Machine learning-based prognostic subgrouping of glioblastoma: A multicenter study
Our ML model demonstrates extensive reproducibility and online accessibility, utilizing routine imaging data rather than complex imaging protocols. This platform offers a unique approach to personalized patient management and clinical trial stratification in GBM.
Authors
- Anahita Fathi Kazerooni (ORCID: https://orcid.org/0000-0001-7131-2261)
- Aristeidis Sotiras (ORCID: https://orcid.org/0000-0003-0795-8820)
- Ashish Singh (ORCID: https://orcid.org/0000-0003-4486-3636)
- Elias R. Melhem (ORCID: https://orcid.org/0000-0001-5869-9449)
- Susan Chang (ORCID: https://orcid.org/0000-0003-3521-364X)
- Lisa R. Rogers (ORCID: https://orcid.org/0000-0003-0942-2691)
- Thomas C. Booth (ORCID: https://orcid.org/0000-0003-0984-3998)
- Yoon Seong Choi (ORCID: https://orcid.org/0000-0002-6034-9912)
- Rajan Jain (ORCID: https://orcid.org/0000-0002-4879-0457)
- Stephen Bagley (ORCID: https://orcid.org/0000-0002-7117-0539)
- Jong Hee Chang (ORCID: https://orcid.org/0000-0003-1509-9800)
- Nduka Amankulor (ORCID: https://orcid.org/0000-0001-6217-1954)
- Arati Desai (ORCID: https://orcid.org/0000-0002-4849-4703)
- Michel Bilello (ORCID: https://orcid.org/0000-0001-6313-5437)
- Vachan Vadmal
- Yae Won Park (ORCID: https://orcid.org/0000-0001-8907-5401)
- Arnab Chakravarti (ORCID: https://orcid.org/0000-0002-5392-8721)
- Jaume Capellades (ORCID: https://orcid.org/0000-0002-1417-4496)
- Santiago Cepeda (ORCID: https://orcid.org/0000-0003-1667-8548)
- Shinichiro Koizumi (ORCID: https://orcid.org/0000-0003-1104-6824)
- Arash Nazeri (ORCID: https://orcid.org/0000-0001-6983-0641)
- Adam E. Flanders (ORCID: https://orcid.org/0000-0002-4679-0787)
- Robert A. Lustig (ORCID: https://orcid.org/0000-0003-0633-3802)
- Mikhail Milchenko
- Ujjwal Baid (ORCID: https://orcid.org/0000-0001-5246-2088)
- Zev A. Binder (ORCID: https://orcid.org/0000-0003-1158-231X)
- Christos A. Davatzikos (ORCID: https://orcid.org/0000-0002-1025-8561)
- Sung Soo Ahn (ORCID: https://orcid.org/0000-0002-0503-5558)
- Joshua D. Palmer (ORCID: https://orcid.org/0000-0003-3311-0129)
- Kristin Waite (ORCID: https://orcid.org/0000-0002-3186-8510)
- Pablo A. Valdés (ORCID: https://orcid.org/0000-0002-6788-8003)
- Laveniya Satgunaseelan (ORCID: https://orcid.org/0000-0002-7435-0834)
- Russell Taki Shinohara (ORCID: https://orcid.org/0000-0001-8627-8203)
- Benedikt Wiestler (ORCID: https://orcid.org/0000-0002-2963-7772)
- Evan Calabrese (ORCID: https://orcid.org/0000-0002-1464-0354)
- Pallavi Tiwari (ORCID: https://orcid.org/0000-0001-9477-4856)
- Yoshihiro Otani (ORCID: https://orcid.org/0000-0002-1615-5125)
- Spyridon Bakas (ORCID: https://orcid.org/0000-0001-8734-6482)
- Steven Brem (ORCID: https://orcid.org/0000-0002-5803-8920)
- Aaron Rulseh (ORCID: https://orcid.org/0000-0002-8332-4419)
- Adam P. Dicker (ORCID: https://orcid.org/0000-0003-0733-3337)
- Quy Cao (ORCID: https://orcid.org/0000-0002-6204-1305)
- Javier Villanueva-Meyer (ORCID: https://orcid.org/0000-0002-5910-0757)
- Jill S. Barnholtz‐Sloan (ORCID: https://orcid.org/0000-0001-6190-9304)
- Joseph Lombardo (ORCID: https://orcid.org/0000-0001-9386-4438)
- Toru Kawakatsu
- Carmen Balañá (ORCID: https://orcid.org/0000-0003-0771-0390)
- Kazuhiko Kurozumi (ORCID: https://orcid.org/0000-0002-6942-9919)
- Wenyin Shi (ORCID: https://orcid.org/0000-0002-6336-3912)
- Pamela LaMontagne (ORCID: https://orcid.org/0000-0002-6752-8518)
- Chaitra Badve (ORCID: https://orcid.org/0000-0001-8547-8019)
- Aikaterini Kotrotsou (ORCID: https://orcid.org/0000-0002-0433-7159)
- Brent Griffith (ORCID: https://orcid.org/0000-0002-4184-1645)
- Chiharu Sako (ORCID: https://orcid.org/0000-0003-3243-3954)
- Orazio Santo Santonocito (ORCID: https://orcid.org/0000-0002-1071-7166)
- Sarthak Pati (ORCID: https://orcid.org/0000-0003-2243-8487)
- Donald M. O’Rourke (ORCID: https://orcid.org/0000-0002-8479-7314)
- Yūji Matsumoto (ORCID: https://orcid.org/0000-0003-4946-9574)
- Kimberley L. Alexander (ORCID: https://orcid.org/0000-0002-7239-039X)
- Timothy J. Prior (ORCID: https://orcid.org/0000-0002-7705-2701)
- Laila Poisson (ORCID: https://orcid.org/0000-0002-3409-6536)
- Suyash Mohan (ORCID: https://orcid.org/0000-0002-4025-115X)
- Jeffrey D. Rudie (ORCID: https://orcid.org/0000-0001-8609-8421)
- Ryoji Imoto
- Anna Luisa Di Stefano (ORCID: https://orcid.org/0000-0003-1746-0647)
- Murat Ak (ORCID: https://orcid.org/0000-0001-7384-478X)
- D.J. DiCostanzo (ORCID: https://orcid.org/0000-0002-3222-7141)
- Josep Puig
- Hamed Akbari (ORCID: https://orcid.org/0000-0001-9786-3707)
- Spencer Liem
- Eileen Maloney
- Rivka R. Colen (ORCID: https://orcid.org/0000-0002-0882-0607)
- Graeme F. Woodworth (ORCID: https://orcid.org/0000-0001-9663-0768)
- Gregory S. Alexander (ORCID: https://orcid.org/0000-0003-1907-7828)
- Abhishek Mahajan (ORCID: https://orcid.org/0000-0001-6606-6537)
- Mariam Aboian (ORCID: https://orcid.org/0000-0002-4877-8271)
- Andrew Edward Sloan (ORCID: https://orcid.org/0000-0001-9607-5063)
- Elizabeth Mamourian (ORCID: https://orcid.org/0000-0001-8581-4887)
- Hassan M. Fathallah‐Shaykh (ORCID: https://orcid.org/0000-0002-2690-7685)
- Alexander Getka
- Matthew Lee
- Fang Liu (ORCID: https://orcid.org/0000-0003-2922-4414)
- José García (ORCID: https://orcid.org/0009-0000-2703-0777)
- Seung‐Koo Lee (ORCID: https://orcid.org/0000-0001-5646-4072)
- Daniel S. Marcus
- Ayesha Ali (ORCID: https://orcid.org/0000-0002-7746-532X)
- Mac Lean P Nasrallah
- Garima Shukla (ORCID: https://orcid.org/0000-0002-9673-3107)
Institutions
- University of Maryland, Baltimore (US)
- Christiana Care Health System (US)
- Indiana University Health (US)
- The University of Sydney (AU)
- Children's Hospital of Philadelphia (US)
- The University of Texas MD Anderson Cancer Center (US)
- Hamamatsu University (JP)
- University of Wisconsin–Madison (US)
- Thomas Jefferson University (US)
- Henry Ford Health System (US)
- University of San Diego (US)
- Santa Clara University (US)
- Okayama University (JP)
- National University of Singapore (SG)
- University of Pittsburgh (US)
- Duke University (US)
- University of California, San Francisco (US)
- King's College London (GB)
- Yonsei University (KR)
- Homi Bhabha National Institute (IN)
- Washington University in St. Louis (US)
- University Hospitals of Cleveland (US)
- Royal Prince Alfred Hospital (AU)
- The Ohio State University Comprehensive Cancer Center – Arthur G. James Cancer Hospital and Richard J. Solove Research Institute (US)
- Severance Hospital (KR)
- Tata Memorial Hospital (IN)
- University Health System (US)
- The Ohio State University Wexner Medical Center (US)
- Henry Ford Hospital (US)
- University of California System (US)
- Clatterbridge Cancer Centre NHS Foundation Trust (GB)
- Hamamatsu University School of Medicine (JP)
- University of Alabama at Birmingham (US)
- University of California San Diego (US)
- NYU Langone Health (US)
- Cooperative Trials Group for Neuro-Oncology (AU)
- Chris O’Brien Lifehouse (AU)
- Piedmont Cancer Institute (US)
- Na Homolce Hospital (CZ)
- Sidney Kimmel Cancer Center (US)
- King's College Hospital NHS Foundation Trust (GB)
- Hospital Clínic de Barcelona (ES)
- Laboratoire d’Imagerie Biomédicale (FR)
- University Hospitals Seidman Cancer Center (US)
- Translational Therapeutics (United States) (US)
- UPMC Hillman Cancer Center (US)
- Central Brain Tumor Registry of the United States (US)
- University of Pittsburgh Medical Center (US)
- Badalona Serveis Assistencials (ES)
- Resources for Human Development (US)
- Institut d'Investigació en Ciències de la Salut Germans Trias i Pujol (ES)
- National Cancer Institute (US)
- Ospedale di Livorno (IT)
- Duke University Hospital (US)
- Piedmont HealthCare (US)
- Neurological Surgery (US)
- Hospital Universitario Río Hortega (ES)
- Consorci Institut D'Investigacions Biomediques August Pi I Sunyer (ES)
- Yonsei University Health System (KR)
- Indiana University Melvin and Bren Simon Comprehensive Cancer Center
- Case Comprehensive Cancer Center
- Division of Cancer Epidemiology and Genetics
- Indiana University School of Medicine
- The University of Texas Medical Branch at Galveston (US)
- Indiana University – Purdue University Indianapolis (US)
- Case Western Reserve University (US)
- Technical University of Munich (DE)
- University of Pennsylvania (US)
Publication Details
- Journal
- Neuro-Oncology
- Published
- 2024-12-12
- DOI
- https://doi.org/10.1093/neuonc/noae260
- Citations
- 5
- Primary Topic
- Radiomics and Machine Learning in Medical Imaging
- Type
- article
- Field-Weighted Citation Impact
- 2.02
Funders
- Medical Research Council