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Boyraz B, da Cruz Paula A, Deveraux KA, Tran I, da Silva EM, Young RH, Snuderl M, Weigelt B, Oliva E. Endometrial/Endometrioid Stromal Tumors With Extensive Whorling and CTNNB1 Translocation : A Report of 3 Cases. Am J Surg Pathol 2023; 47:1285-1290. [PMID: 37584555 DOI: 10.1097/pas.0000000000002094] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/17/2023]
Abstract
Endometrial/endometrioid stromal tumors are rare and morphologically heterogenous, and their diagnosis may be challenging. We identified 3 endometrial/endometrioid stromal tumors with identical and previously undescribed histologic features and herein report their morphologic, immunohistochemical, and molecular profiles. Patients were 53, 62, and 79 years. Tumors were well-circumscribed, tan-yellow solid masses measuring 10.0, 11.0, and 18.7 cm, and were intramyometrial (n=2) or in the broad ligament (n=1). All showed small, tight whorls of epithelioid to slightly spindled tumor cells with minimal cytoplasm and negligible mitoses, multifocally associated with hyalinization and myxoid change set in a loose fibroblastic background with small, delicate vessels. This morphology was seen throughout in 1 tumor and in ∼20% and 70% of the 2 others with the remaining areas showing sex cord-like differentiation. Tumor cells expressed CD10 (3/3, 1 focal), calretinin (3/3 diffuse), WT1 (3/3 diffuse), estrogen receptor (1/1, diffuse). RNA-sequencing was successful in 1 tumor and revealed a GREB1-CTNNB1 in-frame fusion. All 3 tumors harbored a CTNNB1 translocation by fluorescence in situ hybridization correlating with nuclear β-catenin expression. Whole-genome DNA methylation analysis classified all 3 tumors within the low-grade endometrial stromal sarcoma reference class with flat copy number profiles. One patient (79-y-old) died of unrelated causes 2 months after surgery and the other 2 were alive without disease after 13 and 75 months. We have described a rare subset of endometrial/endometrioid stromal tumors with extensive whorling and a CTNNB1 translocation, expanding the morphologic and molecular spectrum of these neoplasms.
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Affiliation(s)
- Baris Boyraz
- James Homer Wright Pathology Laboratories, Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | | | - Kelly A Deveraux
- Department of Pathology, New York University, Langone Medical Center, New York, NY
| | - Ivy Tran
- Department of Pathology, New York University, Langone Medical Center, New York, NY
| | - Edaise M da Silva
- Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center
| | - Robert H Young
- James Homer Wright Pathology Laboratories, Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Matija Snuderl
- Department of Pathology, New York University, Langone Medical Center, New York, NY
| | - Britta Weigelt
- Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center
| | - Esther Oliva
- James Homer Wright Pathology Laboratories, Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
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da Silva EM, Basili T, Yu J, Blanco-Heredia J, Selenica P, Ye Q, Paula ADC, Dopeso H, Marra A, Oesterreich S, Reis-Filho J, Bhargava R. Abstract P2-23-15: Histologic, immunohistochemical and genomic comparison between classic Invasive lobular carcinomas and lobular-like invasive ductal carcinomas. Cancer Res 2023. [DOI: 10.1158/1538-7445.sabcs22-p2-23-15] [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: 03/06/2023]
Abstract
Abstract
Background: Invasive lobular carcinomas (ILCs) are the most frequent special histologic subtype of breast cancer, accounting for up to 15% of all breast cancer cases. ILCs are characterized by a distinctive discohesive growth pattern, with cells arranged in single cell infiltrative file and dispersed throughout the stroma, which stems from the loss of E-cadherin expression due to bi-allelic inactivation of the CDH1 gene. A subset of breast cancers display a similar single cell infiltrative growth pattern but, in contrast to classic ILC, display diffuse strong membranous E-cadherin reactivity and membranous p120 expression. We refer to such cases as “lobular-like invasive ductal carcinoma” (LLIDC), but it is unclear if this terminology is appropriate and if such cases show biallelic inactivation of CDH1, similarly to ILCs. Here, we sought to define whether LLIDCs would harbor bi-allelic alterations of CDH1 and to perform an exploratory, hypothesis generating analysis of the repertoire of somatic genetic alterations of LLIDCs and classic ILCs. Materials and methods: Representative H&Es, as well as sections subjected to E-cadherin and p120 immunohistochemistry from seven classic ILCs and seven bona fide “lobular-like invasive ductal carcinomas” were retrieved and independently reviewed by two pathologists with experience and expertise in breast pathology. DNA samples were extracted from representative sections from tumor and normal breast tissue from each patient and subjected to an FDA-approved targeted sequencing assay comprising the coding regions and selected regulatory elements of 515 genes. Somatic single nucleotide variants (SNVs) were detected with MuTect, indels with Strelka, Varscan2, Scalpel and Lancet. All mutations were manually inspected using the Integrative Genomics Viewer (IGV). The cancer cell fraction (CCF) of each mutation was inferred, as well as clonal probability, using ABSOLUTE. Copy number alterations and loss of heterozygosity were determined using FACETS. Mutational signatures were inferred using SigMA based on all synonymous and nonsynonymous somatic mutations. Results: Based on the histopathologic evaluation, of the 14 cases analyzed, seven were classified as ILC, and the other seven were classified as LLIDC. Sequencing analysis revealed that the classic ILCs harbored 16q LOH and CDH1 mutations (7/7), of which five were frameshift indel and two were splice site mutations consistently coupled with loss-of-heterozygosity (LOH) of the wild-type allele. Conversely, five of the seven LLIDCs did not harbor CDH1 mutations or genomic rearrangements. CDH1 mutations were identified in 2 LLIDCs: one harbored a subclonal CDH1 in-frame indel mutation coupled with LOH. This case displayed membranous E-cadherin and p120 expression with areas of aberrant expression. The other CDH1-mutated LLIDC harbored a complex in-frame indel with subclonal LOH. This case displayed membranous E-cadherin and p120 expression. The comparative analysis of the repertoire of somatic genetic alterations and mutational signatures present in LLIDCs and classic ILCs did not reveal any significant differences. Conclusion: Despite the histologic similarities, LLIDCs differ from classic lobular carcinomas based on the lack of CDH1 bi-allelic inactivation and the patterns of expression of E-cadherin and p120 catenin. Further whole-genome sequencing analyses are warranted to define the molecular basis of the discohesive cancer cells of LLIDC display.
Citation Format: Edaise M. da Silva, Thais Basili, Jing Yu, Juan Blanco-Heredia, Pier Selenica, Qiqi Ye, Arnaud da Cruz Paula, Higinio Dopeso, Antonio Marra, Steffi Oesterreich, Jorge Reis-Filho, Rohit Bhargava. Histologic, immunohistochemical and genomic comparison between classic Invasive lobular carcinomas and lobular-like invasive ductal carcinomas [abstract]. In: Proceedings of the 2022 San Antonio Breast Cancer Symposium; 2022 Dec 6-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2023;83(5 Suppl):Abstract nr P2-23-15.
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Affiliation(s)
| | - Thais Basili
- 2Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jing Yu
- 3Department of Pathology, Magee-Womens Hospital of UPMC
| | | | - Pier Selenica
- 5Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Qiqi Ye
- 6Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | | | - Higinio Dopeso
- 8Memorial Sloan Kettering Cancer Center, New York, NY, USA
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Gularte-Mérida R, Smith S, Bowman AS, da Cruz Paula A, Chatila W, Bielski CM, Vyas M, Borsu L, Zehir A, Martelotto LG, Shia J, Yaeger R, Fang F, Gardner R, Luo R, Schatz MC, Shen R, Weigelt B, Sánchez-Vega F, Reis-Filho JS, Hechtman JF. Same-Cell Co-Occurrence of RAS Hotspot and BRAF V600E Mutations in Treatment-Naive Colorectal Cancer. JCO Precis Oncol 2022; 6:e2100365. [PMID: 35235413 PMCID: PMC8906458 DOI: 10.1200/po.21.00365] [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
PURPOSE Mitogen-activated protein kinase pathway-activating mutations occur in the majority of colorectal cancer (CRC) cases and show mutual exclusivity. We identified 47 epidermal growth factor receptor/BRAF inhibitor-naive CRC patients with dual RAS hotspot/BRAF V600E mutations (CRC-DD) from a cohort of 4,561 CRC patients with clinical next-generation sequencing results. We aimed to define the molecular phenotypes of the CRC-DD and to test if the dual RAS hotspot/BRAF V600E mutations coexist within the same cell. MATERIALS AND METHODS We developed a single-cell genotyping method with a mutation detection rate of 96.3% and a genotype prediction accuracy of 92.1%. Mutations in the CRC-DD cohort were analyzed for clonality, allelic imbalance, copy number, and overall survival. RESULTS Application of single-cell genotyping to four CRC-DD revealed the co-occurrence of both mutations in the following percentages of cells per case: NRAS G13D/KRAS G12C, 95%; KRAS G12D/NRAS G12V, 48%; BRAF V600E/KRAS G12D, 44%; and KRAS G12D/NRAS G13V, 14%, respectively. Allelic imbalance favoring the oncogenic allele was less frequent in CRC-DD (24 of 76, 31.5%, somatic mutations) compared with a curated cohort of CRC with a single-driver mutation (CRC-SD; 119 of 232 mutations, 51.3%; P = .013). Microsatellite instability-high status was enriched in CRC-DD compared with CRC-SD (23% v 11.4%, P = .028). Of the seven CRC-DD cases with multiregional sequencing, five retained both driver mutations throughout all sequenced tumor sites. Both CRC-DD cases with discordant multiregional sequencing were microsatellite instability-high. CONCLUSION Our findings indicate that dual-driver mutations occur in a rare subset of CRC, often within the same tumor cells and across multiple tumor sites. Their presence and a lower rate of allelic imbalance may be related to dose-dependent signaling within the mitogen-activated protein kinase pathway.
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Affiliation(s)
- Rodrigo Gularte-Mérida
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY,Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY,Rodrigo Gularte Mérida, PhD, Memorial Sloan Kettering Cancer Center, 1275 York Ave, New York, NY 10065; e-mail:
| | - Shaleigh Smith
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY,Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Anita S. Bowman
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Walid Chatila
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Craig M. Bielski
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Monika Vyas
- Department of Pathology, Beth Israel Deaconess Medical Center, Boston, MA
| | - Laetitia Borsu
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Ahmet Zehir
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Jinru Shia
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Rona Yaeger
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Fang Fang
- Flow Cytometry Core Facility, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Rui Gardner
- Flow Cytometry Core Facility, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Ruibang Luo
- Department of Computer Science, John Hopkins University, Baltimore, MD
| | - Michael C. Schatz
- Department of Computer Science, John Hopkins University, Baltimore, MD
| | - Ronglai Shen
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Britta Weigelt
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Francisco Sánchez-Vega
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY,Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Jorge S. Reis-Filho
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Jaclyn F. Hechtman
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
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Riaz N, Sherman E, Pei X, Schöder H, Grkovski M, Paudyal R, Katabi N, Selenica P, Yamaguchi TN, Ma D, Lee SK, Shah R, Kumar R, Kuo F, Ratnakumar A, Aleynick N, Brown D, Zhang Z, Hatzoglou V, Liu LY, Salcedo A, Tsai CJ, McBride S, Morris LGT, Boyle J, Singh B, Higginson DS, Damerla RR, Paula ADC, Price K, Moore EJ, Garcia JJ, Foote R, Ho A, Wong RJ, Chan TA, Powell SN, Boutros PC, Humm JL, Shukla-Dave A, Pfister D, Reis-Filho JS, Lee N. Precision Radiotherapy: Reduction in Radiation for Oropharyngeal Cancer in the 30 ROC Trial. J Natl Cancer Inst 2021; 113:742-751. [PMID: 33429428 DOI: 10.1093/jnci/djaa184] [Citation(s) in RCA: 83] [Impact Index Per Article: 27.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2020] [Revised: 08/21/2020] [Accepted: 10/02/2020] [Indexed: 12/26/2022] Open
Abstract
BACKGROUND Patients with human papillomavirus-related oropharyngeal cancers have excellent outcomes but experience clinically significant toxicities when treated with standard chemoradiotherapy (70 Gy). We hypothesized that functional imaging could identify patients who could be safely deescalated to 30 Gy of radiotherapy. METHODS In 19 patients, pre- and intratreatment dynamic fluorine-18-labeled fluoromisonidazole positron emission tomography (PET) was used to assess tumor hypoxia. Patients without hypoxia at baseline or intratreatment received 30 Gy; patients with persistent hypoxia received 70 Gy. Neck dissection was performed at 4 months in deescalated patients to assess pathologic response. Magnetic resonance imaging (weekly), circulating plasma cell-free DNA, RNA-sequencing, and whole-genome sequencing (WGS) were performed to identify potential molecular determinants of response. Samples from an independent prospective study were obtained to reproduce molecular findings. All statistical tests were 2-sided. RESULTS Fifteen of 19 patients had no hypoxia on baseline PET or resolution on intratreatment PET and were deescalated to 30 Gy. Of these 15 patients, 11 had a pathologic complete response. Two-year locoregional control and overall survival were 94.4% (95% confidence interval = 84.4% to 100%) and 94.7% (95% confidence interval = 85.2% to 100%), respectively. No acute grade 3 radiation-related toxicities were observed. Microenvironmental features on serial imaging correlated better with pathologic response than tumor burden metrics or circulating plasma cell-free DNA. A WGS-based DNA repair defect was associated with response (P = .02) and was reproduced in an independent cohort (P = .03). CONCLUSIONS Deescalation of radiotherapy to 30 Gy on the basis of intratreatment hypoxia imaging was feasible, safe, and associated with minimal toxicity. A DNA repair defect identified by WGS was predictive of response. Intratherapy personalization of chemoradiotherapy may facilitate marked deescalation of radiotherapy.
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Affiliation(s)
- Nadeem Riaz
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Immunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Eric Sherman
- Department of Medical Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Xin Pei
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Heiko Schöder
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Milan Grkovski
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ramesh Paudyal
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Nora Katabi
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Pier Selenica
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Takafumi N Yamaguchi
- UCLA, Department of Human Genetics, Los Angeles, CA, USA.,Informatics and Biocomputing Program, Ontario Institute for Cancer Research, Toronto, ON, USA.,Jonsson Comprehensive Cancer Centre, University of California, Los Angeles, CA, USA
| | - Daniel Ma
- Department of Radiation Oncology, Mayo Clinic, Rochester, MN, USA
| | - Simon K Lee
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Rachna Shah
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Rahul Kumar
- Institute for Cancer Genetics, Columbia University, New York, NY, USA
| | - Fengshen Kuo
- Immunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Abhirami Ratnakumar
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Nathan Aleynick
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - David Brown
- Institute for Cancer Genetics, Columbia University, New York, NY, USA
| | - Zhigang Zhang
- Departmant of Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Vaios Hatzoglou
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Lydia Y Liu
- UCLA, Department of Human Genetics, Los Angeles, CA, USA.,Informatics and Biocomputing Program, Ontario Institute for Cancer Research, Toronto, ON, USA.,Jonsson Comprehensive Cancer Centre, University of California, Los Angeles, CA, USA.,Department of Medical Biophysics, University of Toronto, Toronto, ON, USA.,Vector Institute for Artificial Intelligence, Toronto, ON, USA
| | - Adriana Salcedo
- Informatics and Biocomputing Program, Ontario Institute for Cancer Research, Toronto, ON, USA.,Department of Medical Biophysics, University of Toronto, Toronto, ON, USA
| | - Chiaojung J Tsai
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Sean McBride
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Luc G T Morris
- Immunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jay Boyle
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Bhuvanesh Singh
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Daniel S Higginson
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Rama R Damerla
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Arnaud da Cruz Paula
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Katharine Price
- Divison of Medical Oncology, Mayo Clinic, Rochester, MN, USA
| | - Eric J Moore
- Department of Otolaryngology, Mayo Clinic, Rochester, MN, USA
| | | | - Robert Foote
- Department of Radiation Oncology, Mayo Clinic, Rochester, MN, USA
| | - Alan Ho
- Department of Medical Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Richard J Wong
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Timothy A Chan
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Immunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Simon N Powell
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Paul C Boutros
- UCLA, Department of Human Genetics, Los Angeles, CA, USA.,Informatics and Biocomputing Program, Ontario Institute for Cancer Research, Toronto, ON, USA.,Jonsson Comprehensive Cancer Centre, University of California, Los Angeles, CA, USA.,Department of Medical Biophysics, University of Toronto, Toronto, ON, USA.,Department of Pharmacology and Toxicology, University of Toronto, Toronto, ON, USA.,Department of Urology, University of California, Los Angeles, CA, USA.,Institute for Precision Health, University of California, Los Angeles, CA, USA
| | - John L Humm
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Amita Shukla-Dave
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - David Pfister
- Department of Medical Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jorge S Reis-Filho
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Nancy Lee
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
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5
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Gao Y, Maria A, Na N, da Cruz Paula A, Gorelick AN, Hechtman JF, Carson J, Lefkowitz RA, Weigelt B, Taylor BS, Zhao H, Reis-Filho JS, de Stanchina E, Rosen N, Yao Z, Yaeger R. V211D Mutation in MEK1 Causes Resistance to MEK Inhibitors in Colon Cancer. Cancer Discov 2019; 9:1182-1191. [PMID: 31227518 DOI: 10.1158/2159-8290.cd-19-0356] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2019] [Revised: 06/10/2019] [Accepted: 06/18/2019] [Indexed: 12/19/2022]
Abstract
We report the emergence of the novel MEK1 V211D gatekeeper mutation in a patient with BRAF K601E colon cancer treated with the allosteric MEK inhibitor binimetinib and the anti-EGFR antibody panitumumab. The MEK1 V211D mutation concurrently occurs in the same cell with BRAF K601E and leads to RAF-independent activity but remains regulated by RAF. The V211D mutation causes resistance to binimetinib by both increasing the catalytic activity of MEK1 and reducing its affinity for the drug. Moreover, the mutant exhibits reduced sensitivity to all the allosteric MEK inhibitors tested. Thus, this mutation serves as a general resistance mutation for current MEK inhibitors; however, it is sensitive to a newly reported ATP-competitive MEK inhibitor, which therefore could be used to overcome drug resistance. SIGNIFICANCE: We report a resistance mechanism to allosteric MEK inhibitors in the clinic. A MEK1 V211D mutation developed in a patient with BRAF K601E colon cancer on MEK and EGFR inhibitors. This mutant increases the catalytic activity of MEK1 and reduces its affinity for binimetinib, but remains sensitive to ATP-competitive MEK inhibitors.This article is highlighted in the In This Issue feature, p. 1143.
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Affiliation(s)
- Yijun Gao
- Program in Molecular Pharmacology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Ann Maria
- Program in Molecular Pharmacology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Na Na
- Program in Molecular Pharmacology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Arnaud da Cruz Paula
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Alexander N Gorelick
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York.,Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Jaclyn F Hechtman
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Julianne Carson
- Program in Molecular Pharmacology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Robert A Lefkowitz
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Britta Weigelt
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Barry S Taylor
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York.,Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York.,Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - HuiYong Zhao
- Program in Molecular Pharmacology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Jorge S Reis-Filho
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Elisa de Stanchina
- Program in Molecular Pharmacology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Neal Rosen
- Program in Molecular Pharmacology, Memorial Sloan Kettering Cancer Center, New York, New York.,Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Zhan Yao
- Program in Molecular Pharmacology, Memorial Sloan Kettering Cancer Center, New York, New York.,Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Rona Yaeger
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York.
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6
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Martelotto LG, Baslan T, Kendall J, Geyer FC, Burke KA, Spraggon L, Piscuoglio S, Chadalavada K, Nanjangud G, Ng CKY, Moody P, D'Italia S, Rodgers L, Cox H, da Cruz Paula A, Stepansky A, Schizas M, Wen HY, King TA, Norton L, Weigelt B, Hicks JB, Reis-Filho JS. Whole-genome single-cell copy number profiling from formalin-fixed paraffin-embedded samples. Nat Med 2017; 23:376-385. [PMID: 28165479 PMCID: PMC5608257 DOI: 10.1038/nm.4279] [Citation(s) in RCA: 89] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2016] [Accepted: 01/09/2017] [Indexed: 12/16/2022]
Abstract
A substantial proportion of tumors consist of genotypically distinct subpopulations of cancer cells. This intratumor genetic heterogeneity poses a substantial challenge for the implementation of precision medicine. Single-cell genomics constitutes a powerful approach to resolve complex mixtures of cancer cells by tracing cell lineages and discovering cryptic genetic variations that would otherwise be obscured in tumor bulk analyses. Because of the chemical alterations that result from formalin fixation, single-cell genomic approaches have largely remained limited to fresh or rapidly frozen specimens. Here we describe the development and validation of a robust and accurate methodology to perform whole-genome copy-number profiling of single nuclei obtained from formalin-fixed paraffin-embedded clinical tumor samples. We applied the single-cell sequencing approach described here to study the progression from in situ to invasive breast cancer, which revealed that ductal carcinomas in situ show intratumor genetic heterogeneity at diagnosis and that these lesions may progress to invasive breast cancer through a variety of evolutionary processes.
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Affiliation(s)
- Luciano G Martelotto
- Department of Pathology, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA
| | - Timour Baslan
- Cold Spring Harbor Laboratory (CSHL), Cold Spring Harbor, New York, USA.,Department of Molecular and Cellular Biology, Stony Brook University, New York, New York, USA
| | - Jude Kendall
- Cold Spring Harbor Laboratory (CSHL), Cold Spring Harbor, New York, USA
| | - Felipe C Geyer
- Department of Pathology, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA
| | - Kathleen A Burke
- Department of Pathology, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA
| | - Lee Spraggon
- Department of Pathology, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA
| | - Salvatore Piscuoglio
- Department of Pathology, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA
| | - Kalyani Chadalavada
- Molecular Cytogenetics, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Gouri Nanjangud
- Molecular Cytogenetics, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Charlotte K Y Ng
- Department of Pathology, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA
| | - Pamela Moody
- Cold Spring Harbor Laboratory (CSHL), Cold Spring Harbor, New York, USA
| | - Sean D'Italia
- Cold Spring Harbor Laboratory (CSHL), Cold Spring Harbor, New York, USA
| | - Linda Rodgers
- Cold Spring Harbor Laboratory (CSHL), Cold Spring Harbor, New York, USA
| | - Hilary Cox
- Cold Spring Harbor Laboratory (CSHL), Cold Spring Harbor, New York, USA
| | - Arnaud da Cruz Paula
- Department of Pathology, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA.,Instituto Português de Oncologia, Porto, Portugal
| | - Asya Stepansky
- Cold Spring Harbor Laboratory (CSHL), Cold Spring Harbor, New York, USA
| | - Michail Schizas
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Hannah Y Wen
- Department of Pathology, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA
| | - Tari A King
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Larry Norton
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Britta Weigelt
- Department of Pathology, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA
| | - James B Hicks
- Cold Spring Harbor Laboratory (CSHL), Cold Spring Harbor, New York, USA
| | - Jorge S Reis-Filho
- Department of Pathology, Memorial Sloan Kettering Cancer Center (MSKCC), New York, New York, USA
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7
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Piscuoglio S, Fusco N, Ng CKY, Martelotto LG, da Cruz Paula A, Katabi N, Rubin BP, Skálová A, Weinreb I, Weigelt B, Reis-Filho JS. Lack of PRKD2 and PRKD3 kinase domain somatic mutations in PRKD1 wild-type classic polymorphous low-grade adenocarcinomas of the salivary gland. Histopathology 2016; 68:1055-62. [PMID: 26426580 DOI: 10.1111/his.12883] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [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: 08/12/2015] [Accepted: 09/25/2015] [Indexed: 02/02/2023]
Abstract
AIMS Polymorphous low-grade adenocarcinoma (PLGA) is the second most common intra-oral salivary gland malignancy. The vast majority of PLGAs harbour a PRKD1 E710D hot-spot somatic mutation or somatic rearrangements of PRKD1, PRKD2 or PRKD3. Given the kinase domain homology among PRKD1, PRKD2 and PRKD3, we sought to define whether PLGAs lacking PRKD1 somatic mutations or PRKD gene family rearrangements would be driven by somatic mutations affecting the kinase domains of PRKD2 or PRKD3. METHODS AND RESULTS DNA was extracted from eight microdissected PLGAs lacking PRKD1 somatic mutations or PRKD gene family rearrangements. Samples were thoroughly centrally reviewed, microdissected and subjected to Sanger sequencing of the kinase domains of the PRKD2 and PRKD3 genes. None of the PLGAs lacking PRKD1 somatic mutations or PRKD gene family rearrangements harboured somatic mutations in the kinase domains of the PRKD2 or PRKD3 genes. CONCLUSION PLGAs lacking PRKD1 somatic mutations or PRKD gene family rearrangements are unlikely to harbour somatic mutations in the kinase domains of PRKD2 or PRKD3. Further studies are warranted to define the driver genetic events in this subgroup of PLGAs.
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Affiliation(s)
- Salvatore Piscuoglio
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Nicola Fusco
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Division of Pathology, Fondazione IRCCS Ca' Granda - Ospedale Maggiore Policlinico, Milan, Italy
| | - Charlotte K Y Ng
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Luciano G Martelotto
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Arnaud da Cruz Paula
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Instituto Português de Oncologia, Oporto, Portugal
| | - Nora Katabi
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Brian P Rubin
- Department of Pathology, Robert J Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Alena Skálová
- Department of Pathology, Medical Faculty of Charles University, Plzen, Czech Republic
| | - Ilan Weinreb
- Department of Pathology, University Health Network, Toronto, Ontario, Canada
| | - Britta Weigelt
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jorge S Reis-Filho
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
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8
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Guerini-Rocco E, Hodi Z, Piscuoglio S, Ng CKY, Rakha EA, Schultheis AM, Marchiò C, da Cruz Paula A, De Filippo MR, Martelotto LG, De Mattos-Arruda L, Edelweiss M, Jungbluth AA, Fusco N, Norton L, Weigelt B, Ellis IO, Reis-Filho JS. The repertoire of somatic genetic alterations of acinic cell carcinomas of the breast: an exploratory, hypothesis-generating study. J Pathol 2015; 237:166-78. [PMID: 26011570 DOI: 10.1002/path.4566] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2015] [Revised: 05/01/2015] [Accepted: 05/19/2015] [Indexed: 12/12/2022]
Abstract
Acinic cell carcinoma (ACC) of the breast is a rare form of triple-negative (that is, oestrogen receptor-negative, progesterone receptor-negative, HER2-negative) salivary gland-type tumour displaying serous acinar differentiation. Despite its triple-negative phenotype, breast ACCs are reported to have an indolent clinical behaviour. Here, we sought to define whether ACCs have a mutational repertoire distinct from that of other triple-negative breast cancers (TNBCs). DNA was extracted from microdissected formalin-fixed, paraffin-embedded sections of tumour and normal tissue from two pure and six mixed breast ACCs. Each tumour component of the mixed cases was microdissected separately. Tumour and normal samples were subjected to targeted capture massively parallel sequencing targeting all exons of 254 genes, including genes most frequently mutated in breast cancer and related to DNA repair. Selected somatic mutations were validated by targeted amplicon resequencing and Sanger sequencing. Akin to other forms of TNBC, the most frequently mutated gene found in breast ACCs was TP53 (one pure and six mixed cases). Additional somatic mutations affecting breast cancer-related genes found in ACCs included PIK3CA, MTOR, CTNNB1, BRCA1, ERBB4, ERBB3, INPP4B, and FGFR2. Copy number alteration analysis revealed complex patterns of gains and losses similar to those of common forms of TNBCs. Of the mixed cases analysed, identical somatic mutations were found in the acinic and the high-grade non-acinic components in two out of four cases analysed, providing evidence of their clonal relatedness. In conclusion, breast ACCs display the hallmark somatic genetic alterations found in high-grade forms of TNBC, including complex patterns of gene copy number alterations and recurrent TP53 mutations. Furthermore, we provide circumstantial genetic evidence to suggest that ACCs may constitute the substrate for the development of more aggressive forms of triple-negative disease.
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Affiliation(s)
- Elena Guerini-Rocco
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,School of Pathology, University of Milan, Italy
| | - Zsolt Hodi
- Department of Pathology, University of Nottingham, Nottingham, UK
| | - Salvatore Piscuoglio
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Charlotte K Y Ng
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Emad A Rakha
- Department of Pathology, University of Nottingham, Nottingham, UK
| | - Anne M Schultheis
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Caterina Marchiò
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Department of Medical Sciences, University of Turin, Turin, Italy
| | - Arnaud da Cruz Paula
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Maria R De Filippo
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Luciano G Martelotto
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Leticia De Mattos-Arruda
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Vall d'Hebron Institute of Oncology, Vall d'Hebron University Hospital, Barcelona, Spain
| | - Marcia Edelweiss
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Achim A Jungbluth
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Nicola Fusco
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,School of Pathology, University of Milan, Italy
| | - Larry Norton
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Britta Weigelt
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ian O Ellis
- Department of Pathology, University of Nottingham, Nottingham, UK
| | - Jorge S Reis-Filho
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
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9
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Weinreb I, Piscuoglio S, Martelotto LG, Waggott D, Ng CKY, Perez-Ordonez B, Harding NJ, Alfaro J, Chu KC, Viale A, Fusco N, da Cruz Paula A, Marchio C, Sakr RA, Lim R, Thompson LDR, Chiosea SI, Seethala RR, Skalova A, Stelow EB, Fonseca I, Assaad A, How C, Wang J, de Borja R, Chan-Seng-Yue M, Howlett CJ, Nichols AC, Wen YH, Katabi N, Buchner N, Mullen L, Kislinger T, Wouters BG, Liu FF, Norton L, McPherson JD, Rubin BP, Clarke BA, Weigelt B, Boutros PC, Reis-Filho JS. Hotspot activating PRKD1 somatic mutations in polymorphous low-grade adenocarcinomas of the salivary glands. Nat Genet 2014; 46:1166-9. [PMID: 25240283 DOI: 10.1038/ng.3096] [Citation(s) in RCA: 153] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2014] [Accepted: 08/27/2014] [Indexed: 12/15/2022]
Abstract
Polymorphous low-grade adenocarcinoma (PLGA) is the second most frequent type of malignant tumor of the minor salivary glands. We identified PRKD1 hotspot mutations encoding p.Glu710Asp in 72.9% of PLGAs but not in other salivary gland tumors. Functional studies demonstrated that this kinase-activating alteration likely constitutes a driver of PLGA.
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Affiliation(s)
- Ilan Weinreb
- Department of Pathology, University Health Network, Toronto, Ontario, Canada
| | - Salvatore Piscuoglio
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Luciano G Martelotto
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Daryl Waggott
- 1] Informatics and Bio-Computing Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada. [2] Ontario Cancer Institute, Princess Margaret Cancer Centre, University Health Network, Toronto, Onatrio, Canada. [3] Campbell Family Institute for Cancer Research, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Charlotte K Y Ng
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | | | - Nicholas J Harding
- Informatics and Bio-Computing Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Javier Alfaro
- 1] Informatics and Bio-Computing Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada. [2] Ontario Cancer Institute, Princess Margaret Cancer Centre, University Health Network, Toronto, Onatrio, Canada. [3] Campbell Family Institute for Cancer Research, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada. [4] Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Kenneth C Chu
- Informatics and Bio-Computing Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Agnes Viale
- Integrated Genomics Operation, Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Nicola Fusco
- 1] Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York, USA. [2] School of Pathology, University of Milan, Milan, Italy
| | - Arnaud da Cruz Paula
- 1] Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York, USA. [2] Instituto Português de Oncologia, Oporto, Portugal
| | - Caterina Marchio
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Rita A Sakr
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Raymond Lim
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Lester D R Thompson
- Department of Pathology, Kaiser Permanente, Woodland Hills Medical Center, Woodland Hills, California, USA
| | - Simion I Chiosea
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA
| | - Raja R Seethala
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA
| | - Alena Skalova
- Department of Pathology and Laboratory Medicine, Charles University in Prague, Plzen, Czech Republic
| | - Edward B Stelow
- Department of Pathology, University of Virginia Medical Center, Charlottesville, Virginia, USA
| | - Isabel Fonseca
- 1] Instituto Português de Oncologia Francisco Gentil, Lisbon, Portugal. [2] Faculdade de Medicina de Lisboa, Lisbon, Portugal
| | - Adel Assaad
- Department of Pathology, Virginia Mason Hospital and Seattle Medical Center, Seattle, Washington, USA
| | - Christine How
- 1] Ontario Cancer Institute, Princess Margaret Cancer Centre, University Health Network, Toronto, Onatrio, Canada. [2] Campbell Family Institute for Cancer Research, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Jianxin Wang
- Informatics and Bio-Computing Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Richard de Borja
- Informatics and Bio-Computing Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Michelle Chan-Seng-Yue
- Informatics and Bio-Computing Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | | | | | - Y Hannah Wen
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Nora Katabi
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Nicholas Buchner
- Cancer Genomics Platform, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Laura Mullen
- Cancer Genomics Platform, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Thomas Kislinger
- 1] Ontario Cancer Institute, Princess Margaret Cancer Centre, University Health Network, Toronto, Onatrio, Canada. [2] Campbell Family Institute for Cancer Research, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada. [3] Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Bradly G Wouters
- 1] Ontario Cancer Institute, Princess Margaret Cancer Centre, University Health Network, Toronto, Onatrio, Canada. [2] Campbell Family Institute for Cancer Research, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada. [3] Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Fei-Fei Liu
- 1] Ontario Cancer Institute, Princess Margaret Cancer Centre, University Health Network, Toronto, Onatrio, Canada. [2] Campbell Family Institute for Cancer Research, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada. [3] Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada. [4] Department of Radiation Oncology, Princess Margaret Hospital and University of Toronto, Toronto, Ontario, Canada
| | - Larry Norton
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - John D McPherson
- 1] Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada. [2] Department of Pathology, Virginia Mason Hospital and Seattle Medical Center, Seattle, Washington, USA
| | - Brian P Rubin
- 1] Department of Molecular Genetics, Lerner Research Institute, Cleveland, Ohio, USA. [2] Robert J. Tomsich Pathology and Laboratory Medicine Institute, Taussig Cancer Center, Cleveland Clinic, Cleveland, Ohio, USA
| | - Blaise A Clarke
- Department of Pathology, University Health Network, Toronto, Ontario, Canada
| | - Britta Weigelt
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Paul C Boutros
- 1] Informatics and Bio-Computing Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada. [2] Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada. [3] Department of Pharmacology and Toxicology, University of Toronto, Toronto, Ontario, Canada
| | - Jorge S Reis-Filho
- 1] Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York, USA. [2]
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