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de Bruijn I, Kundra R, Mastrogiacomo B, Tran TN, Sikina L, Mazor T, Li X, Ochoa A, Zhao G, Lai B, Abeshouse A, Baiceanu D, Ciftci E, Dogrusoz U, Dufilie A, Erkoc Z, Garcia Lara E, Fu Z, Gross B, Haynes C, Heath A, Higgins D, Jagannathan P, Kalletla K, Kumari P, Lindsay J, Lisman A, Leenknegt B, Lukasse P, Madela D, Madupuri R, van Nierop P, Plantalech O, Quach J, Resnick AC, Rodenburg SY, Satravada BA, Schaeffer F, Sheridan R, Singh J, Sirohi R, Sumer SO, van Hagen S, Wang A, Wilson M, Zhang H, Zhu K, Rusk N, Brown S, Lavery JA, Panageas KS, Rudolph JE, LeNoue-Newton ML, Warner JL, Guo X, Hunter-Zinck H, Yu TV, Pilai S, Nichols C, Gardos SM, Philip J, Kehl KL, Riely GJ, Schrag D, Lee J, Fiandalo MV, Sweeney SM, Pugh TJ, Sander C, Cerami E, Gao J, Schultz N. Analysis and Visualization of Longitudinal Genomic and Clinical Data from the AACR Project GENIE Biopharma Collaborative in cBioPortal. Cancer Res 2023; 83:3861-3867. [PMID: 37668528 PMCID: PMC10690089 DOI: 10.1158/0008-5472.can-23-0816] [Citation(s) in RCA: 44] [Impact Index Per Article: 44.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Revised: 05/24/2023] [Accepted: 08/30/2023] [Indexed: 09/06/2023]
Abstract
International cancer registries make real-world genomic and clinical data available, but their joint analysis remains a challenge. AACR Project GENIE, an international cancer registry collecting data from 19 cancer centers, makes data from >130,000 patients publicly available through the cBioPortal for Cancer Genomics (https://genie.cbioportal.org). For 25,000 patients, additional real-world longitudinal clinical data, including treatment and outcome data, are being collected by the AACR Project GENIE Biopharma Collaborative using the PRISSMM data curation model. Several thousand of these cases are now also available in cBioPortal. We have significantly enhanced the functionalities of cBioPortal to support the visualization and analysis of this rich clinico-genomic linked dataset, as well as datasets generated by other centers and consortia. Examples of these enhancements include (i) visualization of the longitudinal clinical and genomic data at the patient level, including timelines for diagnoses, treatments, and outcomes; (ii) the ability to select samples based on treatment status, facilitating a comparison of molecular and clinical attributes between samples before and after a specific treatment; and (iii) survival analysis estimates based on individual treatment regimens received. Together, these features provide cBioPortal users with a toolkit to interactively investigate complex clinico-genomic data to generate hypotheses and make discoveries about the impact of specific genomic variants on prognosis and therapeutic sensitivities in cancer. SIGNIFICANCE Enhanced cBioPortal features allow clinicians and researchers to effectively investigate longitudinal clinico-genomic data from patients with cancer, which will improve exploration of data from the AACR Project GENIE Biopharma Collaborative and similar datasets.
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Affiliation(s)
- Ino de Bruijn
- Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Pathology, Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Ritika Kundra
- Memorial Sloan Kettering Cancer Center, New York, New York
| | | | | | - Luke Sikina
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Tali Mazor
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Xiang Li
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Angelica Ochoa
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Gaofei Zhao
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Bryan Lai
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Adam Abeshouse
- Memorial Sloan Kettering Cancer Center, New York, New York
| | | | - Ersin Ciftci
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | | | | | - Ziya Erkoc
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | | | - Zhaoyuan Fu
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Benjamin Gross
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Charles Haynes
- Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Allison Heath
- Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - David Higgins
- Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | | | | | - Priti Kumari
- Dana-Farber Cancer Institute, Boston, Massachusetts
- Caris Life Sciences, Irving, Texas
| | | | - Aaron Lisman
- Memorial Sloan Kettering Cancer Center, New York, New York
| | | | | | - Divya Madela
- Memorial Sloan Kettering Cancer Center, New York, New York
| | | | | | | | - Joyce Quach
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Adam C. Resnick
- Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | | | | | | | | | | | - Rajat Sirohi
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | | | | | - Avery Wang
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Manda Wilson
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Hongxin Zhang
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Kelsey Zhu
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Nicole Rusk
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Samantha Brown
- Memorial Sloan Kettering Cancer Center, New York, New York
| | | | | | | | | | | | - Xindi Guo
- Sage Bionetworks, Seattle, Washington
| | | | | | - Shirin Pilai
- Memorial Sloan Kettering Cancer Center, New York, New York
| | | | | | - John Philip
- Memorial Sloan Kettering Cancer Center, New York, New York
| | | | | | | | - Deborah Schrag
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Jocelyn Lee
- American Association for Cancer Research: Project GENIE, Philadelphia, Pennsylvania
| | - Michael V. Fiandalo
- American Association for Cancer Research: Project GENIE, Philadelphia, Pennsylvania
| | - Shawn M. Sweeney
- American Association for Cancer Research: Project GENIE, Philadelphia, Pennsylvania
| | - Trevor J. Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | | | - Ethan Cerami
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Jianjiong Gao
- Memorial Sloan Kettering Cancer Center, New York, New York
- Caris Life Sciences, Irving, Texas
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Giraldo NA, Drill E, Satravada BA, Dika IE, Brannon AR, Dermawan J, Mohanty A, Ozcan K, Chakravarty D, Benayed R, Vakiani E, Abou-Alfa GK, Kundra R, Schultz N, Li BT, Berger MF, Harding JJ, Ladanyi M, O’Reilly EM, Jarnagin W, Vanderbilt C, Basturk O, Arcila ME. Comprehensive Molecular Characterization of Gallbladder Carcinoma and Potential Targets for Intervention. Clin Cancer Res 2022; 28:5359-5367. [PMID: 36228155 PMCID: PMC9772093 DOI: 10.1158/1078-0432.ccr-22-1954] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Revised: 08/04/2022] [Accepted: 10/11/2022] [Indexed: 01/24/2023]
Abstract
PURPOSE Gallbladder carcinoma (GBC) is an uncommon and aggressive disease, which remains poorly defined at a molecular level. Here, we aimed to characterize the molecular landscape of GBC and identify markers with potential prognostic and therapeutic implications. EXPERIMENTAL DESIGN GBC samples were analyzed using the MSK-IMPACT (Memorial Sloan Kettering-Integrated Mutation Profiling of Actionable Cancer Targets) platform (targeted NGS assay that analyzes 505 cancer-associated genes). Variants with therapeutic implications were identified using OncoKB database. The associations between recurrent genetic alterations and clinicopathologic characteristics (Fisher exact tests) or overall survival (univariate Cox regression) were evaluated. P values were adjusted for multiple testing. RESULTS Overall, 244 samples (57% primary tumors and 43% metastases) from 233 patients were studied (85% adenocarcinomas, 10% carcinomas with squamous differentiation, and 5% neuroendocrine carcinomas). The most common oncogenic molecular alterations appeared in the cell cycle (TP53 63% and CDKN2A 21%) and RTK_RAS pathways (ERBB2 15% and KRAS 11%). No recurrent structural variants were identified. There were no differences in the molecular landscape of primary and metastasis samples. Variants in SMAD4 and STK11 independently associated with reduced survival in patients with metastatic disease. Alterations considered clinically actionable in GBC or other solid tumor types (e.g., NTRK1 fusions or oncogenic variants in ERBB2, PIK3CA, or BRCA1/2) were identified in 35% of patients; 18% of patients with metastatic disease were treated off-label or enrolled in a clinical trial based on molecular findings. CONCLUSIONS GBC is a genetically diverse malignancy. This large-scale genomic analysis revealed alterations with potential prognostic and therapeutic implications and provides guidance for the development of targeted therapies.
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Affiliation(s)
- Nicolas A. Giraldo
- Department of Pathology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
| | - Esther Drill
- Epidemiology & Biostatistics, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
| | - Baby A Satravada
- Marie-Josée & Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
| | - Imane El Dika
- Medicine, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
- Weill Medical College at Cornell University, 1275 York Avenue, New York, NY, 10065, USA
| | - A. Rose Brannon
- Department of Pathology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
| | - Josephine Dermawan
- Department of Pathology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
| | - Abhinita Mohanty
- Department of Pathology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
| | - Kerem Ozcan
- Department of Pathology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
| | - Debyani Chakravarty
- Marie-Josée & Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
| | - Ryma Benayed
- Department of Pathology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
| | - Efsevia Vakiani
- Department of Pathology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
- Marie-Josée & Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
| | - Ghassan K. Abou-Alfa
- Medicine, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
- Weill Medical College at Cornell University, 1275 York Avenue, New York, NY, 10065, USA
| | - Ritika Kundra
- Marie-Josée & Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
| | - Nikolaus Schultz
- Marie-Josée & Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
| | - Bob T. Li
- Medicine, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
- Weill Medical College at Cornell University, 1275 York Avenue, New York, NY, 10065, USA
| | - Michael F. Berger
- Department of Pathology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
| | - James J. Harding
- Medicine, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
- Weill Medical College at Cornell University, 1275 York Avenue, New York, NY, 10065, USA
| | - Marc Ladanyi
- Department of Pathology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
| | - Eileen M. O’Reilly
- Medicine, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
- Weill Medical College at Cornell University, 1275 York Avenue, New York, NY, 10065, USA
| | - William Jarnagin
- Surgery, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
- Weill Medical College at Cornell University, 1275 York Avenue, New York, NY, 10065, USA
| | - Chad Vanderbilt
- Department of Pathology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
| | - Olca Basturk
- Department of Pathology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
- Weill Medical College at Cornell University, 1275 York Avenue, New York, NY, 10065, USA
| | - Maria E. Arcila
- Department of Pathology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA
- Weill Medical College at Cornell University, 1275 York Avenue, New York, NY, 10065, USA
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3
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Gao J, Mazor T, de Bruijn I, Abeshouse A, Baiceanu D, Erkoc Z, Lara EG, Gross B, Higgins DM, Jagannathan PK, Kumari P, Kundra R, Li X, Lindsay J, Lisman A, Madala D, Madupuri R, Ochoa A, Plantalech O, Rodenburg S, Satravada BA, Sheridan R, Sikina L, Singh J, Sumer SO, Sun Y, van Nierop P, Wang A, Wilson M, Zhang H, Zhao G, van Hagen S, van Bochove K, Dogrusoz U, Heath A, Resnick A, Pugh TJ, Sander C, Cerami E, Schultz N. Abstract 1155: cBioPortal for cancer genomics. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-1155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
cBioPortal for Cancer Genomics is an open-source platform for interactive, exploratory analysis of large-scale cancer genomics data sets. cBioPortal provides a user-friendly interface that integrates genomic and clinical data, and provides a suite of visualizations and analyses, including OncoPrints, mutation “lollipop” plots, variant interpretation, group comparison, survival analysis, expression correlation analysis, alteration enrichment analysis, cohort and patient-level visualization. cBioPortal also integrates external tools including CIViC, Cancer Digital Slide Archive, Next-Generation Clustered Heat Map, IGV and Bioconductor to facilitate interpretation.
The public site (https://www.cbioportal.org) is accessed by ~35,000 unique visitors each month and hosts data from >325 studies spanning individual labs and large consortia. In addition, >67 instances of cBioPortal are installed at academic institutions and pharmaceutical/biotechnology companies worldwide. In 2021 we added data from 32 studies, totaling >24,000 samples, to the public site. All data is also available in the cBioPortal Datahub: https://github.com/cBioPortal/datahub/.
We also host a dedicated instance for AACR Project GENIE, enabling access to the GENIE cohort of >135,000 clinically sequenced samples from 19 institutions (https://genie.cbioportal.org). In addition, the GENIE Biopharma Collaborative (BPC) enables the collection of comprehensive clinical annotations, including response, outcome, and treatment histories. The first BPC release contains data from >1,800 non-small cell lung cancer samples and will be released in early 2022.
The growing GENIE cohort and the BPC clinical data have driven a number of recent developments, including performance improvements (the load time for the GENIE cohort was reduced from minutes to seconds). To leverage the BPC clinical data, we enabled sample selection based on treatment status, extended support for outcome analysis, and enhanced the patient timeline representation to incorporate response data.
Additional development work has focused on improvements to variant interpretation, enhancements to the Mutations tab, and support for novel molecular assays via the ‘generic assay’ data type. Documentation on these new features and many others is available at https://www.cbioportal.org/news.
cBioPortal is fully open source (https://github.com/cBioPortal/) under a GNU Affero GPL license. Development is a collaborative effort among groups at Memorial Sloan Kettering Cancer Center, Dana-Farber Cancer Institute, Children’s Hospital of Philadelphia, Princess Margaret Cancer Centre, Bilkent University and The Hyve. We welcome open source contributions from others in the cancer research community.
Citation Format: Jianjiong Gao, Tali Mazor, Ino de Bruijn, Adam Abeshouse, Diana Baiceanu, Ziya Erkoc, Elena Garcia Lara, Benjamin Gross, David M. Higgins, Prasanna K. Jagannathan, Priti Kumari, Ritika Kundra, Xiang Li, James Lindsay, Aaron Lisman, Divya Madala, Ramyasree Madupuri, Angelica Ochoa, Oleguer Plantalech, Sander Rodenburg, Baby A. Satravada, Robert Sheridan, Lucas Sikina, Jessica Singh, S. Onur Sumer, Yichao Sun, Pim van Nierop, Avery Wang, Manda Wilson, Hongxin Zhang, Gaofei Zhao, Sjoerd van Hagen, Kees van Bochove, Ugur Dogrusoz, Allison Heath, Adam Resnick, Trevor J. Pugh, Chris Sander, Ethan Cerami, Nikolaus Schultz. cBioPortal for cancer genomics [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 1155.
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Affiliation(s)
- Jianjiong Gao
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Tali Mazor
- 2Dana-Farber Cancer Institute, Boston, MA
| | - Ino de Bruijn
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | | | | | | | | | | | | | - Ritika Kundra
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Xiang Li
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Aaron Lisman
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Divya Madala
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | | | | | | | | | | | | | - S. Onur Sumer
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Yichao Sun
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Avery Wang
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Manda Wilson
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Hongxin Zhang
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Gaofei Zhao
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | | | - Allison Heath
- 5Children's Hospital of Philadelphia, Philadelphia, PA
| | - Adam Resnick
- 5Children's Hospital of Philadelphia, Philadelphia, PA
| | - Trevor J. Pugh
- 6Princess Margaret Cancer Centre, Toronto, Ontario, Canada
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4
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Kundra R, Zhang H, Sheridan R, Sirintrapun SJ, Wang A, Ochoa A, Wilson M, Gross B, Sun Y, Madupuri R, Satravada BA, Reales D, Vakiani E, Al-Ahmadie HA, Dogan A, Arcila M, Zehir A, Maron S, Berger MF, Viaplana C, Janeway K, Ducar M, Sholl L, Dogan S, Bedard P, Surrey LF, Sanchez IH, Syed A, Rema AB, Chakravarty D, Suehnholz S, Nissan M, Iyer GV, Murali R, Bouvier N, Soslow RA, Hyman D, Younes A, Intlekofer A, Harding JJ, Carvajal RD, Sabbatini PJ, Abou-Alfa GK, Morris L, Janjigian YY, Gallagher MM, Soumerai TA, Mellinghoff IK, Hakimi AA, Fury M, Huse JT, Bagrodia A, Hameed M, Thomas S, Gardos S, Cerami E, Mazor T, Kumari P, Raman P, Shivdasani P, MacFarland S, Newman S, Waanders A, Gao J, Solit D, Schultz N. OncoTree: A Cancer Classification System for Precision Oncology. JCO Clin Cancer Inform 2021; 5:221-230. [PMID: 33625877 PMCID: PMC8240791 DOI: 10.1200/cci.20.00108] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2020] [Revised: 10/26/2020] [Accepted: 12/21/2020] [Indexed: 11/20/2022] Open
Abstract
PURPOSE Cancer classification is foundational for patient care and oncology research. Systems such as International Classification of Diseases for Oncology (ICD-O), Systematized Nomenclature of Medicine Clinical Terms (SNOMED-CT), and National Cancer Institute Thesaurus (NCIt) provide large sets of cancer classification terminologies but they lack a dynamic modernized cancer classification platform that addresses the fast-evolving needs in clinical reporting of genomic sequencing results and associated oncology research. METHODS To meet these needs, we have developed OncoTree, an open-source cancer classification system. It is maintained by a cross-institutional committee of oncologists, pathologists, scientists, and engineers, accessible via an open-source Web user interface and an application programming interface. RESULTS OncoTree currently includes 868 tumor types across 32 organ sites. OncoTree has been adopted as the tumor classification system for American Association for Cancer Research (AACR) Project Genomics Evidence Neoplasia Information Exchange (GENIE), a large genomic and clinical data-sharing consortium, and for clinical molecular testing efforts at Memorial Sloan Kettering Cancer Center and Dana-Farber Cancer Institute. It is also used by precision oncology tools such as OncoKB and cBioPortal for Cancer Genomics. CONCLUSION OncoTree is a dynamic and flexible community-driven cancer classification platform encompassing rare and common cancers that provides clinically relevant and appropriately granular cancer classification for clinical decision support systems and oncology research.
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Affiliation(s)
- Ritika Kundra
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Hongxin Zhang
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Robert Sheridan
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Avery Wang
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Angelica Ochoa
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Manda Wilson
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Benjamin Gross
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Yichao Sun
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Ramyasree Madupuri
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Baby A. Satravada
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Dalicia Reales
- Clinical Research Administration, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Efsevia Vakiani
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Ahmet Dogan
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Maria Arcila
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Ahmet Zehir
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Steven Maron
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Michael F. Berger
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering, New York, NY
| | - Cristina Viaplana
- Oncology Data Science (ODysSey Group), Vall d'Hebron Institute of Oncology, Barcelona, Spain
| | - Katherine Janeway
- Pediatrics, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, MA
| | | | - Lynette Sholl
- Department of Pathology, Brigham and Women's Hospital, Boston, MA
- Department of Pathology, Harvard Medical School, Boston, MA
| | - Snjezana Dogan
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Philippe Bedard
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, Toronto, ON, Canada
| | - Lea F. Surrey
- Cancer Genomics Program, Princess Margaret Cancer Centre, Toronto, ON, Canada
- Department of Genomic Diagnostics, Children's Hospital of Philadelphia, Philadelphia, PA
| | | | - Aijaz Syed
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Debyani Chakravarty
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Sarah Suehnholz
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Moriah Nissan
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Gopakumar V. Iyer
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Rajmohan Murali
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Nancy Bouvier
- Department of Pediatrics, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Robert A. Soslow
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | - Andrew Intlekofer
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering, New York, NY
| | - James J. Harding
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
- Department of Medicine, Weill Cornell Medical College, New York, NY
| | | | - Paul J. Sabbatini
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
- Department of Medicine, Weill Cornell Medical College, New York, NY
| | | | - Luc Morris
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering, New York, NY
- Immunogenomics and Precision Oncology Platform, Memorial Sloan Kettering, New York, NY
- Department of Surgery, Memorial Sloan Kettering, New York, NY
| | - Yelena Y. Janjigian
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Tara A. Soumerai
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Ingo K. Mellinghoff
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering, New York, NY
| | - Abraham A. Hakimi
- Department of Urology, Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Jason T. Huse
- Departments of Pathology and Translational Molecular Pathology, University of Texas, MD Anderson Cancer Center, Houston, TX
| | - Aditya Bagrodia
- Department of Urology, University of Texas Southwestern Medical Center, Dallas, TX
| | - Meera Hameed
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Stacy Thomas
- Information Systems, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Stuart Gardos
- Information Systems, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Ethan Cerami
- Department of Data Sciences, Dana-Farber Cancer Institute, Boston, MA
| | - Tali Mazor
- Knowledge Systems Group, Dana-Farber Cancer Institute, Boston, MA
| | - Priti Kumari
- Knowledge Systems Group, Dana-Farber Cancer Institute, Boston, MA
| | | | | | - Suzanne MacFarland
- Division of Oncology, Children's Hospital of Philadelphia, Philadelphia, PA
- University of Pennsylvania School of Medicine, Philadelphia, PA
| | - Scott Newman
- Department of Computational Biology, St Jude Children's Research Hospital, Memphis, TN
| | | | - Jianjiong Gao
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - David Solit
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering, New York, NY
- Department of Medicine, Columbia University Medical Center, New York, NY
| | - Nikolaus Schultz
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering, New York, NY
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering, New York, NY
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