The Brain Tumor Segmentation (BraTS) Challenge 2023:

AI BraTS Sub-Saharan Africa artificial intelligence brain challenge machine learning segmentation tumor

Journal

ArXiv
ISSN: 2331-8422
Titre abrégé: ArXiv
Pays: United States
ID NLM: 101759493

Informations de publication

Date de publication:
30 May 2023
Historique:
pubmed: 3 7 2023
medline: 3 7 2023
entrez: 3 7 2023
Statut: epublish

Résumé

Gliomas are the most common type of primary brain tumors. Although gliomas are relatively rare, they are among the deadliest types of cancer, with a survival rate of less than 2 years after diagnosis. Gliomas are challenging to diagnose, hard to treat and inherently resistant to conventional therapy. Years of extensive research to improve diagnosis and treatment of gliomas have decreased mortality rates across the Global North, while chances of survival among individuals in low- and middle-income countries (LMICs) remain unchanged and are significantly worse in Sub-Saharan Africa (SSA) populations. Long-term survival with glioma is associated with the identification of appropriate pathological features on brain MRI and confirmation by histopathology. Since 2012, the Brain Tumor Segmentation (BraTS) Challenge have evaluated state-of-the-art machine learning methods to detect, characterize, and classify gliomas. However, it is unclear if the state-of-the-art methods can be widely implemented in SSA given the extensive use of lower-quality MRI technology, which produces poor image contrast and resolution and more importantly, the propensity for late presentation of disease at advanced stages as well as the unique characteristics of gliomas in SSA (i.e., suspected higher rates of gliomatosis cerebri). Thus, the BraTS-Africa Challenge provides a unique opportunity to include brain MRI glioma cases from SSA in global efforts through the BraTS Challenge to develop and evaluate computer-aided-diagnostic (CAD) methods for the detection and characterization of glioma in resource-limited settings, where the potential for CAD tools to transform healthcare are more likely.

Identifiants

pubmed: 37396608
pii: 2305.19369
pmc: PMC10312814
pii:

Types de publication

Preprint

Langues

eng

Subventions

Organisme : NCI NIH HHS
ID : U01 CA242871
Pays : United States

Auteurs

Maruf Adewole (M)

Medical Artificial Intelligence Laboratory (MAI Lab), Lagos, Nigeria.
Department of Radiation Biology, Radiotherapy and Radiodiagnosis, University of Lagos, Lagos, Nigeria.

Jeffrey D Rudie (JD)

Department of Radiology, University of California, San Diego.

Anu Gbdamosi (A)

Medical Artificial Intelligence Laboratory (MAI Lab), Lagos, Nigeria.
Crestview Radiology Limited, Lagos, Nigeria.

Oluyemisi Toyobo (O)

Medical Artificial Intelligence Laboratory (MAI Lab), Lagos, Nigeria.
Crestview Radiology Limited, Lagos, Nigeria.

Confidence Raymond (C)

Medical Artificial Intelligence Laboratory (MAI Lab), Lagos, Nigeria.

Dong Zhang (D)

Medical Artificial Intelligence Laboratory (MAI Lab), Lagos, Nigeria.

Olubukola Omidiji (O)

Medical Artificial Intelligence Laboratory (MAI Lab), Lagos, Nigeria.
Lagos University Teaching Hospital, Lagos, Nigeria.

Rachel Akinola (R)

Lagos State University Teaching Hospital, Ikeja, Lagos, Nigeria.

Mohammad Abba Suwaid (MA)

NSIA-Kano Diagnostic Center, Kano Nigeria.

Adaobi Emegoakor (A)

Nnamdi Azikiwe University Teaching Hospital, Nnewi, Anambra State, Nigeria.

Nancy Ojo (N)

Federal Medical Centre, Abeokuta, Ogun State, Nigeria.

Kenneth Aguh (K)

Federal Medical Centre, Umahia, Abia State, Nigeria.

Chinasa Kalaiwo (C)

National Hospital Abuja, FCT, Nigeria.

Gabriel Babatunde (G)

Lagos University Teaching Hospital, Lagos, Nigeria.

Afolabi Ogunleye (A)

Lagos State University Teaching Hospital, Ikeja, Lagos, Nigeria.

Yewande Gbadamosi (Y)

Lagos State University Teaching Hospital, Ikeja, Lagos, Nigeria.

Kator Iorpagher (K)

Benue State University Teaching Hospital, Markurdi, Benue State, Nigeria.

Evan Calabrese (E)

Duke University Medical Center, Department of Radiology, USA.
University of California San Francisco, CA, USA.

Mariam Aboian (M)

Yale University, New Haven, CT, USA.

Marius Linguraru (M)

Children's National Hospital, Washington DC, USA.
George Washington University, Washington DC, USA.

Jake Albrecht (J)

Sage Bionetworks, USA.

Benedikt Wiestler (B)

Department of Neuroradiology, Technical University of Munich, Munich, Germany.

Florian Kofler (F)

Department of Neuroradiology, Technical University of Munich, Munich, Germany.
Helmholtz Research Center, Munich, Germany.

Anastasia Janas (A)

Yale University, New Haven, CT, USA.

Dominic LaBella (D)

Duke University Medical Center, Department of Radiation Oncology, USA.

Anahita Fathi Kzerooni (AF)

Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, PA, USA.
Center for AI and Data Science for Integrated Diagnostics (AI2D) & Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA.

Hongwei Bran Li (HB)

Department of Neuroradiology, Technical University of Munich, Munich, Germany.
Athinoula A Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, USA.
University of Zurich, Switzerland.

Juan Eugenio Iglesias (JE)

Athinoula A Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, USA.

Keyvan Farahani (K)

Cancer Imaging Program, National Cancer Institute, National Institutes of Health, Bethesda, MD 20814, USA.

James Eddy (J)

Sage Bionetworks, USA.

Timothy Bergquist (T)

Sage Bionetworks, USA.

Verena Chung (V)

Sage Bionetworks, USA.

Russell Takeshi Shinohara (RT)

Center for AI and Data Science for Integrated Diagnostics (AI2D) & Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA.
Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania, Philadelphia, USA.

Walter Wiggins (W)

Duke University Medical Center, Department of Radiology, USA.

Zachary Reitman (Z)

Duke University Medical Center, Department of Radiation Oncology, USA.

Chunhao Wang (C)

Duke University Medical Center, Department of Radiation Oncology, USA.

Xinyang Liu (X)

Children's National Hospital, Washington DC, USA.
George Washington University, Washington DC, USA.

Zhifan Jiang (Z)

Children's National Hospital, Washington DC, USA.
George Washington University, Washington DC, USA.

Ariana Familiar (A)

Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, PA, USA.

Koen Van Leemput (K)

Department of Applied Mathematics and Computer Science, Technical University of Denmark, Denmark.

Christina Bukas (C)

Helmholtz Research Center, Munich, Germany.

Maire Piraud (M)

Helmholtz Research Center, Munich, Germany.

Gian-Marco Conte (GM)

Mayo Clinic, MN, USA.

Elaine Johansson (E)

Precision FDA, U.S. Food and Drug Administration, Silver Spring, MD, USA.

Zeke Meier (Z)

Booz Allen Hamilton, McLean, VA, USA.

Bjoern H Menze (BH)

Department of Neuroradiology, Technical University of Munich, Munich, Germany.
University of Zurich, Switzerland.

Ujjwal Baid (U)

Center for AI and Data Science for Integrated Diagnostics (AI2D) & Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA.
Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.

Spyridon Bakas (S)

Center for AI and Data Science for Integrated Diagnostics (AI2D) & Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, USA.
Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.

Farouk Dako (F)

Center for Global Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.

Abiodun Fatade (A)

Medical Artificial Intelligence Laboratory (MAI Lab), Lagos, Nigeria.
Crestview Radiology Limited, Lagos, Nigeria.

Udunna C Anazodo (UC)

Medical Artificial Intelligence Laboratory (MAI Lab), Lagos, Nigeria.
Montreal Neurological Institute, McGill University, Montreal, Canada.
Department of Medicine, University of Cape Town, South Africa.
Department of Radiation Medicine, University of Cape Town, South Africa.

Classifications MeSH