arXiv Open Access 2024

BraTS-PEDs: Results of the Multi-Consortium International Pediatric Brain Tumor Segmentation Challenge 2023

Anahita Fathi Kazerooni Nastaran Khalili Xinyang Liu Debanjan Haldar Zhifan Jiang +75 lainnya

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Abstrak

Pediatric central nervous system tumors are the leading cause of cancer-related deaths in children. The five-year survival rate for high-grade glioma in children is less than 20%. The development of new treatments is dependent upon multi-institutional collaborative clinical trials requiring reproducible and accurate centralized response assessment. We present the results of the BraTS-PEDs 2023 challenge, the first Brain Tumor Segmentation (BraTS) challenge focused on pediatric brain tumors. This challenge utilized data acquired from multiple international consortia dedicated to pediatric neuro-oncology and clinical trials. BraTS-PEDs 2023 aimed to evaluate volumetric segmentation algorithms for pediatric brain gliomas from magnetic resonance imaging using standardized quantitative performance evaluation metrics employed across the BraTS 2023 challenges. The top-performing AI approaches for pediatric tumor analysis included ensembles of nnU-Net and Swin UNETR, Auto3DSeg, or nnU-Net with a self-supervised framework. The BraTSPEDs 2023 challenge fostered collaboration between clinicians (neuro-oncologists, neuroradiologists) and AI/imaging scientists, promoting faster data sharing and the development of automated volumetric analysis techniques. These advancements could significantly benefit clinical trials and improve the care of children with brain tumors.

Topik & Kata Kunci

eess.IV cs.CV

Penulis (80)

Anahita Fathi Kazerooni

Nastaran Khalili

Xinyang Liu

Debanjan Haldar

Zhifan Jiang

Anna Zapaishchykova

Julija Pavaine

Lubdha M. Shah

Blaise V. Jones

Nakul Sheth

Sanjay P. Prabhu

Aaron S. McAllister

Wenxin Tu

Khanak K. Nandolia

Andres F. Rodriguez

Ibraheem Salman Shaikh

Mariana Sanchez Montano

Hollie Anne Lai

Maruf Adewole

Jake Albrecht

Udunna Anazodo

Hannah Anderson

Syed Muhammed Anwar

Alejandro Aristizabal

Sina Bagheri

Ujjwal Baid

Timothy Bergquist

Austin J. Borja

Evan Calabrese

Verena Chung

Gian-Marco Conte

James Eddy

Ivan Ezhov

Ariana M. Familiar

Keyvan Farahani

Deep Gandhi

Anurag Gottipati

Shuvanjan Haldar

Juan Eugenio Iglesias

Anastasia Janas

Elaine Elaine

Alexandros Karargyris

Hasan Kassem

Neda Khalili

Florian Kofler

Dominic LaBella

Koen Van Leemput

Hongwei B. Li

Nazanin Maleki

Zeke Meier

Bjoern Menze

Ahmed W. Moawad

Sarthak Pati

Marie Piraud

Tina Poussaint

Zachary J. Reitman

Jeffrey D. Rudie

Rachit Saluja

MIcah Sheller

Russell Takeshi Shinohara

Karthik Viswanathan

Chunhao Wang

Benedikt Wiestler

Walter F. Wiggins

Christos Davatzikos

Phillip B. Storm

Miriam Bornhorst

Roger Packer

Trent Hummel

Peter de Blank

Lindsey Hoffman

Mariam Aboian

Ali Nabavizadeh

Jeffrey B. Ware

Benjamin H. Kann

Brian Rood

Adam Resnick

Spyridon Bakas

Arastoo Vossough

Marius George Linguraru

Format Sitasi

APA MLA BibTeX

Kazerooni, A.F., Khalili, N., Liu, X., Haldar, D., Jiang, Z., Zapaishchykova, A. et al. (2024). BraTS-PEDs: Results of the Multi-Consortium International Pediatric Brain Tumor Segmentation Challenge 2023. https://arxiv.org/abs/2407.08855

@article{kazerooni2024, author = {Anahita Fathi Kazerooni and Nastaran Khalili and Xinyang Liu and Debanjan Haldar and Zhifan Jiang and Anna Zapaishchykova and Julija Pavaine and Lubdha M. Shah and Blaise V. Jones and Nakul Sheth and Sanjay P. Prabhu and Aaron S. McAllister and Wenxin Tu and Khanak K. Nandolia and Andres F. Rodriguez and Ibraheem Salman Shaikh and Mariana Sanchez Montano and Hollie Anne Lai and Maruf Adewole and Jake Albrecht and Udunna Anazodo and Hannah Anderson and Syed Muhammed Anwar and Alejandro Aristizabal and Sina Bagheri and Ujjwal Baid and Timothy Bergquist and Austin J. Borja and Evan Calabrese and Verena Chung and Gian-Marco Conte and James Eddy and Ivan Ezhov and Ariana M. Familiar and Keyvan Farahani and Deep Gandhi and Anurag Gottipati and Shuvanjan Haldar and Juan Eugenio Iglesias and Anastasia Janas and Elaine Elaine and Alexandros Karargyris and Hasan Kassem and Neda Khalili and Florian Kofler and Dominic LaBella and Koen Van Leemput and Hongwei B. Li and Nazanin Maleki and Zeke Meier and Bjoern Menze and Ahmed W. Moawad and Sarthak Pati and Marie Piraud and Tina Poussaint and Zachary J. Reitman and Jeffrey D. Rudie and Rachit Saluja and MIcah Sheller and Russell Takeshi Shinohara and Karthik Viswanathan and Chunhao Wang and Benedikt Wiestler and Walter F. Wiggins and Christos Davatzikos and Phillip B. Storm and Miriam Bornhorst and Roger Packer and Trent Hummel and Peter de Blank and Lindsey Hoffman and Mariam Aboian and Ali Nabavizadeh and Jeffrey B. Ware and Benjamin H. Kann and Brian Rood and Adam Resnick and Spyridon Bakas and Arastoo Vossough and Marius George Linguraru}, title = {BraTS-PEDs: Results of the Multi-Consortium International Pediatric Brain Tumor Segmentation Challenge 2023}, year = {2024}, journal = {arXiv}, url = {https://arxiv.org/abs/2407.08855}, }

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Tahun Terbit: 2024
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓