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The Brain Tumor Segmentation (BraTS) Challenge 2023: Glioma Segmentation in Sub-Saharan Africa Patient Population (BraTS-Africa)

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...

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Autores principales: Adewole, Maruf, Rudie, Jeffrey D., Gbdamosi, Anu, Toyobo, Oluyemisi, Raymond, Confidence, Zhang, Dong, Omidiji, Olubukola, Akinola, Rachel, Suwaid, Mohammad Abba, Emegoakor, Adaobi, Ojo, Nancy, Aguh, Kenneth, Kalaiwo, Chinasa, Babatunde, Gabriel, Ogunleye, Afolabi, Gbadamosi, Yewande, Iorpagher, Kator, Calabrese, Evan, Aboian, Mariam, Linguraru, Marius, Albrecht, Jake, Wiestler, Benedikt, Kofler, Florian, Janas, Anastasia, LaBella, Dominic, Kzerooni, Anahita Fathi, Li, Hongwei Bran, Iglesias, Juan Eugenio, Farahani, Keyvan, Eddy, James, Bergquist, Timothy, Chung, Verena, Shinohara, Russell Takeshi, Wiggins, Walter, Reitman, Zachary, Wang, Chunhao, Liu, Xinyang, Jiang, Zhifan, Familiar, Ariana, Van Leemput, Koen, Bukas, Christina, Piraud, Maire, Conte, Gian-Marco, Johansson, Elaine, Meier, Zeke, Menze, Bjoern H, Baid, Ujjwal, Bakas, Spyridon, Dako, Farouk, Fatade, Abiodun, Anazodo, Udunna C
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cornell University 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10312814/
https://www.ncbi.nlm.nih.gov/pubmed/37396608
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author Adewole, Maruf
Rudie, Jeffrey D.
Gbdamosi, Anu
Toyobo, Oluyemisi
Raymond, Confidence
Zhang, Dong
Omidiji, Olubukola
Akinola, Rachel
Suwaid, Mohammad Abba
Emegoakor, Adaobi
Ojo, Nancy
Aguh, Kenneth
Kalaiwo, Chinasa
Babatunde, Gabriel
Ogunleye, Afolabi
Gbadamosi, Yewande
Iorpagher, Kator
Calabrese, Evan
Aboian, Mariam
Linguraru, Marius
Albrecht, Jake
Wiestler, Benedikt
Kofler, Florian
Janas, Anastasia
LaBella, Dominic
Kzerooni, Anahita Fathi
Li, Hongwei Bran
Iglesias, Juan Eugenio
Farahani, Keyvan
Eddy, James
Bergquist, Timothy
Chung, Verena
Shinohara, Russell Takeshi
Wiggins, Walter
Reitman, Zachary
Wang, Chunhao
Liu, Xinyang
Jiang, Zhifan
Familiar, Ariana
Van Leemput, Koen
Bukas, Christina
Piraud, Maire
Conte, Gian-Marco
Johansson, Elaine
Meier, Zeke
Menze, Bjoern H
Baid, Ujjwal
Bakas, Spyridon
Dako, Farouk
Fatade, Abiodun
Anazodo, Udunna C
author_facet Adewole, Maruf
Rudie, Jeffrey D.
Gbdamosi, Anu
Toyobo, Oluyemisi
Raymond, Confidence
Zhang, Dong
Omidiji, Olubukola
Akinola, Rachel
Suwaid, Mohammad Abba
Emegoakor, Adaobi
Ojo, Nancy
Aguh, Kenneth
Kalaiwo, Chinasa
Babatunde, Gabriel
Ogunleye, Afolabi
Gbadamosi, Yewande
Iorpagher, Kator
Calabrese, Evan
Aboian, Mariam
Linguraru, Marius
Albrecht, Jake
Wiestler, Benedikt
Kofler, Florian
Janas, Anastasia
LaBella, Dominic
Kzerooni, Anahita Fathi
Li, Hongwei Bran
Iglesias, Juan Eugenio
Farahani, Keyvan
Eddy, James
Bergquist, Timothy
Chung, Verena
Shinohara, Russell Takeshi
Wiggins, Walter
Reitman, Zachary
Wang, Chunhao
Liu, Xinyang
Jiang, Zhifan
Familiar, Ariana
Van Leemput, Koen
Bukas, Christina
Piraud, Maire
Conte, Gian-Marco
Johansson, Elaine
Meier, Zeke
Menze, Bjoern H
Baid, Ujjwal
Bakas, Spyridon
Dako, Farouk
Fatade, Abiodun
Anazodo, Udunna C
author_sort Adewole, Maruf
collection PubMed
description 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.
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spelling pubmed-103128142023-07-01 The Brain Tumor Segmentation (BraTS) Challenge 2023: Glioma Segmentation in Sub-Saharan Africa Patient Population (BraTS-Africa) Adewole, Maruf Rudie, Jeffrey D. Gbdamosi, Anu Toyobo, Oluyemisi Raymond, Confidence Zhang, Dong Omidiji, Olubukola Akinola, Rachel Suwaid, Mohammad Abba Emegoakor, Adaobi Ojo, Nancy Aguh, Kenneth Kalaiwo, Chinasa Babatunde, Gabriel Ogunleye, Afolabi Gbadamosi, Yewande Iorpagher, Kator Calabrese, Evan Aboian, Mariam Linguraru, Marius Albrecht, Jake Wiestler, Benedikt Kofler, Florian Janas, Anastasia LaBella, Dominic Kzerooni, Anahita Fathi Li, Hongwei Bran Iglesias, Juan Eugenio Farahani, Keyvan Eddy, James Bergquist, Timothy Chung, Verena Shinohara, Russell Takeshi Wiggins, Walter Reitman, Zachary Wang, Chunhao Liu, Xinyang Jiang, Zhifan Familiar, Ariana Van Leemput, Koen Bukas, Christina Piraud, Maire Conte, Gian-Marco Johansson, Elaine Meier, Zeke Menze, Bjoern H Baid, Ujjwal Bakas, Spyridon Dako, Farouk Fatade, Abiodun Anazodo, Udunna C ArXiv Article 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. Cornell University 2023-05-30 /pmc/articles/PMC10312814/ /pubmed/37396608 Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format, so long as attribution is given to the creator. The license allows for commercial use.
spellingShingle Article
Adewole, Maruf
Rudie, Jeffrey D.
Gbdamosi, Anu
Toyobo, Oluyemisi
Raymond, Confidence
Zhang, Dong
Omidiji, Olubukola
Akinola, Rachel
Suwaid, Mohammad Abba
Emegoakor, Adaobi
Ojo, Nancy
Aguh, Kenneth
Kalaiwo, Chinasa
Babatunde, Gabriel
Ogunleye, Afolabi
Gbadamosi, Yewande
Iorpagher, Kator
Calabrese, Evan
Aboian, Mariam
Linguraru, Marius
Albrecht, Jake
Wiestler, Benedikt
Kofler, Florian
Janas, Anastasia
LaBella, Dominic
Kzerooni, Anahita Fathi
Li, Hongwei Bran
Iglesias, Juan Eugenio
Farahani, Keyvan
Eddy, James
Bergquist, Timothy
Chung, Verena
Shinohara, Russell Takeshi
Wiggins, Walter
Reitman, Zachary
Wang, Chunhao
Liu, Xinyang
Jiang, Zhifan
Familiar, Ariana
Van Leemput, Koen
Bukas, Christina
Piraud, Maire
Conte, Gian-Marco
Johansson, Elaine
Meier, Zeke
Menze, Bjoern H
Baid, Ujjwal
Bakas, Spyridon
Dako, Farouk
Fatade, Abiodun
Anazodo, Udunna C
The Brain Tumor Segmentation (BraTS) Challenge 2023: Glioma Segmentation in Sub-Saharan Africa Patient Population (BraTS-Africa)
title The Brain Tumor Segmentation (BraTS) Challenge 2023: Glioma Segmentation in Sub-Saharan Africa Patient Population (BraTS-Africa)
title_full The Brain Tumor Segmentation (BraTS) Challenge 2023: Glioma Segmentation in Sub-Saharan Africa Patient Population (BraTS-Africa)
title_fullStr The Brain Tumor Segmentation (BraTS) Challenge 2023: Glioma Segmentation in Sub-Saharan Africa Patient Population (BraTS-Africa)
title_full_unstemmed The Brain Tumor Segmentation (BraTS) Challenge 2023: Glioma Segmentation in Sub-Saharan Africa Patient Population (BraTS-Africa)
title_short The Brain Tumor Segmentation (BraTS) Challenge 2023: Glioma Segmentation in Sub-Saharan Africa Patient Population (BraTS-Africa)
title_sort brain tumor segmentation (brats) challenge 2023: glioma segmentation in sub-saharan africa patient population (brats-africa)
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10312814/
https://www.ncbi.nlm.nih.gov/pubmed/37396608
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