotti, Taylor Groginski, Margaret Leathers, Andrea L Richardson, Pedram Argani, Antonio Wolff, Leslie Cope, Dan Edelstein, Frank Holtrup, Hilary Sloane, Bapsi Chakravarthy, Vered Stearns, Ben H Park. TBCRC 040: Pathologic response evaluation and detection in circulating tumor DNA (PREDICT DNA): Initial results piloting a tissue-biopsy independent method of identifying and monitoring tumor-specific mutations in early stage breast cancer [abstract]. In: Proceedings of the 2019 San Antonio Breast Cancer Symposium; 2019 Dec 10-14; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2020;80(4 Suppl):Abstract nr P6-10-05.
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Affiliation(s)
| | | | | | | | - Dong Ho Shin
- 3Vanderbilt University Medical Center, Nashville, TN
| | - Alex Cole
- 4Johns Hopkins University, Baltimore, MD
| | | | | | | | | | | | | | | | | | | | | | | | | | - Ben H Park
- 3Vanderbilt University Medical Center, Nashville, TN
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15
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King TA, Liu MC, McClure MB, Hinoue T, Kelly BJ, Creighton CJ, Bowen J, Leraas K, Burns RT, Coppens S, Rezk S, Garrett AL, Balko JM, Parker JS, Park BH, Krop I, Anders C, Hoadley KA, Gastier-Foster J, Rimawi MF, Nanda R, Lin NU, Isaacs C, Marcom PK, Storniolo AM, Couch FJ, Mardis ER, Lee AV, Chandran U, Laird PW, Hilsenbeck SG, Norton L, Richardson AL, Symmans WF, Carey LA, Wolff AC, Davidson NE, Perou CM. Abstract GS3-08: Multiplatform analysis of matched primary and metastatic breast tumors from the AURORA US Network. Cancer Res 2020. [DOI: 10.1158/1538-7445.sabcs19-gs3-08] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [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: It has become increasingly clear that effective treatment of metastatic breast cancer (MBC) requires an in-depth understanding of the molecular differences between primary tumors and metastases. The AURORA US Network was established to collect primary breast cancer-metastasis pairs for multi-platform genomic profiling in order to identify the molecular drivers of metastatic disease. AURORA US has both a retrospective and prospective phase. This is the first report of the retrospective phase.
Methods: Archived tissue samples from the primary tumor and at least one distant metastasis were retrospectively collected from 83 MBC patients. Following internal quality assessment, samples from 55 pts, including 105 distinct metastatic lesions, were subject to DNA low pass whole genome and exome sequencing, DNA methylation arrays, and RNA sequencing. Early analyses of these multi-platform data include: DNA methylation, tumor gene expression and microenvironmental signatures, somatic and germline variants, DNA copy number changes, and structural variants between breast primaries and matched metastases.
Results: Median age at diagnosis was 49 years (25-76); 32 (58%) were Stage I or II at presentation, 27 (49%) had a family history of breast cancer, and 20 (36%) had a second breast primary. Median disease-free interval before developing MBC was 2 years (range 0-36, 5 patients presented with Stage IV). Median overall survival from initial presentation was 4 years (range 0-37). Median survival after developing MBC was 1 year (range 0-13), with a median of three treatments. Primary tissue samples were banked from 1977-2017 and metastases were banked from 1999-2017. Clinical phenotypes of the primaries included 27 HR+ (49%), 15 triple negative (TNBC, 27%), and 11 HER2+ (20%, 12 missing HER2 status). Intrinsic subtype distribution of the primaries included 17 Basal-like (31%), 17 Luminal A (31%), 7 Normal-like (13%), 5 HER2-enriched (9%), and 1 Luminal B, with 8 pending. All metastases from the Basal-like cases remained Basal-like, while metastases from luminal primaries tended to gain HER2-Enriched subtype features (5/18, p = 0.01). Overall, we identified significant metastasis-enriched alterations in metabolism pathways, an increase in proliferation, and the loss of differentiation signatures and immune infiltrates with progression; the latter being the most pronounced in brain metastases. The most frequent somatic mutations in this cohort were in TP53, NCOR1, and RUNX1. Interestingly, ERBB2, EGFR, and ATM were also mutated in ≥10% of the tumors sequenced. In almost all cases, CpG island hypermethylation was clonally present in the primary tumor and persisted stably in the majority of metastatic lesions. Promoter CpG island hypermethylation was also identified in some metastatic lesions at JAM3, an important cellular adhesion molecule,and this was accompanied by reduced mRNA expression.
CONCLUSIONS: Collection of banked primary and metastatic tissue pairs identified a young MBC cohort with a high frequency of breast cancer family history and second breast primaries. Molecular characterization of luminal tumor pairs highlighted acquisition of aggressive traits including increased proliferation and loss of differentiation in the metastases. In contrast, basal-like pairs remained relatively unchanged, except for the loss of immune activation. Ongoing analyses to be presented include clonal heterogeneity and phylogeny, novel metastasis signature discovery, gene fusion, and endogenous retrovirus detection.
Citation Format: Tari A King, Minetta C Liu, Marni B McClure, Toshinori Hinoue, Benjamin J Kelly, Chad J Creighton, Jay Bowen, Kristen Leraas, Robyn T Burns, Sara Coppens, Salma Rezk, Amy L Garrett, Justin M Balko, Joel S Parker, Ben H Park, Ian Krop, Carey Anders, Katherine A Hoadley, Julie Gastier-Foster, Mothaffar F Rimawi, Rita Nanda, Nancy U Lin, Claudine Isaacs, P. Kelly Marcom, Anna Maria Storniolo, Fergus J Couch, Elaine R Mardis, Adrian V Lee, Uma Chandran, Peter W Laird, Susan G Hilsenbeck, Larry Norton, Andrea L Richardson, W. Fraser Symmans, Lisa A Carey, Antonio C Wolff, Nancy E Davidson, Charles M Perou, the AURORA US Network. Multiplatform analysis of matched primary and metastatic breast tumors from the AURORA US Network [abstract]. In: Proceedings of the 2019 San Antonio Breast Cancer Symposium; 2019 Dec 10-14; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2020;80(4 Suppl):Abstract nr GS3-08.
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Affiliation(s)
| | | | | | | | | | | | - Jay Bowen
- 5Nationwide Children’s Hospital, Columbus, OH
| | | | - Robyn T Burns
- 7Translational Breast Cancer Research Consortium, Baltimore, MD
| | | | - Salma Rezk
- 3University of North Carolina, Chapel Hill, NC
| | | | | | | | - Ben H Park
- 8Vanderbilt University Medical Center, Nashville, TN
| | - Ian Krop
- 1Dana Farber Cancer Institute, Boston, MA
| | | | | | | | | | | | | | | | | | | | | | | | - Adrian V Lee
- 13UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA
| | - Uma Chandran
- 13UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA
| | | | | | - Larry Norton
- 14Memorial Sloan Kettering Cancer Center, New York, NY
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Aaltonen LA, Abascal F, Abeshouse A, Aburatani H, Adams DJ, Agrawal N, Ahn KS, Ahn SM, Aikata H, Akbani R, Akdemir KC, Al-Ahmadie H, Al-Sedairy ST, Al-Shahrour F, Alawi M, Albert M, Aldape K, Alexandrov LB, Ally A, Alsop K, Alvarez EG, Amary F, Amin SB, Aminou B, Ammerpohl O, Anderson MJ, Ang Y, Antonello D, Anur P, Aparicio S, Appelbaum EL, Arai Y, Aretz A, Arihiro K, Ariizumi SI, Armenia J, Arnould L, Asa S, Assenov Y, Atwal G, Aukema S, Auman JT, Aure MRR, Awadalla P, Aymerich M, Bader GD, Baez-Ortega A, Bailey MH, Bailey PJ, Balasundaram M, Balu S, Bandopadhayay P, Banks RE, Barbi S, Barbour AP, Barenboim J, Barnholtz-Sloan J, Barr H, Barrera E, Bartlett J, Bartolome J, Bassi C, Bathe OF, Baumhoer D, Bavi P, Baylin SB, Bazant W, Beardsmore D, Beck TA, Behjati S, Behren A, Niu B, Bell C, Beltran S, Benz C, Berchuck A, Bergmann AK, Bergstrom EN, Berman BP, Berney DM, Bernhart SH, Beroukhim R, Berrios M, Bersani S, Bertl J, Betancourt M, Bhandari V, Bhosle SG, Biankin AV, Bieg M, Bigner D, Binder H, Birney E, Birrer M, Biswas NK, Bjerkehagen B, Bodenheimer T, Boice L, Bonizzato G, De Bono JS, Boot A, Bootwalla MS, Borg A, Borkhardt A, Boroevich KA, Borozan I, Borst C, Bosenberg M, Bosio M, Boultwood J, Bourque G, Boutros PC, Bova GS, Bowen DT, Bowlby R, Bowtell DDL, Boyault S, Boyce R, Boyd J, Brazma A, Brennan P, Brewer DS, Brinkman AB, Bristow RG, Broaddus RR, Brock JE, Brock M, Broeks A, Brooks AN, Brooks D, Brors B, Brunak S, Bruxner TJC, Bruzos AL, Buchanan A, Buchhalter I, Buchholz C, Bullman S, Burke H, Burkhardt B, Burns KH, Busanovich J, Bustamante CD, Butler AP, Butte AJ, Byrne NJ, Børresen-Dale AL, Caesar-Johnson SJ, Cafferkey A, Cahill D, Calabrese C, Caldas C, Calvo F, Camacho N, Campbell PJ, Campo E, Cantù C, Cao S, Carey TE, Carlevaro-Fita J, Carlsen R, Cataldo I, Cazzola M, Cebon J, Cerfolio R, Chadwick DE, Chakravarty D, Chalmers D, Chan CWY, Chan K, Chan-Seng-Yue M, Chandan VS, Chang DK, Chanock SJ, Chantrill LA, Chateigner A, Chatterjee N, Chayama K, Chen HW, Chen J, Chen K, Chen Y, Chen Z, Cherniack AD, Chien J, Chiew YE, Chin SF, Cho J, Cho S, Choi JK, Choi W, Chomienne C, Chong Z, Choo SP, Chou A, Christ AN, Christie EL, Chuah E, Cibulskis C, Cibulskis K, Cingarlini S, Clapham P, Claviez A, Cleary S, Cloonan N, Cmero M, Collins CC, Connor AA, Cooke SL, Cooper CS, Cope L, Corbo V, Cordes MG, Cordner SM, Cortés-Ciriano I, Covington K, Cowin PA, Craft B, Craft D, Creighton CJ, Cun Y, Curley E, Cutcutache I, Czajka K, Czerniak B, Dagg RA, Danilova L, Davi MV, Davidson NR, Davies H, Davis IJ, Davis-Dusenbery BN, Dawson KJ, De La Vega FM, De Paoli-Iseppi R, Defreitas T, Tos APD, Delaneau O, Demchok JA, Demeulemeester J, Demidov GM, Demircioğlu D, Dennis NM, Denroche RE, Dentro SC, Desai N, Deshpande V, Deshwar AG, Desmedt C, Deu-Pons J, Dhalla N, Dhani NC, Dhingra P, Dhir R, DiBiase A, Diamanti K, Ding L, Ding S, Dinh HQ, Dirix L, Doddapaneni H, Donmez N, Dow MT, Drapkin R, Drechsel O, Drews RM, Serge S, Dudderidge T, Dueso-Barroso A, Dunford AJ, Dunn M, Dursi LJ, Duthie FR, Dutton-Regester K, Eagles J, Easton DF, Edmonds S, Edwards PA, Edwards SE, Eeles RA, Ehinger A, Eils J, Eils R, El-Naggar A, Eldridge M, Ellrott K, Erkek S, Escaramis G, Espiritu SMG, Estivill X, Etemadmoghadam D, Eyfjord JE, Faltas BM, Fan D, Fan Y, Faquin WC, Farcas C, Fassan M, Fatima A, Favero F, Fayzullaev N, Felau I, Fereday S, Ferguson ML, Ferretti V, Feuerbach L, Field MA, Fink JL, Finocchiaro G, Fisher C, Fittall MW, Fitzgerald A, Fitzgerald RC, Flanagan AM, Fleshner NE, Flicek P, Foekens JA, Fong KM, Fonseca NA, Foster CS, Fox NS, Fraser M, Frazer S, Frenkel-Morgenstern M, Friedman W, Frigola J, Fronick CC, Fujimoto A, Fujita M, Fukayama M, Fulton LA, Fulton RS, Furuta M, Futreal PA, Füllgrabe A, Gabriel SB, Gallinger S, Gambacorti-Passerini C, Gao J, Gao S, Garraway L, Garred Ø, Garrison E, Garsed DW, Gehlenborg N, Gelpi JLL, George J, Gerhard DS, Gerhauser C, Gershenwald JE, Gerstein M, Gerstung M, Getz G, Ghori M, Ghossein R, Giama NH, Gibbs RA, Gibson B, Gill AJ, Gill P, Giri DD, Glodzik D, Gnanapragasam VJ, Goebler ME, Goldman MJ, Gomez C, Gonzalez S, Gonzalez-Perez A, Gordenin DA, Gossage J, Gotoh K, Govindan R, Grabau D, Graham JS, Grant RC, Green AR, Green E, Greger L, Grehan N, Grimaldi S, Grimmond SM, Grossman RL, Grundhoff A, Gundem G, Guo Q, Gupta M, Gupta S, Gut IG, Gut M, Göke J, Ha G, Haake A, Haan D, Haas S, Haase K, Haber JE, Habermann N, Hach F, Haider S, Hama N, Hamdy FC, Hamilton A, Hamilton MP, Han L, Hanna GB, Hansmann M, Haradhvala NJ, Harismendy O, Harliwong I, Harmanci AO, Harrington E, Hasegawa T, Haussler D, Hawkins S, Hayami S, Hayashi S, Hayes DN, Hayes SJ, Hayward NK, Hazell S, He Y, Heath AP, Heath SC, Hedley D, Hegde AM, Heiman DI, Heinold MC, Heins Z, Heisler LE, Hellstrom-Lindberg E, Helmy M, Heo SG, Hepperla AJ, Heredia-Genestar JM, Herrmann C, Hersey P, Hess JM, Hilmarsdottir H, Hinton J, Hirano S, Hiraoka N, Hoadley KA, Hobolth A, Hodzic E, Hoell JI, Hoffmann S, Hofmann O, Holbrook A, Holik AZ, Hollingsworth MA, Holmes O, Holt RA, Hong C, Hong EP, Hong JH, Hooijer GK, Hornshøj H, Hosoda F, Hou Y, Hovestadt V, Howat W, Hoyle AP, Hruban RH, Hu J, Hu T, Hua X, Huang KL, Huang M, Huang MN, Huang V, Huang Y, Huber W, Hudson TJ, Hummel M, Hung JA, Huntsman D, Hupp TR, Huse J, Huska MR, Hutter B, Hutter CM, Hübschmann D, Iacobuzio-Donahue CA, Imbusch CD, Imielinski M, Imoto S, Isaacs WB, Isaev K, Ishikawa S, Iskar M, Islam SMA, Ittmann M, Ivkovic S, Izarzugaza JMG, Jacquemier J, Jakrot V, Jamieson NB, Jang GH, Jang SJ, Jayaseelan JC, Jayasinghe R, Jefferys SR, Jegalian K, Jennings JL, Jeon SH, Jerman L, Ji Y, Jiao W, Johansson PA, Johns AL, Johns J, Johnson R, Johnson TA, Jolly C, Joly Y, Jonasson JG, Jones CD, Jones DR, Jones DTW, Jones N, Jones SJM, Jonkers J, Ju YS, Juhl H, Jung J, Juul M, Juul RI, Juul S, Jäger N, Kabbe R, Kahles A, Kahraman A, Kaiser VB, Kakavand H, Kalimuthu S, von Kalle C, Kang KJ, Karaszi K, Karlan B, Karlić R, Karsch D, Kasaian K, Kassahn KS, Katai H, Kato M, Katoh H, Kawakami Y, Kay JD, Kazakoff SH, Kazanov MD, Keays M, Kebebew E, Kefford RF, Kellis M, Kench JG, Kennedy CJ, Kerssemakers JNA, Khoo D, Khoo V, Khuntikeo N, Khurana E, Kilpinen H, Kim HK, Kim HL, Kim HY, Kim H, Kim J, Kim J, Kim JK, Kim Y, King TA, Klapper W, Kleinheinz K, Klimczak LJ, Knappskog S, Kneba M, Knoppers BM, Koh Y, Komorowski J, Komura D, Komura M, Kong G, Kool M, Korbel JO, Korchina V, Korshunov A, Koscher M, Koster R, Kote-Jarai Z, Koures A, Kovacevic M, Kremeyer B, Kretzmer H, Kreuz M, Krishnamurthy S, Kube D, Kumar K, Kumar P, Kumar S, Kumar Y, Kundra R, Kübler K, Küppers R, Lagergren J, Lai PH, Laird PW, Lakhani SR, Lalansingh CM, Lalonde E, Lamaze FC, Lambert A, Lander E, Landgraf P, Landoni L, Langerød A, Lanzós A, Larsimont D, Larsson E, Lathrop M, Lau LMS, Lawerenz C, Lawlor RT, Lawrence MS, Lazar AJ, Lazic AM, Le X, Lee D, Lee D, Lee EA, Lee HJ, Lee JJK, Lee JY, Lee J, Lee MTM, Lee-Six H, Lehmann KV, Lehrach H, Lenze D, Leonard CR, Leongamornlert DA, Leshchiner I, Letourneau L, Letunic I, Levine DA, Lewis L, Ley T, Li C, Li CH, Li HI, Li J, Li L, Li S, Li S, Li X, Li X, Li X, Li Y, Liang H, Liang SB, Lichter P, Lin P, Lin Z, Linehan WM, Lingjærde OC, Liu D, Liu EM, Liu FFF, Liu F, Liu J, Liu X, Livingstone J, Livitz D, Livni N, Lochovsky L, Loeffler M, Long GV, Lopez-Guillermo A, Lou S, Louis DN, Lovat LB, Lu Y, Lu YJ, Lu Y, Luchini C, Lungu I, Luo X, Luxton HJ, Lynch AG, Lype L, López C, López-Otín C, Ma EZ, Ma Y, MacGrogan G, MacRae S, Macintyre G, Madsen T, Maejima K, Mafficini A, Maglinte DT, Maitra A, Majumder PP, Malcovati L, Malikic S, Malleo G, Mann GJ, Mantovani-Löffler L, Marchal K, Marchegiani G, Mardis ER, Margolin AA, Marin MG, Markowetz F, Markowski J, Marks J, Marques-Bonet T, Marra MA, Marsden L, Martens JWM, Martin S, Martin-Subero JI, Martincorena I, Martinez-Fundichely A, Maruvka YE, Mashl RJ, Massie CE, Matthew TJ, Matthews L, Mayer E, Mayes S, Mayo M, Mbabaali F, McCune K, McDermott U, McGillivray PD, McLellan MD, McPherson JD, McPherson JR, McPherson TA, Meier SR, Meng A, Meng S, Menzies A, Merrett ND, Merson S, Meyerson M, Meyerson W, Mieczkowski PA, Mihaiescu GL, Mijalkovic S, Mikkelsen T, Milella M, Mileshkin L, Miller CA, Miller DK, Miller JK, Mills GB, Milovanovic A, Minner S, Miotto M, Arnau GM, Mirabello L, Mitchell C, Mitchell TJ, Miyano S, Miyoshi N, Mizuno S, Molnár-Gábor F, Moore MJ, Moore RA, Morganella S, Morris QD, Morrison C, Mose LE, Moser CD, Muiños F, Mularoni L, Mungall AJ, Mungall K, Musgrove EA, Mustonen V, Mutch D, Muyas F, Muzny DM, Muñoz A, Myers J, Myklebost O, Möller P, Nagae G, Nagrial AM, Nahal-Bose HK, Nakagama H, Nakagawa H, Nakamura H, Nakamura T, Nakano K, Nandi T, Nangalia J, Nastic M, Navarro A, Navarro FCP, Neal DE, Nettekoven G, Newell F, Newhouse SJ, Newton Y, Ng AWT, Ng A, Nicholson J, Nicol D, Nie Y, Nielsen GP, Nielsen MM, Nik-Zainal S, Noble MS, Nones K, Northcott PA, Notta F, O’Connor BD, O’Donnell P, O’Donovan M, O’Meara S, O’Neill BP, O’Neill JR, Ocana D, Ochoa A, Oesper L, Ogden C, Ohdan H, Ohi K, Ohno-Machado L, Oien KA, Ojesina AI, Ojima H, Okusaka T, Omberg L, Ong CK, Ossowski S, Ott G, Ouellette BFF, P’ng C, Paczkowska M, Paiella S, Pairojkul C, Pajic M, Pan-Hammarström Q, Papaemmanuil E, Papatheodorou I, Paramasivam N, Park JW, Park JW, Park K, Park K, Park PJ, Parker JS, Parsons SL, Pass H, Pasternack D, Pastore A, Patch AM, Pauporté I, Pea A, Pearson JV, Pedamallu CS, Pedersen JS, Pederzoli P, Peifer M, Pennell NA, Perou CM, Perry MD, Petersen GM, Peto M, Petrelli N, Petryszak R, Pfister SM, Phillips M, Pich O, Pickett HA, Pihl TD, Pillay N, Pinder S, Pinese M, Pinho AV, Pitkänen E, Pivot X, Piñeiro-Yáñez E, Planko L, Plass C, Polak P, Pons T, Popescu I, Potapova O, Prasad A, Preston SR, Prinz M, Pritchard AL, Prokopec SD, Provenzano E, Puente XS, Puig S, Puiggròs M, Pulido-Tamayo S, Pupo GM, Purdie CA, Quinn MC, Rabionet R, Rader JS, Radlwimmer B, Radovic P, Raeder B, Raine KM, Ramakrishna M, Ramakrishnan K, Ramalingam S, Raphael BJ, Rathmell WK, Rausch T, Reifenberger G, Reimand J, Reis-Filho J, Reuter V, Reyes-Salazar I, Reyna MA, Reynolds SM, Rheinbay E, Riazalhosseini Y, Richardson AL, Richter J, Ringel M, Ringnér M, Rino Y, Rippe K, Roach J, Roberts LR, Roberts ND, Roberts SA, Robertson AG, Robertson AJ, Rodriguez JB, Rodriguez-Martin B, Rodríguez-González FG, Roehrl MHA, Rohde M, Rokutan H, Romieu G, Rooman I, Roques T, Rosebrock D, Rosenberg M, Rosenstiel PC, Rosenwald A, Rowe EW, Royo R, Rozen SG, Rubanova Y, Rubin MA, Rubio-Perez C, Rudneva VA, Rusev BC, Ruzzenente A, Rätsch G, Sabarinathan R, Sabelnykova VY, Sadeghi S, Sahinalp SC, Saini N, Saito-Adachi M, Saksena G, Salcedo A, Salgado R, Salichos L, Sallari R, Saller C, Salvia R, Sam M, Samra JS, Sanchez-Vega F, Sander C, Sanders G, Sarin R, Sarrafi I, Sasaki-Oku A, Sauer T, Sauter G, Saw RPM, Scardoni M, Scarlett CJ, Scarpa A, Scelo G, Schadendorf D, Schein JE, Schilhabel MB, Schlesner M, Schlomm T, Schmidt HK, Schramm SJ, Schreiber S, Schultz N, Schumacher SE, Schwarz RF, Scolyer RA, Scott D, Scully R, Seethala R, Segre AV, Selander I, Semple CA, Senbabaoglu Y, Sengupta S, Sereni E, Serra S, Sgroi DC, Shackleton M, Shah NC, Shahabi S, Shang CA, Shang P, Shapira O, Shelton T, Shen C, Shen H, Shepherd R, Shi R, Shi Y, Shiah YJ, Shibata T, Shih J, Shimizu E, Shimizu K, Shin SJ, Shiraishi Y, Shmaya T, Shmulevich I, Shorser SI, Short C, Shrestha R, Shringarpure SS, Shriver C, Shuai S, Sidiropoulos N, Siebert R, Sieuwerts AM, Sieverling L, Signoretti S, Sikora KO, Simbolo M, Simon R, Simons JV, Simpson JT, Simpson PT, Singer S, Sinnott-Armstrong N, Sipahimalani P, Skelly TJ, Smid M, Smith J, Smith-McCune K, Socci ND, Sofia HJ, Soloway MG, Song L, Sood AK, Sothi S, Sotiriou C, Soulette CM, Span PN, Spellman PT, Sperandio N, Spillane AJ, Spiro O, Spring J, Staaf J, Stadler PF, Staib P, Stark SG, Stebbings L, Stefánsson ÓA, Stegle O, Stein LD, Stenhouse A, Stewart C, Stilgenbauer S, Stobbe MD, Stratton MR, Stretch JR, Struck AJ, Stuart JM, Stunnenberg HG, Su H, Su X, Sun RX, Sungalee S, Susak H, Suzuki A, Sweep F, Szczepanowski M, Sültmann H, Yugawa T, Tam A, Tamborero D, Tan BKT, Tan D, Tan P, Tanaka H, Taniguchi H, Tanskanen TJ, Tarabichi M, Tarnuzzer R, Tarpey P, Taschuk ML, Tatsuno K, Tavaré S, Taylor DF, Taylor-Weiner A, Teague JW, Teh BT, Tembe V, Temes J, Thai K, Thayer SP, Thiessen N, Thomas G, Thomas S, Thompson A, Thompson AM, Thompson JFF, Thompson RH, Thorne H, Thorne LB, Thorogood A, Tiao G, Tijanic N, Timms LE, Tirabosco R, Tojo M, Tommasi S, Toon CW, Toprak UH, Torrents D, Tortora G, Tost J, Totoki Y, Townend D, Traficante N, Treilleux I, Trotta JR, Trümper LHP, Tsao M, Tsunoda T, Tubio JMC, Tucker O, Turkington R, Turner DJ, Tutt A, Ueno M, Ueno NT, Umbricht C, Umer HM, Underwood TJ, Urban L, Urushidate T, Ushiku T, Uusküla-Reimand L, Valencia A, Van Den Berg DJ, Van Laere S, Van Loo P, Van Meir EG, Van den Eynden GG, Van der Kwast T, Vasudev N, Vazquez M, Vedururu R, Veluvolu U, Vembu S, Verbeke LPC, Vermeulen P, Verrill C, Viari A, Vicente D, Vicentini C, VijayRaghavan K, Viksna J, Vilain RE, Villasante I, Vincent-Salomon A, Visakorpi T, Voet D, Vyas P, Vázquez-García I, Waddell NM, Waddell N, Wadelius C, Wadi L, Wagener R, Wala JA, Wang J, Wang J, Wang L, Wang Q, Wang W, Wang Y, Wang Z, Waring PM, Warnatz HJ, Warrell J, Warren AY, Waszak SM, Wedge DC, Weichenhan D, Weinberger P, Weinstein JN, Weischenfeldt J, Weisenberger DJ, Welch I, Wendl MC, Werner J, Whalley JP, Wheeler DA, Whitaker HC, Wigle D, Wilkerson MD, Williams A, Wilmott JS, Wilson GW, Wilson JM, Wilson RK, Winterhoff B, Wintersinger JA, Wiznerowicz M, Wolf S, Wong BH, Wong T, Wong W, Woo Y, Wood S, Wouters BG, Wright AJ, Wright DW, Wright MH, Wu CL, Wu DY, Wu G, Wu J, Wu K, Wu Y, Wu Z, Xi L, Xia T, Xiang Q, Xiao X, Xing R, Xiong H, Xu Q, Xu Y, Xue H, Yachida S, Yakneen S, Yamaguchi R, Yamaguchi TN, Yamamoto M, Yamamoto S, Yamaue H, Yang F, Yang H, Yang JY, Yang L, Yang L, Yang S, Yang TP, Yang Y, Yao X, Yaspo ML, Yates L, Yau C, Ye C, Ye K, Yellapantula VD, Yoon CJ, Yoon SS, Yousif F, Yu J, Yu K, Yu W, Yu Y, Yuan K, Yuan Y, Yuen D, Yung CK, Zaikova O, Zamora J, Zapatka M, Zenklusen JC, Zenz T, Zeps N, Zhang CZ, Zhang F, Zhang H, Zhang H, Zhang H, Zhang J, Zhang J, Zhang J, Zhang X, Zhang X, Zhang Y, Zhang Z, Zhao Z, Zheng L, Zheng X, Zhou W, Zhou Y, Zhu B, Zhu H, Zhu J, Zhu S, Zou L, Zou X, deFazio A, van As N, van Deurzen CHM, van de Vijver MJ, van’t Veer L, von Mering C. Pan-cancer analysis of whole genomes. Nature 2020; 578:82-93. [PMID: 32025007 PMCID: PMC7025898 DOI: 10.1038/s41586-020-1969-6] [Citation(s) in RCA: 1435] [Impact Index Per Article: 358.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2018] [Accepted: 12/11/2019] [Indexed: 02/07/2023]
Abstract
Cancer is driven by genetic change, and the advent of massively parallel sequencing has enabled systematic documentation of this variation at the whole-genome scale1-3. Here we report the integrative analysis of 2,658 whole-cancer genomes and their matching normal tissues across 38 tumour types from the Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium of the International Cancer Genome Consortium (ICGC) and The Cancer Genome Atlas (TCGA). We describe the generation of the PCAWG resource, facilitated by international data sharing using compute clouds. On average, cancer genomes contained 4-5 driver mutations when combining coding and non-coding genomic elements; however, in around 5% of cases no drivers were identified, suggesting that cancer driver discovery is not yet complete. Chromothripsis, in which many clustered structural variants arise in a single catastrophic event, is frequently an early event in tumour evolution; in acral melanoma, for example, these events precede most somatic point mutations and affect several cancer-associated genes simultaneously. Cancers with abnormal telomere maintenance often originate from tissues with low replicative activity and show several mechanisms of preventing telomere attrition to critical levels. Common and rare germline variants affect patterns of somatic mutation, including point mutations, structural variants and somatic retrotransposition. A collection of papers from the PCAWG Consortium describes non-coding mutations that drive cancer beyond those in the TERT promoter4; identifies new signatures of mutational processes that cause base substitutions, small insertions and deletions and structural variation5,6; analyses timings and patterns of tumour evolution7; describes the diverse transcriptional consequences of somatic mutation on splicing, expression levels, fusion genes and promoter activity8,9; and evaluates a range of more-specialized features of cancer genomes8,10-18.
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Richardson AL, Baskind NE, Karuppusami R, Balen AH. Effect of deprivation on in vitro fertilisation outcome: a cohort study. BJOG 2019; 127:458-465. [DOI: 10.1111/1471-0528.16012] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/31/2019] [Indexed: 11/30/2022]
Affiliation(s)
- AL Richardson
- Leeds Fertility Seacroft Hospital Leeds Teaching Hospitals NHS Trust Leeds UK
| | - NE Baskind
- Leeds Fertility Seacroft Hospital Leeds Teaching Hospitals NHS Trust Leeds UK
| | - R Karuppusami
- Department of Biostatistics Christian Medical College and Hospital Vellore India
| | - AH Balen
- Leeds Fertility Seacroft Hospital Leeds Teaching Hospitals NHS Trust Leeds UK
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Telli ML, Chu C, Badve SS, Vinayak S, Silver DP, Isakoff SJ, Kaklamani V, Gradishar W, Stearns V, Connolly RM, Ford JM, Gruber JJ, Adams S, Garber J, Tung N, Neff C, Bernhisel R, Timms KM, Richardson AL. Association of Tumor-Infiltrating Lymphocytes with Homologous Recombination Deficiency and BRCA1/2 Status in Patients with Early Triple-Negative Breast Cancer: A Pooled Analysis. Clin Cancer Res 2019; 26:2704-2710. [DOI: 10.1158/1078-0432.ccr-19-0664] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2019] [Revised: 10/10/2019] [Accepted: 11/25/2019] [Indexed: 11/16/2022]
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Birkbak NJ, Li Y, Pathania S, Greene-Colozzi A, Dreze M, Bowman-Colin C, Sztupinszki Z, Krzystanek M, Diossy M, Tung N, Ryan PD, Garber JE, Silver DP, Iglehart JD, Wang ZC, Szuts D, Szallasi Z, Richardson AL. Overexpression of BLM promotes DNA damage and increased sensitivity to platinum salts in triple-negative breast and serous ovarian cancers. Ann Oncol 2019; 29:903-909. [PMID: 29452344 PMCID: PMC5913643 DOI: 10.1093/annonc/mdy049] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022] Open
Abstract
Background Platinum-based therapy is an effective treatment for a subset of triple-negative breast cancer and ovarian cancer patients. In order to increase response rate and decrease unnecessary use, robust biomarkers that predict response to therapy are needed. Patients and methods We performed an integrated genomic approach combining differential analysis of gene expression and DNA copy number in sensitive compared with resistant triple-negative breast cancers in two independent neoadjuvant cisplatin-treated cohorts. Functional relevance of significant hits was investigated in vitro by overexpression, knockdown and targeted inhibitor treatment. Results We identified two genes, the Bloom helicase (BLM) and Fanconi anemia complementation group I (FANCI), that have both increased DNA copy number and gene expression in the platinum-sensitive cases. Increased level of expression of these two genes was also associated with platinum but not with taxane response in ovarian cancer. As a functional validation, we found that overexpression of BLM promotes DNA damage and induces sensitivity to cisplatin but has no effect on paclitaxel sensitivity. Conclusions A biomarker based on the expression levels of the BLM and FANCI genes is a potential predictor of platinum sensitivity in triple-negative breast cancer and ovarian cancer.
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Affiliation(s)
- N J Birkbak
- Department of Bio and Health Informatics, Technical University of Denmark, Lyngby, Denmark; Dana-Farber Cancer Institute, Harvard Medical School, Boston, USA
| | - Y Li
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, USA
| | - S Pathania
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, USA
| | - A Greene-Colozzi
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, USA
| | - M Dreze
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, USA
| | - C Bowman-Colin
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, USA
| | - Z Sztupinszki
- Department of Bio and Health Informatics, Technical University of Denmark, Lyngby, Denmark
| | - M Krzystanek
- Department of Bio and Health Informatics, Technical University of Denmark, Lyngby, Denmark
| | - M Diossy
- Department of Bio and Health Informatics, Technical University of Denmark, Lyngby, Denmark
| | - N Tung
- Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, USA
| | - P D Ryan
- Texas Oncology, The Woodlands, USA
| | - J E Garber
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, USA
| | - D P Silver
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, USA; Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, USA
| | - J D Iglehart
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, USA; Brigham and Women's Hospital, Harvard Medical School, Boston, USA
| | - Z C Wang
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, USA; Brigham and Women's Hospital, Harvard Medical School, Boston, USA
| | - D Szuts
- Institute of Enzymolog, Research Center for Natural Sciences, Hungarian Academy of Sciences, Budapest, Hungary
| | - Z Szallasi
- Department of Bio and Health Informatics, Technical University of Denmark, Lyngby, Denmark; Computational Health Informatics Program (CHIP) Boston Children's Hospital Harvard Medical School, Boston, USA.
| | - A L Richardson
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, USA; Brigham and Women's Hospital, Harvard Medical School, Boston, USA.
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Póti Á, Gyergyák H, Németh E, Rusz O, Tóth S, Kovácsházi C, Chen D, Szikriszt B, Spisák S, Takeda S, Szakács G, Szallasi Z, Richardson AL, Szüts D. Correlation of homologous recombination deficiency induced mutational signatures with sensitivity to PARP inhibitors and cytotoxic agents. Genome Biol 2019; 20:240. [PMID: 31727117 PMCID: PMC6857305 DOI: 10.1186/s13059-019-1867-0] [Citation(s) in RCA: 65] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2019] [Accepted: 10/28/2019] [Indexed: 01/19/2023] Open
Abstract
BACKGROUND Homologous recombination (HR) repair deficiency arising from defects in BRCA1 or BRCA2 is associated with characteristic patterns of somatic mutations. In this genetic study, we ask whether inactivating mutations in further genes of the HR pathway or the DNA damage checkpoint also give rise to somatic mutation patterns that can be used for treatment prediction. RESULTS Using whole genome sequencing of an isogenic knockout cell line panel, we find a universal HR deficiency-specific base substitution signature that is similar to COSMIC signature 3. In contrast, we detect different deletion phenotypes corresponding to specific HR mutants. The inactivation of BRCA2 or PALB2 leads to larger deletions, typically with microhomology, when compared to the disruption of BRCA1, RAD51 paralogs, or RAD54. Comparison with the deletion spectrum of Cas9 cut sites suggests that most spontaneously arising genomic deletions are not the consequence of double-strand breaks. Surprisingly, the inactivation of checkpoint kinases ATM and CHK2 has no mutagenic consequences. Analysis of tumor exomes with biallelic inactivating mutations in the investigated genes confirms the validity of the cell line models. We present a comprehensive analysis of sensitivity of the investigated mutants to 13 therapeutic agents for the purpose of correlating genomic mutagenic phenotypes with drug sensitivity. CONCLUSION Our results suggest that no single genomic mutational class shows perfect correlation with sensitivity to common treatments, but the contribution of COSMIC signature 3 to base substitutions, or a combined measure of different features, may be reasonably good at predicting platinum and PARP inhibitor sensitivity.
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Affiliation(s)
- Ádám Póti
- Institute of Enzymology, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Magyar tudosok krt 2, Budapest, H-1117, Hungary
| | - Hella Gyergyák
- Institute of Enzymology, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Magyar tudosok krt 2, Budapest, H-1117, Hungary
| | - Eszter Németh
- Institute of Enzymology, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Magyar tudosok krt 2, Budapest, H-1117, Hungary
| | - Orsolya Rusz
- Institute of Enzymology, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Magyar tudosok krt 2, Budapest, H-1117, Hungary
- Department of Oncotherapy, University of Szeged, Szeged, Hungary
| | - Szilárd Tóth
- Institute of Enzymology, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Magyar tudosok krt 2, Budapest, H-1117, Hungary
| | - Csenger Kovácsházi
- Institute of Enzymology, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Magyar tudosok krt 2, Budapest, H-1117, Hungary
| | - Dan Chen
- Institute of Enzymology, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Magyar tudosok krt 2, Budapest, H-1117, Hungary
| | - Bernadett Szikriszt
- Institute of Enzymology, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Magyar tudosok krt 2, Budapest, H-1117, Hungary
| | - Sándor Spisák
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, 02215, USA
- Center for Functional Cancer Epigenetics, Dana-Farber Cancer Institute, Boston, MA, 02215, USA
| | - Shunichi Takeda
- Department of Radiation Genetics, Kyoto University Medical School, Kyoto, 606-8501, Japan
| | - Gergely Szakács
- Institute of Enzymology, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Magyar tudosok krt 2, Budapest, H-1117, Hungary
- Institute of Cancer Research, Medical University Vienna, Vienna, Austria
| | - Zoltan Szallasi
- Computational Health Informatics Program (CHIP), Boston Children's Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Danish Cancer Society Research Center, Copenhagen, Denmark
- SE-NAP, Brain Metastasis Research Group, 2nd Department of Pathology, Semmelweis University, Budapest, Hungary
| | | | - Dávid Szüts
- Institute of Enzymology, Research Centre for Natural Sciences, Hungarian Academy of Sciences, Magyar tudosok krt 2, Budapest, H-1117, Hungary.
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21
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Ding L, Su Y, Fassl A, Hinohara K, Qiu X, Harper NW, Huh SJ, Bloushtain-Qimron N, Jovanović B, Ekram M, Zi X, Hines WC, Alečković M, Gil Del Alcazar C, Caulfield RJ, Bonal DM, Nguyen QD, Merino VF, Choudhury S, Ethington G, Panos L, Grant M, Herlihy W, Au A, Rosson GD, Argani P, Richardson AL, Dillon D, Allred DC, Babski K, Kim EMH, McDonnell CH, Wagner J, Rowberry R, Bobolis K, Kleer CG, Hwang ES, Blum JL, Cristea S, Sicinski P, Fan R, Long HW, Sukumar S, Park SY, Garber JE, Bissell M, Yao J, Polyak K. Perturbed myoepithelial cell differentiation in BRCA mutation carriers and in ductal carcinoma in situ. Nat Commun 2019; 10:4182. [PMID: 31519911 PMCID: PMC6744561 DOI: 10.1038/s41467-019-12125-5] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2018] [Accepted: 08/21/2019] [Indexed: 12/24/2022] Open
Abstract
Myoepithelial cells play key roles in normal mammary gland development and in limiting pre-invasive to invasive breast tumor progression, yet their differentiation and perturbation in ductal carcinoma in situ (DCIS) are poorly understood. Here, we investigated myoepithelial cells in normal breast tissues of BRCA1 and BRCA2 germline mutation carriers and in non-carrier controls, and in sporadic DCIS. We found that in the normal breast of non-carriers, myoepithelial cells frequently co-express the p63 and TCF7 transcription factors and that p63 and TCF7 show overlapping chromatin peaks associated with differentiated myoepithelium-specific genes. In contrast, in normal breast tissues of BRCA1 mutation carriers the frequency of p63+TCF7+ myoepithelial cells is significantly decreased and p63 and TCF7 chromatin peaks do not overlap. These myoepithelial perturbations in normal breast tissues of BRCA1 germline mutation carriers may play a role in their higher risk of breast cancer. The fraction of p63+TCF7+ myoepithelial cells is also significantly decreased in DCIS, which may be associated with invasive progression.
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Affiliation(s)
- Lina Ding
- Department of Medical Oncology, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA
- Department of Medicine, Harvard Medical School, Boston, MA, 02115, USA
| | - Ying Su
- Department of Medical Oncology, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA
- Department of Medicine, Harvard Medical School, Boston, MA, 02115, USA
- Deciphera Pharmaceuticals, Waltham, MA, USA
| | - Anne Fassl
- Department of Cancer Biology, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA
- Department of Genetics, Blavatnik Institute, Harvard Medical School, Boston, MA, 02115, USA
| | - Kunihiko Hinohara
- Department of Medical Oncology, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA
- Department of Medicine, Harvard Medical School, Boston, MA, 02115, USA
- Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Xintao Qiu
- Center for Functional Cancer Epigenetics, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Nicholas W Harper
- Department of Medical Oncology, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA
| | - Sung Jin Huh
- Department of Medical Oncology, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA
- Department of Medicine, Harvard Medical School, Boston, MA, 02115, USA
- ImmunoGen, Inc, Waltham, MA, USA
| | - Noga Bloushtain-Qimron
- Department of Medical Oncology, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA
- EMEA Site Intelligence and Activation, Tel Aviv, Israel
| | - Bojana Jovanović
- Department of Medical Oncology, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA
- Department of Medicine, Harvard Medical School, Boston, MA, 02115, USA
| | - Muhammad Ekram
- Department of Medical Oncology, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA
- Department of Medicine, Harvard Medical School, Boston, MA, 02115, USA
- WuXi NextCODE, Cambridge, MA, USA
| | - Xiaoyuan Zi
- Department of Biomedical Engineering, Yale University, New Haven, CT, 06511, USA
- Second Military Medical University, Shanghai, 200433, P.R. China
| | - William C Hines
- Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
- University of New Mexico School of Medicine, Albuquerque, NM, USA
| | - Maša Alečković
- Department of Medical Oncology, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA
- Department of Medicine, Harvard Medical School, Boston, MA, 02115, USA
| | - Carlos Gil Del Alcazar
- Department of Medical Oncology, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA
- Department of Medicine, Harvard Medical School, Boston, MA, 02115, USA
| | - Ryan J Caulfield
- Lurie Family Imaging Center, Center for Biomedical Imaging in Oncology, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA
| | - Dennis M Bonal
- Lurie Family Imaging Center, Center for Biomedical Imaging in Oncology, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA
| | - Quang-De Nguyen
- Lurie Family Imaging Center, Center for Biomedical Imaging in Oncology, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA
| | - Vanessa F Merino
- Johns Hopkins University School of Medicine, Baltimore, MD, 21231, USA
| | - Sibgat Choudhury
- Department of Medical Oncology, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA
- Department of Medicine, Harvard Medical School, Boston, MA, 02115, USA
- Metamark Genetics Inc, Worcester, MA, USA
| | | | - Laura Panos
- Baylor-Charles A. Sammons Cancer Center, Dallas, TX, 75246, USA
| | - Michael Grant
- Baylor-Charles A. Sammons Cancer Center, Dallas, TX, 75246, USA
| | - William Herlihy
- Baylor-Charles A. Sammons Cancer Center, Dallas, TX, 75246, USA
| | - Alfred Au
- University of California San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco, CA, 94143, USA
| | - Gedge D Rosson
- Johns Hopkins University School of Medicine, Baltimore, MD, 21231, USA
| | - Pedram Argani
- Johns Hopkins University School of Medicine, Baltimore, MD, 21231, USA
| | - Andrea L Richardson
- Department of Pathology, Brigham and Women's Hospital, Boston, MA, 02115, USA
- Department of Pathology, Harvard Medical School, Boston, MA, 02115, USA
- Johns Hopkins Medical Institutions, Baltimore, MD, USA
| | - Deborah Dillon
- Department of Pathology, Brigham and Women's Hospital, Boston, MA, 02115, USA
- Department of Pathology, Harvard Medical School, Boston, MA, 02115, USA
| | - D Craig Allred
- Department of Pathology, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Kirsten Babski
- Sutter Roseville Medical Center, Roseville, CA, 95661, USA
| | - Elizabeth Min Hui Kim
- Sutter Roseville Medical Center, Roseville, CA, 95661, USA
- Cancer Treatment Centers of America, Atlanta, GA, USA
| | | | - Jon Wagner
- Sutter Roseville Medical Center, Roseville, CA, 95661, USA
| | - Ron Rowberry
- Sutter Roseville Medical Center, Roseville, CA, 95661, USA
| | | | - Celina G Kleer
- Department of Pathology, University of Michigan, Ann Arbor, MI, 48109, USA
| | - E Shelley Hwang
- University of California San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco, CA, 94143, USA
- Duke University, Durham, NC, USA
| | - Joanne L Blum
- Baylor-Charles A. Sammons Cancer Center, Dallas, TX, 75246, USA
| | - Simona Cristea
- Department of Data Science, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA
- Department of Biostatistics, Harvard T. H. Chan School of Public Health Boston, Boston, MA, 02215, USA
- Department of Stem Cell and Regenerative Biology, Harvard University Cambridge, Cambridge, MA, 02138, USA
| | - Piotr Sicinski
- Department of Cancer Biology, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA
- Department of Genetics, Blavatnik Institute, Harvard Medical School, Boston, MA, 02115, USA
| | - Rong Fan
- Department of Biomedical Engineering, Yale University, New Haven, CT, 06511, USA
| | - Henry W Long
- Department of Medical Oncology, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA
- Center for Functional Cancer Epigenetics, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Saraswati Sukumar
- Johns Hopkins University School of Medicine, Baltimore, MD, 21231, USA
| | - So Yeon Park
- Department of Pathology, Seoul National University College of Medicine, Seoul, Korea
| | - Judy E Garber
- Department of Medical Oncology, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA
- Department of Medicine, Harvard Medical School, Boston, MA, 02115, USA
| | - Mina Bissell
- Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Jun Yao
- MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Kornelia Polyak
- Department of Medical Oncology, Dana-Farber Cancer Institute Boston, Boston, MA, 02215, USA.
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, 02115, USA.
- Department of Medicine, Harvard Medical School, Boston, MA, 02115, USA.
- Center for Functional Cancer Epigenetics, Dana-Farber Cancer Institute, Boston, MA, USA.
- Harvard Stem Cell Institute, Cambridge, MA, 02138, USA.
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22
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Downs BM, Mercado-Rodriguez C, Cimino-Mathews A, Chen C, Yuan JP, Van Den Berg E, Cope LM, Schmitt F, Tse GM, Ali SZ, Meir-Levi D, Sood R, Li J, Richardson AL, Mosunjac MB, Rizzo M, Tulac S, Kocmond KJ, de Guzman T, Lai EW, Rhees B, Bates M, Wolff AC, Gabrielson E, Harvey SC, Umbricht CB, Visvanathan K, Fackler MJ, Sukumar S. DNA Methylation Markers for Breast Cancer Detection in the Developing World. Clin Cancer Res 2019; 25:6357-6367. [PMID: 31300453 DOI: 10.1158/1078-0432.ccr-18-3277] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2018] [Revised: 02/04/2019] [Accepted: 07/02/2019] [Indexed: 12/21/2022]
Abstract
PURPOSE An unmet need in low-resource countries is an automated breast cancer detection assay to prioritize women who should undergo core breast biopsy and pathologic review. Therefore, we sought to identify and validate a panel of methylated DNA markers to discriminate between cancer and benign breast lesions using cells obtained by fine-needle aspiration (FNA).Experimental Design: Two case-control studies were conducted comparing cancer and benign breast tissue identified from clinical repositories in the United States, China, and South Africa for marker selection/training (N = 226) and testing (N = 246). Twenty-five methylated markers were assayed by Quantitative Multiplex-Methylation-Specific PCR (QM-MSP) to select and test a cancer-specific panel. Next, a pilot study was conducted on archival FNAs (49 benign, 24 invasive) from women with mammographically suspicious lesions using a newly developed, 5-hour, quantitative, automated cartridge system. We calculated sensitivity, specificity, and area under the receiver-operating characteristic curve (AUC) compared with histopathology for the marker panel. RESULTS In the discovery cohort, 10 of 25 markers were selected that were highly methylated in breast cancer compared with benign tissues by QM-MSP. In the independent test cohort, this panel yielded an AUC of 0.937 (95% CI = 0.900-0.970). In the FNA pilot, we achieved an AUC of 0.960 (95% CI = 0.883-1.0) using the automated cartridge system. CONCLUSIONS We developed and piloted a fast and accurate methylation marker-based automated cartridge system to detect breast cancer in FNA samples. This quick ancillary test has the potential to prioritize cancer over benign tissues for expedited pathologic evaluation in poorly resourced countries.
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Affiliation(s)
- Bradley M Downs
- Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | | | - Ashley Cimino-Mathews
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Chuang Chen
- Department of Breast and Thyroid Surgery, Renmin Hospital of Wuhan University, Wuhan, P.R. China
| | - Jing-Ping Yuan
- Department of Pathology, Renmin Hospital of Wuhan University, Wuhan, P.R. China
| | - Eunice Van Den Berg
- Department of Anatomical Pathology, University of Witwaterstrand and National Health Laboratory Service, Johannesburg, South Africa
| | - Leslie M Cope
- Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Fernando Schmitt
- Medical Faculty of Porto University, Institute of Molecular Pathology and Immunology of Porto University, Porto, Portugal
| | - Gary M Tse
- Department of Anatomical and Cellular Pathology, The Chinese University of Hong Kong, Hong Kong Special Administrative Region
| | - Syed Z Ali
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Danielle Meir-Levi
- Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Rupali Sood
- Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Juanjuan Li
- Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, Maryland.,Department of Breast and Thyroid Surgery, Renmin Hospital of Wuhan University, Wuhan, P.R. China
| | - Andrea L Richardson
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Marina B Mosunjac
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia
| | - Monica Rizzo
- Department of Surgery, Emory University School of Medicine, Atlanta, Georgia
| | | | | | | | | | | | | | - Antonio C Wolff
- Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Edward Gabrielson
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Susan C Harvey
- Department of Radiology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Christopher B Umbricht
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland.,Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Kala Visvanathan
- Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, Maryland.,Bloomberg School of Public Health, Baltimore, Maryland
| | - Mary Jo Fackler
- Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, Maryland.
| | - Saraswati Sukumar
- Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, Maryland.
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23
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Mayer EL, Abramson VG, Jankowitz RC, Falkson CI, Marcom PK, Traina TA, Carey LA, Rimawi MF, Specht JM, Miller K, Stearns V, Perou CM, Richardson AL, Tung NM, Barry WT, Tan-Wasielewski Z, Timms K, Hartman AR, Wolff AC, Winer EP. TBCRC 030: A randomized phase II study of preoperative cisplatin versus paclitaxel in TNBC—Evaluating the homologous recombination deficiency (HRD) biomarker. J Clin Oncol 2019. [DOI: 10.1200/jco.2019.37.15_suppl.507] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
507 Background: Cisplatin (C) and paclitaxel (T) have activity in TNBC, however predictive biomarkers are lacking. The HRD assay detects impaired dsDNA break repair and may identify BRCA1/2-proficient tumors for treatment with DNA targeting therapies. TBCRC 030 was designed to determine the association between HRD and response to preoperative chemotherapy (CT) in TNBC. Methods: This phase II study randomized patients (pts) with BRCA1/2-proficient/unknown stage I-III TNBC to 12 weeks (wks) of preoperative C or T, followed by surgery. HRD was performed on baseline tissue, with positive scores > 33. Non-responders at 12 wks could crossover to alternative CT. The co-primary objectives were to detect a positive association of HRD with pathologic response (RCB 0-1) vs not (RCB 2-3) to C and a negative association to T. Target accrual of 160 pts was planned to yield 140 evaluable specimens for HRD, providing 90% power for the primary objectives. Analyses used logistic models and likelihood ratio tests with one-sided Type I errors of alpha = 0.05. Results: 140 pts initiated treatment, (72 Arm C, 68 Arm T; 81% T1-2, 62% node negative); 138 were evaluable for response at 12 wks. Post-enrollment testing showed 8 pts (5.8%) with germline DNA-repair pathway mutations. HRD results were available for 95 pts (68.8%, 23 inadequate tissue, 22 pending); 68 (71.6%) were HRD positive: 38 in Arm C, 30 in Arm T. In response-evaluable pts, 87 (63.0%) had surgery at 12 wks, and 51 (37.0%) crossed over. Response outcomes are shown in the Table. No association was seen between HRD score and RCB response to either neoadjuvant C (OR 2.78, [CI 0.61, 17.74]) or T (OR 0.98, CI [0.20, 5.06]). There was no evidence of an interaction between HRD and CT arms. Similarly, no association was observed between HRD score and pCR to either C (OR 1.47, CI [0.40, 5.59]) or T (OR 0.61, CI [0.14, 2.52]). There were no new safety signals. Conclusions: In this mostly BRCA1/2 proficient TNBC cohort, 12 wks of preoperative C or T led to a similar response rate of about 40%; baseline HRD was not predictive of response to preoperative CT, defined either by RCB 0-1 or pCR. Further data will be presented. Correlative analyses of research tissues for markers predictive of response to specific CT in TNBC is ongoing. Clinical trial information: NCT01982448. [Table: see text]
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Affiliation(s)
| | | | | | | | | | | | | | | | | | - Kathy Miller
- Indiana University Melvin and Bren Simon Cancer Center, Indianapolis, IN
| | - Vered Stearns
- The Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins School of Medicine, Baltimore, MD
| | - Charles M. Perou
- The University of North Carolina at Chapel Hill, Chapel Hill, NC
| | - Andrea L. Richardson
- The Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins University, Baltimore, MD
| | - Nadine M. Tung
- Beth Israel Deaconess Medical Center and Dana-Farber Cancer Institute, Boston, MA
| | | | | | | | | | - Antonio C. Wolff
- Johns Hopkins Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD
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24
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Brinkman AB, Nik-Zainal S, Simmer F, Rodríguez-González FG, Smid M, Alexandrov LB, Butler A, Martin S, Davies H, Glodzik D, Zou X, Ramakrishna M, Staaf J, Ringnér M, Sieuwerts A, Ferrari A, Morganella S, Fleischer T, Kristensen V, Gut M, van de Vijver MJ, Børresen-Dale AL, Richardson AL, Thomas G, Gut IG, Martens JWM, Foekens JA, Stratton MR, Stunnenberg HG. Partially methylated domains are hypervariable in breast cancer and fuel widespread CpG island hypermethylation. Nat Commun 2019; 10:1749. [PMID: 30988298 PMCID: PMC6465362 DOI: 10.1038/s41467-019-09828-0] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2018] [Accepted: 03/27/2019] [Indexed: 12/21/2022] Open
Abstract
Global loss of DNA methylation and CpG island (CGI) hypermethylation are key epigenomic aberrations in cancer. Global loss manifests itself in partially methylated domains (PMDs) which extend up to megabases. However, the distribution of PMDs within and between tumor types, and their effects on key functional genomic elements including CGIs are poorly defined. We comprehensively show that loss of methylation in PMDs occurs in a large fraction of the genome and represents the prime source of DNA methylation variation. PMDs are hypervariable in methylation level, size and distribution, and display elevated mutation rates. They impose intermediate DNA methylation levels incognizant of functional genomic elements including CGIs, underpinning a CGI methylator phenotype (CIMP). Repression effects on tumor suppressor genes are negligible as they are generally excluded from PMDs. The genomic distribution of PMDs reports tissue-of-origin and may represent tissue-specific silent regions which tolerate instability at the epigenetic, transcriptomic and genetic level.
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Affiliation(s)
- Arie B Brinkman
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University, PO Box 9101, Nijmegen, 6500 HB, The Netherlands.
| | - Serena Nik-Zainal
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
- Academic Department of Medical Genetics, University of Cambridge, Cambridge, CB2 0QQ, UK
| | - Femke Simmer
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University, PO Box 9101, Nijmegen, 6500 HB, The Netherlands
- Department of Pathology, Radboud University Nijmegen Medical Centre, P.O. Box 9101, Nijmegen, 6500 HB, The Netherlands
| | - F Germán Rodríguez-González
- Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Department of Medical Oncology, Erasmus University Medical Center, Rotterdam, 3015 GD, The Netherlands
| | - Marcel Smid
- Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Department of Medical Oncology, Erasmus University Medical Center, Rotterdam, 3015 GD, The Netherlands
| | - Ludmil B Alexandrov
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
- Theoretical Biology and Biophysics (T-6), Los Alamos National Laboratory, Los Alamos, NM, 87545, USA
- Center for Nonlinear Studies, Los Alamos National Laboratory, Los Alamos, NM, 87545, USA
| | - Adam Butler
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
| | - Sancha Martin
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
| | - Helen Davies
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
| | - Dominik Glodzik
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
| | - Xueqing Zou
- Wellcome Trust Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
| | | | - Johan Staaf
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, SE-223 81, Sweden
| | - Markus Ringnér
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, SE-223 81, Sweden
| | - Anieta Sieuwerts
- Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Department of Medical Oncology, Erasmus University Medical Center, Rotterdam, 3015 GD, The Netherlands
| | - Anthony Ferrari
- Synergie Lyon Cancer, Centre Léon Bérard, 28 rue Laënnec, Lyon Cedex 08, France
| | - Sandro Morganella
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire, CB10 1SD, UK
| | - Thomas Fleischer
- Department of Genetics, Institute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, 0310, Norway
| | - Vessela Kristensen
- Department of Genetics, Institute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, 0310, Norway
- K.G. Jebsen Centre for Breast Cancer Research, Institute for Clinical Medicine, University of Oslo, Oslo, 0316, Norway
- Department of Clinical Molecular Biology and Laboratory Science (EpiGen), Division of Medicine, Akershus University Hospital, Lørenskog, 1478, Norway
| | - Marta Gut
- Centro Nacional de Análisis Genómico (CNAG), Parc Científic de Barcelona, Barcelona, 08028, Spain
| | - Marc J van de Vijver
- Department of Pathology, Academic Medical Center, Meibergdreef 9, Amsterdam, AZ 1105, The Netherlands
| | - Anne-Lise Børresen-Dale
- Department of Genetics, Institute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, 0310, Norway
- K.G. Jebsen Centre for Breast Cancer Research, Institute for Clinical Medicine, University of Oslo, Oslo, 0316, Norway
| | - Andrea L Richardson
- Department of Pathology, Brigham and Women's Hospital, Boston, MA, 02115, USA
- Dana-Farber Cancer Institute, Boston, MA, 02215, USA
| | - Gilles Thomas
- Synergie Lyon Cancer, Centre Léon Bérard, 28 rue Laënnec, Lyon Cedex 08, France
| | - Ivo G Gut
- Centro Nacional de Análisis Genómico (CNAG), Parc Científic de Barcelona, Barcelona, 08028, Spain
| | - John W M Martens
- Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Department of Medical Oncology, Erasmus University Medical Center, Rotterdam, 3015 GD, The Netherlands
| | - John A Foekens
- Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Department of Medical Oncology, Erasmus University Medical Center, Rotterdam, 3015 GD, The Netherlands
| | | | - Hendrik G Stunnenberg
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University, PO Box 9101, Nijmegen, 6500 HB, The Netherlands.
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Smid M, Wilting SM, Uhr K, Rodríguez-González FG, de Weerd V, Prager-Van der Smissen WJC, van der Vlugt-Daane M, van Galen A, Nik-Zainal S, Butler A, Martin S, Davies HR, Staaf J, van de Vijver MJ, Richardson AL, MacGrogan G, Salgado R, van den Eynden GGGM, Purdie CA, Thompson AM, Caldas C, Span PN, Sweep FCGJ, Simpson PT, Lakhani SR, Van Laere S, Desmedt C, Paradiso A, Eyfjord J, Broeks A, Vincent-Salomon A, Futreal AP, Knappskog S, King T, Viari A, Børresen-Dale AL, Stunnenberg HG, Stratton M, Foekens JA, Sieuwerts AM, Martens JWM. The circular RNome of primary breast cancer. Genome Res 2019; 29:356-366. [PMID: 30692147 PMCID: PMC6396421 DOI: 10.1101/gr.238121.118] [Citation(s) in RCA: 74] [Impact Index Per Article: 14.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2018] [Accepted: 01/23/2019] [Indexed: 11/25/2022]
Abstract
Circular RNAs (circRNAs) are a class of RNAs that is under increasing scrutiny, although their functional roles are debated. We analyzed RNA-seq data of 348 primary breast cancers and developed a method to identify circRNAs that does not rely on unmapped reads or known splice junctions. We identified 95,843 circRNAs, of which 20,441 were found recurrently. Of the circRNAs that match exon boundaries of the same gene, 668 showed a poor or even negative (R < 0.2) correlation with the expression level of the linear gene. In silico analysis showed only a minority (8.5%) of circRNAs could be explained by known splicing events. Both these observations suggest that specific regulatory processes for circRNAs exist. We confirmed the presence of circRNAs of CNOT2, CREBBP, and RERE in an independent pool of primary breast cancers. We identified circRNA profiles associated with subgroups of breast cancers and with biological and clinical features, such as amount of tumor lymphocytic infiltrate and proliferation index. siRNA-mediated knockdown of circCNOT2 was shown to significantly reduce viability of the breast cancer cell lines MCF-7 and BT-474, further underlining the biological relevance of circRNAs. Furthermore, we found that circular, and not linear, CNOT2 levels are predictive for progression-free survival time to aromatase inhibitor (AI) therapy in advanced breast cancer patients, and found that circCNOT2 is detectable in cell-free RNA from plasma. We showed that circRNAs are abundantly present, show characteristics of being specifically regulated, are associated with clinical and biological properties, and thus are relevant in breast cancer.
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Affiliation(s)
- Marcel Smid
- Erasmus MC Cancer Institute and Cancer Genomics Netherlands, University Medical Center Rotterdam, Department of Medical Oncology, 3015GD Rotterdam, the Netherlands
| | - Saskia M Wilting
- Erasmus MC Cancer Institute and Cancer Genomics Netherlands, University Medical Center Rotterdam, Department of Medical Oncology, 3015GD Rotterdam, the Netherlands
| | - Katharina Uhr
- Erasmus MC Cancer Institute and Cancer Genomics Netherlands, University Medical Center Rotterdam, Department of Medical Oncology, 3015GD Rotterdam, the Netherlands
| | - F Germán Rodríguez-González
- Erasmus MC Cancer Institute and Cancer Genomics Netherlands, University Medical Center Rotterdam, Department of Medical Oncology, 3015GD Rotterdam, the Netherlands
| | - Vanja de Weerd
- Erasmus MC Cancer Institute and Cancer Genomics Netherlands, University Medical Center Rotterdam, Department of Medical Oncology, 3015GD Rotterdam, the Netherlands
| | - Wendy J C Prager-Van der Smissen
- Erasmus MC Cancer Institute and Cancer Genomics Netherlands, University Medical Center Rotterdam, Department of Medical Oncology, 3015GD Rotterdam, the Netherlands
| | - Michelle van der Vlugt-Daane
- Erasmus MC Cancer Institute and Cancer Genomics Netherlands, University Medical Center Rotterdam, Department of Medical Oncology, 3015GD Rotterdam, the Netherlands
| | - Anne van Galen
- Erasmus MC Cancer Institute and Cancer Genomics Netherlands, University Medical Center Rotterdam, Department of Medical Oncology, 3015GD Rotterdam, the Netherlands
| | - Serena Nik-Zainal
- Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, United Kingdom
- East Anglian Medical Genetics Service, Cambridge University Hospitals NHS Foundation Trust, Cambridge CB2 9NB, United Kingdom
| | - Adam Butler
- Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, United Kingdom
| | - Sancha Martin
- Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, United Kingdom
| | - Helen R Davies
- Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, United Kingdom
| | - Johan Staaf
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, SE-223 81 Lund, Sweden
| | - Marc J van de Vijver
- Department of Pathology, Academic Medical Center, 1105AZ Amsterdam, the Netherlands
| | - Andrea L Richardson
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts 02115, USA
- Dana-Farber Cancer Institute, Boston, Massachusetts 02215, USA
| | - Gaëten MacGrogan
- Département de Biopathologie, Institut Bergonié, CS 61283 33076 Bordeaux, France
| | - Roberto Salgado
- Breast Cancer Translational Research Laboratory, Université Libre de Bruxelles, Institut Jules Bordet, B-1000 Brussels, Belgium
- Department of Pathology/TCRU GZA, 2610 Antwerp, Belgium
| | - Gert G G M van den Eynden
- Department of Pathology/TCRU GZA, 2610 Antwerp, Belgium
- Molecular Immunology Unit, Jules Bordet Institute, B-1000 Brussels, Belgium
| | - Colin A Purdie
- Department of Pathology, Ninewells Hospital and Medical School, Dundee DD1 9SY, United Kingdom
| | - Alastair M Thompson
- Department of Pathology, Ninewells Hospital and Medical School, Dundee DD1 9SY, United Kingdom
| | - Carlos Caldas
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge CB2 0RE, United Kingdom
| | - Paul N Span
- Department of Radiation Oncology, and Department of Laboratory Medicine, Radboud University Medical Center, 6525GA Nijmegen, the Netherlands
| | - Fred C G J Sweep
- Department of Laboratory Medicine, Radboud University Medical Center, 6525GA Nijmegen, the Netherlands
| | - Peter T Simpson
- Centre for Clinical Research, Faculty of Medicine, The University of Queensland, 4029 Brisbane, Australia
| | - Sunil R Lakhani
- Centre for Clinical Research, Faculty of Medicine, The University of Queensland, 4029 Brisbane, Australia
- Pathology Queensland, The Royal Brisbane and Women's Hospital, 4029 Brisbane, Australia
| | - Steven Van Laere
- Center for Oncological Research, University of Antwerp, 2610 Antwerp, Belgium
| | - Christine Desmedt
- Breast Cancer Translational Research Laboratory, Université Libre de Bruxelles, Institut Jules Bordet, B-1000 Brussels, Belgium
| | | | - Jorunn Eyfjord
- Cancer Research Laboratory, Faculty of Medicine, University of Iceland, 101 Reykjavik, Iceland
| | - Annegien Broeks
- The Netherlands Cancer Institute, 1066CX Amsterdam, the Netherlands
| | - Anne Vincent-Salomon
- Institut Curie, Department of Pathology and INSERM U934, 75248 Paris Cedex 05, France
| | - Andrew P Futreal
- Department of Genomic Medicine, University of Texas MD Anderson Cancer Center, Houston, Texas 77230, USA
| | - Stian Knappskog
- Department of Clinical Science, University of Bergen, 5020 Bergen, Norway
- Department of Oncology, Haukeland University Hospital, 5021 Bergen, Norway
| | - Tari King
- Memorial Sloan Kettering Cancer Center, New York, New York 10065, USA
| | - Alain Viari
- Synergie Lyon Cancer, Centre Léon Bérard, Lyon Cedex 08, France
- Equipe Erable, INRIA Grenoble-Rhône-Alpes, 38330 Montbonnot-Saint Martin, France
| | - Anne-Lise Børresen-Dale
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, The Norwegian Radiumhospital, 0310 Oslo, Norway
- K.G. Jebsen Centre for Breast Cancer Research, Institute for Clinical Medicine, University of Oslo, 0310 Oslo, Norway
| | - Hendrik G Stunnenberg
- Department of Molecular Biology, Faculty of Science, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, 6525GA Nijmegen, the Netherlands
| | - Mike Stratton
- Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, United Kingdom
| | - John A Foekens
- Erasmus MC Cancer Institute and Cancer Genomics Netherlands, University Medical Center Rotterdam, Department of Medical Oncology, 3015GD Rotterdam, the Netherlands
| | - Anieta M Sieuwerts
- Erasmus MC Cancer Institute and Cancer Genomics Netherlands, University Medical Center Rotterdam, Department of Medical Oncology, 3015GD Rotterdam, the Netherlands
| | - John W M Martens
- Erasmus MC Cancer Institute and Cancer Genomics Netherlands, University Medical Center Rotterdam, Department of Medical Oncology, 3015GD Rotterdam, the Netherlands
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Kaklamani VG, Richardson AL, Arteaga CL. Exploring Biomarkers of Phosphoinositide 3-Kinase Pathway Activation in the Treatment of Hormone Receptor Positive, Human Epidermal Growth Receptor 2 Negative Advanced Breast Cancer. Oncologist 2019; 24:305-312. [PMID: 30651399 PMCID: PMC6519770 DOI: 10.1634/theoncologist.2018-0314] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2018] [Accepted: 09/18/2018] [Indexed: 11/17/2022] Open
Abstract
Resistance to endocrine therapy (ET) is common in patients with hormone receptor positive (HR+) advanced breast cancer (ABC). Consequently, new targeted treatment options are needed in the post-ET setting, with validated biomarkers to inform treatment decisions. Hyperactivation of the phosphoinositide 3-kinase (PI3K) signaling pathway is common in ABC and is implicated in resistance to ET. The most frequent mechanism of PI3K pathway activation is activating mutations or amplification of PIK3CA, which encodes the α-isoform of the catalytic subunit of PI3K. Combining buparlisib, a pan-PI3K-targeted agent, with ET demonstrated modest clinical benefits in patients with aromatase inhibitor-resistant, HR+, human epidermal growth receptor 2 negative (HER2-) ABC in two phase III trials. Importantly, greater efficacy gains were observed in individuals with PIK3CA-mutated disease versus PIK3CA-wild-type tumors. Although the challenging safety profile did not support widespread use of this treatment combination, isoform-selective PI3K inhibitors may improve tolerability. In early clinical trials, promising disease control benefits were demonstrated with the PI3K isoform-selective inhibitors alpelisib and taselisib in patients with PIK3CA-mutated HR+, HER2- ABC. Ongoing biomarker-guided phase II/III studies may provide further opportunities to identify patients most likely to benefit from treatment with PI3K inhibitors and provide insight into optimizing the therapeutic index of PI3K inhibitors. Challenges facing the implementation of routine PIK3CA mutation testing must be addressed promptly so robust and reproducible genotyping can be obtained with liquid and tumor biopsies in a timely and cost-effective manner. IMPLICATIONS FOR PRACTICE: The development of phosphoinositide 3-kinase (PI3K) inhibitors, especially those that selectively target isoforms, may be an effective strategy for overcoming endocrine therapy resistance in hormone receptor positive, human epidermal growth receptor 2 negative advanced breast cancer. Early-phase studies have confirmed that patients with PIK3CA mutations respond best to PI3Kα-isoform inhibition. Ongoing phase III trials will provide further data regarding the efficacy and safety of PI3K inhibitors in patients with different biomarker profiles.
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Affiliation(s)
| | | | - Carlos L Arteaga
- Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, Texas, USA
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Shah M, Hunter N, Ensminger J, Shinn D, Cole AJ, Quinn HE, Edelstein DL, Wang C, Smith KL, Richardson AL, Cimino-Mathews A, Wolff AC, Cravero K, Park BH, Stearns V. Abstract P4-01-16: Detection of plasma tumor DNA (ptDNA) in patients with hormone receptor-positive HER2-negative (HR+HER2-) early breast cancer (EBC) in clinical remission. Cancer Res 2019. [DOI: 10.1158/1538-7445.sabcs18-p4-01-16] [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: Detection of ptDNA in patients with HR+HER2- EBC in clinical remission may impact recommendations for type and duration of adjuvant endocrine therapy. A sensitive technique to identify tumor mutations in plasma is BEAMing digital PCR. The frequency and timing of detectable mutations in plasma of patients in clinical remission from HR+HER2- EBC are unknown.
Methods: We screened a prospective institutional repository for patients that met inclusion criteria. Eligible patients must have been enrolled to the repository between 12/1/2008 (repository start) and 12/31/2016, had HR+HER2- EBC, received follow-up at Johns Hopkins with appointment scheduled between 3/1/2017 and 12/31/2017, completed curative surgery at least 6 months prior to this appointment, been recommended or initiated adjuvant endocrine therapy, and been in clinical remission. Appropriate patients were approached for a current blood sample during their follow-up appointment in 2017. Blood was analyzed using a BEAMing digital PCR platform (Sysmex Inostics OncoBEAM™) for AKT1, PIK3CA, and ESR1 mutations.
Results: We identified 67 eligible patients and collected blood from 60. Most patients had relatively low risk disease including 40 patients (67%) with stage I disease, and only 21 patients (35%) received chemotherapy. Patients were evenly divided between receiving tamoxifen or an aromatase inhibitor, and some patients switched from one to the other. The majority of patients (68%) had surgery between 1 and 5 years prior to the current blood draw. Detailed patient characteristics are provided in Table 1.
Two out of the 60 patients had detectable ptDNA, both with stage IIA disease. One patient had a mutation in the ESR1 ligand-binding domain P535H 9 months after surgery and while taking adjuvant tamoxifen for 7 months. Sanger sequencing of primary tumor tissue did not reveal this mutation. Another patient had a mutation in PIK3CA exon 9 E542K 9.5 years after surgery and after taking adjuvant tamoxifen for at least 7 years. Amplifying this locus in DNA from primary tumor tissue was unsuccessful; further analysis using droplet digital PCR (ddPCR) is planned.
Conclusions: Detection of ptDNA was feasible in a relatively low-risk group of patients with HR+HER2- EBC in clinical remission. Sampling a larger number of patients is needed to gain more understanding of the frequency and timing of detectable ptDNA. Next steps should also focus on determining the natural history of detectable ptDNA in patients with HR+HER2 EBC in clinical remission which may impact adjuvant treatment recommendations.
Funding sources: Komen SAC110053, P30 CA06973, Breast Cancer Research Foundation
Table 1:Characteristics of included patients N (%)Total patients60Age at diagnosis, median(range)57 (30-77)Female59 (98)Caucasian54 (90)Postmenopausal at diagnosis36 (60)Tumor size <2 cm42 (70)Node negative45 (75)Invasive ductal histology44 (73)Received adjuvant chemotherapy21 (35)Type of adjuvant endocrine therapy Tamoxifen25 (42)Aromatase inhibitor26 (43)Tamoxifen and AI7 (12)None2 (3)Time after surgery 6 months to <1 year6 (10)1 year to <5 years41 (68)5 years to <10 years13 (22)
Citation Format: Shah M, Hunter N, Ensminger J, Shinn D, Cole AJ, Quinn HE, Edelstein DL, Wang C, Smith KL, Richardson AL, Cimino-Mathews A, Wolff AC, Cravero K, Park BH, Stearns V. Detection of plasma tumor DNA (ptDNA) in patients with hormone receptor-positive HER2-negative (HR+HER2-) early breast cancer (EBC) in clinical remission [abstract]. In: Proceedings of the 2018 San Antonio Breast Cancer Symposium; 2018 Dec 4-8; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2019;79(4 Suppl):Abstract nr P4-01-16.
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Affiliation(s)
- M Shah
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD; Sysmex Inostics, Baltimore, MD; Johns Hopkins Medicine, Baltimore, MD
| | - N Hunter
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD; Sysmex Inostics, Baltimore, MD; Johns Hopkins Medicine, Baltimore, MD
| | - J Ensminger
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD; Sysmex Inostics, Baltimore, MD; Johns Hopkins Medicine, Baltimore, MD
| | - D Shinn
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD; Sysmex Inostics, Baltimore, MD; Johns Hopkins Medicine, Baltimore, MD
| | - AJ Cole
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD; Sysmex Inostics, Baltimore, MD; Johns Hopkins Medicine, Baltimore, MD
| | - HE Quinn
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD; Sysmex Inostics, Baltimore, MD; Johns Hopkins Medicine, Baltimore, MD
| | - DL Edelstein
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD; Sysmex Inostics, Baltimore, MD; Johns Hopkins Medicine, Baltimore, MD
| | - C Wang
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD; Sysmex Inostics, Baltimore, MD; Johns Hopkins Medicine, Baltimore, MD
| | - KL Smith
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD; Sysmex Inostics, Baltimore, MD; Johns Hopkins Medicine, Baltimore, MD
| | - AL Richardson
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD; Sysmex Inostics, Baltimore, MD; Johns Hopkins Medicine, Baltimore, MD
| | - A Cimino-Mathews
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD; Sysmex Inostics, Baltimore, MD; Johns Hopkins Medicine, Baltimore, MD
| | - AC Wolff
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD; Sysmex Inostics, Baltimore, MD; Johns Hopkins Medicine, Baltimore, MD
| | - K Cravero
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD; Sysmex Inostics, Baltimore, MD; Johns Hopkins Medicine, Baltimore, MD
| | - BH Park
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD; Sysmex Inostics, Baltimore, MD; Johns Hopkins Medicine, Baltimore, MD
| | - V Stearns
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Baltimore, MD; Sysmex Inostics, Baltimore, MD; Johns Hopkins Medicine, Baltimore, MD
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Yemul KS, Zysk AM, Richardson AL, Tangella KV, Jacobs LK. Abstract P6-02-03: Interpretation schema for optical coherence tomography images in breast tissue. Cancer Res 2019. [DOI: 10.1158/1538-7445.sabcs18-p6-02-03] [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
Purpose
Optical coherence tomography (OCT) is an attractive technology for surgical imaging because it permits the real-time visualization of microscopic tissue morphology with a handheld probe without the need for exogeneous agents, tissue manipulation, ionizing radiation, or histological processing. While initial studies have shown that OCT is an effective margin-evaluation tool for breast conserving surgery (BCS), image interpretation and feature identification have not been directly studied. In this work, breast pathologies were assessed with a handheld OCT probe and the images were compared to histology.
Methods
Mastectomy and BCS specimens from 26 women were imaged with a handheld OCT probe, and histology slides from the same region were digitally photographed. OCT and histology images from the same region were paired by selecting the best structural matches. Because image characteristics in OCT are akin to those in ultrasound, descriptive OCT image feature terminology similar to that of ultrasound was developed. Each of these characteristics was used to select and describe OCT-histology image matches.
Results
In total, 2880 OCT images were acquired from 26 breast specimens, and 48 matching OCT-histology image pairs were identified. These matched image pairs illustrate tissue types including adipose tissue, dense fibrosis, fibroadipose tissue, blood vessels, regular and hyperplastic ducts and lobules, cysts, fibroadenoma, IDC, ILC, DCIS, calcifications, and biopsy cavities. Differentiation between pathologies was achieved by considering feature boundaries, interior appearance, posterior shadowing or enhancement, and overall morphologic patterns.
Conclusions
This is the first work to systematically catalog the features of breast OCT images. The results indicate that OCT can be used to identify important structures and distinguish between benign and malignant breast pathologies.
Citation Format: Yemul KS, Zysk AM, Richardson AL, Tangella KV, Jacobs LK. Interpretation schema for optical coherence tomography images in breast tissue [abstract]. In: Proceedings of the 2018 San Antonio Breast Cancer Symposium; 2018 Dec 4-8; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2019;79(4 Suppl):Abstract nr P6-02-03.
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Affiliation(s)
- KS Yemul
- Diagnostic Photonics, Inc., Chicago, IL; Sibley Memorial Hospital, Washington, DC; Christie Clinic, Pathology, Urbana-Champaign, IL; Johns Hopkins Hospital, Surgery, Baltimore, MD
| | - AM Zysk
- Diagnostic Photonics, Inc., Chicago, IL; Sibley Memorial Hospital, Washington, DC; Christie Clinic, Pathology, Urbana-Champaign, IL; Johns Hopkins Hospital, Surgery, Baltimore, MD
| | - AL Richardson
- Diagnostic Photonics, Inc., Chicago, IL; Sibley Memorial Hospital, Washington, DC; Christie Clinic, Pathology, Urbana-Champaign, IL; Johns Hopkins Hospital, Surgery, Baltimore, MD
| | - KV Tangella
- Diagnostic Photonics, Inc., Chicago, IL; Sibley Memorial Hospital, Washington, DC; Christie Clinic, Pathology, Urbana-Champaign, IL; Johns Hopkins Hospital, Surgery, Baltimore, MD
| | - LK Jacobs
- Diagnostic Photonics, Inc., Chicago, IL; Sibley Memorial Hospital, Washington, DC; Christie Clinic, Pathology, Urbana-Champaign, IL; Johns Hopkins Hospital, Surgery, Baltimore, MD
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Nik-Zainal S, Davies H, Staaf J, Ramakrishna M, Glodzik D, Zou X, Martincorena I, Alexandrov LB, Martin S, Wedge DC, Van Loo P, Ju YS, Smid M, Brinkman AB, Morganella S, Aure MR, Lingjærde OC, Langerød A, Ringnér M, Ahn SM, Boyault S, Brock JE, Broeks A, Butler A, Desmedt C, Dirix L, Dronov S, Fatima A, Foekens JA, Gerstung M, Hooijer GKJ, Jang SJ, Jones DR, Kim HY, King TA, Krishnamurthy S, Lee HJ, Lee JY, Li Y, McLaren S, Menzies A, Mustonen V, O’Meara S, Pauporté I, Pivot X, Purdie CA, Raine K, Ramakrishnan K, Rodríguez-González FG, Romieu G, Sieuwerts AM, Simpson PT, Shepherd R, Stebbings L, Stefansson OA, Teague J, Tommasi S, Treilleux I, Van den Eynden GG, Vermeulen P, Vincent-Salomon A, Yates L, Caldas C, van’t Veer L, Tutt A, Knappskog S, Tan BKT, Jonkers J, Borg Å, Ueno NT, Sotiriou C, Viari A, Futreal PA, Campbell PJ, Span PN, Van Laere S, Lakhani SR, Eyfjord JE, Thompson AM, Birney E, Stunnenberg HG, van de Vijver MJ, Martens JWM, Børresen-Dale AL, Richardson AL, Kong G, Thomas G, Stratton MR. Author Correction: Landscape of somatic mutations in 560 breast cancer whole-genome sequences. Nature 2019; 566:E1. [DOI: 10.1038/s41586-019-0883-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Abstract
PURPOSE Initial studies have shown that optical coherence tomography (OCT) is an effective margin-evaluation tool for breast-conserving surgery, but methods for the interpretation of breast OCT images have not been directly studied. In this work, breast pathologies were assessed with a handheld OCT probe. OCT images and corresponding histology were used to develop guidelines for the identification of breast tissue features in OCT images. METHODS Mastectomy and breast-conserving surgery specimens from 26 women were imaged with a handheld OCT probe. During standard pathology specimen dissection, representative 1-cm × 1-cm tissue regions were grossly identified, assessed with OCT, inked for orientation and image-matching purposes, and processed. Histology slides corresponding to the OCT image region were digitally photographed. OCT and histology images from the same region were paired by selecting the best structural matches. RESULTS In total, 2880 OCT images were acquired from 26 breast specimens (from 26 patients) and 48 matching OCT-histology image pairs were identified. These matched image pairs illustrate tissue types including adipose tissue, dense fibrosis, fibroadipose tissue, blood vessels, regular and hyperplastic ducts and lobules, cysts, cyst, fibroadenoma, invasive ductal carcinoma, invasive lobular carcinoma, ductal carcinoma in situ, calcifications, and biopsy cavities. Differentiation between pathologies was achieved by considering feature boundaries, interior appearance, posterior shadowing or enhancement, and overall morphologic patterns. CONCLUSIONS This is the first work to systematically catalog the critical features of breast OCT images. The results indicate that OCT can be used to identify and distinguish between benign and malignant features in human breast tissue.
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Affiliation(s)
| | - Adam M Zysk
- 1 Diagnostic Photonics, Inc, Chicago, IL, USA
| | - Andrea L Richardson
- 2 Sibley Memorial Hospital, Washington, DC, USA.,3 Johns Hopkins Hospital, Baltimore, MD, USA
| | - Krishnarao V Tangella
- 4 Christie Clinic, University of Illinois College of Medicine, Urbana-Champaign, IL, USA
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Alcazar CRGD, Huh S, Ekram MB, Trinh A, Liu LL, Beca F, Xiaoyuan Z, Kwak M, Bergholtz H, Su Y, Ding L, Ding L, Russnes HG, Richardson AL, Babski K, Kim EMH, McDonnell CH, Wagner J, Rowberry R, Freeman G, Dillon D, Sorlie T, Coussens LM, Garber JE, Fan R, Bobolis K, Jeong J, Park SY, Michor F, Polyak K. Abstract A15: Immune-related changes in breast cancer tumor evolution. Cancer Immunol Res 2018. [DOI: 10.1158/2326-6074.tumimm17-a15] [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
Immunotherapy is a highly promising therapeutic option in metastatic disease albeit only in a subset of patients possibly due to heterogeneity in the mechanisms by which tumors escape immune surveillance. Immune cells shape tumor evolution directly (e.g., anti-tumor immune response) and indirectly (e.g., changing the microenvironment) by selecting for cancer cells with certain properties. We hypothesized that the in situ (DCIS) to invasive ductal carcinoma (IDC) transition is a critical tumor progression step for immune escape in breast cancer that defines subsequent tumor evolution. In DCIS, cancer cells are physically separated from the stroma by the basement membrane and myoepithelial cell layer, and tumor-infiltrating leukocytes are rarely detected in direct contact with cancer cells. In contrast, in IDC, cancer cells and leukocytes are intermingled, thus, only cancer cells that can survive in this environment will play a role in disease progression. To dissect mechanisms of immune escape in breast cancer, we first analyzed the composition of leukocytes in normal breast tissues, DCIS, and IDC by polychromatic FACS. We found that DCIS and IDC contained significantly higher numbers of leukocytes, compared to normal breast, whereas in normal tissues more leukocytes were in the stromal than in the epithelial fraction. We also observed significant differences in the relative frequencies of several CD45+ cell types including increased neutrophils and decreased CD8+/CD4+ T cell ratios in tumors compared to normal stroma. Next, we analyzed the gene expression profiles of CD45+CD3+ T cells and found gene set enrichment of cytotoxic cells in DCIS including CD8+ T cells and NKT cells when compared to IDC. Conversely, we found enrichment for gene sets corresponding to regulatory T cells in IDC when compared to DCIS. Overall this suggested that DCIS had a more activated immune environment and IDC a more suppressed immune environment. We further explored this result by immunofluorescence (IF) and found fewer activated GZMB+CD8+ T cells in IDC than in DCIS, including a set of matched DCIS and locally recurrent IDC tissues. We also found that the TCR clonotype was more diverse in DCIS than in normal breast and IDCs. Interestingly we detected a few relatively frequent clones that were shared among different DCIS, one of which was previously shown to recognize a protein from the Epstein-Bar virus. To elucidate mechanisms of immune evasion in IDC, we performed IF analysis of immune checkpoint proteins PD-L1 and TIGIT and found significant differences between DCIS and IDC. TIGIT-expressing T cells were more slightly frequent in DCIS than in IDC. PD-L1 expression was higher in the epithelial cancer cells in triple negative IDC compared to DCIS, and amplification of CD274 (encoding PD-L1) was only detected in triple negative IDCs. Given the close proximity of ERBB2 (encoding HER2) to a cluster of genes encoding several chemokines, we analyzed the HER2+ samples from the TCGA. We found that co-amplification of 17q12 chemokine cluster (CC) with ERBB2 was enriched in HER+ER+ luminal-like tumors but not in the HER2+ER breast tumors. We also found higher expression of both T cell activation and inhibition-related genes in tumors that lack CC gain. Also by assessing tumor samples by multicolor FISH and IF, we determined that there is an inverse correlation between CC amplification and activation of CD8+ T cells. Overall our results show co-evolution of cancer cells and the immune microenvironment during tumor progression.
Citation Format: Carlos R. Gil del Alcazar, SungJin Huh, Muhammad B. Ekram, Anne Trinh, Lin L. Liu, Francisco Beca, Zi Xiaoyuan, Misuk Kwak, Helga Bergholtz, Ying Su, Lina Ding, Lina Ding, Hege G. Russnes, Andrea L. Richardson, Kirsten Babski, Elizabeth Min Hui Kim, Charles H. McDonnell, III, Jon Wagner, Ron Rowberry, Gordon Freeman, Deborah Dillon, Therese Sorlie, Lisa M. Coussens, Judy E. Garber, Rong Fan, Kristie Bobolis, Joon Jeong, So Yeon Park, Franziska Michor, Kornelia Polyak. Immune-related changes in breast cancer tumor evolution [abstract]. In: Proceedings of the AACR Special Conference on Tumor Immunology and Immunotherapy; 2017 Oct 1-4; Boston, MA. Philadelphia (PA): AACR; Cancer Immunol Res 2018;6(9 Suppl):Abstract nr A15.
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Affiliation(s)
| | | | | | - Anne Trinh
- 1Dana-Farber Cancer Institute, Boston, MA,
| | - Lin L. Liu
- 1Dana-Farber Cancer Institute, Boston, MA,
| | | | | | | | | | - Ying Su
- 1Dana-Farber Cancer Institute, Boston, MA,
| | - Lina Ding
- 1Dana-Farber Cancer Institute, Boston, MA,
| | - Lina Ding
- 1Dana-Farber Cancer Institute, Boston, MA,
| | | | | | | | | | | | - Jon Wagner
- 4Sutter Roseville Medical Center, Roseville, CA,
| | - Ron Rowberry
- 4Sutter Roseville Medical Center, Roseville, CA,
| | | | | | | | | | | | - Rong Fan
- 2Yale University, New Haven, CT,
| | | | - Joon Jeong
- 7Yonsei University Medical College, Seoul, Korea, Republic of,
| | - So Yeon Park
- 8Seoul National University College of Medicine, Seongnam, Korea, Republic of
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Alcazar CRGD, Huh S, Ekram MB, Trinh A, Liu LL, Beca F, Xiaoyuan Z, Kwak M, Bergholtz H, Su Y, Ding L, Russnes HG, Richardson AL, Babski K, Kim EMH, McDonnell CH, Wagner J, Rowberry R, Freeman GJ, Dillon D, Sorlie T, Coussens LM, Garber JE, Fan R, Bobolis K, Allred DC, Jeong J, Park SY, Michor F, Polyak K. Abstract A21: Characterization of the immune environment in the in situ to invasive breast carcinoma transition. Mol Cancer Res 2018. [DOI: 10.1158/1557-3125.advbc17-a21] [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
Reactivation of immune responses against cancer cells—immunotherapy—is one of the few cancer therapies that can successfully eliminate even metastatic disease in a relatively nontoxic manner. However, its success has been limited to a subset of patients. For example, in breast cancer only ~20% of triple-negative breast cancer (TNBC) patients benefit from anti-PDL1 therapy. One reason for this limited success can be that different tumors evade the immune system via different mechanisms, which suggests that they may respond to different types of immunotherapies. Epithelial cancer cells in ductal carcinoma in situ (DCIS) are physically separated from the tumor-infiltrating leukocytes by the myoepithelial cell layer and the basement membrane, whereas in invasive ductal carcinoma (IDC), the epithelial cancer cells are intermingled with leukocytes. Therefore, we hypothesize that the DCIS to IDC transition is a key step in tumor progression as cancer cells are under different selection pressures, and only those that can evade the immune system can continue tumor progression, hence shaping subsequent tumor evolution. To dissect the role of leukocytes in the DCIS to IDC transition, we began by analyzing the composition and molecular profiles of leukocytes, with special emphasis on T cells, in normal breast tissues, DCIS, and IDC. We found that the relative frequency of leukocytes increases during tumor progression but the CD8/CD4 T cell ratio decreases. In addition, the gene expression profile of CD45+CD3+ T cells is different in DCIS compared to those isolated from normal breast tissue and IDCs. We found that gene set signatures corresponding to CD8+ T cells and NKT cells were enriched over regulatory T-cell signatures in DCIS compared to IDC. This result suggested that DCIS had a more activated immune environment compared to IDC. We further examined T-cell activation by immunofluorescence (IF) analysis and found a higher percentage of activated GZMB+CD8+ T cells in DCIS compared to IDC including a set of matched DCIS and locally recurrent IDC. We also found that the TCR clonotype was more diverse in DCIS than in IDCs. Interestingly, we detected a few relatively frequent clones that were shared among different DCIS patients, one of which was previously shown to recognize a protein from the Epstein-Bar virus. In order to dissect mechanisms of immune evasion in IDC, we analyzed immune checkpoint genes and proteins by FISH and IF. We found that TIGIT+ T cells were slightly more frequent in DCIS than in IDC. In triple-negative IDC, there was high expression of PD-L1 in epithelial cells and in 3/10 cases amplification of CD274 (encoding PD-L1), whereas DCIS had lower expression of PD-L1 and no amplification of CD274. To further elucidate mechanisms of immune evasion, we explored the significance of a cluster of genes encoding several chemokines that are located in close proximity of ERBB2 (encoding HER2). When analyzing the HER2+ samples from the TCGA, we found that coamplification of the 17q12 chemokine cluster (CC) with ERBB2 was enriched in HER2+ER+ luminal-like tumors, whereas there was either no gain or loss of the cluster in the HER2+ER breast tumors. Interestingly, we found higher expression of both T-cell activation and exhaustion-related genes in tumors that lack CC gain. Moreover, when assessing a cohort of HER2+ samples by multicolor FISH and IF, we found an inverse correlation between CC amplification and activation of CD8+ T cells. There was no correlation between CC amplification and recruitment of macrophages or myeloid-derived suppressor cells. Overall our results show coevolution of cancer cells and the immune microenvironment during tumor progression.
Citation Format: Carlos R. Gil del Alcazar, SungJin Huh, Muhammad B. Ekram, Anne Trinh, Lin L. Liu, Francisco Beca, Zi Xiaoyuan, Misuk Kwak, Helga Bergholtz, Ying Su, Lina Ding, Hege G. Russnes, Andrea L. Richardson, Kirsten Babski, Elizabeth Min Hui Kim, Charles H. McDonnell, III, Jon Wagner, Ron Rowberry, Gordon J. Freeman, Deborah Dillon, Therese Sorlie, Lisa M. Coussens, Judy E. Garber, Rong Fan, Kristie Bobolis, D. Craig Allred, Joon Jeong, So Yeon Park, Franziska Michor, Kornelia Polyak. Characterization of the immune environment in the in situ to invasive breast carcinoma transition [abstract]. In: Proceedings of the AACR Special Conference: Advances in Breast Cancer Research; 2017 Oct 7-10; Hollywood, CA. Philadelphia (PA): AACR; Mol Cancer Res 2018;16(8_Suppl):Abstract nr A21.
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Affiliation(s)
| | | | | | - Anne Trinh
- 1Dana-Farber Cancer Institute, Boston, MA,
| | - Lin L. Liu
- 1Dana-Farber Cancer Institute, Boston, MA,
| | | | | | | | | | - Ying Su
- 1Dana-Farber Cancer Institute, Boston, MA,
| | - Lina Ding
- 1Dana-Farber Cancer Institute, Boston, MA,
| | | | | | | | | | | | - Jon Wagner
- 4Sutter Roseville Medical Center, Roseville, CA,
| | - Ron Rowberry
- 4Sutter Roseville Medical Center, Roseville, CA,
| | | | | | | | | | | | - Rong Fan
- 2Yale University, New Haven, CT,
| | | | | | - Joon Jeong
- 8Yonsei University Medical College, Seoul, Korea, Republic of,
| | - So Yeon Park
- 9Seoul National University College of Medicine, Seongnam, Korea, Republic of
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Johnson SF, Cruz C, Greifenberg AK, Dust S, Stover DG, Chi D, Primack B, Cao S, Bernhardy AJ, Coulson R, Lazaro JB, Kochupurakkal B, Sun H, Unitt C, Moreau LA, Sarosiek KA, Scaltriti M, Juric D, Baselga J, Richardson AL, Rodig SJ, D'Andrea AD, Balmaña J, Johnson N, Geyer M, Serra V, Lim E, Shapiro GI. CDK12 Inhibition Reverses De Novo and Acquired PARP Inhibitor Resistance in BRCA Wild-Type and Mutated Models of Triple-Negative Breast Cancer. Cell Rep 2017; 17:2367-2381. [PMID: 27880910 DOI: 10.1016/j.celrep.2016.10.077] [Citation(s) in RCA: 188] [Impact Index Per Article: 26.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2016] [Revised: 09/08/2016] [Accepted: 10/23/2016] [Indexed: 02/04/2023] Open
Abstract
Although poly(ADP-ribose) polymerase (PARP) inhibitors are active in homologous recombination (HR)-deficient cancers, their utility is limited by acquired resistance after restoration of HR. Here, we report that dinaciclib, an inhibitor of cyclin-dependent kinases (CDKs) 1, 2, 5, and 9, additionally has potent activity against CDK12, a transcriptional regulator of HR. In BRCA-mutated triple-negative breast cancer (TNBC) cells and patient-derived xenografts (PDXs), dinaciclib ablates restored HR and reverses PARP inhibitor resistance. Additionally, we show that de novo resistance to PARP inhibition in BRCA1-mutated cell lines and a PDX derived from a PARP-inhibitor-naive BRCA1 carrier is mediated by residual HR and is reversed by CDK12 inhibition. Finally, dinaciclib augments the degree of response in a PARP-inhibitor-sensitive model, converting tumor growth inhibition to durable regression. These results highlight the significance of HR disruption as a therapeutic strategy and support the broad use of combined CDK12 and PARP inhibition in TNBC.
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Affiliation(s)
- Shawn F Johnson
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Cristina Cruz
- Experimental Therapeutics Group, Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain; Medical Oncology Department, Hospital Vall d'Hebron, Vall d'Hebron Institute of Oncology, Universitat Autonoma de Barcelona, 08035 Barcelona, Spain
| | - Ann Katrin Greifenberg
- Department of Structural Immunology, Institute of Innate Immunity, University of Bonn, 53127 Bonn, Germany; Group Physical Biochemistry, Center of Advanced European Studies and Research, 53175 Bonn, Germany
| | - Sofia Dust
- Department of Structural Immunology, Institute of Innate Immunity, University of Bonn, 53127 Bonn, Germany; Group Physical Biochemistry, Center of Advanced European Studies and Research, 53175 Bonn, Germany
| | - Daniel G Stover
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA; Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA
| | - David Chi
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Benjamin Primack
- Department of Radiation Oncology and Center for DNA Damage and Repair, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA 02215, USA; Department of Pediatric Oncology, Dana-Farber Cancer Institute, Children's Hospital and Harvard Medical School, Boston, MA 02215, USA
| | - Shiliang Cao
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Andrea J Bernhardy
- Developmental Therapeutics Program, Fox Chase Cancer Center, Philadelphia, PA 19111, USA
| | - Rhiannon Coulson
- The Kinghorn Cancer Centre, Garvan Institute of Medical Research, St. Vincent's Health Network, Darlinghurst, NSW 2010, Australia
| | - Jean-Bernard Lazaro
- Department of Radiation Oncology and Center for DNA Damage and Repair, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA 02215, USA
| | - Bose Kochupurakkal
- Department of Radiation Oncology and Center for DNA Damage and Repair, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA 02215, USA
| | - Heather Sun
- Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA
| | - Christine Unitt
- Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA
| | - Lisa A Moreau
- Department of Radiation Oncology and Center for DNA Damage and Repair, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA 02215, USA; Department of Pediatric Oncology, Dana-Farber Cancer Institute, Children's Hospital and Harvard Medical School, Boston, MA 02215, USA
| | | | - Maurizio Scaltriti
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Dejan Juric
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, MA 02114, USA; Department of Medicine, Harvard Medical School, Boston, MA 02114, USA
| | - José Baselga
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Andrea L Richardson
- Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA
| | - Scott J Rodig
- Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA
| | - Alan D D'Andrea
- Department of Radiation Oncology and Center for DNA Damage and Repair, Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA 02215, USA; Department of Pediatric Oncology, Dana-Farber Cancer Institute, Children's Hospital and Harvard Medical School, Boston, MA 02215, USA
| | - Judith Balmaña
- Medical Oncology Department, Hospital Vall d'Hebron, Vall d'Hebron Institute of Oncology, Universitat Autonoma de Barcelona, 08035 Barcelona, Spain
| | - Neil Johnson
- Developmental Therapeutics Program, Fox Chase Cancer Center, Philadelphia, PA 19111, USA
| | - Matthias Geyer
- Department of Structural Immunology, Institute of Innate Immunity, University of Bonn, 53127 Bonn, Germany; Group Physical Biochemistry, Center of Advanced European Studies and Research, 53175 Bonn, Germany
| | - Violeta Serra
- Experimental Therapeutics Group, Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Elgene Lim
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; The Kinghorn Cancer Centre, Garvan Institute of Medical Research, St. Vincent's Health Network, Darlinghurst, NSW 2010, Australia.
| | - Geoffrey I Shapiro
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA.
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Glodzik D, Morganella S, Davies H, Simpson PT, Li Y, Zou X, Diez-Perez J, Staaf J, Alexandrov LB, Smid M, Brinkman AB, Rye IH, Russnes H, Raine K, Purdie CA, Lakhani SR, Thompson AM, Birney E, Stunnenberg HG, van de Vijver MJ, Martens JWM, Børresen-Dale AL, Richardson AL, Kong G, Viari A, Easton D, Evan G, Campbell PJ, Stratton MR, Nik-Zainal S. Corrigendum: A somatic-mutational process recurrently duplicates germline susceptibility loci and tissue-specific super-enhancers in breast cancers. Nat Genet 2017; 49:1661. [PMID: 29074948 DOI: 10.1038/ng1117-1661a] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
This corrects the article DOI: 10.1038/ng.3771.
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Sharma C, Wang HX, Li Q, Knoblich K, Reisenbichler ES, Richardson AL, Hemler ME. Protein Acyltransferase DHHC3 Regulates Breast Tumor Growth, Oxidative Stress, and Senescence. Cancer Res 2017; 77:6880-6890. [PMID: 29055014 DOI: 10.1158/0008-5472.can-17-1536] [Citation(s) in RCA: 43] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2017] [Revised: 08/29/2017] [Accepted: 10/17/2017] [Indexed: 01/03/2023]
Abstract
DHHC-type protein acyltransferases may regulate the localization, stability, and/or activity of their substrates. In this study, we show that the protein palmitoyltransferase DHHC3 is upregulated in malignant and metastatic human breast cancer. Elevated expression of DHHC3 correlated with diminished patient survival in breast cancer and six other human cancer types. ZDHHC3 ablation in human MDA-MB-231 mammary tumor cell xenografts reduced the sizes of both the primary tumor and metastatic lung colonies. Gene array data and fluorescence dye assays documented increased oxidative stress and senescence in ZDHHC3-ablated cells. ZDHHC3-ablated tumors also showed enhanced recruitment of innate immune cells (antitumor macrophages, natural killer cells) associated with clearance of senescent tumors. These antitumor effects were reversed upon reconstitution with wild-type, but not enzyme-active site-deficient DHHC3. Concomitant ablation of the upregulated oxidative stress protein TXNIP substantially negated the effects of ZDHHC3 depletion on oxidative stress and senescence. Diminished DHHC3-dependent palmitoylation of ERGIC3 protein likely played a key role in TXNIP upregulation. In conclusion, DHHC3-mediated protein palmitoylation supports breast tumor growth by modulating cellular oxidative stress and senescence. Cancer Res; 77(24); 6880-90. ©2017 AACR.
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Affiliation(s)
- Chandan Sharma
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute and Department of Pathology, Harvard Medical School, Boston, Massachusetts
| | - Hong-Xing Wang
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute and Department of Pathology, Harvard Medical School, Boston, Massachusetts
| | - Qinglin Li
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute and Department of Pathology, Harvard Medical School, Boston, Massachusetts
| | - Konstantin Knoblich
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute and Department of Pathology, Harvard Medical School, Boston, Massachusetts
| | - Emily S Reisenbichler
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute and Department of Pathology, Harvard Medical School, Boston, Massachusetts
| | - Andrea L Richardson
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute and Department of Pathology, Harvard Medical School, Boston, Massachusetts
| | - Martin E Hemler
- Department of Cancer Immunology and Virology, Dana-Farber Cancer Institute and Department of Pathology, Harvard Medical School, Boston, Massachusetts.
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Gil Del Alcazar CR, Huh SJ, Ekram MB, Trinh A, Liu LL, Beca F, Zi X, Kwak M, Bergholtz H, Su Y, Ding L, Russnes HG, Richardson AL, Babski K, Min Hui Kim E, McDonnell CH, Wagner J, Rowberry R, Freeman GJ, Dillon D, Sorlie T, Coussens LM, Garber JE, Fan R, Bobolis K, Allred DC, Jeong J, Park SY, Michor F, Polyak K. Immune Escape in Breast Cancer During In Situ to Invasive Carcinoma Transition. Cancer Discov 2017; 7:1098-1115. [PMID: 28652380 PMCID: PMC5628128 DOI: 10.1158/2159-8290.cd-17-0222] [Citation(s) in RCA: 158] [Impact Index Per Article: 22.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2017] [Revised: 05/22/2017] [Accepted: 06/21/2017] [Indexed: 11/16/2022]
Abstract
To investigate immune escape during breast tumor progression, we analyzed the composition of leukocytes in normal breast tissues, ductal carcinoma in situ (DCIS), and invasive ductal carcinomas (IDC). We found significant tissue and tumor subtype-specific differences in multiple cell types including T cells and neutrophils. Gene expression profiling of CD45+CD3+ T cells demonstrated a decrease in CD8+ signatures in IDCs. Immunofluorescence analysis showed fewer activated GZMB+CD8+ T cells in IDC than in DCIS, including in matched DCIS and recurrent IDC. T-cell receptor clonotype diversity was significantly higher in DCIS than in IDCs. Immune checkpoint protein TIGIT-expressing T cells were more frequent in DCIS, whereas high PD-L1 expression and amplification of CD274 (encoding PD-L1) was only detected in triple-negative IDCs. Coamplification of a 17q12 chemokine cluster with ERBB2 subdivided HER2+ breast tumors into immunologically and clinically distinct subtypes. Our results show coevolution of cancer cells and the immune microenvironment during tumor progression.Significance: The design of effective cancer immunotherapies requires the understanding of mechanisms underlying immune escape during tumor progression. Here we demonstrate a switch to a less active tumor immune environment during the in situ to invasive breast carcinoma transition, and identify immune regulators and genomic alterations that shape tumor evolution. Cancer Discov; 7(10); 1098-115. ©2017 AACR.See related commentary by Speiser and Verdeil, p. 1062This article is highlighted in the In This Issue feature, p. 1047.
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MESH Headings
- B7-H1 Antigen/genetics
- Biomarkers, Tumor/genetics
- Breast Neoplasms/genetics
- Breast Neoplasms/immunology
- CD3 Complex/genetics
- Carcinoma, Ductal, Breast/genetics
- Carcinoma, Ductal, Breast/immunology
- Carcinoma, Intraductal, Noninfiltrating/genetics
- Carcinoma, Intraductal, Noninfiltrating/immunology
- Disease Progression
- Female
- Gene Expression Profiling/methods
- Gene Expression Regulation, Neoplastic
- Humans
- Leukocyte Common Antigens/genetics
- Receptor, ErbB-2/genetics
- T-Lymphocytes/immunology
- Tumor Microenvironment
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Affiliation(s)
- Carlos R Gil Del Alcazar
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Sung Jin Huh
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Muhammad B Ekram
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Anne Trinh
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Lin L Liu
- Department of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | - Francisco Beca
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Xiaoyuan Zi
- Department of Biomedical Engineering, Yale University, New Haven, Connecticut
- Second Military Medical University, Shanghai, P.R. China
| | - Minsuk Kwak
- Department of Biomedical Engineering, Yale University, New Haven, Connecticut
| | - Helga Bergholtz
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
| | - Ying Su
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Lina Ding
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Hege G Russnes
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
| | - Andrea L Richardson
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts
- Department of Pathology, Harvard Medical School, Boston, Massachusetts
| | | | | | | | - Jon Wagner
- Sutter Roseville Medical Center, Roseville, California
| | - Ron Rowberry
- Sutter Roseville Medical Center, Roseville, California
| | - Gordon J Freeman
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Deborah Dillon
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts
- Department of Pathology, Harvard Medical School, Boston, Massachusetts
| | - Therese Sorlie
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
| | - Lisa M Coussens
- Department of Cell, Developmental & Cancer Biology, Knight Cancer Institute, Oregon Health and Science University, Portland, Oregon
| | - Judy E Garber
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
| | - Rong Fan
- Department of Biomedical Engineering, Yale University, New Haven, Connecticut
| | | | - D Craig Allred
- Department of Pathology, Washington University School of Medicine, St. Louis, Missouri
| | - Joon Jeong
- Department of Surgery, Gangnam Severance Hospital, Yonsei University Medical College, Seoul, Korea
| | - So Yeon Park
- Department of Pathology, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea
| | - Franziska Michor
- Department of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | - Kornelia Polyak
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.
- Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts
- Department of Medicine, Harvard Medical School, Boston, Massachusetts
- The Broad Institute, Cambridge, Massachusetts
- Harvard Stem Cell Institute, Cambridge, Massachusetts
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37
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Davies H, Morganella S, Purdie CA, Jang SJ, Borgen E, Russnes H, Glodzik D, Zou X, Viari A, Richardson AL, Børresen-Dale AL, Thompson A, Eyfjord JE, Kong G, Stratton MR, Nik-Zainal S. Whole-Genome Sequencing Reveals Breast Cancers with Mismatch Repair Deficiency. Cancer Res 2017; 77:4755-4762. [PMID: 28904067 DOI: 10.1158/0008-5472.can-17-1083] [Citation(s) in RCA: 65] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2017] [Revised: 06/16/2017] [Accepted: 07/21/2017] [Indexed: 11/16/2022]
Abstract
Mismatch repair (MMR)-deficient cancers have been discovered to be highly responsive to immune therapies such as PD-1 checkpoint blockade, making their definition in patients, where they may be relatively rare, paramount for treatment decisions. In this study, we utilized patterns of mutagenesis known as mutational signatures, which are imprints of the mutagenic processes associated with MMR deficiency, to identify MMR-deficient breast tumors from a whole-genome sequencing dataset comprising a cohort of 640 patients. We identified 11 of 640 tumors as MMR deficient, but only 2 of 11 exhibited germline mutations in MMR genes or Lynch Syndrome. Two additional tumors had a substantially reduced proportion of mutations attributed to MMR deficiency, where the predominant mutational signatures were related to APOBEC enzymatic activity. Overall, 6 of 11 of the MMR-deficient cases in this cohort were confirmed genetically or epigenetically as having abrogation of MMR genes. However, IHC analysis of MMR-related proteins revealed all but one of 10 samples available for testing as MMR deficient. Thus, the mutational signatures more faithfully reported MMR deficiency than sequencing of MMR genes, because they represent a direct pathophysiologic readout of repair pathway abnormalities. As whole-genome sequencing continues to become more affordable, it could be used to expose individually abnormal tumors in tissue types where MMR deficiency has been rarely detected, but also rarely sought. Cancer Res; 77(18); 4755-62. ©2017 AACR.
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Affiliation(s)
- Helen Davies
- Wellcome Trust Sanger Institute, Hinxton, United Kingdom
| | | | - Colin A Purdie
- Pathology Department, Ninewells Hospital and Medical School, Dundee, United Kingdom
| | - Se Jin Jang
- Department of Pathology, Asan Medical Center, College of Medicine, Ulsan University, Ulsan, South Korea
| | - Elin Borgen
- Department of Pathology, Oslo University Hospital, Oslo, Norway
| | - Hege Russnes
- Department of Pathology, Oslo University Hospital, Oslo, Norway
- Department of Cancer Genetics, Institute for Cancer Research, Norwegian Radium Hospital, Oslo University Hospital, Oslo, Norway
- K.G. Jebsen Centre for Breast Cancer Research, Institute for Clinical Medicine, University of Oslo, Oslo, Norway
| | | | - Xueqing Zou
- Wellcome Trust Sanger Institute, Hinxton, United Kingdom
| | - Alain Viari
- Equipe Erable, INRIA Grenoble-Rhône-Alpes, Montbonnot-Saint Martin, France
- Synergie Lyon Cancer, Centre Léon Bérard, Lyon, France
| | - Andrea L Richardson
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Anne-Lise Børresen-Dale
- Department of Pathology, Oslo University Hospital, Oslo, Norway
- Department of Cancer Genetics, Institute for Cancer Research, Norwegian Radium Hospital, Oslo University Hospital, Oslo, Norway
| | - Alastair Thompson
- Department of Breast Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jorunn E Eyfjord
- Cancer Research Laboratory, Faculty of Medicine, University of Iceland, Reykjavik, Iceland
| | - Gu Kong
- Department of Pathology, College of Medicine, Hanyang University, Seoul, Republic of Korea
| | | | - Serena Nik-Zainal
- Wellcome Trust Sanger Institute, Hinxton, United Kingdom.
- East Anglian Medical Genetics Service, Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
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38
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D Antonio M, Weghorn D, D Antonio-Chronowska A, Coulet F, Olson KM, DeBoever C, Drees F, Arias A, Alakus H, Richardson AL, Schwab RB, Farley EK, Sunyaev SR, Frazer KA. Identifying DNase I hypersensitive sites as driver distal regulatory elements in breast cancer. Nat Commun 2017; 8:436. [PMID: 28874753 PMCID: PMC5585396 DOI: 10.1038/s41467-017-00100-x] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2016] [Accepted: 06/01/2017] [Indexed: 12/03/2022] Open
Abstract
Efforts to identify driver mutations in cancer have largely focused on genes, whereas non-coding sequences remain relatively unexplored. Here we develop a statistical method based on characteristics known to influence local mutation rate and a series of enrichment filters in order to identify distal regulatory elements harboring putative driver mutations in breast cancer. We identify ten DNase I hypersensitive sites that are significantly mutated in breast cancers and associated with the aberrant expression of neighboring genes. A pan-cancer analysis shows that three of these elements are significantly mutated across multiple cancer types and have mutation densities similar to protein-coding driver genes. Functional characterization of the most highly mutated DNase I hypersensitive sites in breast cancer (using in silico and experimental approaches) confirms that they are regulatory elements and affect the expression of cancer genes. Our study suggests that mutations of regulatory elements in tumors likely play an important role in cancer development. Cancer driver mutations can occur within noncoding genomic sequences. Here, the authors develop a statistical approach to identify candidate noncoding driver mutations in DNase I hypersensitive sites in breast cancer and experimentally demonstrate they are regulatory elements of known cancer genes.
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Affiliation(s)
- Matteo D Antonio
- Moores Cancer Center, University of California, La Jolla, San Diego, CA, 92093, USA
| | - Donate Weghorn
- Division of Genetics, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, 02115, USA
| | | | - Florence Coulet
- Department of Pediatrics, University of California, La Jolla, San Diego, CA, 92093, USA.,Department of Genetics, Pitie-Salpetriere Hospital, Pierre and Marie Curie University, Paris, 75013, France
| | - Katrina M Olson
- Department of Medicine, Division of Cardiology, University of California, La Jolla, San Diego, CA, 92093, USA.,Division of Biological Sciences, Section of Molecular Biology, University of California, La Jolla, San Diego, CA, 92093, USA
| | - Christopher DeBoever
- Bioinformatics and Systems Biology, University of California, La Jolla, San Diego, CA, 92093, USA
| | - Frauke Drees
- Department of Pediatrics, University of California, La Jolla, San Diego, CA, 92093, USA
| | - Angelo Arias
- Department of Pediatrics, University of California, La Jolla, San Diego, CA, 92093, USA
| | - Hakan Alakus
- Department of Pediatrics, University of California, La Jolla, San Diego, CA, 92093, USA.,Department of General, Visceral and Cancer Surgery, University of Cologne, Cologne, 50937, Germany
| | - Andrea L Richardson
- Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, 02115, USA.,The Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA
| | - Richard B Schwab
- Moores Cancer Center, University of California, La Jolla, San Diego, CA, 92093, USA.,Department of Medicine, School of Medicine, University of California, La Jolla, San Diego, CA, 92093, USA
| | - Emma K Farley
- Department of Medicine, Division of Cardiology, University of California, La Jolla, San Diego, CA, 92093, USA. .,Division of Biological Sciences, Section of Molecular Biology, University of California, La Jolla, San Diego, CA, 92093, USA.
| | - Shamil R Sunyaev
- Division of Genetics, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, 02115, USA.
| | - Kelly A Frazer
- Moores Cancer Center, University of California, La Jolla, San Diego, CA, 92093, USA. .,Institute for Genomic Medicine, University of California, La Jolla, San Diego, CA, 92093, USA. .,Department of Pediatrics, University of California, La Jolla, San Diego, CA, 92093, USA.
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Yates LR, Knappskog S, Wedge D, Farmery JHR, Gonzalez S, Martincorena I, Alexandrov LB, Van Loo P, Haugland HK, Lilleng PK, Gundem G, Gerstung M, Pappaemmanuil E, Gazinska P, Bhosle SG, Jones D, Raine K, Mudie L, Latimer C, Sawyer E, Desmedt C, Sotiriou C, Stratton MR, Sieuwerts AM, Lynch AG, Martens JW, Richardson AL, Tutt A, Lønning PE, Campbell PJ. Genomic Evolution of Breast Cancer Metastasis and Relapse. Cancer Cell 2017; 32:169-184.e7. [PMID: 28810143 PMCID: PMC5559645 DOI: 10.1016/j.ccell.2017.07.005] [Citation(s) in RCA: 432] [Impact Index Per Article: 61.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2016] [Revised: 05/13/2017] [Accepted: 07/14/2017] [Indexed: 12/18/2022]
Abstract
Patterns of genomic evolution between primary and metastatic breast cancer have not been studied in large numbers, despite patients with metastatic breast cancer having dismal survival. We sequenced whole genomes or a panel of 365 genes on 299 samples from 170 patients with locally relapsed or metastatic breast cancer. Several lines of analysis indicate that clones seeding metastasis or relapse disseminate late from primary tumors, but continue to acquire mutations, mostly accessing the same mutational processes active in the primary tumor. Most distant metastases acquired driver mutations not seen in the primary tumor, drawing from a wider repertoire of cancer genes than early drivers. These include a number of clinically actionable alterations and mutations inactivating SWI-SNF and JAK2-STAT3 pathways.
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Affiliation(s)
- Lucy R Yates
- Wellcome Trust Sanger Institute, Hinxton CB10 1SA, UK; Department of Clinical Oncology, Guys and St Thomas' NHS Trust, London SE1 9RT, UK
| | - Stian Knappskog
- Section of Oncology, Department of Clinical Science, University of Bergen, Bergen, Norway; Department of Oncology, Haukeland University Hospital, Bergen, Norway
| | - David Wedge
- Wellcome Trust Sanger Institute, Hinxton CB10 1SA, UK; Big Data Institute, University of Oxford, Oxford OX3 7BN, UK
| | - James H R Farmery
- Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Robinson Way, Cambridge CB2 0RE, UK
| | - Santiago Gonzalez
- Wellcome Trust Sanger Institute, Hinxton CB10 1SA, UK; European Bioinformatics Institute EMBL-EBI, Wellcome Genome Campus, Hinxton CB10 1SD, UK
| | | | - Ludmil B Alexandrov
- Theoretical Biology and Biophysics (T-6), Los Alamos National Laboratory, Los Alamos, NM 87545, USA; Center for Nonlinear Studies, Los Alamos National Laboratory, Los Alamos, NM 87545, USA; University of New Mexico Comprehensive Cancer Center, Albuquerque, NM 87102, USA
| | - Peter Van Loo
- The Francis Crick Institute, 1 Midland Road, London NW1 1AT, UK; Department of Human Genetics, University of Leuven, 3000 Leuven, Belgium
| | - Hans Kristian Haugland
- Department of Pathology, Haukeland University Hospital, Bergen, Norway; The Gade Laboratory for Pathology, Department of Clinical Medicine, University of Bergen, Bergen, Norway
| | - Peer Kaare Lilleng
- Department of Pathology, Haukeland University Hospital, Bergen, Norway; The Gade Laboratory for Pathology, Department of Clinical Medicine, University of Bergen, Bergen, Norway
| | - Gunes Gundem
- Wellcome Trust Sanger Institute, Hinxton CB10 1SA, UK; Computational Oncology, Epidemiology and Biostatistics Memorial Sloan Kettering Cancer Institute, New York, NY 10065 USA
| | - Moritz Gerstung
- Wellcome Trust Sanger Institute, Hinxton CB10 1SA, UK; European Bioinformatics Institute EMBL-EBI, Wellcome Genome Campus, Hinxton CB10 1SD, UK
| | - Elli Pappaemmanuil
- Wellcome Trust Sanger Institute, Hinxton CB10 1SA, UK; Computational Oncology, Epidemiology and Biostatistics Memorial Sloan Kettering Cancer Institute, New York, NY 10065 USA
| | - Patrycja Gazinska
- Division of Cancer Studies, Faculty of Life Sciences and Medicine, King's College London, London SE1 9RT, UK
| | | | - David Jones
- Wellcome Trust Sanger Institute, Hinxton CB10 1SA, UK
| | - Keiran Raine
- Wellcome Trust Sanger Institute, Hinxton CB10 1SA, UK
| | - Laura Mudie
- Wellcome Trust Sanger Institute, Hinxton CB10 1SA, UK
| | - Calli Latimer
- Wellcome Trust Sanger Institute, Hinxton CB10 1SA, UK
| | - Elinor Sawyer
- Department of Clinical Oncology, Guys and St Thomas' NHS Trust, London SE1 9RT, UK; Division of Cancer Studies, Faculty of Life Sciences and Medicine, King's College London, London SE1 9RT, UK
| | - Christine Desmedt
- Breast Cancer Translational Research Laboratory, Université Libre de Bruxelles, Institut Jules Bordet, Bd de Waterloo 121, 1000 Brussels, Belgium
| | - Christos Sotiriou
- Breast Cancer Translational Research Laboratory, Université Libre de Bruxelles, Institut Jules Bordet, Bd de Waterloo 121, 1000 Brussels, Belgium
| | | | - Anieta M Sieuwerts
- Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Erasmus University Medical Center, Department of Medical Oncology, Rotterdam, the Netherlands
| | - Andy G Lynch
- Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Robinson Way, Cambridge CB2 0RE, UK
| | - John W Martens
- Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Erasmus University Medical Center, Department of Medical Oncology, Rotterdam, the Netherlands
| | - Andrea L Richardson
- Department of Pathology, Brigham and Women's Hospital, Boston, MA 02115, USA; Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Andrew Tutt
- Division of Cancer Studies, Faculty of Life Sciences and Medicine, King's College London, London SE1 9RT, UK; Breast Cancer Now Research Unit, King's College London, London SE1 9RT, UK; The Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London SW3 6JB, UK
| | - Per Eystein Lønning
- Section of Oncology, Department of Clinical Science, University of Bergen, Bergen, Norway; Department of Oncology, Haukeland University Hospital, Bergen, Norway.
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Singhal H, Chi D, Lim E, He H, Vadhi R, Rao PK, Long HW, Richardson AL, Garber J, Brown M. Abstract LB-257: Estrogen signaling in mature luminal and luminal progenitor cells of BRCA2 carriers and non-carriers. Cancer Res 2017. [DOI: 10.1158/1538-7445.am2017-lb-257] [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: Carriers of mutations in the breast cancer susceptibility gene BRCA2 have a 50-80% lifetime risk of developing breast cancers, about 70% of which are positive for estrogen receptor (ER), a key oncogenic hormone receptor. Metastatic ER+ tumors also respond to PARP inhibitors associated with their DNA repair defect. There remains much to understand regarding estrogen signaling in BRCA2 carriers and preventing cancers in this high-risk population.
Methods: We studied the transcriptomes and in-vitro growth of luminal progenitors and mature luminal cells derived from primary human normal breast tissue obtained from BRCA2 carriers and wild-type patients undergoing prophylactic mastectomy and reduction mammoplasty procedures, respectively. Subsequently, formalin-fixed paraffin-embedded breast cancer tissue samples from twelve case-control matched pairs of BRCA2 carriers and wild-type patients were investigated for ER genomic binding, H3K27Ac enhancer marks, and gene expression changes.
Results: Luminal progenitors and mature luminal cells have different gene expression patterns. Unsupervised clustering of transcriptomes from normal tissue of three pairs of BRCA2-mutant and wildtype patients suggested that BRCA2 mutation status can segregate transcriptomes from luminal progenitors but not mature luminal cells. These differential transcriptomes in luminal progenitor cells from BRCA2 carriers were enriched for cell proliferation genes. In agreement, greater proliferative phenotype was observed in BRCA2-mutant luminal progenitor cells in comparison to the wild-type cohort. Interestingly, clustering analyses of twelve pairs of breast tumors indicated no clear differences between ER cistromes, enhancer marks and gene expression between BRCA2 carriers and wildtype patients. Because luminal progenitor cells are more likely to contribute to tumorigenesis, we hypothesize that the identified BRCA2-mutant signature in normal progenitor cells could be retained in tumors obtained from BRCA2 carriers.
Conclusions: There are differential gene expression patterns between luminal progenitors and mature luminal cells obtained from normal human breast tissue. The transcriptomes in the luminal progenitor but not mature luminal cells segregate differently based on the BRCA2 mutation status. This identified BRCA2-mutant gene signature in luminal progenitor cells is enriched for pro-proliferation pathways, and BRCA2-mutant luminal progenitor cells exhibit higher cell proliferation, suggesting a potential cell-of-origin in BRCA2-associated breast cancers. Importantly, no significant differences in transcriptomes and ER cistromes are observed in breast tumors from BRCA2 carriers and non-carriers, indicating a need to identify BRCA2-mutant gene signature that may assist in segregating ER+ breast cancers in this high-risk populations. The knowledge from this study may assist in pioneering strategies for cancer prevention in high-risk BRCA2 mutation carriers.
Citation Format: Hari Singhal, David Chi, Elgene Lim, Housheng He, Raga Vadhi, Prakash K. Rao, Henry W. Long, Andrea L. Richardson, Judy Garber, Myles Brown. Estrogen signaling in mature luminal and luminal progenitor cells of BRCA2 carriers and non-carriers [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2017; 2017 Apr 1-5; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2017;77(13 Suppl):Abstract nr LB-257. doi:10.1158/1538-7445.AM2017-LB-257
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Affiliation(s)
- Hari Singhal
- 1Dana-Farber Cancer Institute, Harvard University, Boston, MA
| | - David Chi
- 1Dana-Farber Cancer Institute, Harvard University, Boston, MA
| | - Elgene Lim
- 2Garvan Institute of Medical research, Sydney, Australia
| | - Housheng He
- 3University of Toronto, Toronto, Ontario, Canada
| | - Raga Vadhi
- 1Dana-Farber Cancer Institute, Harvard University, Boston, MA
| | - Prakash K. Rao
- 1Dana-Farber Cancer Institute, Harvard University, Boston, MA
| | - Henry W. Long
- 1Dana-Farber Cancer Institute, Harvard University, Boston, MA
| | | | - Judy Garber
- 1Dana-Farber Cancer Institute, Harvard University, Boston, MA
| | - Myles Brown
- 1Dana-Farber Cancer Institute, Harvard University, Boston, MA
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Davies H, Glodzik D, Morganella S, Yates LR, Staaf J, Zou X, Ramakrishna M, Martin S, Boyault S, Sieuwerts AM, Simpson PT, King TA, Raine K, Eyfjord JE, Kong G, Borg Å, Birney E, Stunnenberg HG, van de Vijver MJ, Børresen-Dale AL, Martens JW, Span PN, Lakhani SR, Vincent-Salomon A, Sotiriou C, Tutt A, Thompson AM, Van Laere S, Richardson AL, Viari A, Campbell PJ, Stratton MR, Nik-Zainal S. HRDetect is a predictor of BRCA1 and BRCA2 deficiency based on mutational signatures. Nat Med 2017; 23:517-525. [PMID: 28288110 PMCID: PMC5833945 DOI: 10.1038/nm.4292] [Citation(s) in RCA: 619] [Impact Index Per Article: 88.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2016] [Accepted: 01/24/2017] [Indexed: 12/12/2022]
Abstract
Approximately 1-5% of breast cancers are attributed to inherited mutations in BRCA1 or BRCA2 and are selectively sensitive to poly(ADP-ribose) polymerase (PARP) inhibitors. In other cancer types, germline and/or somatic mutations in BRCA1 and/or BRCA2 (BRCA1/BRCA2) also confer selective sensitivity to PARP inhibitors. Thus, assays to detect BRCA1/BRCA2-deficient tumors have been sought. Recently, somatic substitution, insertion/deletion and rearrangement patterns, or 'mutational signatures', were associated with BRCA1/BRCA2 dysfunction. Herein we used a lasso logistic regression model to identify six distinguishing mutational signatures predictive of BRCA1/BRCA2 deficiency. A weighted model called HRDetect was developed to accurately detect BRCA1/BRCA2-deficient samples. HRDetect identifies BRCA1/BRCA2-deficient tumors with 98.7% sensitivity (area under the curve (AUC) = 0.98). Application of this model in a cohort of 560 individuals with breast cancer, of whom 22 were known to carry a germline BRCA1 or BRCA2 mutation, allowed us to identify an additional 22 tumors with somatic loss of BRCA1 or BRCA2 and 47 tumors with functional BRCA1/BRCA2 deficiency where no mutation was detected. We validated HRDetect on independent cohorts of breast, ovarian and pancreatic cancers and demonstrated its efficacy in alternative sequencing strategies. Integrating all of the classes of mutational signatures thus reveals a larger proportion of individuals with breast cancer harboring BRCA1/BRCA2 deficiency (up to 22%) than hitherto appreciated (∼1-5%) who could have selective therapeutic sensitivity to PARP inhibition.
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Affiliation(s)
- Helen Davies
- Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | - Dominik Glodzik
- Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | | | - Lucy R. Yates
- Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
- Guys and St Thomas’ NHS Trust, London, UK
| | - Johan Staaf
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, SE-223 81, Sweden
| | - Xueqing Zou
- Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | - Manasa Ramakrishna
- Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
- Oncology, Innovative Medicines and Early Development Biotech Unit, AstraZeneca, Hodgkin Building, Chesterford Research Park, Little Chesterford, Cambridge CB10 1XL, UK
| | - Sancha Martin
- Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | - Sandrine Boyault
- Centre Léon Bérard, Translational Research Lab Department, 28, rue Laënnec, 69373 Lyon Cedex 08, France
| | - Anieta M. Sieuwerts
- Department of Medical Oncology, Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Erasmus University Medical Center, Rotterdam 3015CN, The Netherlands
| | - Peter T. Simpson
- The University of Queensland: UQ Centre for Clinical Research and School of Medicine, Brisbane, Queensland 4029, Australia
| | - Tari A. King
- Memorial Sloan Kettering Cancer Center, 1275 York Ave, New York, NY 10065, United States
| | - Keiran Raine
- Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | - Jorunn E. Eyfjord
- Cancer Research Laboratory, Faculty of Medicine, University of Iceland, 101 Reykjavik, Iceland
| | - Gu Kong
- Department of Pathology, College of Medicine, Hanyang University, Seoul, 133-791, South Korea
| | - Åke Borg
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, Lund, SE-223 81, Sweden
| | - Ewan Birney
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Trust Genome Campus,Hinxton, Cambridgeshire, CB10 1SD
| | - Hendrik G. Stunnenberg
- Department of Molecular Biology, Faculties of Science and Medicine, Radboud University, 6525GA, Nijmegen, Netherlands
| | - Marc J. van de Vijver
- Department of Pathology, Academic Medical Center, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Anne-Lise Børresen-Dale
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital The Norwegian Radium Hospital Oslo 0310, Norway
- K.G. Jebsen Centre for Breast Cancer Research, Institute for Clinical Medicine, University of Oslo, Oslo 0310, Norway
| | - John W.M. Martens
- Department of Medical Oncology, Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Erasmus University Medical Center, Rotterdam 3015CN, The Netherlands
| | - Paul N. Span
- Department of Radiation Oncology, and department of Laboratory Medicine, Radboud university medical center, Nijmegen 6525GA, The Netherlands
| | - Sunil R Lakhani
- The University of Queensland: UQ Centre for Clinical Research and School of Medicine, Brisbane, Queensland 4029, Australia
- Pathology Queensland, The Royal Brisbane and Women’s Hospital, Brisbane, Queensland 4029, Australia
| | - Anne Vincent-Salomon
- Institut Curie, Department of Pathology and INSERM U934, 26 rue d'Ulm, 75248 Paris Cedex 05, France
| | - Christos Sotiriou
- Breast Cancer Translational Research Laboratory, Université Libre de Bruxelles, Institut Jules Bordet, Bd de Waterloo 121, B-1000 Brussels, Belgium
| | - Andrew Tutt
- Breast Cancer Now Research Unit, King’s College, London, UK
- Breast Cancer Now Toby Robin’s Research Centre, Institute of Cancer Research, London, UK
| | - Alastair M. Thompson
- Department of Breast Surgical Oncology, University of Texas MD Anderson Cancer Center, 1400 Pressler Street, Houston, Texas 77030, USA
| | - Steven Van Laere
- Translational Cancer Research Unit, Center for Oncological Research, Faculty of Medicine and Health Sciences, University of Antwerp, Antwerp, Belgium
- HistoGeneX NV, Wilrijk, Belgium
| | - Andrea L. Richardson
- Department of Pathology, Brigham and Women's Hospital, Boston, MA 02115 USA
- Dana-Farber Cancer Institute, Boston, MA 02215 USA
| | - Alain Viari
- Equipe Erable, INRIA Grenoble-Rhône-Alpes, 655, Avenue de l'Europe, 38330 Montbonnot-Saint Martin, France
- Synergie Lyon Cancer, Centre Léon Bérard, 28 rue Laënnec, Lyon Cedex 08, France
| | - Peter J Campbell
- Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | | | - Serena Nik-Zainal
- Wellcome Trust Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
- East Anglian Medical Genetics Service, Cambridge University Hospitals NHS Foundation Trust, Cambridge CB2 9NB, UK
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42
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Glodzik D, Morganella S, Davies H, Simpson PT, Li Y, Zou X, Diez-Perez J, Staaf J, Alexandrov LB, Smid M, Brinkman AB, Rye IH, Russnes H, Raine K, Purdie CA, Lakhani SR, Thompson AM, Birney E, Stunnenberg HG, van de Vijver MJ, Martens JWM, Børresen-Dale AL, Richardson AL, Kong G, Viari A, Easton D, Evan G, Campbell PJ, Stratton MR, Nik-Zainal S. A somatic-mutational process recurrently duplicates germline susceptibility loci and tissue-specific super-enhancers in breast cancers. Nat Genet 2017; 49:341-348. [PMID: 28112740 PMCID: PMC5988034 DOI: 10.1038/ng.3771] [Citation(s) in RCA: 62] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2016] [Accepted: 12/16/2016] [Indexed: 12/18/2022]
Abstract
Somatic rearrangements contribute to the mutagenized landscape of cancer genomes. Here, we systematically interrogated rearrangements in 560 breast cancers by using a piecewise constant fitting approach. We identified 33 hotspots of large (>100 kb) tandem duplications, a mutational signature associated with homologous-recombination-repair deficiency. Notably, these tandem-duplication hotspots were enriched in breast cancer germline susceptibility loci (odds ratio (OR) = 4.28) and breast-specific 'super-enhancer' regulatory elements (OR = 3.54). These hotspots may be sites of selective susceptibility to double-strand-break damage due to high transcriptional activity or, through incrementally increasing copy number, may be sites of secondary selective pressure. The transcriptomic consequences ranged from strong individual oncogene effects to weak but quantifiable multigene expression effects. We thus present a somatic-rearrangement mutational process affecting coding sequences and noncoding regulatory elements and contributing a continuum of driver consequences, from modest to strong effects, thereby supporting a polygenic model of cancer development.
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Affiliation(s)
| | | | | | - Peter T Simpson
- The University of Queensland: UQ Centre for Clinical Research and School of Medicine, Brisbane, Queensland, Australia
| | - Yilong Li
- Wellcome Trust Sanger Institute, Cambridge, UK
| | - Xueqing Zou
- Wellcome Trust Sanger Institute, Cambridge, UK
| | | | - Johan Staaf
- Department of Clinical Sciences Lund, Division of Oncology and Pathology, Lund University, Lund, Sweden
| | - Ludmil B Alexandrov
- Wellcome Trust Sanger Institute, Cambridge, UK
- Theoretical Biology and Biophysics (T-6), Los Alamos National Laboratory, Los Alamos, New Mexico, USA
- Center for Nonlinear Studies, Los Alamos National Laboratory, Los Alamos, New Mexico, USA
| | - Marcel Smid
- Department of Medical Oncology, Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Arie B Brinkman
- Department of Molecular Biology, Faculties of Science and Medicine, Radboud University, Nijmegen, the Netherlands
| | - Inga Hansine Rye
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, Norwegian Radiumhospital, Oslo, Norway
- K.G. Jebsen Centre for Breast Cancer Research, Institute for Clinical Medicine, University of Oslo, Oslo, Norway
| | - Hege Russnes
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, Norwegian Radiumhospital, Oslo, Norway
- K.G. Jebsen Centre for Breast Cancer Research, Institute for Clinical Medicine, University of Oslo, Oslo, Norway
| | | | - Colin A Purdie
- Department of Pathology, Ninewells Hospital &Medical School, Dundee, UK
| | - Sunil R Lakhani
- The University of Queensland: UQ Centre for Clinical Research and School of Medicine, Brisbane, Queensland, Australia
- Pathology Queensland, Royal Brisbane and Women's Hospital, Brisbane, Queensland, Australia
| | - Alastair M Thompson
- Department of Pathology, Ninewells Hospital &Medical School, Dundee, UK
- Department of Breast Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Ewan Birney
- European Molecular Biology Laboratory, European Bioinformatics Institute, Cambridgeshire, UK
| | - Hendrik G Stunnenberg
- Department of Medical Oncology, Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Erasmus University Medical Center, Rotterdam, the Netherlands
| | | | - John W M Martens
- Department of Medical Oncology, Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Anne-Lise Børresen-Dale
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, Norwegian Radiumhospital, Oslo, Norway
- K.G. Jebsen Centre for Breast Cancer Research, Institute for Clinical Medicine, University of Oslo, Oslo, Norway
| | - Andrea L Richardson
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts, USA
- Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Gu Kong
- Department of Pathology, College of Medicine, Hanyang University, Seoul, South Korea
| | - Alain Viari
- Equipe Erable, INRIA Grenoble-Rhône-Alpes, Montbonnot-Saint Martin, France
- Synergie Lyon Cancer, Centre Léon Bérard, Lyon, France
| | - Douglas Easton
- Department of Public Health and Primary Care, Centre for Cancer Genetic Epidemiology, University of Cambridge, Strangeways Research Laboratory, Cambridge, UK
| | - Gerard Evan
- Department of Biochemistry, University of Cambridge, Cambridge, UK
| | | | | | - Serena Nik-Zainal
- Wellcome Trust Sanger Institute, Cambridge, UK
- East Anglian Medical Genetics Service, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
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Ince TA, Witt AE, Lee CW, Lee TI, Azzam DJ, Wang B, Caslini C, Petrocca F, Grosso J, Jones M, Cohick EA, Gropper AB, Wahlestedt C, Richardson AL, Shiekhattar R, Young RA. Abstract P5-07-13: Identification of a cancer stem sell-specific function for the histone deacetylases, HDAC1 and HDAC7, in breast and ovarian cancer. Cancer Res 2017. [DOI: 10.1158/1538-7445.sabcs16-p5-07-13] [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
This abstract was withdrawn by the authors.
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Affiliation(s)
- TA Ince
- Interdisciplinary Stem Cell Institute, Braman Family Breast Cancer Institute, and Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL; Brigham and Women's Hospital, and Harvard Medical School, Boston, MA; The Whitehead Institute for Biomedical Research, Cambridge, MA; University of Miami Miller School of Medicine, Miami, FL; Boston Children's Hospital, and Harvard Medical School, Boston, MA; University of Miami Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL
| | - AE Witt
- Interdisciplinary Stem Cell Institute, Braman Family Breast Cancer Institute, and Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL; Brigham and Women's Hospital, and Harvard Medical School, Boston, MA; The Whitehead Institute for Biomedical Research, Cambridge, MA; University of Miami Miller School of Medicine, Miami, FL; Boston Children's Hospital, and Harvard Medical School, Boston, MA; University of Miami Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL
| | - C-W Lee
- Interdisciplinary Stem Cell Institute, Braman Family Breast Cancer Institute, and Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL; Brigham and Women's Hospital, and Harvard Medical School, Boston, MA; The Whitehead Institute for Biomedical Research, Cambridge, MA; University of Miami Miller School of Medicine, Miami, FL; Boston Children's Hospital, and Harvard Medical School, Boston, MA; University of Miami Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL
| | - TI Lee
- Interdisciplinary Stem Cell Institute, Braman Family Breast Cancer Institute, and Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL; Brigham and Women's Hospital, and Harvard Medical School, Boston, MA; The Whitehead Institute for Biomedical Research, Cambridge, MA; University of Miami Miller School of Medicine, Miami, FL; Boston Children's Hospital, and Harvard Medical School, Boston, MA; University of Miami Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL
| | - DJ Azzam
- Interdisciplinary Stem Cell Institute, Braman Family Breast Cancer Institute, and Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL; Brigham and Women's Hospital, and Harvard Medical School, Boston, MA; The Whitehead Institute for Biomedical Research, Cambridge, MA; University of Miami Miller School of Medicine, Miami, FL; Boston Children's Hospital, and Harvard Medical School, Boston, MA; University of Miami Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL
| | - B Wang
- Interdisciplinary Stem Cell Institute, Braman Family Breast Cancer Institute, and Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL; Brigham and Women's Hospital, and Harvard Medical School, Boston, MA; The Whitehead Institute for Biomedical Research, Cambridge, MA; University of Miami Miller School of Medicine, Miami, FL; Boston Children's Hospital, and Harvard Medical School, Boston, MA; University of Miami Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL
| | - C Caslini
- Interdisciplinary Stem Cell Institute, Braman Family Breast Cancer Institute, and Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL; Brigham and Women's Hospital, and Harvard Medical School, Boston, MA; The Whitehead Institute for Biomedical Research, Cambridge, MA; University of Miami Miller School of Medicine, Miami, FL; Boston Children's Hospital, and Harvard Medical School, Boston, MA; University of Miami Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL
| | - F Petrocca
- Interdisciplinary Stem Cell Institute, Braman Family Breast Cancer Institute, and Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL; Brigham and Women's Hospital, and Harvard Medical School, Boston, MA; The Whitehead Institute for Biomedical Research, Cambridge, MA; University of Miami Miller School of Medicine, Miami, FL; Boston Children's Hospital, and Harvard Medical School, Boston, MA; University of Miami Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL
| | - J Grosso
- Interdisciplinary Stem Cell Institute, Braman Family Breast Cancer Institute, and Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL; Brigham and Women's Hospital, and Harvard Medical School, Boston, MA; The Whitehead Institute for Biomedical Research, Cambridge, MA; University of Miami Miller School of Medicine, Miami, FL; Boston Children's Hospital, and Harvard Medical School, Boston, MA; University of Miami Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL
| | - M Jones
- Interdisciplinary Stem Cell Institute, Braman Family Breast Cancer Institute, and Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL; Brigham and Women's Hospital, and Harvard Medical School, Boston, MA; The Whitehead Institute for Biomedical Research, Cambridge, MA; University of Miami Miller School of Medicine, Miami, FL; Boston Children's Hospital, and Harvard Medical School, Boston, MA; University of Miami Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL
| | - EA Cohick
- Interdisciplinary Stem Cell Institute, Braman Family Breast Cancer Institute, and Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL; Brigham and Women's Hospital, and Harvard Medical School, Boston, MA; The Whitehead Institute for Biomedical Research, Cambridge, MA; University of Miami Miller School of Medicine, Miami, FL; Boston Children's Hospital, and Harvard Medical School, Boston, MA; University of Miami Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL
| | - AB Gropper
- Interdisciplinary Stem Cell Institute, Braman Family Breast Cancer Institute, and Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL; Brigham and Women's Hospital, and Harvard Medical School, Boston, MA; The Whitehead Institute for Biomedical Research, Cambridge, MA; University of Miami Miller School of Medicine, Miami, FL; Boston Children's Hospital, and Harvard Medical School, Boston, MA; University of Miami Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL
| | - C Wahlestedt
- Interdisciplinary Stem Cell Institute, Braman Family Breast Cancer Institute, and Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL; Brigham and Women's Hospital, and Harvard Medical School, Boston, MA; The Whitehead Institute for Biomedical Research, Cambridge, MA; University of Miami Miller School of Medicine, Miami, FL; Boston Children's Hospital, and Harvard Medical School, Boston, MA; University of Miami Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL
| | - AL Richardson
- Interdisciplinary Stem Cell Institute, Braman Family Breast Cancer Institute, and Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL; Brigham and Women's Hospital, and Harvard Medical School, Boston, MA; The Whitehead Institute for Biomedical Research, Cambridge, MA; University of Miami Miller School of Medicine, Miami, FL; Boston Children's Hospital, and Harvard Medical School, Boston, MA; University of Miami Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL
| | - R Shiekhattar
- Interdisciplinary Stem Cell Institute, Braman Family Breast Cancer Institute, and Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL; Brigham and Women's Hospital, and Harvard Medical School, Boston, MA; The Whitehead Institute for Biomedical Research, Cambridge, MA; University of Miami Miller School of Medicine, Miami, FL; Boston Children's Hospital, and Harvard Medical School, Boston, MA; University of Miami Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL
| | - RA Young
- Interdisciplinary Stem Cell Institute, Braman Family Breast Cancer Institute, and Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL; Brigham and Women's Hospital, and Harvard Medical School, Boston, MA; The Whitehead Institute for Biomedical Research, Cambridge, MA; University of Miami Miller School of Medicine, Miami, FL; Boston Children's Hospital, and Harvard Medical School, Boston, MA; University of Miami Miller School of Medicine, Sylvester Comprehensive Cancer Center, Miami, FL
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Briggs KJ, Koivunen P, Cao S, Backus KM, Olenchock BA, Patel H, Zhang Q, Signoretti S, Gerfen GJ, Richardson AL, Witkiewicz AK, Cravatt BF, Clardy J, Kaelin WG. Paracrine Induction of HIF by Glutamate in Breast Cancer: EglN1 Senses Cysteine. Cell 2017; 166:126-39. [PMID: 27368101 DOI: 10.1016/j.cell.2016.05.042] [Citation(s) in RCA: 163] [Impact Index Per Article: 23.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2015] [Revised: 03/09/2016] [Accepted: 04/25/2016] [Indexed: 01/03/2023]
Abstract
The HIF transcription factor promotes adaptation to hypoxia and stimulates the growth of certain cancers, including triple-negative breast cancer (TNBC). The HIFα subunit is usually prolyl-hydroxylated by EglN family members under normoxic conditions, causing its rapid degradation. We confirmed that TNBC cells secrete glutamate, which we found is both necessary and sufficient for the paracrine induction of HIF1α in such cells under normoxic conditions. Glutamate inhibits the xCT glutamate-cystine antiporter, leading to intracellular cysteine depletion. EglN1, the main HIFα prolyl-hydroxylase, undergoes oxidative self-inactivation in the absence of cysteine both in biochemical assays and in cells, resulting in HIF1α accumulation. Therefore, EglN1 senses both oxygen and cysteine.
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Affiliation(s)
- Kimberly J Briggs
- Department of Medical Oncology, Dana-Farber Cancer Institute and Brigham and Women's Hospital, Boston, MA 02215, USA
| | - Peppi Koivunen
- Biocenter Oulu, Faculty of Biochemistry and Molecular Medicine, Oulu Center for Cell-Matrix Research, University of Oulu, FIN-90014 Oulu, Finland
| | - Shugeng Cao
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115, USA
| | - Keriann M Backus
- The Department of Chemical Physiology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Benjamin A Olenchock
- Division of Cardiovascular Medicine, Department of Medicine, The Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Hetalben Patel
- Department of Physiology and Biophysics, Albert Einstein College of Medicine, Bronx, NY 10461, USA
| | - Qing Zhang
- Department of Pathology and Laboratory Medicine, University of North Carolina, Chapel Hill, NC 27599, USA
| | - Sabina Signoretti
- Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Gary J Gerfen
- Department of Physiology and Biophysics, Albert Einstein College of Medicine, Bronx, NY 10461, USA
| | - Andrea L Richardson
- Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Agnieszka K Witkiewicz
- Department of Pathology, University of Texas Southwestern Medical Center, Dallas, TX 75235, USA
| | - Benjamin F Cravatt
- The Department of Chemical Physiology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Jon Clardy
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115, USA
| | - William G Kaelin
- Department of Medical Oncology, Dana-Farber Cancer Institute and Brigham and Women's Hospital, Boston, MA 02215, USA; Howard Hughes Medical Institute, Chevy Chase, MD 20815, USA.
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Harrison BT, Dillon DA, Richardson AL, Brock JE, Guidi AJ, Lester SC. Quality Assurance in Breast Pathology: Lessons Learned From a Review of Amended Reports. Arch Pathol Lab Med 2016; 141:260-266. [DOI: 10.5858/arpa.2016-0018-oa] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Context.—A review of amended pathology reports provides valuable information regarding defects in the surgical pathology process.
Objective.—To review amended breast pathology reports with emphasis placed on interpretative errors and their mechanisms of detection.
Design.—All amended pathology reports for breast surgical specimens for a 5-year period at a large academic medical center were retrospectively identified and classified based on an established taxonomy.
Results.—Of 12 228 breast pathology reports, 122 amended reports were identified. Most (88 cases; 72%) amendments were due to noninterpretative errors, including 58 report defects, 12 misidentifications, and 3 specimen defects. A few (34 cases; 27.9%) were classified as misinterpretations, including 14 major diagnostic changes (11.5% of all amendments). Among major changes, there were cases of missed microinvasion or small foci of invasion, missed micrometastasis, atypical ductal hyperplasia overcalled as ductal carcinoma in situ, ductal carcinoma in situ involving sclerosing adenosis mistaken for invasive carcinoma, lymphoma mistaken for invasive carcinoma, and amyloidosis misdiagnosed as fat necrosis. Nine major changes were detected at interpretation of receptor studies and were not associated with clinical consequences. Three cases were associated with clinical consequences, and of note, the same pathologist interpreted the corresponding receptor studies.
Conclusions.—Review of amended reports was a useful method for identifying error frequencies, types, and methods of detection. Any time that a case is revisited for ancillary studies or other reasons, it is an opportunity for the surgical pathologist to reconsider one's own or another's diagnosis.
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Rakha EA, Badve S, Eusebi V, Reis-Filho JS, Fox SB, Dabbs DJ, Decker T, Hodi Z, Ichihara S, Lee AHS, Palacios J, Richardson AL, Vincent-Salomon A, Schmitt FC, Tan PH, Tse GM, Ellis IO. Breast lesions of uncertain malignant nature and limited metastatic potential: proposals to improve their recognition and clinical management. Histopathology 2016; 68:45-56. [PMID: 26348644 DOI: 10.1111/his.12861] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Breast lesions comprise a family of heterogeneous entities with variable patterns of presentation, morphology and clinical behaviour. The majority of breast lesions are classified traditionally into benign and malignant conditions and their behaviour can, in the vast majority of cases, be predicted with a reasonable degree of accuracy. However, there remain lesions which show borderline features and lie in a grey zone between benign and malignant, as their behaviour cannot be predicted reliably. Defined pathological categorization of such lesions is challenging, and for some entities is recognized to be subjective and include a range of diagnoses, and forms of terminology, which may trigger over- or undertreatment. The rarity of these lesions makes the acquisition of clinical evidence problematic and limits the development of a sufficient evidence base to support informed decision-making by clinicians and patients. Emerging molecular evidence is providing a greater understanding of the biology of these lesions, but this may or may not be reflected in their clinical behaviour. Herein we discuss some breast lesions that are associated with uncertainty regarding classification and behaviour, and hence management. These include biologically invasive malignant lesions associated with uncertain metastatic potential, such as low-grade adenosquamous carcinoma, low-grade fibromatosis-like spindle cell carcinoma and encapsulated papillary carcinoma. Other lesions of uncertain malignant nature remain, such as mammary cylindroma, atypical microglandular adenosis, mammary pleomorphic adenoma and infiltrating epitheliosis. The concept of categories of (1) breast lesions of uncertain malignant nature and (2) breast lesions of limited metastatic potential are proposed with details of which histological entities could be included in each category, and their management implications are discussed.
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Affiliation(s)
- Emad A Rakha
- Department of Histopathology, Nottingham City Hospital NHS Trust, Nottingham University, Nottingham, UK
| | - Sunil Badve
- Departments of Pathology and Internal Medicine, Clarian Pathology Laboratory of Indiana University, Indianapolis, IN, USA
| | - Vincenzo Eusebi
- Sezione Anatomia Istologia e Citologia Patologica 'M. Malpighi', Università-ASL Ospedale Bellaria, Bologna, Italy
| | - Jorge S Reis-Filho
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Stephen B Fox
- Pathology Department, Peter MacCallum Cancer Centre, St Andrews Place, East Melbourne, Victoria, Australia
| | - David J Dabbs
- University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Thomas Decker
- German Breast-Screening Program, Reference Centres Berlin and Muenster, Department of Pathology, Dietrich Bonhoeffer Medical Centre, Neubrandenburg, Germany
| | - Zsolt Hodi
- Department of Histopathology, Nottingham City Hospital NHS Trust, Nottingham University, Nottingham, UK
| | - Shu Ichihara
- Department of Pathology, Nagoya Medical Center, Nagoya, Japan
| | - Andrew H S Lee
- Department of Histopathology, Nottingham City Hospital NHS Trust, Nottingham University, Nottingham, UK
| | - José Palacios
- Department of Pathology, Hospital Universitario Ramón y Cajal, Instituto de Investigación Sanitaria Ramón y Cajal (IRYCIS), Madrid, Spain
| | | | | | - Fernando C Schmitt
- Department of Medicine and Pathology, Laboratoire National De Santé, Luxembourg, Luxembourg
| | - Puay-Hoon Tan
- Department of Pathology, Singapore General Hospital, Singapore, Singapore
| | - Gary M Tse
- Department of Anatomical and Cellular Pathology, Prince of Wales Hospital, The Chinese University of Hong Kong, Shatin, Hong Kong
| | - Ian O Ellis
- Department of Histopathology, Nottingham City Hospital NHS Trust, Nottingham University, Nottingham, UK
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Smid M, Rodríguez-González FG, Sieuwerts AM, Salgado R, Prager-Van der Smissen WJC, Vlugt-Daane MVD, van Galen A, Nik-Zainal S, Staaf J, Brinkman AB, van de Vijver MJ, Richardson AL, Fatima A, Berentsen K, Butler A, Martin S, Davies HR, Debets R, Gelder MEMV, van Deurzen CHM, MacGrogan G, Van den Eynden GGGM, Purdie C, Thompson AM, Caldas C, Span PN, Simpson PT, Lakhani SR, Van Laere S, Desmedt C, Ringnér M, Tommasi S, Eyford J, Broeks A, Vincent-Salomon A, Futreal PA, Knappskog S, King T, Thomas G, Viari A, Langerød A, Børresen-Dale AL, Birney E, Stunnenberg HG, Stratton M, Foekens JA, Martens JWM. Breast cancer genome and transcriptome integration implicates specific mutational signatures with immune cell infiltration. Nat Commun 2016; 7:12910. [PMID: 27666519 PMCID: PMC5052682 DOI: 10.1038/ncomms12910] [Citation(s) in RCA: 84] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2016] [Accepted: 08/15/2016] [Indexed: 12/20/2022] Open
Abstract
A recent comprehensive whole genome analysis of a large breast cancer cohort was used to link known and novel drivers and substitution signatures to the transcriptome of 266 cases. Here, we validate that subtype-specific aberrations show concordant expression changes for, for example, TP53, PIK3CA, PTEN, CCND1 and CDH1. We find that CCND3 expression levels do not correlate with amplification, while increased GATA3 expression in mutant GATA3 cancers suggests GATA3 is an oncogene. In luminal cases the total number of substitutions, irrespective of type, associates with cell cycle gene expression and adverse outcome, whereas the number of mutations of signatures 3 and 13 associates with immune-response specific gene expression, increased numbers of tumour-infiltrating lymphocytes and better outcome. Thus, while earlier reports imply that the sheer number of somatic aberrations could trigger an immune-response, our data suggests that substitutions of a particular type are more effective in doing so than others.
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Affiliation(s)
- Marcel Smid
- Department of Medical Oncology, Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Erasmus University Medical Center, 3015CN Rotterdam, The Netherlands
| | - F. Germán Rodríguez-González
- Department of Medical Oncology, Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Erasmus University Medical Center, 3015CN Rotterdam, The Netherlands
| | - Anieta M. Sieuwerts
- Department of Medical Oncology, Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Erasmus University Medical Center, 3015CN Rotterdam, The Netherlands
| | - Roberto Salgado
- Breast Cancer Translational Research Laboratory, Université Libre de Bruxelles, Institut Jules Bordet, Bd de Waterloo 121, B-1000 Brussels, Belgium
- Department of Pathology/TCRU GZA, 2610 Antwerp, Belgium
| | - Wendy J. C. Prager-Van der Smissen
- Department of Medical Oncology, Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Erasmus University Medical Center, 3015CN Rotterdam, The Netherlands
| | - Michelle van der Vlugt-Daane
- Department of Medical Oncology, Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Erasmus University Medical Center, 3015CN Rotterdam, The Netherlands
| | - Anne van Galen
- Department of Medical Oncology, Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Erasmus University Medical Center, 3015CN Rotterdam, The Netherlands
| | - Serena Nik-Zainal
- Wellcome Trust Sanger Institute, Hinxton CB10 1SA, Cambridge, UK
- East Anglian Medical Genetics Service, Cambridge University Hospitals NHS Foundation Trust, Cambridge CB2 9NB, UK
| | - Johan Staaf
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, SE-223 81 Lund, Sweden
| | - Arie B. Brinkman
- Faculty of Science, Department of Molecular Biology, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, 6525GA, Nijmegen, The Netherlands
| | - Marc J. van de Vijver
- Department of Pathology, Academic Medical Center, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Andrea L. Richardson
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts 02115, USA
- Dana-Farber Cancer Institute, Boston, Massachusetts 02215, USA
| | - Aquila Fatima
- Department of Pathology, Erasmus MC Cancer Institute, Erasmus University Medical Center, 3015CN Rotterdam, The Netherlands
| | - Kim Berentsen
- Faculty of Science, Department of Molecular Biology, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, 6525GA, Nijmegen, The Netherlands
| | - Adam Butler
- Wellcome Trust Sanger Institute, Hinxton CB10 1SA, Cambridge, UK
| | - Sancha Martin
- Wellcome Trust Sanger Institute, Hinxton CB10 1SA, Cambridge, UK
| | - Helen R. Davies
- Wellcome Trust Sanger Institute, Hinxton CB10 1SA, Cambridge, UK
| | - Reno Debets
- Department of Medical Oncology, Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Erasmus University Medical Center, 3015CN Rotterdam, The Netherlands
| | - Marion E. Meijer-Van Gelder
- Department of Medical Oncology, Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Erasmus University Medical Center, 3015CN Rotterdam, The Netherlands
| | - Carolien H. M. van Deurzen
- Department of Pathology, Erasmus MC Cancer Institute, Erasmus University Medical Center, 3015CN Rotterdam, The Netherlands
| | - Gaëtan MacGrogan
- Département de Biopathologie,Institut Bergonié, CS 61283 33076 Bordeaux, France
| | - Gert G. G. M. Van den Eynden
- Department of Pathology/TCRU GZA, 2610 Antwerp, Belgium
- Molecular Immunology Unit, Jules Bordet Institute, B-1000 Brussels, Belgium
| | - Colin Purdie
- Department of Pathology, Ninewells Hospital & Medical School, Dundee DD1 9SY, UK
| | - Alastair M. Thompson
- Department of Pathology, Ninewells Hospital & Medical School, Dundee DD1 9SY, UK
| | - Carlos Caldas
- Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Robinson Way, Cambridge CB2 0RE, UK
| | - Paul N. Span
- Department of Radiation Oncology, Radboud University Medical Center, 6525GA, Nijmegen, The Netherlands
- Department of Laboratory Medicine, Radboud University Medical Center, 6525GA, Nijmegen, The Netherlands
| | - Peter T. Simpson
- The University of Queensland: UQ Centre for Clinical Research and School of Medicine, Brisbane 4029, Australia
| | - Sunil R. Lakhani
- The University of Queensland: UQ Centre for Clinical Research and School of Medicine, Brisbane 4029, Australia
- Pathology Queensland, The Royal Brisbane and Women's Hospital, Brisbane 4029, Australia
| | - Steven Van Laere
- Center for Oncological Research, University of Antwerp & GZA Hospitals Sint-Augustinus, 2610 Wilrijk, Belgium
| | - Christine Desmedt
- Breast Cancer Translational Research Laboratory, Université Libre de Bruxelles, Institut Jules Bordet, Bd de Waterloo 121, B-1000 Brussels, Belgium
| | - Markus Ringnér
- Division of Oncology and Pathology, Department of Clinical Sciences Lund, Lund University, SE-223 81 Lund, Sweden
| | | | - Jorunn Eyford
- Cancer Research Laboratory, Faculty of Medicine, University of Iceland, 101 Reykjavik, Iceland
| | - Annegien Broeks
- The Netherlands Cancer Institute, 1066CX Amsterdam, The Netherlands
| | - Anne Vincent-Salomon
- Department of Pathology and INSERM U934, Institut Curie, 26 rue d'Ulm, 75248 Paris Cedex 05, France
| | - P. Andrew Futreal
- Department of Genomic Medicine, UT MD Anderson Cancer Center, Houston, TX, 77230, USA
| | - Stian Knappskog
- Department of Clinical Science, University of Bergen, 5020 Bergen, Norway
- Department of Oncology, Haukeland University Hospital, 5021 Bergen, Norway
| | - Tari King
- Memorial Sloan Kettering Cancer Center, 1275 York Ave, New York, New York 10065, USA
| | - Gilles Thomas
- Synergie Lyon Cancer,Centre Léon Bérard, 28 rue Laënnec, Cedex 08 Lyon, France
| | - Alain Viari
- Synergie Lyon Cancer,Centre Léon Bérard, 28 rue Laënnec, Cedex 08 Lyon, France
- Equipe Erable, INRIA Grenoble-Rhône-Alpes, 655, Av. de l'Europe, 38330 Montbonnot-Saint Martin, France
| | - Anita Langerød
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital The Norwegian Radiumhospital, 0310, Oslo, Norway
- K.G. Jebsen Centre for Breast Cancer Research, Institute for Clinical Medicine, University of Oslo, 0310 Oslo, Norway
| | - Anne-Lise Børresen-Dale
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital The Norwegian Radiumhospital, 0310, Oslo, Norway
- K.G. Jebsen Centre for Breast Cancer Research, Institute for Clinical Medicine, University of Oslo, 0310 Oslo, Norway
| | - Ewan Birney
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Trust Genome Campus,Hinxton CB10 1SD, Cambridgeshire, UK
| | - Hendrik G. Stunnenberg
- Faculty of Science, Department of Molecular Biology, Radboud Institute for Molecular Life Sciences, Radboud University Nijmegen, 6525GA, Nijmegen, The Netherlands
| | - Mike Stratton
- Wellcome Trust Sanger Institute, Hinxton CB10 1SA, Cambridge, UK
| | - John A. Foekens
- Department of Medical Oncology, Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Erasmus University Medical Center, 3015CN Rotterdam, The Netherlands
| | - John W. M. Martens
- Department of Medical Oncology, Erasmus MC Cancer Institute and Cancer Genomics Netherlands, Erasmus University Medical Center, 3015CN Rotterdam, The Netherlands
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Behjati S, Gundem G, Wedge DC, Roberts ND, Tarpey PS, Cooke SL, Van Loo P, Alexandrov LB, Ramakrishna M, Davies H, Nik-Zainal S, Hardy C, Latimer C, Raine KM, Stebbings L, Menzies A, Jones D, Shepherd R, Butler AP, Teague JW, Jorgensen M, Khatri B, Pillay N, Shlien A, Futreal PA, Badie C, McDermott U, Bova GS, Richardson AL, Flanagan AM, Stratton MR, Campbell PJ. Mutational signatures of ionizing radiation in second malignancies. Nat Commun 2016; 7:12605. [PMID: 27615322 PMCID: PMC5027243 DOI: 10.1038/ncomms12605] [Citation(s) in RCA: 172] [Impact Index Per Article: 21.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2015] [Accepted: 07/13/2016] [Indexed: 02/07/2023] Open
Abstract
Ionizing radiation is a potent carcinogen, inducing cancer through DNA damage. The signatures of mutations arising in human tissues following in vivo exposure to ionizing radiation have not been documented. Here, we searched for signatures of ionizing radiation in 12 radiation-associated second malignancies of different tumour types. Two signatures of somatic mutation characterize ionizing radiation exposure irrespective of tumour type. Compared with 319 radiation-naive tumours, radiation-associated tumours carry a median extra 201 deletions genome-wide, sized 1-100 base pairs often with microhomology at the junction. Unlike deletions of radiation-naive tumours, these show no variation in density across the genome or correlation with sequence context, replication timing or chromatin structure. Furthermore, we observe a significant increase in balanced inversions in radiation-associated tumours. Both small deletions and inversions generate driver mutations. Thus, ionizing radiation generates distinctive mutational signatures that explain its carcinogenic potential.
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Affiliation(s)
- Sam Behjati
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
- Department of Paediatrics, University of Cambridge, Cambridge CB2 0QQ, UK
| | - Gunes Gundem
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
| | - David C. Wedge
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
- Oxford Big Data Institute and Oxford Centre for Cancer Gene Research, Wellcome Trust Centre for Human Genetics, Roosevelt Drive, Oxford OX3 7BN, UK
| | - Nicola D. Roberts
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
| | - Patrick S. Tarpey
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
| | - Susanna L. Cooke
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
| | - Peter Van Loo
- The Francis Crick Institute, London WC2A 3LY, UK
- Department of Human Genetics, University of Leuven, Leuven B-3000, Belgium
| | - Ludmil B. Alexandrov
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
| | - Manasa Ramakrishna
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
| | - Helen Davies
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
| | - Serena Nik-Zainal
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
| | - Claire Hardy
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
| | - Calli Latimer
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
| | - Keiran M. Raine
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
| | - Lucy Stebbings
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
| | - Andy Menzies
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
| | - David Jones
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
| | - Rebecca Shepherd
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
| | - Adam P. Butler
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
| | - Jon W. Teague
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
| | - Mette Jorgensen
- University College London Cancer Institute, Huntley Street, London WC1E 6BT, UK
| | - Bhavisha Khatri
- Histopathology, Royal National Orthopaedic Hospital NHS Trust, Stanmore, Middlesex HA7 4LP, UK
| | - Nischalan Pillay
- University College London Cancer Institute, Huntley Street, London WC1E 6BT, UK
- Histopathology, Royal National Orthopaedic Hospital NHS Trust, Stanmore, Middlesex HA7 4LP, UK
| | - Adam Shlien
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
- Department of Paediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada M5G 1X8
| | - P. Andrew Futreal
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
- Department of Genomic Medicine, MD Anderson Cancer Center, University of Texas, Houston, Texas 77030, USA
| | - Christophe Badie
- Cancer Mechanisms and Biomarkers Group, Radiation Effects Department, Centre for Radiation Chemical and Environmental Hazards, Public Health England, Chilton, Didcot OX11 0RQ, UK
| | - Ultan McDermott
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
| | - G. Steven Bova
- Institute of Biosciences and Medical Technology, BioMediTech, University of Tampere and Fimlab Laboratories, Tampere University Hospital, Tampere FI-33520, Finland
| | - Andrea L. Richardson
- Dana-Farber Cancer Institute, Boston, Massachusetts 02215-5450, USA
- Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts 02115 USA
| | - Adrienne M. Flanagan
- University College London Cancer Institute, Huntley Street, London WC1E 6BT, UK
- Histopathology, Royal National Orthopaedic Hospital NHS Trust, Stanmore, Middlesex HA7 4LP, UK
| | - Michael R. Stratton
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
| | - Peter J. Campbell
- Cancer Genome Project, Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridgeshire CB10 1SA UK
- Department of Haematology, University of Cambridge, Hills Road, Cambridge CB2 2XY, UK
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49
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Shlien A, Raine K, Fuligni F, Arnold R, Nik-Zainal S, Dronov S, Mamanova L, Rosic A, Ju YS, Cooke SL, Ramakrishna M, Papaemmanuil E, Davies HR, Tarpey PS, Van Loo P, Wedge DC, Jones DR, Martin S, Marshall J, Anderson E, Hardy C, Barbashina V, Aparicio SAJR, Sauer T, Garred Ø, Vincent-Salomon A, Mariani O, Boyault S, Fatima A, Langerød A, Borg Å, Thomas G, Richardson AL, Børresen-Dale AL, Polyak K, Stratton MR, Campbell PJ. Direct Transcriptional Consequences of Somatic Mutation in Breast Cancer. Cell Rep 2016; 16:2032-46. [PMID: 27498871 PMCID: PMC4987284 DOI: 10.1016/j.celrep.2016.07.028] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2014] [Revised: 06/03/2016] [Accepted: 07/14/2016] [Indexed: 12/02/2022] Open
Abstract
Disordered transcriptomes of cancer encompass direct effects of somatic mutation on transcription, coordinated secondary pathway alterations, and increased transcriptional noise. To catalog the rules governing how somatic mutation exerts direct transcriptional effects, we developed an exhaustive pipeline for analyzing RNA sequencing data, which we integrated with whole genomes from 23 breast cancers. Using X-inactivation analyses, we found that cancer cells are more transcriptionally active than intermixed stromal cells. This is especially true in estrogen receptor (ER)-negative tumors. Overall, 59% of substitutions were expressed. Nonsense mutations showed lower expression levels than expected, with patterns characteristic of nonsense-mediated decay. 14% of 4,234 rearrangements caused transcriptional abnormalities, including exon skips, exon reusage, fusions, and premature polyadenylation. We found productive, stable transcription from sense-to-antisense gene fusions and gene-to-intergenic rearrangements, suggesting that these mutation classes drive more transcriptional disruption than previously suspected. Systematic integration of transcriptome with genome data reveals the rules by which transcriptional machinery interprets somatic mutation. Greater transcriptional activity in cancer than stromal cells, particularly when ER-ve Intron mutations only infrequently affect splicing, even at essential splice sites Distinctive RNA effects of sense-to-antisense and gene-to-intergenic rearrangements Exhaustive pipeline for identifying aberrant transcripts from RNA-sequencing data
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Affiliation(s)
- Adam Shlien
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK.
| | - Keiran Raine
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | - Fabio Fuligni
- Department of Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Roland Arnold
- Department of Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Serena Nik-Zainal
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | - Serge Dronov
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | - Lira Mamanova
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | - Andrej Rosic
- Department of Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Young Seok Ju
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | - Susanna L Cooke
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | - Manasa Ramakrishna
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | - Elli Papaemmanuil
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | - Helen R Davies
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | - Patrick S Tarpey
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | - Peter Van Loo
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK; Department of Human Genetics, University of Leuven, 3000 Leuven, Belgium
| | - David C Wedge
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | - David R Jones
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | - Sancha Martin
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | - John Marshall
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | - Elizabeth Anderson
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | - Claire Hardy
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | | | - Violetta Barbashina
- Breakthrough Breast Cancer, The Institute of Cancer Research, London SM2 5NG, UK
| | | | - Torill Sauer
- Department of Pathology, Oslo University Hospital, 0450 Oslo, Norway
| | - Øystein Garred
- Department of Pathology, Oslo University Hospital, 0450 Oslo, Norway
| | | | | | | | | | - Anita Langerød
- Department of Genetics, Institute for Cancer Research, Oslo University Hospital Radiumhospitalet, 0379 Oslo, Norway; K.G. Jebsen Center for Breast Cancer Research, Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, 0316 Oslo, Norway
| | - Åke Borg
- Department of Oncology, Lund University, SE-221 00 Lund, Sweden
| | - Gilles Thomas
- Synergie Lyon Cancer, Centre Léon Bérard, 69008 Lyon, France
| | | | - Anne-Lise Børresen-Dale
- Department of Genetics, Institute for Cancer Research, Oslo University Hospital Radiumhospitalet, 0379 Oslo, Norway; K.G. Jebsen Center for Breast Cancer Research, Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, 0316 Oslo, Norway
| | - Kornelia Polyak
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Michael R Stratton
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK
| | - Peter J Campbell
- Cancer Genome Project, Wellcome Trust Sanger Institute, Hinxton, Cambridgeshire CB10 1SA, UK; Department of Haematology, Addenbrooke's Hospital, Cambridge CB2 0QQ, UK; Department of Haematology, University of Cambridge, Cambridge CB2 1TN, UK.
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50
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Telli ML, Timms KM, Reid J, Hennessy B, Mills GB, Jensen KC, Szallasi Z, Barry WT, Winer EP, Tung NM, Isakoff SJ, Ryan PD, Greene-Colozzi A, Gutin A, Sangale Z, Iliev D, Neff C, Abkevich V, Jones JT, Lanchbury JS, Hartman AR, Garber JE, Ford JM, Silver DP, Richardson AL. Homologous Recombination Deficiency (HRD) Score Predicts Response to Platinum-Containing Neoadjuvant Chemotherapy in Patients with Triple-Negative Breast Cancer. Clin Cancer Res 2016. [PMID: 26957554 DOI: 10.1158/1078-0432.ccr-15-2477] [] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
PURPOSE BRCA1/2-mutated and some sporadic triple-negative breast cancers (TNBC) have DNA repair defects and are sensitive to DNA-damaging therapeutics. Recently, three independent DNA-based measures of genomic instability were developed on the basis of loss of heterozygosity (LOH), telomeric allelic imbalance (TAI), and large-scale state transitions (LST). EXPERIMENTAL DESIGN We assessed a combined homologous recombination deficiency (HRD) score, an unweighted sum of LOH, TAI, and LST scores, in three neoadjuvant TNBC trials of platinum-containing therapy. We then tested the association of HR deficiency, defined as HRD score ≥42 or BRCA1/2 mutation, with response to platinum-based therapy. RESULTS In a trial of neoadjuvant platinum, gemcitabine, and iniparib, HR deficiency predicted residual cancer burden score of 0 or I (RCB 0/I) and pathologic complete response (pCR; OR = 4.96, P = 0.0036; OR = 6.52, P = 0.0058). HR deficiency remained a significant predictor of RCB 0/I when adjusted for clinical variables (OR = 5.86, P = 0.012). In two other trials of neoadjuvant cisplatin therapy, HR deficiency predicted RCB 0/I and pCR (OR = 10.18, P = 0.0011; OR = 17.00, P = 0.0066). In a multivariable model of RCB 0/I, HR deficiency retained significance when clinical variables were included (OR = 12.08, P = 0.0017). When restricted to BRCA1/2 nonmutated tumors, response was higher in patients with high HRD scores: RCB 0/I P = 0.062, pCR P = 0.063 in the neoadjuvant platinum, gemcitabine, and iniparib trial; RCB 0/I P = 0.0039, pCR P = 0.018 in the neoadjuvant cisplatin trials. CONCLUSIONS HR deficiency identifies TNBC tumors, including BRCA1/2 nonmutated tumors more likely to respond to platinum-containing therapy. Clin Cancer Res; 22(15); 3764-73. ©2016 AACR.
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Affiliation(s)
- Melinda L Telli
- Stanford University School of Medicine, Stanford, California
| | | | - Julia Reid
- Myriad Genetics Inc., Salt Lake City, Utah
| | - Bryan Hennessy
- University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Gordon B Mills
- University of Texas MD Anderson Cancer Center, Houston, Texas
| | | | - Zoltan Szallasi
- Denmark Technical University, Lyngby, Denmark. Children's Hospital Boston, Boston, Massachusetts. Harvard Medical School, Boston, Massachusetts
| | - William T Barry
- Harvard Medical School, Boston, Massachusetts. Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Eric P Winer
- Harvard Medical School, Boston, Massachusetts. Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Nadine M Tung
- Harvard Medical School, Boston, Massachusetts. Beth Israel Deaconess Medical Center, Boston, Massachusetts
| | - Steven J Isakoff
- Harvard Medical School, Boston, Massachusetts. Massachusetts General Hospital, Boston, Massachusetts
| | - Paula D Ryan
- Massachusetts General Hospital, Boston, Massachusetts
| | | | | | | | | | - Chris Neff
- Myriad Genetics Inc., Salt Lake City, Utah
| | | | | | | | | | - Judy E Garber
- Harvard Medical School, Boston, Massachusetts. Dana-Farber Cancer Institute, Boston, Massachusetts
| | - James M Ford
- Stanford University School of Medicine, Stanford, California
| | - Daniel P Silver
- Harvard Medical School, Boston, Massachusetts. Dana-Farber Cancer Institute, Boston, Massachusetts.
| | - Andrea L Richardson
- Harvard Medical School, Boston, Massachusetts. Dana-Farber Cancer Institute, Boston, Massachusetts. Brigham and Women's Hospital, Boston, Massachusetts
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