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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: 28] [Impact Index Per Article: 28.0] [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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de Bruijn I, Mazor T, Abeshouse A, Baiceanu D, Carrero S, Garcia Lara E, Gross B, Higgins DM, Jagannathan PK, Kumari P, Kundra R, Lai B, Li X, Lindsay J, Lisman A, Madala D, Madupuri R, Ochoa A, Özgül YZ, 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, Dogrusoz U, Heath A, Resnick A, Pugh TJ, Sander C, Cerami E, Gao J, Schultz N. Abstract 4256: cBioPortal for Cancer Genomics. Cancer Res 2023. [DOI: 10.1158/1538-7445.am2023-4256] [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: 04/07/2023]
Abstract
Abstract
cBioPortal for Cancer Genomics is an open-source platform for interactive, exploratory analysis of large-scale clinico-genomic data sets. cBioPortal provides a suite of user-friendly 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.
The public site (https://www.cbioportal.org) is accessed by >35,000 unique visitors each month and hosts data from >350 studies spanning individual labs and large consortia. In addition, at least 74 instances of cBioPortal are installed at academic institutions and companies worldwide. To better support all users, we unified our documentation (https://docs.cbioportal.org) and added a user guide and an ongoing series of ‘how-to’ videos to address common questions.
In 2022 we added 32 studies (>38,000 samples) to the public site. In addition, we added a nonsynonymous tumor mutation burden (TMB) value for all samples and enhanced the TCGA PanCancer Atlas studies with DNA methylation and treatment data. All data is 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 >165,000 clinically sequenced samples from 19 institutions (https://genie.cbioportal.org). The GENIE Biopharma Collaborative (BPC) enables the collection of comprehensive clinical annotations, including response, outcome, and treatment history. The first BPC cohorts are now available: ~2,000 non-small cell lung cancer samples and ~1,500 colorectal cancer samples.
Support for multimodal data analysis has been a major focus, including several new integrations with external tools. Single cell data is now available in the CPTAC GBM study and can be visualized throughout cBioPortal, and via integration with cellxgene. On the patient page, H&E and mIF images can be visualized via integration with Minerva, and the genomic overview now integrates IGV.
We continue to enhance existing features. In the study view, users can now add charts comparing categorical vs continuous data, and the plots tab includes a heatmap option. We replaced the existing fusion data type with a generalized structural variant data type that supports detailed information including breakpoints and orientation, to enable new visualizations and analyses. Pathway level analysis has been extended with a new integration with NDEx.
cBioPortal is fully open source (https://github.com/cBioPortal/). 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, Caris Life Sciences, Bilkent University and The Hyve. We welcome open source contributions from others in the cancer research community.
Citation Format: Ino de Bruijn, Tali Mazor, Adam Abeshouse, Diana Baiceanu, Stephanie Carrero, Elena Garcia Lara, Benjamin Gross, David M. Higgins, Prasanna K. Jagannathan, Priti Kumari, Ritika Kundra, Bryan Lai, Xiang Li, James Lindsay, Aaron Lisman, Divya Madala, Ramyasree Madupuri, Angelica Ochoa, Yusuf Ziya Özgül, Oleguer Plantalech, Sander Rodenburg, Baby Anusha 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, Ugur Dogrusoz, Allison Heath, Adam Resnick, Trevor J. Pugh, Chris Sander, Ethan Cerami, Jianjiong Gao, Nikolaus Schultz. cBioPortal for Cancer Genomics. [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 4256.
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Affiliation(s)
- Ino de Bruijn
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Tali Mazor
- 2Dana-Farber Cancer Institute, Boston, MA
| | | | | | | | | | | | | | | | | | - Ritika Kundra
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Bryan Lai
- 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
- 4Children's Hospital of Philadelphia, Philadelphia, PA
| | - Adam Resnick
- 4Children's Hospital of Philadelphia, Philadelphia, PA
| | - Trevor J. Pugh
- 5Princess Margaret Cancer Centre, Toronto, Ontario, Canada
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Van Egeren D, Kohli K, Warner JL, Bedard PL, Riely G, Lepisto E, Schrag D, LeNoue-Newton M, Catalano P, Kehl KL, Michor F, Fiandalo M, Foti M, Khotskaya Y, Lee J, Peters N, Sweeney S, Abraham J, Brenton JD, Caldas C, Doherty G, Nimmervoll B, Pinilla K, Martin JE, Rueda OM, Sammut SJ, Silva D, Cao K, Heath AP, Li M, Lilly J, MacFarland S, Maris JM, Mason JL, Morgan AM, Resnick A, Welsh M, Zhu Y, Johnson B, Li Y, Sholl L, Beaudoin R, Biswas R, Cerami E, Cushing O, Dand D, Ducar M, Gusev A, Hahn WC, Haigis K, Hassett M, Janeway KA, Jänne P, Jawale A, Johnson J, Kehl KL, Kumari P, Laucks V, Lepisto E, Lindeman N, Lindsay J, Lueders A, Macconaill L, Manam M, Mazor T, Miller D, Newcomb A, Orechia J, Ovalle A, Postle A, Quinn D, Reardon B, Rollins B, Shivdasani P, Tramontano A, Van Allen E, Van Nostrand SC, Bell J, Datto MB, Green M, Hubbard C, McCall SJ, Mettu NB, Strickler JH, Andre F, Besse B, Deloger M, Dogan S, Italiano A, Loriot Y, Ludovic L, Michels S, Scoazec J, Tran-Dien A, Vassal G, Freeman CE, Hsiao SJ, Ingham M, Pang J, Rabadan R, Roman LC, Carvajal R, DuBois R, Arcila ME, Benayed R, Berger MF, Bhuiya M, Brannon AR, Brown S, Chakravarty D, Chu C, de Bruijn I, Galle J, Gao J, Gardos S, Gross B, Kundra R, Kung AL, Ladanyi M, Lavery JA, Li X, Lisman A, Mastrogiacomo B, McCarthy C, Nichols C, Ochoa A, Panageas KS, Philip J, Pillai S, Riely GJ, Rizvi H, Rudolph J, Sawyers CL, Schrag D, Schultz N, Schwartz J, Sheridan R, Solit D, Wang A, Wilson M, Zehir A, Zhang H, Zhao G, Ahmed L, Bedard PL, Bruce JP, Chow H, Cooke S, Del Rossi S, Felicen S, Hakgor S, Jagannathan P, Kamel-Reid S, Krishna G, Leighl N, Lu Z, Nguyen A, Oldfield L, Plagianakos D, Pugh TJ, Rizvi A, Sabatini P, Shah E, Singaravelan N, Siu L, Srivastava G, Stickle N, Stockley T, Tang M, Virtaenen C, Watt S, Yu C, Bernard B, Bifulco C, Cramer JL, Lee S, Piening B, Reynolds S, Slagel J, Tittel P, Urba W, VanCampen J, Weerasinghe R, Acebedo A, Guinney J, Guo X, Hunter-Zinck H, Yu T, Dang K, Anagnostou V, Baras A, Brahmer J, Gocke C, Scharpf RB, Tao J, Velculescu VE, Alexander S, Bailey N, Gold P, Bierkens M, de Graaf J, Hudeček J, Meijer GA, Monkhorst K, Samsom KG, Sanders J, Sonke G, ten Hoeve J, van de Velde T, van den Berg J, Voest E, Steinhardt G, Kadri S, Pankhuri W, Wang P, Segal J, Moung C, Espinosa-Mendez C, Martell HJ, Onodera C, Quintanar Alfaro A, Sweet-Cordero EA, Talevich E, Turski M, Van’t Veer L, Wren A, Aguilar S, Dienstmann R, Mancuso F, Nuciforo P, Tabernero J, Viaplana C, Vivancos A, Anderson I, Chaugai S, Coco J, Fabbri D, Johnson D, Jones L, Li X, Lovly C, Mishra S, Mittendorf K, Wen L, Yang YJ, Ye C, Holt M, LeNoue-Newton ML, Micheel CM, Park BH, Rubinstein SM, Stricker T, Wang L, Warner J, Guan M, Jin G, Liu L, Topaloglu U, Urtis C, Zhang W, D’Eletto M, Hutchison S, Longtine J, Walther Z. Genomic analysis of early-stage lung cancer reveals a role for TP53 mutations in distant metastasis. Sci Rep 2022; 12:19055. [PMID: 36351964 PMCID: PMC9646734 DOI: 10.1038/s41598-022-21448-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Accepted: 09/27/2022] [Indexed: 11/10/2022] Open
Abstract
Patients with non-small cell lung cancer (NSCLC) who have distant metastases have a poor prognosis. To determine which genomic factors of the primary tumor are associated with metastasis, we analyzed data from 759 patients originally diagnosed with stage I-III NSCLC as part of the AACR Project GENIE Biopharma Collaborative consortium. We found that TP53 mutations were significantly associated with the development of new distant metastases. TP53 mutations were also more prevalent in patients with a history of smoking, suggesting that these patients may be at increased risk for distant metastasis. Our results suggest that additional investigation of the optimal management of patients with early-stage NSCLC harboring TP53 mutations at diagnosis is warranted in light of their higher likelihood of developing new distant metastases.
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Affiliation(s)
- Debra Van Egeren
- grid.65499.370000 0001 2106 9910Department of Data Science, Dana-Farber Cancer Institute, Boston, MA USA ,grid.38142.3c000000041936754XDepartment of Systems Biology, Harvard Medical School, Boston, MA USA ,grid.2515.30000 0004 0378 8438Stem Cell Program, Boston Children’s Hospital, Boston, MA USA ,grid.5386.8000000041936877XDepartment of Medicine, Weill Cornell Medicine, New York, NY USA
| | - Khushi Kohli
- grid.65499.370000 0001 2106 9910Department of Data Science, Dana-Farber Cancer Institute, Boston, MA USA
| | - Jeremy L. Warner
- grid.152326.10000 0001 2264 7217Department of Medicine, Vanderbilt University, Nashville, TN USA ,grid.152326.10000 0001 2264 7217Department of Biomedical Informatics, Vanderbilt University, Nashville, TN USA
| | - Philippe L. Bedard
- grid.17063.330000 0001 2157 2938Department of Medicine, University of Toronto, Toronto, ON Canada
| | - Gregory Riely
- grid.51462.340000 0001 2171 9952Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY USA
| | - Eva Lepisto
- grid.65499.370000 0001 2106 9910Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA USA ,grid.429426.f0000 0000 9350 5788Present Address: Multiple Myeloma Research Foundation, Norwalk, CT USA
| | - Deborah Schrag
- grid.51462.340000 0001 2171 9952Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY USA
| | - Michele LeNoue-Newton
- grid.412807.80000 0004 1936 9916Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, TN USA
| | - Paul Catalano
- grid.65499.370000 0001 2106 9910Department of Data Science, Dana-Farber Cancer Institute, Boston, MA USA
| | - Kenneth L. Kehl
- grid.65499.370000 0001 2106 9910Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA USA
| | - Franziska Michor
- grid.65499.370000 0001 2106 9910Department of Data Science, Dana-Farber Cancer Institute, Boston, MA USA ,grid.38142.3c000000041936754XDepartment of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA USA ,grid.66859.340000 0004 0546 1623Broad Institute of MIT and Harvard, Cambridge, MA USA ,grid.38142.3c000000041936754XDepartment of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA USA ,grid.65499.370000 0001 2106 9910The Center for Cancer Evolution, Dana-Farber Cancer Institute, Boston, MA USA ,grid.38142.3c000000041936754XThe Ludwig Center at Harvard, Boston, MA USA
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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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de Bruijn I, Li X, Sumer O, Gross B, Sheridan R, Ochoa A, Wilson M, Wang A, Zhang H, Lisman A, Abeshouse A, Rodenburg S, van Hagen S, Fijneman R, Meijer G, Schultz N, Gao J. Abstract 1156: Genome Nexus: A comprehensive resource for the annotation and interpretation of genomic variants in cancer. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-1156] [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
Interpreting genomic variants in tumor samples presents a challenge in research and the clinical setting. A major barrier is that information about variants is fragmented across disparate databases, and aggregating information from these requires building extensive infrastructure. To this end, we have developed Genome Nexus, a one stop shop for variant annotation, equipped with a powerful API for bulk annotation of variants and a user friendly interface for cancer researchers.
Genome Nexus is available at https://www.genomenexus.org. It a) aggregates variant information from a large number of sources that are relevant to cancer research and clinical applications; b) allows high-performance programmatic access to the aggregated data via a unified API; c) provides a search interface and a reference page for individual cancer variants; d) provides user-friendly tools for annotating variants in patients; e) is freely available under an open source license and can be installed in a private cloud or local environment.
Genome Nexus contains annotations from more than a dozen resources, including those that provide variant effect information (VEP), protein sequence annotation (Uniprot, Pfam, dbPTM), functional consequence prediction (Polyphen-2, Mutation Assessor, SIFT), population prevalence (gnomAD, dbSNP, ExAC), cancer population prevalence (Cancer Hotspots, SignalDB) and clinical actionability (OncoKB, CIViC, Clinvar). The annotations can be accessed through the website, the API, and a command line client.
Genome Nexus is unique in providing a user friendly interface specific to cancer that allows high performance annotation of any variant. It is the main annotation service for the popular cancer genomics tool cBioPortal, which serves thousands of users daily. It is also offered as a standalone tool for annotation, allowing researchers and clinicians as well as genomic infrastructure developers to leverage it directly in their own workflows. For example, a local installation of Genome Nexus is used for annotating all variants in AACR Project GENIE.
Citation Format: Ino de Bruijn, Xiang Li, Onur Sumer, Benjamin Gross, Robert Sheridan, Angelica Ochoa, Manda Wilson, Avery Wang, Hongxin Zhang, Aaron Lisman, Adam Abeshouse, Sander Rodenburg, Sjoerd van Hagen, Remond Fijneman, Gerrit Meijer, Nikolaus Schultz, Jianjiong Gao. Genome Nexus: A comprehensive resource for the annotation and interpretation of genomic variants in cancer [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 1156.
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Affiliation(s)
- Ino de Bruijn
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Xiang Li
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Onur Sumer
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | | | - Manda Wilson
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Avery Wang
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Hongxin Zhang
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Aaron Lisman
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | | | | | - Gerrit Meijer
- 3Netherlands Cancer Institute, Amsterdam, Netherlands
| | | | - Jianjiong Gao
- 1Memorial Sloan Kettering Cancer Center, New York, NY
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de Bruijn I, Li X, Sumer SO, Gross B, Sheridan R, Ochoa A, Wilson M, Wang A, Zhang H, Lisman A, Abeshouse A, Zhang E, Thum A, Sadagopan A, Heins Z, Kandoth C, Rodenburg S, Tan S, Lukasse P, van Hagen S, Fijneman RJA, Meijer GA, Schultz N, Gao J. Genome Nexus: A Comprehensive Resource for the Annotation and Interpretation of Genomic Variants in Cancer. JCO Clin Cancer Inform 2022; 6:e2100144. [PMID: 35148171 PMCID: PMC8846305 DOI: 10.1200/cci.21.00144] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023] Open
Abstract
PURPOSE Interpretation of genomic variants in tumor samples still presents a challenge in research and the clinical setting. A major issue is that information for variant interpretation is fragmented across disparate databases, and aggregation of information from these requires building extensive infrastructure. To this end, we have developed Genome Nexus, a one-stop shop for variant annotation with a user-friendly interface for cancer researchers and clinicians. METHODS Genome Nexus (1) aggregates variant information from sources that are relevant to cancer research and clinical applications, (2) allows high-performance programmatic access to the aggregated data via a unified application programming interface, (3) provides a reference page for individual cancer variants, (4) provides user-friendly tools for annotating variants in patients, and (5) is freely available under an open source license and can be installed in a private cloud or local environment and integrated with local institutional resources. RESULTS Genome Nexus is available at https://www.genomenexus.org. It displays annotations from more than a dozen resources including those that provide variant effect information (variant effect predictor), protein sequence annotation (Uniprot, Pfam, and dbPTM), functional consequence prediction (Polyphen-2, Mutation Assessor, and SIFT), population prevalences (gnomAD, dbSNP, and ExAC), cancer population prevalences (Cancer hotspots and SignalDB), and clinical actionability (OncoKB, CIViC, and ClinVar). We describe several use cases that demonstrate the utility of Genome Nexus to clinicians, researchers, and bioinformaticians. We cover single-variant annotation, cohort analysis, and programmatic use of the application programming interface. Genome Nexus is unique in providing a user-friendly interface specific to cancer that allows high-performance annotation of any variant including unknown ones. CONCLUSION Interpretation of cancer genomic variants is improved tremendously by having an integrated resource for annotations. Genome Nexus is freely available under an open source license.
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Affiliation(s)
- Ino de Bruijn
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY,Department of Pathology, Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Xiang Li
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Selcuk Onur Sumer
- 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
| | - Robert Sheridan
- 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
| | - Avery Wang
- 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
| | - Aaron Lisman
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Adam Abeshouse
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Emily Zhang
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY,Cornell University, Ithaca, NY
| | - Alice Thum
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY,MongoDB, New York, NY
| | | | - Zachary Heins
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY,Boston University, Boston, MA
| | - Cyriac Kandoth
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY,Department of Pathology and Lab Medicine, University of California, Los Angeles, CA
| | | | - Sander Tan
- The Hyve, Utrecht, the Netherlands,Directie Informatie Technologie, University Medical Center Utrecht, Utrecht, the Netherlands
| | | | | | | | - Gerrit A. Meijer
- Department of Pathology, Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Nikolaus Schultz
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY,Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY,Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Jianjiong Gao
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY,Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY,Jianjiong Gao, PhD, Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY 10065; e-mail:
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Gao J, Mazor T, Abeshouse A, de Bruijn I, Gross B, Kalletla K, Kumari P, Kundra R, Li X, Lindsay J, Lisman A, Lukasse P, Madupuri R, Ochoa A, Plantalech O, Rodenburg S, Schaeffer F, Sheridan R, Sikina L, Su J, Sumer SO, Sun Y, van Dijk P, van Hagen S, van Nierop P, Wang A, Wilson M, Zhang H, Zhao G, Zhu K, van Bochove K, Dogrusoz U, Heath A, Resnick A, Pugh TJ, Sander C, Cerami E, Schultz N. Abstract 3209: The cBioPortal for Cancer Genomics. Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-3209] [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
The cBioPortal for Cancer Genomics is an open-source software platform that enables interactive, exploratory analysis of large-scale cancer genomics data sets with a biologist-friendly interface. It integrates genomic and clinical data, and provides a suite of visualization and analysis options, including OncoPrint, mutation diagram, variant interpretation, survival analysis, expression correlation analysis, alteration enrichment analysis, cohort and patient-level visualization, among others.
The public site (https://www.cbioportal.org) hosts data from more than 280 studies from diverse sources including individual labs and large consortia. All data is also available in the cBioPortal Datahub (https://github.com/cBioPortal/datahub/). Data from 40 studies, totaling more than 10,000 samples, was added in 2019, including the latest release from the Cancer Cell Line Encyclopedia and the Pediatric Preclinical Testing Consortium. The site is accessed by over 30,000 unique visitors per month. cBioPortal also supports AACR Project GENIE with a dedicated instance hosting the GENIE cohort of 80,000 clinically sequenced samples from 19 institutions worldwide (http://genie.cbioportal.org).
In addition, more than 40 instances are installed locally at academic institutions and pharmaceutical/biotechnology companies. In support of these local installations, cBioPortal now has improved documentation and simplified installation via container technologies such as Docker and Kubernetes.
Building on our successful refactoring of the code base, we have released a variety of new features and enhancements to cBioPortal over the past year. Most notably, we released a group comparison feature, enabling users to define groups of interest based on any clinical or genomic features. User-defined groups can be compared simultaneously across genomic and clinical data, including survival analysis and genomic alteration enrichment analysis. Additional new features include: integration of mutation annotations from dbSNP, ClinVar and gnomAD; support for waterfall plots to enable treatment response analysis; saving user preferences for chart layout on study view.
The cBioPortal remains under active development. The portal 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, and The Hyve. Ongoing and future development is focused on: (1) building the open source community; (2) continued performance improvements; (3) expanding user support, documentation and training resources; (4) supporting longitudinal data analysis and visualization; (5) developing novel features to support immunogenomics and immunotherapy; (6) enhancing individual variants and overall patient interpretation; (7) supporting single cell data visualizations and analysis.
Citation Format: Jianjiong Gao, Tali Mazor, Adam Abeshouse, Ino de Bruijn, Benjamin Gross, Karthik Kalletla, Priti Kumari, Ritika Kundra, Xiang Li, James Lindsay, Aaron Lisman, Pieter Lukasse, Ramyasree Madupuri, Angelica Ochoa, Oleguer Plantalech, Sander Rodenburg, Fedde Schaeffer, Robert Sheridan, Lucas Sikina, Jing Su, S. Onur Sumer, Yichao Sun, Paul van Dijk, Sjoerd van Hagen, Pim van Nierop, Avery Wang, Manda Wilson, Hongxin Zhang, Gaofei Zhao, Kelsey Zhu, Kees van Bochove, Ugur Dogrusoz, Allison Heath, Adam Resnick, Trevor J. Pugh, Chris Sander, Ethan Cerami, Nikolaus Schultz. The cBioPortal for Cancer Genomics [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 3209.
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Affiliation(s)
- Jianjiong Gao
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Tali Mazor
- 2Dana-Farber Cancer Institute, Boston, MA
| | - Adam Abeshouse
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Ino de Bruijn
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Benjamin Gross
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | | | | | - Ritika Kundra
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Xiang Li
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | | | - Aaron Lisman
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | | | | | - Angelica Ochoa
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | | | | | | | | | | | - Jing Su
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - S. Onur Sumer
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Yichao Sun
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | | | | | | | - Avery Wang
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Manda Wilson
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Hongxin Zhang
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Gaofei Zhao
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Kelsey Zhu
- 5Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | | | | | - Allison Heath
- 3Children's Hospital of Philadelphia, Philadelphia, PA
| | - Adam Resnick
- 3Children's Hospital of Philadelphia, Philadelphia, PA
| | - Trevor J. Pugh
- 5Princess Margaret Cancer Centre, Toronto, Ontario, Canada
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Gao J, Mazor T, Abeshouse A, Ciftci E, Bruijn ID, Gross B, Kalletla K, Kumari P, Kundra R, Lindsay J, Lisman A, Lukasse P, Madupuri R, Ochoa A, Plantalech O, Raman P, Schaeffer F, Sheridan R, Su J, Sumer SO, Sun Y, Tan S, Hagen SV, Wang A, Wilson M, Zhang H, Zhao G, Zhu K, Bochove KV, Dogrusoz U, Pugh TJ, Resnick A, Sander C, Cerami E, Schultz N. Abstract 910: The cBioPortal for cancer genomics. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-910] [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
The cBioPortal for Cancer Genomics is an open-source software platform that enables interactive, exploratory analysis of large-scale cancer genomics data sets with a biologist-friendly interface. It integrates genomic and clinical data, and provides a suite of visualization and analysis options, including OncoPrint, mutation diagram, variant interpretation, survival analysis, expression correlation analysis, alteration enrichment analysis, cohort and patient-level visualization, among others.
The public site (http://www.cbioportal.org) hosts data from more than 200 studies from individual labs and large consortia, including the newly added TCGA Pan-Cancer Atlas data and the Count Me In project. These studies can be explored and queried individually or combined together into “virtual studies”. Users are now allowed to login and save virtual studies for query and analysis. The site is currently accessed by approximately 30,000 unique visitors per month. The software is also installed locally at dozens of academic institutions and pharmaceutical/biotechnology companies. A notable instance is the cBioPortal for AACR GENIE (http://www.cbioportal.org/genie/) hosting 60,000 clinically sequenced samples from multiple institutions.
Over the past year, the code base has been fully refactored, resulting in a more responsive and interactive website. A new web API is in beta facilitating easier programmatic access to data. In addition, all public studies are available for download from the new datahub (https://github.com/cBioPortal/datahub/).
The cBioPortal remains under active development. The portal 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, and The Hyve. Ongoing and future development is focused on: (1) building the open source community; (2) continued performance improvements; (3) expanding user support, documentation and training resources; (4) developing novel features to support immunogenomics and immunotherapy; (5) enhancing individual variants and overall patient interpretation; (6) creating a simplified query interface; and (7) enabling comparative analysis of user-defined patient cohorts.
Citation Format: Jianjiong Gao, Tali Mazor, Adam Abeshouse, Ersin Ciftci, Ino de Bruijn, Benjamin Gross, Karthik Kalletla, Priti Kumari, Ritika Kundra, James Lindsay, Aaron Lisman, Pieter Lukasse, Ramyasree Madupuri, Angelica Ochoa, Oleguer Plantalech, Pichai Raman, Fedde Schaeffer, Robert Sheridan, Jing Su, S. Onur Sumer, Yichao Sun, Sander Tan, Sjoerd van Hagen, Avery Wang, Manda Wilson, Hongxin Zhang, Gaofei Zhao, Kelsey Zhu, Kees van Bochove, Ugur Dogrusoz, Trevor J. Pugh, Adam Resnick, Chris Sander, Ethan Cerami, Nikolaus Schultz. The cBioPortal for cancer genomics [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 910.
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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
| | | | - Aaron Lisman
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | | | | | - Pichai Raman
- 3Children's Hospital of Philadelphia, Philadelphia, PA
| | | | | | - Jing Su
- 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
| | - Kelsey Zhu
- 5Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | | | | | - Trevor J. Pugh
- 5Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Adam Resnick
- 3Children's Hospital of Philadelphia, Philadelphia, PA
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Gao J, Mazor T, Ciftci E, Raman P, Lukasse P, Bahceci I, Sigaras A, Abeshouse A, Bruijn ID, Gross B, Kundra R, Lisman A, Ochoa A, Sheridan R, Su J, Sumer SO, Sun Y, Wang A, Wang J, Wilson M, Zhang H, Kumari P, Lindsay J, Kalletla K, Zhu K, Plantalech O, Schaeffer F, Tan S, Zaal D, Hagen SV, Bochove KV, Dogrusoz U, Pugh TJ, Resnick A, Sander C, Schultz N, Cerami E. Abstract 923: The cBioPortal for Cancer Genomics: An intuitive open-source platform for exploration, analysis and visualization of cancer genomics data. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-923] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [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
The cBioPortal for Cancer Genomics is an open source software platform that enables interactive, exploratory analysis of large-scale cancer genomics data sets. It integrates genomic and clinical data, and provides a suite of visualization and analysis options, including cohort and patient-level visualization, mutation visualization, survival analysis, alteration enrichment analysis, and network analysis. The user interface is user-friendly, responsive, and makes genomic data easily accessible to scientists and clinicians. The public site (http://www.cbioportal.org) hosts data from more than 165 studies, including data from large consortia (TCGA and ICGC) and individual labs. With newly released functionality, users can now explore and query these studies individually or can combine multiple studies into new “virtual studies”. The main features of the portal include OncoPrints, a compact graphical representation of alterations in multiple genes across a cohort, mutational diagrams that show locations and frequencies of mutations in a single gene, Kaplan-Meier survival curves, plots that allow the visualization of correlation between different data types for a single or multiple genes (e.g. the correlation between DNA copy number and mRNA expression), among others. To facilitate interpretation of genomic data, the cBioPortal also now integrates annotations from several leading knowledgebases (OncoKB, CIViC, MyCancerGenome and COSMIC), as well as other resources that can guide variant interpretation (CancerHotspots, MutationAssessor, SIFT and PolyPhen).
The cBioPortal has been widely adopted by the cancer community, with dozens of private instances at academic institutions and pharmaceutical/biotechnology companies. The public portal is currently accessed by approximately 25K unique visitors per month. Another notable instance is the cBioPortal for AACR GENIE (http://www.cbioportal.org/genie/), which hosts 31,706 samples from AACR Project GENIE. The cBioPortal is fully open source and all code is available on GitHub (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, and The Hyve, an open source bioinformatics company based in the Netherlands. Ongoing development efforts are focused on (1) building the open source community; (2) implementing architectural and performance improvements; (3) expanding user support, documentation and training resources; (4) developing novel features to support immunogenomics and immunotherapy; (5) enhancing visualization of patient timelines, multiple tumor profiles, and cohort response; and (6) releasing a new public Application Programming Interface (API).
Citation Format: Jianjiong Gao, Tali Mazor, Ersin Ciftci, Pichai Raman, Pieter Lukasse, Istemi Bahceci, Alexandros Sigaras, Adam Abeshouse, Ino de Bruijn, Benjamin Gross, Ritika Kundra, Aaron Lisman, Angelica Ochoa, Robert Sheridan, Jing Su, Selcuk O. Sumer, Yichao Sun, Avery Wang, Jiaojiao Wang, Manda Wilson, Hongxin Zhang, Priti Kumari, James Lindsay, Karthik Kalletla, Kelsey Zhu, Oleguer Plantalech, Fedde Schaeffer, Sander Tan, Dionne Zaal, Sjoerd van Hagen, Kees van Bochove, Ugur Dogrusoz, Trevor J. Pugh, Adam Resnick, Chris Sander, Nikolaus Schultz, Ethan Cerami. The cBioPortal for Cancer Genomics: An intuitive open-source platform for exploration, analysis and visualization of cancer genomics data [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 923.
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Affiliation(s)
- Jianjiong Gao
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Tali Mazor
- 2Dana-Farber Cancer Institute, Boston, MA
| | | | - Pichai Raman
- 3Children's Hospital of Philadelphia, Philadelphia, PA
| | | | | | | | - Adam Abeshouse
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Ino de Bruijn
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Benjamin Gross
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Ritika Kundra
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Aaron Lisman
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Angelica Ochoa
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | | | - Jing Su
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | | | - Yichao Sun
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Avery Wang
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Jiaojiao Wang
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Manda Wilson
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | - Hongxin Zhang
- 1Memorial Sloan Kettering Cancer Center, New York City, NY
| | | | | | | | - Kelsey Zhu
- 7Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | | | | | | | | | | | | | | | - Trevor J. Pugh
- 7Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Adam Resnick
- 3Children's Hospital of Philadelphia, Philadelphia, PA
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Gao J, Ciftci E, Raman P, Lukasse P, Bahceci I, Abeshouse A, Chen HW, Bruijn ID, Gross B, Heins Z, Kundra R, Lisman A, Ochoa A, Sheridan R, Sumer O, Sun Y, Wang J, Wilson M, Zhang H, Xu J, Dufilie A, Kumari P, Lindsay J, Cros A, Kalletla K, Schaeffer F, Tan S, Hagen SV, Reis-Filho J, Bochove KV, Dogrusoz U, Pugh T, Resnick A, Sander C, Cerami E, Schultz N. Abstract 2607: The cBioPortal for Cancer Genomics: an open source platform for accessing and interpreting complex cancer genomics data in the era of precision medicine. Cancer Res 2017. [DOI: 10.1158/1538-7445.am2017-2607] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
The cBioPortal for Cancer Genomics is an open-access portal (http://cbioportal.org) that enables interactive, exploratory analysis of large-scale cancer genomics data. It integrates genomic and clinical data, and provides a suite of visualization and analysis options, including cohort and patient-level visualization, mutation visualization, survival analysis, enrichment analysis, and network analysis. The user interface is user-friendly, responsive, and makes genomic data easily accessible to translational scientists, biologists, and clinicians.
The cBioPortal is a fully open source platform. All code is available on GitHub (https://github.com/cBioPortal/) under GNU Affero GPL license. The code base is maintained by multiple groups, including Memorial Sloan Kettering Cancer Center, Dana-Farber Cancer Institute, Children’s Hospital of Philadelphia, Princess Margaret Cancer Centre, and The Hyve, an open source bioinformatics company based in the Netherlands. More than 30 academic centers as well as multiple pharmaceutical and biotech companies maintain private instances of the cBioPortal. This includes the recently launched cBioPortal instance at the NCI Genomic Data Commons (https://cbioportal.gdc.nci.nih.gov/), and two large cBioPortal instances hosting genomic and clinical data at MSK and DFCI, supporting the MSK-IMPACT and DFCI Profile projects, two of the largest clinical sequencing efforts in the world.
Our multi-institutional software team has accelerated the progress of evolving the core architectural technologies and developing new features to keep pace with the rapidly advancing fields of cancer genomics and precision cancer medicine. For example, we have integrated multi-platform genomics data with extensive clinical data including patient demographics, treatment history, and survival data. We have also developed a patient-centric view that visualizes both clinical and genomic data with annotation from OncoKB knowledge base. In the next few years, the development team will focus on the following areas:
(1) Implementing major architectural changes to ensure future scalability and performance.
(2) New features to support precision medicine, including (i) improved integration of knowledge base annotation, (ii) enhanced visualization of patient timeline, drug response, and tumor evolution, (iii) new patient similarity metrics, (iv) improved support for immunogenomics and immunotherapy, and (v) new visualization and analysis features for understanding response to therapy.
(3) New analysis and target discovery features for large cohorts, including (i) supporting user-defined virtual cohort by selecting samples from multiple studies, and (ii) comparison of genomic or clinical characteristics of two or more selected cohorts.
(4) Expanding community outreach, user support and training, and documentation.
Citation Format: Jianjiong Gao, Ersin Ciftci, Pichai Raman, Pieter Lukasse, Istemi Bahceci, Adam Abeshouse, Hsiao-Wei Chen, Ino de Bruijn, Benjamin Gross, Zachary Heins, Ritika Kundra, Aaron Lisman, Angelica Ochoa, Robert Sheridan, Onur Sumer, Yichao Sun, Jiaojiao Wang, Manda Wilson, Hongxin Zhang, James Xu, Andy Dufilie, Priti Kumari, James Lindsay, Anthony Cros, Karthik Kalletla, Fedde Schaeffer, Sander Tan, Sjoerd van Hagen, Jorge Reis-Filho, Kees van Bochove, Ugur Dogrusoz, Trevor Pugh, Adam Resnick, Chris Sander, Ethan Cerami, Nikolaus Schultz. The cBioPortal for Cancer Genomics: an open source platform for accessing and interpreting complex cancer genomics data in the era of precision medicine [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2017; 2017 Apr 1-5; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2017;77(13 Suppl):Abstract nr 2607. doi:10.1158/1538-7445.AM2017-2607
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Affiliation(s)
- Jianjiong Gao
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Pichai Raman
- 3Children's Hospital of Philadelphia, Philadelphia, PA
| | | | | | | | | | - Ino de Bruijn
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Zachary Heins
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Ritika Kundra
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Aaron Lisman
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | - Onur Sumer
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Yichao Sun
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Jiaojiao 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
| | - James Xu
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | | | | | | | | | | | | | | | | | | | - Trevor Pugh
- 6Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Adam Resnick
- 3Children's Hospital of Philadelphia, Philadelphia, PA
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