AI-based prognostic imaging biomarkers for precision neuro-oncology: the ReSPOND consortium

Author:

Davatzikos Christos12,Barnholtz-Sloan Jill S3ORCID,Bakas Spyridon124,Colen Rivka5,Mahajan Abhishek6,Quintero Carmen Balaña7,Capellades Font Jaume8,Puig Josep9,Jain Rajan10,Sloan Andrew E11,Badve Chaitra12,Marcus Daniel S13,Seong Choi Yoon1415,Lee Seung-Koo14,Chang Jong Hee16,Poisson Laila M17,Griffith Brent18,Dicker Adam P19,Flanders Adam E20,Booth Thomas C21,Rathore Saima12,Akbari Hamed12,Sako Chiharu12,Bilello Michel12,Shukla Gaurav1222,Fathi Kazerooni Anahita12,Brem Steven4,Lustig Robert22,Mohan Suyash2,Bagley Stephen23,Nasrallah MacLean24,O’Rourke Donald M4

Affiliation:

1. Center for Biomedical Image Computing and Analytics, University of Pennsylvania, Philadelphia, Pennsylvania, USA

2. Department of Radiology, University of Pennsylvania, Philadelphia, Pennsylvania, USA

3. Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, Ohio, USA

4. Department of Neurosurgery, University of Pennsylvania, Philadelphia, Pennsylvania, USA

5. Department of Radiology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA

6. Department of Radiodiagnosis & Imaging, Tata Memorial Hospital

7. Catalan Institute of Oncology, Barcelona, Spain

8. Hospital del Mar, Barcelona, Barcelona, Spain

9. Department of Radiology, University of Manitoba Winnipeg, Manitoba, Canada

10. Department of Radiology, New York University

11. Department of Neurosurgery, Case Western Reserve University, Cleveland, Ohio, USA

12. Department of Radiology, Case Western Reserve University, Cleveland, Ohio, USA

13. Department of Radiology, Washington University, St. Louis, Missouri, USA

14. Department of Radiology and Research Institute of Radiological Science, Yonsei University College of Medicine, Seoul, South Korea

15. Department of Diagnostic Radiology, Singapore General Hospital, Singapore

16. Department of Neurosurgery, Yonsei University College, Seoul, Korea

17. Department of Public Health Sciences, Henry Ford Health System, Detroit, Michigan, USA

18. Department of Radiology, Henry Ford Health System, Detroit, Michigan, USA

19. Department of Radiation Oncology, Thomas Jefferson University, Philadelphia, Pennsylvania, USA

20. Department of Radiology, Thomas Jefferson University, Philadelphia, Pennsylvania, USA

21. School of Biomedical Engineering & Imaging Sciences, King’s College London, London, England, UK

22. Department of Radiation Oncology, University of Pennsylvania, Philadelphia, Pennsylvania, USA

23. Department of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA

24. Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA

Funder

Penn Center for Precision Medicine

Seidman Cancer Center

Sidney Kimmel Cancer Center

National Institutes of Health

National Cancer Institute

Abramson Cancer Center

Wellcome/Engineering and Physical Sciences Research Council Center for Medical Engineering

Publisher

Oxford University Press (OUP)

Subject

Cancer Research,Clinical Neurology,Oncology

Reference7 articles.

1. The Cancer Imaging Archive (TCIA): maintaining and operating a public information repository;Clark;J Digit Imaging.,2013

2. Imaging patterns predict patient survival and molecular subtype in glioblastoma via machine learning techniques;Macyszyn;Neuro Oncol.,2016

3. Imaging surrogates of infiltration obtained via multiparametric imaging pattern analysis predict subsequent location of recurrence of glioblastoma;Akbari;Neurosurgery.,2016

4. Radiomic signature of infiltration in peritumoral edema predicts subsequent recurrence in glioblastoma: implications for personalized radiotherapy planning;Rathore;J Med Imaging (Bellingham).,2018

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