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Cheng HF, Tsai YF, Liu CY, Hsu CY, Lien PJ, Lin YS, Chao TC, Lai JI, Feng CJ, Chen YJ, Chen BF, Chiu JH, Tseng LM, Huang CC. Prevalence of BRCA1, BRCA2, and PALB2 genomic alterations among 924 Taiwanese breast cancer assays with tumor-only targeted sequencing: extended data analysis from the VGH-TAYLOR study. Breast Cancer Res 2023; 25:152. [PMID: 38098088 PMCID: PMC10722686 DOI: 10.1186/s13058-023-01751-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Accepted: 12/05/2023] [Indexed: 12/17/2023] Open
Abstract
BACKGROUND The homologous recombination (HR) repair pathway for DNA damage, particularly the BRCA1 and BRCA2 genes, has become a target for cancer therapy, with poly ADP-ribose polymerase (PARP) inhibitors showing significant outcomes in treating germline BRCA1/2 (gBRCA1/2) mutated breast cancer. Recent studies suggest that some patients with somatic BRCA1/2 (sBRCA1/2) mutation or mutations in HR-related genes other than BRCA1/2 may benefit from PARP inhibitors as well, particularly those with PALB2 mutations. The current analysis aims to evaluate the prevalence of genetic alterations specific to BRCA1, BRCA2, and PALB2 in a large cohort of Taiwanese breast cancer patients through tumor-targeted sequencing. METHODS A total of 924 consecutive assays from 879 Taiwanese breast cancer patients underwent tumor-targeted sequencing (Thermo Fisher Oncomine Comprehensive Assay v3). We evaluated BRCA1, BRCA2, and PALB2 mutational profiles, with variants annotated and curated by the ClinVAR, the Oncomine™ Knowledgebase Reporter, and the OncoKB™. We also conducted reflex germline testing using either whole exome sequencing (WES) or whole genome sequencing (WGS), which is ongoing. RESULTS Among the 879 patients analyzed (924 assays), 130 had positive mutations in BRCA1 (3.1%), BRCA2 (8.6%), and PALB2 (5.2%), with a total of 14.8% having genetic alterations. Co-occurrence was noted between BRCA1/BRCA2, BRCA1/PALB2, and BRCA2/PALB2 mutations. In BRCA1-mutated samples, only p.K654fs was observed in three patients, while other variants were observed no more than twice. For BRCA2, p.N372H was the most common (26 patients), followed by p.S2186fs, p.V2466A, and p.X159_splice (5 times each). For PALB2, p.I887fs was the most common mutation (30 patients). This study identified 176 amino acid changes; 60.2% (106) were not documented in either ClinVAR or the Oncomine™ Knowledgebase Reporter. Using the OncoKB™ for annotation, 171 (97.2%) were found to have clinical implications. For the result of reflex germline testing, three variants (BRCA1 c.1969_1970del, BRCA1 c.3629_3630del, BRCA2 c.8755-1G > C) were annotated as Pathogenic/Likely pathogenic (P/LP) variants by ClinVar and as likely loss-of-function or likely oncogenic by OncoKB; while one variant (PALB2 c.448C > T) was not found in ClinVar but was annotated as likely loss-of-function or likely oncogenic by OncoKB. CONCLUSION Our study depicted the mutational patterns of BRCA1, BRCA2, and PALB2 in Taiwanese breast cancer patients through tumor-only sequencing. This highlights the growing importance of BRCA1/2 and PALB2 alterations in breast cancer susceptibility risk and the treatment of index patients. We also emphasized the need to meticulously annotate variants in cancer-driver genes as well as actionable mutations across multiple databases.
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Affiliation(s)
- Han-Fang Cheng
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei City, Taiwan, ROC
| | - Yi-Fang Tsai
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei City, Taiwan, ROC
| | - Chun-Yu Liu
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei City, Taiwan, ROC
- Division of Transfusion Medicine, Department of Medicine, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
- Division of Medical Oncology, Department of Oncology, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
| | - Chih-Yi Hsu
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei City, Taiwan, ROC
- Department of Pathology and Laboratory Medicine, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
| | - Pei-Ju Lien
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
- Department of Nurse, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
| | - Yen-Shu Lin
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei City, Taiwan, ROC
| | - Ta-Chung Chao
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei City, Taiwan, ROC
- Division of Medical Oncology, Department of Oncology, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
| | - Jiun-I Lai
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
- Division of Medical Oncology, Department of Oncology, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
- Institute of Clinical Medicine, National Yang Ming Chiao Tung University, Taipei City, Taiwan, ROC
| | - Chin-Jung Feng
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei City, Taiwan, ROC
- Division of Plastic and Reconstruction Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
| | - Yen-Jen Chen
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei City, Taiwan, ROC
| | - Bo-Fang Chen
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei City, Taiwan, ROC
| | - Jen-Hwey Chiu
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei City, Taiwan, ROC
- Center for Traditional Medicine, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC
- Institue of Traditional Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei City, Taiwan, ROC
| | - Ling-Ming Tseng
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC.
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei City, Taiwan, ROC.
- Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC.
| | - Chi-Cheng Huang
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan, ROC.
- Institute of Epidemiology and Preventive Medicine, College of Medicine, National Taiwan University, Taipei City, Taiwan, ROC.
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Turner NC, Laird AD, Telli ML, Rugo HS, Mailliez A, Ettl J, Grischke EM, Mina LA, Balmaña J, Fasching PA, Hurvitz SA, Hopkins JF, Albacker LA, Chelliserry J, Chen Y, Conte U, Wardley AM, Robson ME. Genomic analysis of advanced breast cancer tumors from talazoparib-treated gBRCA1/2mut carriers in the ABRAZO study. NPJ Breast Cancer 2023; 9:81. [PMID: 37803017 PMCID: PMC10558443 DOI: 10.1038/s41523-023-00561-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Accepted: 06/15/2023] [Indexed: 10/08/2023] Open
Abstract
These analyses explore the impact of homologous recombination repair gene mutations, including BRCA1/2 mutations and homologous recombination deficiency (HRD), on the efficacy of the poly(ADP-ribose) polymerase (PARP) inhibitor talazoparib in the open-label, two-cohort, Phase 2 ABRAZO trial in germline BRCA1/2-mutation carriers. In the evaluable intent-to-treat population (N = 60), 58 (97%) patients harbor ≥1 BRCA1/2 mutation(s) in tumor sequencing, with 95% (53/56) concordance between germline and tumor mutations, and 85% (40/47) of evaluable patients have BRCA locus loss of heterozygosity indicating HRD. The most prevalent non-BRCA tumor mutations are TP53 in patients with BRCA1 mutations and PIK3CA in patients with BRCA2 mutations. BRCA1- or BRCA2-mutated tumors show comparable clinical benefit within cohorts. While low patient numbers preclude correlations between HRD and efficacy, germline BRCA1/2 mutation detection from tumor-only sequencing shows high sensitivity and non-BRCA genetic/genomic events do not appear to influence talazoparib sensitivity in the ABRAZO trial.ClinicalTrials.gov identifier: NCT02034916.
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Affiliation(s)
- Nicholas C Turner
- The Royal Marsden Hospital, The Institute of Cancer Research, London, UK.
| | | | | | - Hope S Rugo
- University of California San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco, CA, USA
| | - Audrey Mailliez
- Department of Medical Oncology, Breast Cancer Unit, Centre Oscar Lambret, Lille, France
| | - Johannes Ettl
- Department of Obstetrics and Gynecology, Klinikum rechts der Isar, Technische Universität München, Munich, Germany
| | - Eva-Maria Grischke
- Universitӓts Frauenklinik Tübingen, Eberhard Karls University, Tübingen, Germany
| | - Lida A Mina
- Banner MD Anderson Cancer Center, Gilbert, AZ, USA
| | - Judith Balmaña
- Hospital Vall d'Hebron, and Vall d'Hebron Institute of Oncology, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Peter A Fasching
- University Hospital Erlangen, Department of Gynecology and Obstetrics, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany
| | - Sara A Hurvitz
- University of California, Los Angeles/Jonsson Comprehensive Cancer Center (UCLA/JCCC), Los Angeles, CA, USA
| | | | | | | | | | | | - Andrew M Wardley
- Manchester Breast Centre, Division of Cancer Sciences, University of Manchester, Manchester, UK
| | - Mark E Robson
- Memorial Sloan Kettering Cancer Center, New York, NY, USA
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3
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Gusev A. Germline mechanisms of immunotherapy toxicities in the era of genome-wide association studies. Immunol Rev 2023; 318:138-156. [PMID: 37515388 DOI: 10.1111/imr.13253] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Accepted: 06/29/2023] [Indexed: 07/30/2023]
Abstract
Cancer immunotherapy has revolutionized the treatment of advanced cancers and is quickly becoming an option for early-stage disease. By reactivating the host immune system, immunotherapy harnesses patients' innate defenses to eradicate the tumor. By putatively similar mechanisms, immunotherapy can also substantially increase the risk of toxicities or immune-related adverse events (irAEs). Severe irAEs can lead to hospitalization, treatment discontinuation, lifelong immune complications, or even death. Many irAEs present with similar symptoms to heritable autoimmune diseases, suggesting that germline genetics may contribute to their onset. Recently, genome-wide association studies (GWAS) of irAEs have identified common germline associations and putative mechanisms, lending support to this hypothesis. A wide range of well-established GWAS methods can potentially be harnessed to understand the etiology of irAEs specifically and immunotherapy outcomes broadly. This review summarizes current findings regarding germline effects on immunotherapy outcomes and discusses opportunities and challenges for leveraging germline genetics to understand, predict, and treat irAEs.
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Affiliation(s)
- Alexander Gusev
- Division of Population Sciences, Dana-Farber Cancer Institute and Harvard Medical School, Boston, Massachusetts, USA
- Division of Genetics, Brigham & Women's Hospital, Boston, Massachusetts, USA
- The Broad Institute, Cambridge, Massachusetts, USA
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4
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Jalloul N, Gomy I, Stokes S, Gusev A, Johnson BE, Lindeman NI, Macconaill L, Ganesan S, Garber JE, Khiabanian H. Germline Testing Data Validate Inferences of Mutational Status for Variants Detected From Tumor-Only Sequencing. JCO Precis Oncol 2021; 5:PO.21.00279. [PMID: 34820595 PMCID: PMC8608266 DOI: 10.1200/po.21.00279] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2021] [Revised: 09/20/2021] [Accepted: 10/12/2021] [Indexed: 02/06/2023] Open
Abstract
Pathogenic germline variants (PGVs) in cancer susceptibility genes are usually identified through germline testing of DNA from blood or saliva: their detection can affect treatment options and potential risk-reduction strategies for patient relatives. PGV can also be identified in tumor sequencing assays, which, when performed without patient-matched normal specimens, render determination of variants' germline or somatic origin critical. Germline testing data from 1,600 cancer patients validate information-theoretic, gene-independent inference of germline vs. somatic status for variants detected by clinical tumor-only sequencing.![]()
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Affiliation(s)
- Nahed Jalloul
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, NJ
| | - Israel Gomy
- Division of Cancer Genetics and Prevention, Dana-Farber Cancer Institute, Boston, MA
| | - Samantha Stokes
- Division of Cancer Genetics and Prevention, Dana-Farber Cancer Institute, Boston, MA
| | - Alexander Gusev
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA.,Broad Institute of MIT and Harvard, Cambridge, MA
| | - Bruce E Johnson
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA.,Center for Cancer Genome Discovery, Dana-Farber Cancer Institute, Boston, MA
| | - Neal I Lindeman
- Department of Pathology, Brigham and Women's Hospital, Boston, MA
| | - Laura Macconaill
- Department of Pathology, Brigham and Women's Hospital, Boston, MA
| | - Shridar Ganesan
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, NJ.,Department of Medicine, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ
| | - Judy E Garber
- Division of Cancer Genetics and Prevention, Dana-Farber Cancer Institute, Boston, MA.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA
| | - Hossein Khiabanian
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, NJ.,Department of Pathology and Laboratory Medicine, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ
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5
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Ménard T, Rolo D, Koneswarakantha B. Clinical Quality in Cancer Research: Strategy to Assess Data Integrity of Germline Variants Inferred from Tumor-Only Testing Sequencing Data. Pharmaceut Med 2021; 35:225-233. [PMID: 34436760 DOI: 10.1007/s40290-021-00399-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/05/2021] [Indexed: 12/31/2022]
Abstract
In the majority of cancers, pathogenic variants are only found at the level of the tumor; however, an unusual number of cancers and/or diagnoses at an early age in a single family may suggest a genetic predisposition. Predisposition plays a major role in about 5-10% of adult cancers and in certain childhood tumors. As access to genomic testing for cancer patients continues to expand, the identification of potential germline pathogenic variants (PGPVs) through tumor-DNA sequencing is also increasing. Statistical methods have been developed to infer the presence of a PGPV without the need of a matched normal sample. These methods are mainly used for exploratory research, for example in real-world clinico-genomic databases/platforms (CGDB). These databases are being developed to support many applications, such as targeted drug development, clinical trial optimization, and postmarketing studies. To ensure the integrity of data used for research, a quality management system should be established, and quality oversight activities should be conducted to assess and mitigate clinical quality risks (for patient safety and data integrity). As opposed to well-defined 'good practice' quality guidelines (GxP) areas such as good clinical practice, there are no comprehensive instructions on how to assess the clinical quality of statistically derived variables from sequencing data such as PGPVs. In this article, we aim to share our strategy and propose a possible set of tactics to assess the PGPV quality and to ensure data integrity in exploratory research.
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6
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Huang CC, Tsai YF, Liu CY, Chao TC, Lien PJ, Lin YS, Feng CJ, Chiu JH, Hsu CY, Tseng LM. Comprehensive molecular profiling of Taiwanese breast cancers revealed potential therapeutic targets: prevalence of actionable mutations among 380 targeted sequencing analyses. BMC Cancer 2021; 21:199. [PMID: 33632156 PMCID: PMC7908797 DOI: 10.1186/s12885-021-07931-4] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2020] [Accepted: 02/18/2021] [Indexed: 01/14/2023] Open
Abstract
BACKGROUND Breast cancer is one of the leading causes of cancer-related deaths in women, and there is a demand in developing an Asian-based genetic profiling database for breast cancer in improving the treatment response. This study aimed to determine molecular alternations and identify potential therapeutic targets by analyzing the genetic profiling from a cohort of Taiwanese breast cancers using a commercialized next-generation sequencing (NGS) targeted panel. METHODS The study population comprised a broad spectrum of breast cancer patients in Taiwan, including Group 1: planned to receive first-line surgery and followed by adjuvant therapy, or early relapse within three years, Group 2: planned to receive first-line neoadjuvant therapy and followed by surgery, and Group 3: de novo stage IV, or stage IV with recurrence beyond three years. Molecular profiles were determined using Thermo Fisher™ Oncomine™ Comprehensive Assay version 3 (TMO comprehensive assay) from Formalin-Fixed Paraffin-Embedded (FFPE) tissues. Level of actionability was evaluated with the ESMO Scale of clinical actionability of molecular targets (ESCAT). RESULTS A total of 380 TMO comprehensive assays were conducted on 372 patients, and we presented targeted sequencing analyses of Tier I: alteration-drug match associated with improved outcome in clinical trials including ERBB2 amplification, BRCA1/2 germline mutation, PIK3CA mutation, and NTRK translocation, and Tier II: antitumor activity associated with the matched alteration-drug but lack of prospective outcome data including PTEN loss, ESR1 mutation, AKT1 mutation, and ERBB2 mutation, and Tier III: matched drug-alteration that led to clinical benefit in another tumor type including MDM2 amplification, and ERBB3 mutation. Among them, 249 (66%) showed at least one actionable alternation based on the ESCAT criteria. The most frequent impacted genes (all variants combined within each sample) were PIK3CA (38%), followed by ERBB2 (23%), ESR1 (10%), AKT1 (6%), and BRCA2 (5%), and the remaining rare variants (less than 5% of assayed cohort) were BRCA1 (3%), MDM2 (2.2%), and ERBB3 (1.1%). CONCLUSION Targeted sequencing of actionable genes is believed to provide clinical applicability and substantial benefits for Taiwanese breast cancer patients. A valid scale of clinical actionability should be adopted for precision medicine practice under multidisciplinary molecular tumor board.
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Affiliation(s)
- Chi-Cheng Huang
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan
- Division of General Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
- Department of Public Health, College of Public Health, National Taiwan University, Taipei, Taiwan
| | - Yi-Fang Tsai
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan
- Division of General Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
- Faculty of Medicine, College of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Chun-Yu Liu
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan
- Faculty of Medicine, College of Medicine, National Yang-Ming University, Taipei, Taiwan
- Division of Transfusion Medicine, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Ta-Chung Chao
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan
- Faculty of Medicine, College of Medicine, National Yang-Ming University, Taipei, Taiwan
- Division of Chemotherapy, Department of Oncology, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Pei-Ju Lien
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan
- Division of General Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Yen-Shu Lin
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan
- Division of General Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Chin-Jung Feng
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan
| | - Jen-Hwey Chiu
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan
- Division of General Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan
- Institute of Traditional Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Chih-Yi Hsu
- Department of Pathology and Laboratory Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
- School of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Ling-Ming Tseng
- Comprehensive Breast Health Center, Department of Surgery, Taipei Veterans General Hospital, Taipei City, Taiwan.
- Division of General Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei, Taiwan.
- Faculty of Medicine, College of Medicine, National Yang-Ming University, Taipei, Taiwan.
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7
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Loh JW, Guccione C, Di Clemente F, Riedlinger G, Ganesan S, Khiabanian H. All-FIT: allele-frequency-based imputation of tumor purity from high-depth sequencing data. Bioinformatics 2020; 36:2173-2180. [PMID: 31750888 PMCID: PMC7141867 DOI: 10.1093/bioinformatics/btz865] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2019] [Revised: 11/13/2019] [Accepted: 11/19/2019] [Indexed: 01/14/2023] Open
Abstract
SUMMARY Clinical sequencing aims to identify somatic mutations in cancer cells for accurate diagnosis and treatment. However, most widely used clinical assays lack patient-matched control DNA and additional analysis is needed to distinguish somatic and unfiltered germline variants. Such computational analyses require accurate assessment of tumor cell content in individual specimens. Histological estimates often do not corroborate with results from computational methods that are primarily designed for normal-tumor matched data and can be confounded by genomic heterogeneity and presence of sub-clonal mutations. Allele-frequency-based imputation of tumor (All-FIT) is an iterative weighted least square method to estimate specimen tumor purity based on the allele frequencies of variants detected in high-depth, targeted, clinical sequencing data. Using simulated and clinical data, we demonstrate All-FIT's accuracy and improved performance against leading computational approaches, highlighting the importance of interpreting purity estimates based on expected biology of tumors. AVAILABILITY AND IMPLEMENTATION Freely available at http://software.khiabanian-lab.org. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Jui Wan Loh
- Center for Systems and Computational Biology, Rutgers University, New Brunswick, NJ, USA
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, NJ, USA
- Graduate Program in Microbiology and Molecular Genetics, Rutgers University, Piscataway, NJ, USA
| | - Caitlin Guccione
- Center for Systems and Computational Biology, Rutgers University, New Brunswick, NJ, USA
| | - Frances Di Clemente
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, NJ, USA
| | - Gregory Riedlinger
- Center for Systems and Computational Biology, Rutgers University, New Brunswick, NJ, USA
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, NJ, USA
- Department of Pathology and Laboratory Medicine, Rutgers University, New Brunswick, NJ, USA
| | - Shridar Ganesan
- Center for Systems and Computational Biology, Rutgers University, New Brunswick, NJ, USA
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, NJ, USA
- Department of Medicine, Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ, USA
| | - Hossein Khiabanian
- Center for Systems and Computational Biology, Rutgers University, New Brunswick, NJ, USA
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, NJ, USA
- Department of Pathology and Laboratory Medicine, Rutgers University, New Brunswick, NJ, USA
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8
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Lin PH, Chen M, Tsai LW, Lo C, Yen TC, Huang TY, Chen CK, Fan SC, Kuo SH, Huang CS. Using next-generation sequencing to redefine BRCAness in triple-negative breast cancer. Cancer Sci 2020; 111:1375-1384. [PMID: 31958182 PMCID: PMC7156820 DOI: 10.1111/cas.14313] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2019] [Revised: 12/06/2019] [Accepted: 01/08/2020] [Indexed: 12/15/2022] Open
Abstract
BRCAness is considered a predictive biomarker to platinum and poly(ADP‐ribose) polymerase (PARP) inhibitors. However, recent trials showed that its predictive value was limited in triple‐negative breast cancer (TNBC) treated with platinum. Moreover, tumors with mutations of DNA damage response (DDR) genes, such as homologous recombination (HR) genes, could be sensitive to platinum and PARP inhibitors. Thus, we aim to explore the relationship between mutation status of DDR genes and BRCAness in TNBC. We sequenced 56 DDR genes in 120 TNBC and identified BRCAness by array comparative genomic hybridization. The sequencing results showed that 13, 14, and 14 patients had BRCA, non‐BRCA HR, and non‐HR DDR gene mutations, respectively. Array comparative genomic hybridization revealed that BRCA‐mutated and HR gene‐mutated TNBC shared similar BRCAness features, both having higher numbers and longer length of large‐scale structural aberration (LSA, >10 Mb) and similar altered chromosomal regions of LSA. These suggested non‐BRCA HR gene‐mutated TNBC shared similar characteristics with BRCA‐mutated TNBC, indicating non‐BRCA HR gene‐mutated TNBC sensitive to platinum and PARP inhibitors. Among tumors with mutation of non‐HR DDR genes, 3 PTEN and 1 MSH6 mutation also contained significant LSAs (BRCAness); however, they had different regions of genomic alteration to BRCA and HR gene‐mutated tumors, might explain prior findings that PTEN‐ and MSH6‐mutated cancer cells not sensitive to PARP inhibitors. Therefore, we hypothesize that the heterogeneous genomic background of BRCAness indicates different responsiveness to platinum and PARP inhibitors. Direct sequencing DDR genes in TNBC should be applied to predict their sensitivity toward platinum and PARP inhibitors.
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Affiliation(s)
- Po-Han Lin
- Department of Medical Genetics, National Taiwan University Hospital, Taipei, Taiwan.,Institute of Medical Genomics and Proteomics, College of Medicine, National Taiwan University, Taipei, Taiwan
| | - Ming Chen
- Department of Medical Genetics, National Taiwan University Hospital, Taipei, Taiwan.,Department of Genomic Medicine and Center for Medical Genetics, Changhua Christian Hospital, Changhua, Taiwan
| | - Li-Wei Tsai
- Department of Surgery, National Taiwan University Hospital, Taipei, Taiwan
| | - Chiao Lo
- Department of Surgery, National Taiwan University Hospital, Taipei, Taiwan
| | - Tzu-Chun Yen
- Department of Medical Genetics, National Taiwan University Hospital, Taipei, Taiwan
| | - Thomas Yoyan Huang
- Department of Medical Genetics, National Taiwan University Hospital, Taipei, Taiwan
| | - Chih-Kai Chen
- Department of Medical Genetics, National Taiwan University Hospital, Taipei, Taiwan
| | - Sheng-Chih Fan
- Department of Medical Genetics, National Taiwan University Hospital, Taipei, Taiwan
| | - Sung-Hsin Kuo
- Department of Medical Oncology, National Taiwan University Hospital, Taipei, Taiwan
| | - Chiun-Sheng Huang
- Department of Surgery, National Taiwan University Hospital, Taipei, Taiwan.,Department of Surgery, College of Medicine, National Taiwan University, Taipei, Taiwan
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9
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Vlessis K, Purington N, Chun N, Haraldsdottir S, Ford JM. Germline Testing for Patients With BRCA1/2 Mutations on Somatic Tumor Testing. JNCI Cancer Spectr 2019; 4:pkz095. [PMID: 32259017 PMCID: PMC7043298 DOI: 10.1093/jncics/pkz095] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2019] [Revised: 11/04/2019] [Accepted: 11/07/2019] [Indexed: 12/12/2022] Open
Abstract
Background The National Comprehensive Cancer Network (NCCN) recommends germline testing for pathogenic BRCA1/2 mutations identified by somatic tumor sequencing. The aim of this study was to explore whether patients at Stanford with somatic BRCA1/2 mutations were recommended germline testing in accordance with NCCN guidelines. Methods We retrospectively collected all Stanford patients with BRCA1/2 mutations found by tumor sequencing. Medical records were reviewed for each patient to identify those recommended germline testing. A multivariable logistic regression model was fit associating baseline characteristics with whether or not a recommendation was made. Results Of 164 participants, 51 (31.1%) had no recommendation for germline testing. Of the 97 available germline-testing results, 54 (55.7%) were positive for pathogenic BRCA1/2 mutations. After adjusting for possible confounders, patients with genitourinary cancer (odds ratio [OR] = 0.03, 95% confidence interval [CI] = 0.00 to 0.03; P = .003), lung cancer (OR = 0.04, 95% CI = 0.01 to 0.21; P < .001), sarcoma (OR = 0.02, 95% CI = 0.00 to 0.14; P < .001), skin cancer (OR = 0.01, 95% CI = 0.98 to 1.03; P = .002), or “other” diagnoses (OR = 0.01, 95% CI = 0.00 to 0.16; P < .001) were statistically significantly less likely to be recommended germline testing compared with patients with breast or gynecological cancers. Conclusions Our study highlights the importance of provider education outside of the oncologic specialties typically associated with BRCA-related cancers and continued exploration of referrals to genetics for germline testing on the basis of somatic findings.
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Affiliation(s)
| | | | - Nicolette Chun
- See the Notes section for the full list of authors' affiliations
| | | | - James M Ford
- See the Notes section for the full list of authors' affiliations
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10
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Garziera M, Cecchin E, Giorda G, Sorio R, Scalone S, De Mattia E, Roncato R, Gagno S, Poletto E, Romanato L, Ecca F, Canzonieri V, Toffoli G. Clonal Evolution of TP53 c.375+1G>A Mutation in Pre- and Post- Neo-Adjuvant Chemotherapy (NACT) Tumor Samples in High-Grade Serous Ovarian Cancer (HGSOC). Cells 2019; 8:cells8101186. [PMID: 31581548 PMCID: PMC6829309 DOI: 10.3390/cells8101186] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2019] [Revised: 09/22/2019] [Accepted: 09/30/2019] [Indexed: 12/25/2022] Open
Abstract
Carboplatin/paclitaxel is the reference regimen in the treatment of advanced high-grade serous ovarian cancer (HGSOC) in neo-adjuvant chemotherapy (NACT) before interval debulking surgery (IDS). To identify new genetic markers of platinum-resistance, next-generation sequencing (NGS) analysis of 26 cancer-genes was performed on paired matched pre- and post-NACT tumor and blood samples in a patient with stage IV HGSOC treated with NACT-IDS, showing platinum-refractory/resistance and poor prognosis. Only the TP53 c.375+1G>A somatic mutation was identified in both tumor samples. This variant, associated with aberrant splicing, was in trans configuration with the 72Arg allele of the known germline polymorphism TP53 c.215C>G (p. Pro72Arg). In the post-NACT tumor sample we observed the complete expansion of the TP53 c.375+1G>A driver mutant clone with somatic loss of the treatment-sensitive 72Arg allele. NGS results were confirmed with Sanger method and immunostaining for p53, BRCA1, p16, WT1, and Ki-67 markers were evaluated. This study showed that (i) the splice mutation in TP53 was present as an early driver mutation at diagnosis; (ii) the mutational profile was shared in pre- and post-NACT tumor samples; (iii) the complete expansion of a single dominant mutant clone through loss of heterozygosity (LOH) had occurred, suggesting a possible mechanism of platinum-resistance in HGSOC under the pressure of NACT.
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Affiliation(s)
- Marica Garziera
- Experimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico (CRO), IRCCS, 33081 Aviano, Italy.
| | - Erika Cecchin
- Experimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico (CRO), IRCCS, 33081 Aviano, Italy.
| | - Giorgio Giorda
- Gynecological Oncology Unit, Centro di Riferimento Oncologico (CRO), IRCCS, 33081 Aviano, Italy.
| | - Roberto Sorio
- Medical Oncology Unit C, Centro di Riferimento Oncologico (CRO), IRCCS, 33081 Aviano, Italy.
| | - Simona Scalone
- Medical Oncology Unit C, Centro di Riferimento Oncologico (CRO), IRCCS, 33081 Aviano, Italy.
| | - Elena De Mattia
- Experimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico (CRO), IRCCS, 33081 Aviano, Italy.
| | - Rossana Roncato
- Experimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico (CRO), IRCCS, 33081 Aviano, Italy.
| | - Sara Gagno
- Experimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico (CRO), IRCCS, 33081 Aviano, Italy.
| | - Elena Poletto
- Medical Oncology, "Santa Maria della Misericordia" University Hospital, ASUIUD, 33100 Udine, Italy.
| | - Loredana Romanato
- Experimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico (CRO), IRCCS, 33081 Aviano, Italy.
| | - Fabrizio Ecca
- Experimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico (CRO), IRCCS, 33081 Aviano, Italy.
| | - Vincenzo Canzonieri
- Pathology Unit, Centro di Riferimento Oncologico (CRO), IRCCS, 33081 Aviano, Italy.
- Department of Medical, Surgical and Health Sciences, University of Trieste, 34127 Trieste, Italy.
| | - Giuseppe Toffoli
- Experimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico (CRO), IRCCS, 33081 Aviano, Italy.
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11
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de Jonge MM, Ritterhouse LL, de Kroon CD, Vreeswijk MPG, Segal JP, Puranik R, Hollema H, Rookus MA, van Asperen CJ, van Leeuwen FE, Smit VTHBM, Howitt BE, Bosse T. Germline BRCA-Associated Endometrial Carcinoma Is a Distinct Clinicopathologic Entity. Clin Cancer Res 2019; 25:7517-7526. [PMID: 31492746 DOI: 10.1158/1078-0432.ccr-19-0848] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2019] [Revised: 06/05/2019] [Accepted: 08/20/2019] [Indexed: 11/16/2022]
Abstract
PURPOSE Whether endometrial carcinoma (EC) should be considered part of the gBRCA1/2-associated hereditary breast and ovarian cancer (HBOC) syndrome is topic of debate. We sought to assess whether ECs occurring in gBRCA carriers are enriched for clinicopathologic and molecular characteristics, thereby supporting a causal relationship. EXPERIMENTAL DESIGN Thirty-eight gBRCA carriers that developed EC were selected from the nationwide cohort study on hereditary breast and ovarian cancer in the Netherlands (HEBON), and these were supplemented with four institutional cases. Tumor tissue was retrieved via PALGA (Dutch Pathology Registry). Nineteen morphologic features were scored and histotype was determined by three expert gynecologic pathologists, blinded for molecular analyses (UCM-OncoPlus Assay including 1213 genes). ECs with LOH of the gBRCA-wild-type allele (gBRCA/LOHpos) were defined "gBRCA-associated," those without LOH (gBRCA/LOHneg) were defined "sporadic." RESULTS LOH could be assessed for 40 ECs (30 gBRCA1, 10 gBRCA2), of which 60% were gBRCA/LOHpos. gBRCA/LOHpos ECs were more frequently of nonendometrioid (58%, P = 0.001) and grade 3 histology (79%, P < 0.001). All but two were in the TP53-mutated TCGA-subgroup (91.7%, P < 0.001). In contrast, gBRCA/LOHneg ECs were mainly grade 1 endometrioid EC (94%) and showed a more heterogeneous distribution of TCGA-molecular subgroups: POLE-mutated (6.3%), MSI-high (25%), NSMP (62.5%), and TP53-mutated (6.3%). CONCLUSIONS We provide novel evidence in favor of EC being part of the gBRCA-associated HBOC-syndrome. gBRCA-associated ECs are enriched for EC subtypes associated with unfavorable clinical outcome. These findings have profound therapeutic consequences as these patients may benefit from treatment strategies such as PARP inhibitors. In addition, it should influence counseling and surveillance of gBRCA carriers.
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Affiliation(s)
- Marthe M de Jonge
- Department of Pathology, Leiden University Medical Center, Leiden, the Netherlands
| | - Lauren L Ritterhouse
- Division of Genomic and Molecular Pathology, Department of Pathology, The University of Chicago, Chicago, Illinois
| | - Cornelis D de Kroon
- Department of Gynaecology, Leiden University Medical Center, Leiden, the Netherlands
| | - Maaike P G Vreeswijk
- Department of Human Genetics, Leiden University Medical Center, Leiden, the Netherlands
| | - Jeremy P Segal
- Division of Genomic and Molecular Pathology, Department of Pathology, The University of Chicago, Chicago, Illinois
| | | | - Harry Hollema
- Department of Pathology, University Medical Center Groningen, Groningen, the Netherlands
| | - Matti A Rookus
- Department of Epidemiology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Christi J van Asperen
- Department of Clinical Genetics, Leiden University Medical Center, Leiden, the Netherlands
| | - Flora E van Leeuwen
- Department of Epidemiology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Vincent T H B M Smit
- Department of Pathology, Leiden University Medical Center, Leiden, the Netherlands
| | - Brooke E Howitt
- Department of Pathology, Stanford University School of Medicine, Stanford, California
| | - Tjalling Bosse
- Department of Pathology, Leiden University Medical Center, Leiden, the Netherlands.
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12
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Riedlinger GM, Jalloul N, Poplin E, Mehnert JM, Groisberg R, Khiabanian H, Ganesan S. Detection of Three Distinct Clonal Populations Using Circulating Cell Free DNA: A Cautionary Note on the Use of Liquid Biopsy. JCO Precis Oncol 2019; 3. [PMID: 31588418 DOI: 10.1200/po.19.00193] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Affiliation(s)
- Gregory M Riedlinger
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, NJ.,Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ
| | - Nahed Jalloul
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, NJ.,Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ
| | - Elizabeth Poplin
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, NJ.,Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ
| | - Janice M Mehnert
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, NJ.,Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ
| | - Roman Groisberg
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, NJ.,Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ
| | - Hossein Khiabanian
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, NJ.,Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ
| | - Shridar Ganesan
- Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, NJ.,Rutgers Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ
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13
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Paratala BS, Chung JH, Williams CB, Yilmazel B, Petrosky W, Williams K, Schrock AB, Gay LM, Lee E, Dolfi SC, Pham K, Lin S, Yao M, Kulkarni A, DiClemente F, Liu C, Rodriguez-Rodriguez L, Ganesan S, Ross JS, Ali SM, Leyland-Jones B, Hirshfield KM. RET rearrangements are actionable alterations in breast cancer. Nat Commun 2018; 9:4821. [PMID: 30446652 PMCID: PMC6240119 DOI: 10.1038/s41467-018-07341-4] [Citation(s) in RCA: 79] [Impact Index Per Article: 13.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2018] [Accepted: 10/25/2018] [Indexed: 11/23/2022] Open
Abstract
Fusions involving the oncogenic gene RET have been observed in thyroid and lung cancers. Here we report RET gene alterations, including amplification, missense mutations, known fusions, novel fusions, and rearrangements in breast cancer. Their frequency, oncogenic potential, and actionability in breast cancer are described. Two out of eight RET fusions (NCOA4-RET and a novel RASGEF1A-RET fusion) and RET amplification were functionally characterized and shown to activate RET kinase and drive signaling through MAPK and PI3K pathways. These fusions and RET amplification can induce transformation of non-tumorigenic cells, support xenograft tumor formation, and render sensitivity to RET inhibition. An index case of metastatic breast cancer progressing on HER2-targeted therapy was found to have the NCOA4-RET fusion. Subsequent treatment with the RET inhibitor cabozantinib led to a rapid clinical and radiographic response. RET alterations, identified by genomic profiling, are promising therapeutic targets and are present in a subset of breast cancers. Fusions of the gene RET have been described in thyroid and lung cancers. Here, the AUs identify RET gene alterations, including known fusions, novel fusions, and rearrangements in breast cancer (BC) that are involved in the tumorigenic process and show the benefit of RET therapy in a recurrent BC patient carrying the NCOA4-RET fusion.
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Affiliation(s)
- Bhavna S Paratala
- Department of Medicine, Division of Medical Oncology, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08901, USA.,Rutgers University, Piscataway, NJ, 08854, USA
| | - Jon H Chung
- Foundation Medicine, Cambridge, MA, 02139, USA
| | - Casey B Williams
- Avera Cancer Institute Center for Precision Oncology, Sioux Falls, SD, 57105, USA
| | | | - Whitney Petrosky
- Department of Medicine, Division of Medical Oncology, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08901, USA.,Rutgers University, Piscataway, NJ, 08854, USA
| | - Kirstin Williams
- Avera Cancer Institute Center for Precision Oncology, Sioux Falls, SD, 57105, USA
| | | | | | - Ellen Lee
- University Radiology Group, New Brunswick, NJ, 08901, USA
| | - Sonia C Dolfi
- Department of Medicine, Division of Medical Oncology, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08901, USA.,Rutgers University, Piscataway, NJ, 08854, USA
| | - Kien Pham
- Department of Pathology and Laboratory Medicine, Rutgers New Jersey Medical School and Rutgers Robert Wood Johnson Medical School, Newark, NJ, 07103, USA
| | - Stephanie Lin
- Department of Medicine, Division of Medical Oncology, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08901, USA.,Rutgers University, Piscataway, NJ, 08854, USA
| | - Ming Yao
- Department of Medicine, Division of Medical Oncology, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08901, USA.,Rutgers University, Piscataway, NJ, 08854, USA
| | - Atul Kulkarni
- Department of Medicine, Division of Medical Oncology, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08901, USA.,Rutgers University, Piscataway, NJ, 08854, USA
| | - Frances DiClemente
- Department of Medicine, Division of Medical Oncology, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08901, USA.,Rutgers University, Piscataway, NJ, 08854, USA
| | - Chen Liu
- Department of Pathology and Laboratory Medicine, Rutgers New Jersey Medical School and Rutgers Robert Wood Johnson Medical School, Newark, NJ, 07103, USA
| | - Lorna Rodriguez-Rodriguez
- Rutgers University, Piscataway, NJ, 08854, USA.,Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08901, USA
| | - Shridar Ganesan
- Department of Medicine, Division of Medical Oncology, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08901, USA.,Rutgers University, Piscataway, NJ, 08854, USA
| | | | - Siraj M Ali
- Foundation Medicine, Cambridge, MA, 02139, USA
| | - Brian Leyland-Jones
- Avera Cancer Institute Center for Precision Oncology, Sioux Falls, SD, 57105, USA.
| | - Kim M Hirshfield
- Department of Medicine, Division of Medical Oncology, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, 08901, USA. .,Rutgers University, Piscataway, NJ, 08854, USA.
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