The Brain Tumor Segmentation (BraTS-METS) Challenge 2023: Brain Metastasis Segmentation on Pre-treatment MRI.

AI BraTS BraTS-METS 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:
01 Jun 2023
Historique:
pubmed: 3 7 2023
medline: 3 7 2023
entrez: 3 7 2023
Statut: epublish

Résumé

Clinical monitoring of metastatic disease to the brain can be a laborious and timeconsuming process, especially in cases involving multiple metastases when the assessment is performed manually. The Response Assessment in Neuro-Oncology Brain Metastases (RANO-BM) guideline, which utilizes the unidimensional longest diameter, is commonly used in clinical and research settings to evaluate response to therapy in patients with brain metastases. However, accurate volumetric assessment of the lesion and surrounding peri-lesional edema holds significant importance in clinical decision-making and can greatly enhance outcome prediction. The unique challenge in performing segmentations of brain metastases lies in their common occurrence as small lesions. Detection and segmentation of lesions that are smaller than 10 mm in size has not demonstrated high accuracy in prior publications. The brain metastases challenge sets itself apart from previously conducted MICCAI challenges on glioma segmentation due to the significant variability in lesion size. Unlike gliomas, which tend to be larger on presentation scans, brain metastases exhibit a wide range of sizes and tend to include small lesions. We hope that the BraTS-METS dataset and challenge will advance the field of automated brain metastasis detection and segmentation.

Identifiants

pubmed: 37396600
pii: 2306.00838
pmc: PMC10312806
pii:

Types de publication

Preprint

Langues

eng

Subventions

Organisme : NCI NIH HHS
ID : R21 CA259964
Pays : United States
Organisme : NCI NIH HHS
ID : U01 CA242871
Pays : United States

Auteurs

Ahmed W Moawad (AW)

Mercy Catholic Medical Center, Darby, PA.

Anastasia Janas (A)

Yale University School of Medicine, Department of Radiology, New Haven, CT.
ImagineQuant, Yale University School of Medicine, Department of Radiology, New Haven, CT.
Charité - Universitatsmedizin, Berlin, Germany.

Ujjwal Baid (U)

Center for Biomedical Image Computing and Analytics, University of Pennsylvania School of Medicine, Philadelphia, PA.
Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA.

Divya Ramakrishnan (D)

Yale University School of Medicine, Department of Radiology, New Haven, CT.
ImagineQuant, Yale University School of Medicine, Department of Radiology, New Haven, CT.

Leon Jekel (L)

University of Ulm, Ulm, Germany.
ImagineQuant, Yale University School of Medicine, Department of Radiology, New Haven, CT.
DKFZ Division of Translational Neurooncology at the WTZ, German Cancer Consortium, DKTK Partner Site, University Hospital Essen, Essen, Germany.
German Cancer Research Center, Heidelberg, Germany.

Kiril Krantchev (K)

ImagineQuant, Yale University School of Medicine, Department of Radiology, New Haven, CT.
Charité - Universitatsmedizin, Berlin, Germany.

Harrison Moy (H)

Yale University School of Medicine, Department of Radiology, New Haven, CT.
ImagineQuant, Yale University School of Medicine, Department of Radiology, New Haven, CT.

Rachit Saluja (R)

Cornell University, Ithaca, NY.

Klara Osenberg (K)

Yale University School of Medicine, Department of Radiology, New Haven, CT.
ImagineQuant, Yale University School of Medicine, Department of Radiology, New Haven, CT.
University of Leipzig, Leipzig, Germany.

Klara Wilms (K)

Yale University School of Medicine, Department of Radiology, New Haven, CT.
ImagineQuant, Yale University School of Medicine, Department of Radiology, New Haven, CT.
University of Leipzig, Leipzig, Germany.

Manpreet Kaur (M)

Yale University School of Medicine, Department of Radiology, New Haven, CT.
ImagineQuant, Yale University School of Medicine, Department of Radiology, New Haven, CT.
Ludwig Maximillian University, Munich, Germany.

Arman Avesta (A)

Yale University School of Medicine, Department of Radiology, New Haven, CT.

Gabriel Cassinelli Pedersen (GC)

Yale University School of Medicine, Department of Radiology, New Haven, CT.
ImagineQuant, Yale University School of Medicine, Department of Radiology, New Haven, CT.

Nazanin Maleki (N)

Yale University School of Medicine, Department of Radiology, New Haven, CT.
ImagineQuant, Yale University School of Medicine, Department of Radiology, New Haven, CT.

Mahdi Salimi (M)

Yale University School of Medicine, Department of Radiology, New Haven, CT.
ImagineQuant, Yale University School of Medicine, Department of Radiology, New Haven, CT.

Sarah Merkaj (S)

Yale University School of Medicine, Department of Radiology, New Haven, CT.
ImagineQuant, Yale University School of Medicine, Department of Radiology, New Haven, CT.
University of Ulm, Ulm, Germany.

Marc von Reppert (M)

Yale University School of Medicine, Department of Radiology, New Haven, CT.
ImagineQuant, Yale University School of Medicine, Department of Radiology, New Haven, CT.
University of Leipzig, Leipzig, Germany.

Niklas Tillmans (N)

Yale University School of Medicine, Department of Radiology, New Haven, CT.
ImagineQuant, Yale University School of Medicine, Department of Radiology, New Haven, CT.
University of Dusseldorf, Medical Faculty, Department of Diagnostic and Interventional Radiology, Dusseldorf, Germany.

Jan Lost (J)

Yale University School of Medicine, Department of Radiology, New Haven, CT.
ImagineQuant, Yale University School of Medicine, Department of Radiology, New Haven, CT.
University of Dusseldorf, Medical Faculty, Department of Diagnostic and Interventional Radiology, Dusseldorf, Germany.

Khaled Bousabarah (K)

Visage Imaging, GmbH, Berlin, Germany.

Wolfgang Holler (W)

Visage Imaging, GmbH, Berlin, Germany.

MingDe Lin (M)

Visage Imaging, Inc, San Diego, California, USA.

Malte Westerhoff (M)

Visage Imaging, GmbH, Berlin, Germany.

Ryan Maresca (R)

Yale University School of Medicine, Department of Therapeutic Radiology, New Haven, CT.

Katherine E Link (KE)

New York University School of Medicine, New York, NY.

Nourel Hoda Tahon (NH)

University of Missouri, Columbia, MI.

Daniel Marcus (D)

Washington University, St. Louis, MI.

Aristeidis Sotiras (A)

Washington University, St. Louis, MI.

Pamela LaMontagne (P)

Washington University, St. Louis, MI.

Strajit Chakrabarty (S)

Washington University, St. Louis, MI.

Oleg Teytelboym (O)

Mercy Catholic Medical Center, Darby, PA.

Ayda Youssef (A)

Yale University School of Medicine, Department of Radiology, New Haven, CT.

Ayaman Nada (A)

University of Missouri, Columbia, MI.

Yuri S Velichko (YS)

Northwestern University, Department of Radiology, Feinberg School of Medicine, Chicago, IL.

Nicolo Gennaro (N)

Northwestern University, Department of Radiology, Feinberg School of Medicine, Chicago, IL.

Justin Cramer (J)

Mayo Clinic, Phoenix, Arizona.

Derek R Johnson (DR)

Department of Radiology, Mayo Clinic, Rochester, MN.

Benjamin Y M Kwan (BYM)

Queen's University, Department of Diagnostic Radiology, Kingston, Canada.

Boyan Petrovic (B)

NorthShore University HealthSystem, Evanston, IL.

Satya N Patro (SN)

University of Arkansas for Medical Sciences, Little Rock, AR, USA.

Lei Wu (L)

University of Washington Department of Radiology, Seattle, WA.

Tiffany So (T)

Department of Imaging and Interventional Radiology, Faculty of Medicine, The Chinese University of Hong Kong.

Gerry Thompson (G)

The University of Edinburgh, Edinburgh, Scotland.

Anthony Kam (A)

Loyola University Medical Center, Chicago, IL.

Gloria Guzman Perez-Carrillo (GG)

Washington University Department of Radiology, St. Louis, MO.

Neil Lall (N)

Children's Healthcare of Atlanta, Atlanta, GA.

Jake Albrecht (J)

Sage Bionetworks, USA.

Udunna Anazodo (U)

Montreal Neurological Institute (MNI), McGill University, Montreal, CA.

Marius George Lingaru (MG)

Children's National Hospital, Washington DC, USA.

Bjoern H Menze (BH)

Biomedical Image Analysis & Machine Learning, Department of Quantitative Biomedicine, University of Zurich, Switzerland.

Benedikt Wiestler (B)

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

Maruf Adewole (M)

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

Syed Muhammad Anwar (SM)

Children's National Hospital, Washington DC, USA.

Dominic Labella (D)

Duke University School of Medicine, Durham, NC.

Hongwei Bran Li (HB)

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

Juan Eugenio Iglesias (JE)

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

Keyvan Farahani (K)

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

James Eddy (J)

Sage Bionetworks, USA.

Timothy Bergquist (T)

Sage Bionetworks, USA.

Verena Chung (V)

Sage Bionetworks, USA.

Russel Takeshi Shinohara (RT)

Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania, Philadelphia, PA.

Farouk Dako (F)

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

Walter Wiggins (W)

Duke University School of Medicine, Durham, NC.

Zachary Reitman (Z)

Duke University School of Medicine, Durham, NC.

Chunhao Wang (C)

Duke University School of Medicine, Durham, NC.

Xinyang Liu (X)

Children's National Hospital, Washington DC, USA.

Zhifan Jiang (Z)

Children's National Hospital, Washington DC, USA.

Koen Van Leemput (K)

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

Marie Piraud (M)

Helmholtz AI, Helmholtz Munich, Germany.

Ivan Ezhov (I)

Department of Informatics, Technical University Munich, Germany.

Elaine Johanson (E)

PrecisionFDA, U.S. Food and Drug Administration, Silver Spring, MD.

Zeke Meier (Z)

Booz Allen Hamilton, McLean, VA.

Ariana Familiar (A)

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

Anahita Fathi Kazerooni (AF)

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

Florian Kofler (F)

Technische Universität München, Munich, Germany.

Evan Calabrese (E)

Duke University School of Medicine, Durham, NC.

Sanjay Aneja (S)

Yale University School of Medicine, Department of Therapeutic Radiology, New Haven, CT.

Veronica Chiang (V)

Yale University School of Medicine, Department of Neurosurgery, New Haven, CT.

Ichiro Ikuta (I)

Mayo Clinic, Phoenix, Arizona.

Umber Shafique (U)

Indiana University School of Medicine, Indianapolis, IN.

Fatima Memon (F)

Yale University School of Medicine, Department of Radiology, New Haven, CT.
ImagineQuant, Yale University School of Medicine, Department of Radiology, New Haven, CT.

Gian Marco Conte (GM)

Department of Radiology, Mayo Clinic, Rochester, MN.

Spyridon Bakas (S)

Center for Biomedical Image Computing and Analytics, University of Pennsylvania School of Medicine, Philadelphia, PA.
Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA.

Jeffrey Rudie (J)

University of California San Diego, San Diego, CA.
University of California San Francisco, San Francisco, CA.

Mariam Aboian (M)

Yale University School of Medicine, Department of Radiology, New Haven, CT.
ImagineQuant, Yale University School of Medicine, Department of Radiology, New Haven, CT.

Classifications MeSH