Systematic Analysis of Challenge-Driven Improvements in Molecular Prognostic Models for Breast Cancer

Author:

Margolin Adam A.1,Bilal Erhan2,Huang Erich134,Norman Thea C.1,Ottestad Lars5,Mecham Brigham H.16,Sauerwine Ben7,Kellen Michael R.1,Mangravite Lara M.1,Furia Matthew D.18,Vollan Hans Kristian Moen591011,Rueda Oscar M.11,Guinney Justin1,Deflaux Nicole A.1,Hoff Bruce1,Schildwachter Xavier1,Russnes Hege G.91012,Park Daehoon13,Vang Veronica O.910,Pirtle Tyler7,Youseff Lamia7,Citro Craig7,Curtis Christina14,Kristensen Vessela N.91015,Hellerstein Joseph7,Friend Stephen H.1,Stolovitzky Gustavo2,Aparicio Samuel161718,Caldas Carlos111920,Børresen-Dale Anne-Lise910

Affiliation:

1. Sage Bionetworks, 1100 Fairview Avenue North, MS: M1-C108, Seattle, WA 98109, USA.

2. Functional Genomics and Systems Biology, IBM Computational Biology Center, P. O. Box 218, Yorktown Heights, NY 10598, USA.

3. Institute for Genome Sciences & Policy, Duke University, Durham, NC 27708, USA.

4. Department of Surgery, Duke University School of Medicine, Durham, NC 27710, USA.

5. Department of Oncology, Division of Cancer, Surgery and Transplantation, Oslo University Hospital, 0450 Oslo, Norway.

6. Trialomics, LLC, Seattle, WA 98103, USA.

7. Google Inc., 651 North 34th Street, Seattle, WA 98103, USA.

8. Genomics Institute of the Novartis Research Foundation, San Diego, CA 92121, USA.

9. Department of Genetics, Institute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Montebello, 0310 Oslo, Norway.

10. K.G. Jebsen Centre for Breast Cancer Research, Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, 0313 Oslo, Norway.

11. Cancer Research UK, Cambridge Research Institute, Li Ka Shing Centre, Robinson Way, Cambridge CB2 0RE, UK.

12. Department of Pathology, Oslo University Hospital, 0450 Oslo, Norway.

13. Department of Pathology, Drammen Hospital, Vestre Viken HF, 3004 Drammen, Norway.

14. Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA.

15. Department of Clinical Molecular Oncology, Division of Medicine, Akershus University Hospital, 1478 Ahus, Norway.

16. Molecular Oncology, British Columbia Cancer Research Centre, Vancouver, British Columbia V5Z 1L3, Canada.

17. Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia V6T 1Z4, Canada.

18. Genome Sciences Centre, BC Cancer Agency, 675 West 10th Avenue, Vancouver, British Columbia V5Z 1L3, Canada.

19. Cambridge Breast Unit, Addenbrooke’s Hospital, Cambridge University Hospital NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 2QQ, UK.

20. Cambridge Experimental Cancer Medicine Centre, Cambridge CB2 0RE, UK.

Abstract

An open challenge to model breast cancer prognosis revealed that collaboration and transparency enhanced the power of prognostic models.

Publisher

American Association for the Advancement of Science (AAAS)

Subject

General Medicine

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