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Puca L, Bareja R, Prandi D, Shaw R, Benelli M, Karthaus WR, Hess J, Sigouros M, Donoghue A, Kossai M, Gao D, Cyrta J, Sailer V, Vosoughi A, Pauli C, Churakova Y, Cheung C, Deonarine LD, McNary TJ, Rosati R, Tagawa ST, Nanus DM, Mosquera JM, Sawyers CL, Chen Y, Inghirami G, Rao RA, Grandori C, Elemento O, Sboner A, Demichelis F, Rubin MA, Beltran H. Patient derived organoids to model rare prostate cancer phenotypes. Nat Commun 2018; 9:2404. [PMID: 29921838 PMCID: PMC6008438 DOI: 10.1038/s41467-018-04495-z] [Citation(s) in RCA: 222] [Impact Index Per Article: 37.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2017] [Accepted: 04/25/2018] [Indexed: 12/25/2022] Open
Abstract
A major hurdle in the study of rare tumors is a lack of existing preclinical models. Neuroendocrine prostate cancer is an uncommon and aggressive histologic variant of prostate cancer that may arise de novo or as a mechanism of treatment resistance in patients with pre-existing castration-resistant prostate cancer. There are few available models to study neuroendocrine prostate cancer. Here, we report the generation and characterization of tumor organoids derived from needle biopsies of metastatic lesions from four patients. We demonstrate genomic, transcriptomic, and epigenomic concordance between organoids and their corresponding patient tumors. We utilize these organoids to understand the biologic role of the epigenetic modifier EZH2 in driving molecular programs associated with neuroendocrine prostate cancer progression. High-throughput organoid drug screening nominated single agents and drug combinations suggesting repurposing opportunities. This proof of principle study represents a strategy for the study of rare cancer phenotypes.
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Affiliation(s)
- Loredana Puca
- Department of Medicine, Division of Hematology and Medical Oncology, Weill Cornell Medicine, New York, NY, 10021, USA
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY, 10021, USA
- Englander Institute for Precision Medicine,, Weill Cornell Medicine-New York Presbyterian Hospital, New York, NY, 10021, USA
| | - Rohan Bareja
- Englander Institute for Precision Medicine,, Weill Cornell Medicine-New York Presbyterian Hospital, New York, NY, 10021, USA
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, 10021, USA
| | - Davide Prandi
- Center for Integrative Biology, University of Trento, 38123, Trento, Italy
| | - Reid Shaw
- Cure First and SEngine Precision Medicine, Seattle, WA, 98109, USA
| | - Matteo Benelli
- Center for Integrative Biology, University of Trento, 38123, Trento, Italy
| | - Wouter R Karthaus
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - Judy Hess
- Department of Medicine, Division of Hematology and Medical Oncology, Weill Cornell Medicine, New York, NY, 10021, USA
| | - Michael Sigouros
- Department of Medicine, Division of Hematology and Medical Oncology, Weill Cornell Medicine, New York, NY, 10021, USA
| | - Adam Donoghue
- Department of Medicine, Division of Hematology and Medical Oncology, Weill Cornell Medicine, New York, NY, 10021, USA
| | - Myriam Kossai
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY, 10021, USA
| | - Dong Gao
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - Joanna Cyrta
- Englander Institute for Precision Medicine,, Weill Cornell Medicine-New York Presbyterian Hospital, New York, NY, 10021, USA
| | - Verena Sailer
- Englander Institute for Precision Medicine,, Weill Cornell Medicine-New York Presbyterian Hospital, New York, NY, 10021, USA
| | - Aram Vosoughi
- Englander Institute for Precision Medicine,, Weill Cornell Medicine-New York Presbyterian Hospital, New York, NY, 10021, USA
| | - Chantal Pauli
- Englander Institute for Precision Medicine,, Weill Cornell Medicine-New York Presbyterian Hospital, New York, NY, 10021, USA
| | - Yelena Churakova
- Englander Institute for Precision Medicine,, Weill Cornell Medicine-New York Presbyterian Hospital, New York, NY, 10021, USA
| | - Cynthia Cheung
- Englander Institute for Precision Medicine,, Weill Cornell Medicine-New York Presbyterian Hospital, New York, NY, 10021, USA
| | | | - Terra J McNary
- Englander Institute for Precision Medicine,, Weill Cornell Medicine-New York Presbyterian Hospital, New York, NY, 10021, USA
| | - Rachele Rosati
- Cure First and SEngine Precision Medicine, Seattle, WA, 98109, USA
| | - Scott T Tagawa
- Department of Medicine, Division of Hematology and Medical Oncology, Weill Cornell Medicine, New York, NY, 10021, USA
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY, 10021, USA
| | - David M Nanus
- Department of Medicine, Division of Hematology and Medical Oncology, Weill Cornell Medicine, New York, NY, 10021, USA
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY, 10021, USA
| | - Juan Miguel Mosquera
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY, 10021, USA
- Englander Institute for Precision Medicine,, Weill Cornell Medicine-New York Presbyterian Hospital, New York, NY, 10021, USA
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY, 10021, USA
| | - Charles L Sawyers
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - Yu Chen
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, 10065, USA
| | - Giorgio Inghirami
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY, 10021, USA
| | - Rema A Rao
- Englander Institute for Precision Medicine,, Weill Cornell Medicine-New York Presbyterian Hospital, New York, NY, 10021, USA
| | - Carla Grandori
- Cure First and SEngine Precision Medicine, Seattle, WA, 98109, USA
| | - Olivier Elemento
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY, 10021, USA
- Englander Institute for Precision Medicine,, Weill Cornell Medicine-New York Presbyterian Hospital, New York, NY, 10021, USA
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, 10021, USA
| | - Andrea Sboner
- Englander Institute for Precision Medicine,, Weill Cornell Medicine-New York Presbyterian Hospital, New York, NY, 10021, USA
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, 10021, USA
| | - Francesca Demichelis
- Englander Institute for Precision Medicine,, Weill Cornell Medicine-New York Presbyterian Hospital, New York, NY, 10021, USA
- Center for Integrative Biology, University of Trento, 38123, Trento, Italy
| | - Mark A Rubin
- Englander Institute for Precision Medicine,, Weill Cornell Medicine-New York Presbyterian Hospital, New York, NY, 10021, USA
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY, 10021, USA
| | - Himisha Beltran
- Department of Medicine, Division of Hematology and Medical Oncology, Weill Cornell Medicine, New York, NY, 10021, USA.
- Meyer Cancer Center, Weill Cornell Medicine, New York, NY, 10021, USA.
- Englander Institute for Precision Medicine,, Weill Cornell Medicine-New York Presbyterian Hospital, New York, NY, 10021, USA.
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Pauli C, Hopkins BD, Prandi D, Shaw R, Fedrizzi T, Sboner A, Sailer V, Augello M, Puca L, Rosati R, McNary TJ, Churakova Y, Cheung C, Triscott J, Pisapia D, Rao R, Mosquera JM, Robinson B, Faltas BM, Emerling BE, Gadi VK, Bernard B, Elemento O, Beltran H, Demichelis F, Kemp CJ, Grandori C, Cantley LC, Rubin MA. Personalized In Vitro and In Vivo Cancer Models to Guide Precision Medicine. Cancer Discov 2017; 7:462-477. [PMID: 28331002 PMCID: PMC5413423 DOI: 10.1158/2159-8290.cd-16-1154] [Citation(s) in RCA: 628] [Impact Index Per Article: 89.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2016] [Revised: 01/30/2017] [Accepted: 01/30/2017] [Indexed: 02/07/2023]
Abstract
Precision medicine is an approach that takes into account the influence of individuals' genes, environment, and lifestyle exposures to tailor interventions. Here, we describe the development of a robust precision cancer care platform that integrates whole-exome sequencing with a living biobank that enables high-throughput drug screens on patient-derived tumor organoids. To date, 56 tumor-derived organoid cultures and 19 patient-derived xenograft (PDX) models have been established from the 769 patients enrolled in an Institutional Review Board-approved clinical trial. Because genomics alone was insufficient to identify therapeutic options for the majority of patients with advanced disease, we used high-throughput drug screening to discover effective treatment strategies. Analysis of tumor-derived cells from four cases, two uterine malignancies and two colon cancers, identified effective drugs and drug combinations that were subsequently validated using 3-D cultures and PDX models. This platform thereby promotes the discovery of novel therapeutic approaches that can be assessed in clinical trials and provides personalized therapeutic options for individual patients where standard clinical options have been exhausted.Significance: Integration of genomic data with drug screening from personalized in vitro and in vivo cancer models guides precision cancer care and fuels next-generation research. Cancer Discov; 7(5); 462-77. ©2017 AACR.See related commentary by Picco and Garnett, p. 456This article is highlighted in the In This Issue feature, p. 443.
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Affiliation(s)
- Chantal Pauli
- Englander Institute for Precision Medicine, Weill Cornell Medicine-New York Presbyterian Hospital, New York, New York
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, New York
- Institute of Pathology and Molecular Pathology, University Hospital Zurich, Zurich, Switzerland
| | | | - Davide Prandi
- Center for Integrative Biology, University of Trento, Trento, Italy
| | - Reid Shaw
- Cure First and SEngine Precision Medicine, Seattle, Washington
| | | | - Andrea Sboner
- Englander Institute for Precision Medicine, Weill Cornell Medicine-New York Presbyterian Hospital, New York, New York
- Meyer Cancer Center, Weill Cornell Medicine, New York, New York
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, New York
| | - Verena Sailer
- Englander Institute for Precision Medicine, Weill Cornell Medicine-New York Presbyterian Hospital, New York, New York
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, New York
| | - Michael Augello
- Englander Institute for Precision Medicine, Weill Cornell Medicine-New York Presbyterian Hospital, New York, New York
- Meyer Cancer Center, Weill Cornell Medicine, New York, New York
| | - Loredana Puca
- Englander Institute for Precision Medicine, Weill Cornell Medicine-New York Presbyterian Hospital, New York, New York
| | - Rachele Rosati
- Cure First and SEngine Precision Medicine, Seattle, Washington
| | - Terra J McNary
- Englander Institute for Precision Medicine, Weill Cornell Medicine-New York Presbyterian Hospital, New York, New York
| | - Yelena Churakova
- Englander Institute for Precision Medicine, Weill Cornell Medicine-New York Presbyterian Hospital, New York, New York
| | - Cynthia Cheung
- Englander Institute for Precision Medicine, Weill Cornell Medicine-New York Presbyterian Hospital, New York, New York
| | - Joanna Triscott
- Englander Institute for Precision Medicine, Weill Cornell Medicine-New York Presbyterian Hospital, New York, New York
| | - David Pisapia
- Englander Institute for Precision Medicine, Weill Cornell Medicine-New York Presbyterian Hospital, New York, New York
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, New York
| | - Rema Rao
- Englander Institute for Precision Medicine, Weill Cornell Medicine-New York Presbyterian Hospital, New York, New York
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, New York
| | - Juan Miguel Mosquera
- Englander Institute for Precision Medicine, Weill Cornell Medicine-New York Presbyterian Hospital, New York, New York
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, New York
| | - Brian Robinson
- Englander Institute for Precision Medicine, Weill Cornell Medicine-New York Presbyterian Hospital, New York, New York
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, New York
| | - Bishoy M Faltas
- Englander Institute for Precision Medicine, Weill Cornell Medicine-New York Presbyterian Hospital, New York, New York
- Department of Medicine, Division of Hematology and Medical Oncology, Weill Cornell Medicine, New York, New York
| | | | - Vijayakrishna K Gadi
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Brady Bernard
- Cure First and SEngine Precision Medicine, Seattle, Washington
| | - Olivier Elemento
- Englander Institute for Precision Medicine, Weill Cornell Medicine-New York Presbyterian Hospital, New York, New York
- Meyer Cancer Center, Weill Cornell Medicine, New York, New York
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, New York
| | - Himisha Beltran
- Englander Institute for Precision Medicine, Weill Cornell Medicine-New York Presbyterian Hospital, New York, New York
- Department of Medicine, Division of Hematology and Medical Oncology, Weill Cornell Medicine, New York, New York
| | - Francesca Demichelis
- Englander Institute for Precision Medicine, Weill Cornell Medicine-New York Presbyterian Hospital, New York, New York
- Center for Integrative Biology, University of Trento, Trento, Italy
| | - Christopher J Kemp
- Division of Human Biology, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Carla Grandori
- Cure First and SEngine Precision Medicine, Seattle, Washington
| | - Lewis C Cantley
- Meyer Cancer Center, Weill Cornell Medicine, New York, New York
| | - Mark A Rubin
- Englander Institute for Precision Medicine, Weill Cornell Medicine-New York Presbyterian Hospital, New York, New York.
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, New York
- Meyer Cancer Center, Weill Cornell Medicine, New York, New York
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Pauli C, Puca L, Hopkins B, Emerling BM, Sboner A, Elemento O, McNary TJ, Churakova Y, Beltran H, Rubin MA. Abstract A20: Personalized models to guide precision medicine. Clin Cancer Res 2016. [DOI: 10.1158/1557-3265.pdx16-a20] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Precision oncology is a clinical approach aimed towards tailoring treatment strategies for patients based on the genetic profile of each patient's cancer. Available cell line models alone often do not accurately recapitulate the genetic profile of individual patient tumors and therefore limit preclinical evaluation of newly targeted agents. Furthermore, a high failure rate of drug candidates can be attributed in part to the use of monolayer cultures as the initial screening method that is associated with highly variable responses and does not predict clinically observed chemoresistance. In our Englander Institute for Precision Medicine we developed a program utilizing patient derived tumor organoids, in combination with individualized genomic sequencing, targeted and/or high throughput drug screenings to nominate drug candidates in a precision patient care setting. Drug candidates are further validated with personalized in vivo models. Utilizing these various genomic and biological platforms for pharmacological screenings, we can more closely recapitulate the in vivo tumor of individual patients and can more accurately model personalized therapeutic response and resistance in vitro and in vivo.
Design: Fresh tissue samples were collected, washed and mechanically or enzymatically dissociated and then plated in a Matrigel (BD) scaffold with primary culture media. Primary spheres were characterized according to our cytology, histology and genomic platforms. Established and characterized tumor organoids were expanded, cryopreserved for banking, used for in vitro studies and implanted in nude mice for patient derived xenografts (PDXs) to further validate potential drug candidates.
Results: Our success rate in generating patient derived pan-cancer tumor organoids is 30%, depending on specimen quality and tumor type (e.g. endometrial cancer 70%, metastatic prostate cancer 15%). Morphology and molecular profiles show good concordance among tumor organoids and native tumor tissues. The success rate in establishing PDXs from organoid cultures is currently at 70-80%. In vitro and in vivo drug screenings show tumor specific drug sensitivity.
Conclusion: We have developed protocols for the generation and characterization of individual patient-derived tumor organoids. Cytopathology, histopathology and molecularpathology represent important platforms in our Precisicon Medicine Program. Tumor organoid characterization, pharmacological screenings and drug validation in PDX models are effective models which can be used to tailor standard of care treatment, study drug resistance, and nominate novel therapeutic targets unique to the individual genomic landscape and biology of each tumor.
Citation Format: Chantal Pauli, Loredana Puca, Benjamin Hopkins, Brooke M. Emerling, Andrea Sboner, Olivier Elemento, Terra J. McNary, Yelena Churakova, Himisha Beltran, Mark A. Rubin. Personalized models to guide precision medicine. [abstract]. In: Proceedings of the AACR Special Conference: Patient-Derived Cancer Models: Present and Future Applications from Basic Science to the Clinic; Feb 11-14, 2016; New Orleans, LA. Philadelphia (PA): AACR; Clin Cancer Res 2016;22(16_Suppl):Abstract nr A20.
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4
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Beltran H, Eng K, Mosquera JM, Sigaras A, Romanel A, Rennert H, Kossai M, Pauli C, Faltas B, Fontugne J, Park K, Banfelder J, Prandi D, Madhukar N, Zhang T, Padilla J, Greco N, McNary TJ, Herrscher E, Wilkes D, MacDonald TY, Xue H, Vacic V, Emde AK, Oschwald D, Tan AY, Chen Z, Collins C, Gleave ME, Wang Y, Chakravarty D, Schiffman M, Kim R, Campagne F, Robinson BD, Nanus DM, Tagawa ST, Xiang JZ, Smogorzewska A, Demichelis F, Rickman DS, Sboner A, Elemento O, Rubin MA. Whole-Exome Sequencing of Metastatic Cancer and Biomarkers of Treatment Response. JAMA Oncol 2016; 1:466-74. [PMID: 26181256 DOI: 10.1001/jamaoncol.2015.1313] [Citation(s) in RCA: 222] [Impact Index Per Article: 27.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
IMPORTANCE Understanding molecular mechanisms of response and resistance to anticancer therapies requires prospective patient follow-up and clinical and functional validation of both common and low-frequency mutations. We describe a whole-exome sequencing (WES) precision medicine trial focused on patients with advanced cancer. OBJECTIVE To understand how WES data affect therapeutic decision making in patients with advanced cancer and to identify novel biomarkers of response. DESIGN, SETTING, AND PATIENTS Patients with metastatic and treatment-resistant cancer were prospectively enrolled at a single academic center for paired metastatic tumor and normal tissue WES during a 19-month period (February 2013 through September 2014). A comprehensive computational pipeline was used to detect point mutations, indels, and copy number alterations. Mutations were categorized as category 1, 2, or 3 on the basis of actionability; clinical reports were generated and discussed in precision tumor board. Patients were observed for 7 to 25 months for correlation of molecular information with clinical response. MAIN OUTCOMES AND MEASURES Feasibility, use of WES for decision making, and identification of novel biomarkers. RESULTS A total of 154 tumor-normal pairs from 97 patients with a range of metastatic cancers were sequenced, with a mean coverage of 95X and 16 somatic alterations detected per patient. In total, 16 mutations were category 1 (targeted therapy available), 98 were category 2 (biologically relevant), and 1474 were category 3 (unknown significance). Overall, WES provided informative results in 91 cases (94%), including alterations for which there is an approved drug, there are therapies in clinical or preclinical development, or they are considered drivers and potentially actionable (category 1-2); however, treatment was guided in only 5 patients (5%) on the basis of these recommendations because of access to clinical trials and/or off-label use of drugs. Among unexpected findings, a patient with prostate cancer with exceptional response to treatment was identified who harbored a somatic hemizygous deletion of the DNA repair gene FANCA and putative partial loss of function of the second allele through germline missense variant. Follow-up experiments established that loss of FANCA function was associated with platinum hypersensitivity both in vitro and in patient-derived xenografts, thus providing biologic rationale and functional evidence for his extreme clinical response. CONCLUSIONS AND RELEVANCE The majority of advanced, treatment-resistant tumors across tumor types harbor biologically informative alterations. The establishment of a clinical trial for WES of metastatic tumors with prospective follow-up of patients can help identify candidate predictive biomarkers of response.
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Affiliation(s)
- Himisha Beltran
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York2Division of Hematology and Medical Oncology, Weill Cornell Medical College, New York, New York3Department of Medicine, Weill Cornell Medical
| | - Kenneth Eng
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York4Institute for Computational Biomedicine, Weill Cornell Medical College, New York, New York
| | - Juan Miguel Mosquera
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York5Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Alexandros Sigaras
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York
| | | | - Hanna Rennert
- Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Myriam Kossai
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York5Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Chantal Pauli
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York5Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Bishoy Faltas
- Division of Hematology and Medical Oncology, Weill Cornell Medical College, New York, New York
| | - Jacqueline Fontugne
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York5Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Kyung Park
- Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Jason Banfelder
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York4Institute for Computational Biomedicine, Weill Cornell Medical College, New York, New York
| | - Davide Prandi
- Centre of Integrative Biology, University of Trento, Trento, Italy
| | - Neel Madhukar
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York4Institute for Computational Biomedicine, Weill Cornell Medical College, New York, New York
| | - Tuo Zhang
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York4Institute for Computational Biomedicine, Weill Cornell Medical College, New York, New York
| | - Jessica Padilla
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York
| | - Noah Greco
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York
| | - Terra J McNary
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York
| | - Erick Herrscher
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York
| | - David Wilkes
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York
| | - Theresa Y MacDonald
- Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Hui Xue
- Vancouver Prostate Centre, University of British Columbia, Vancouver, Canada
| | | | | | | | - Adrian Y Tan
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York
| | - Zhengming Chen
- Department of Biostatistics and Epidemiology, Weill Cornell Medical College, New York, New York
| | - Colin Collins
- Centre of Integrative Biology, University of Trento, Trento, Italy
| | - Martin E Gleave
- Centre of Integrative Biology, University of Trento, Trento, Italy
| | - Yuzhuo Wang
- Centre of Integrative Biology, University of Trento, Trento, Italy
| | - Dimple Chakravarty
- Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Marc Schiffman
- Department of Radiology, Weill Cornell Medical College, New York, New York
| | - Robert Kim
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York4Institute for Computational Biomedicine, Weill Cornell Medical College, New York, New York
| | - Fabien Campagne
- Institute for Computational Biomedicine, Weill Cornell Medical College, New York, New York11Department of Physiology and Biophysics, Weill Cornell Medical College, New York, New York
| | - Brian D Robinson
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York6Centre of Integrative Biology, University of Trento, Trento, Italy
| | - David M Nanus
- Division of Hematology and Medical Oncology, Weill Cornell Medical College, New York, New York
| | - Scott T Tagawa
- Division of Hematology and Medical Oncology, Weill Cornell Medical College, New York, New York
| | - Jenny Z Xiang
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York
| | | | - Francesca Demichelis
- Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York6Centre of Integrative Biology, University of Trento, Trento, Italy
| | - David S Rickman
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York5Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
| | - Andrea Sboner
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York4Institute for Computational Biomedicine, Weill Cornell Medical College, New York, New York5Department of Pathology and Laboratory Medicine
| | - Olivier Elemento
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York4Institute for Computational Biomedicine, Weill Cornell Medical College, New York, New York
| | - Mark A Rubin
- Institute for Precision Medicine, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York5Department of Pathology and Laboratory Medicine, Weill Cornell Medical College, New York, New York
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