Glioblastoma Surgery Imaging-Reporting and Data System: Standardized Reporting of Tumor Volume, Location, and Resectability Based on Automated Segmentations.

computer-assisted image processing glioblastoma machine learning magnetic resonance imaging neuroimaging neurosurgical procedures

Journal

Cancers
ISSN: 2072-6694
Titre abrégé: Cancers (Basel)
Pays: Switzerland
ID NLM: 101526829

Informations de publication

Date de publication:
08 Jun 2021
Historique:
received: 30 04 2021
revised: 28 05 2021
accepted: 02 06 2021
entrez: 2 7 2021
pubmed: 3 7 2021
medline: 3 7 2021
Statut: epublish

Résumé

Treatment decisions for patients with presumed glioblastoma are based on tumor characteristics available from a preoperative MR scan. Tumor characteristics, including volume, location, and resectability, are often estimated or manually delineated. This process is time consuming and subjective. Hence, comparison across cohorts, trials, or registries are subject to assessment bias. In this study, we propose a standardized Glioblastoma Surgery Imaging Reporting and Data System (GSI-RADS) based on an automated method of tumor segmentation that provides standard reports on tumor features that are potentially relevant for glioblastoma surgery. As clinical validation, we determine the agreement in extracted tumor features between the automated method and the current standard of manual segmentations from routine clinical MR scans before treatment. In an observational consecutive cohort of 1596 adult patients with a first time surgery of a glioblastoma from 13 institutions, we segmented gadolinium-enhanced tumor parts both by a human rater and by an automated algorithm. Tumor features were extracted from segmentations of both methods and compared to assess differences, concordance, and equivalence. The laterality, contralateral infiltration, and the laterality indices were in excellent agreement. The native and normalized tumor volumes had excellent agreement, consistency, and equivalence. Multifocality, but not the number of foci, had good agreement and equivalence. The location profiles of cortical and subcortical structures were in excellent agreement. The expected residual tumor volumes and resectability indices had excellent agreement, consistency, and equivalence. Tumor probability maps were in good agreement. In conclusion, automated segmentations are in excellent agreement with manual segmentations and practically equivalent regarding tumor features that are potentially relevant for neurosurgical purposes. Standard GSI-RADS reports can be generated by open access software.

Identifiants

pubmed: 34201021
pii: cancers13122854
doi: 10.3390/cancers13122854
pmc: PMC8229389
pii:
doi:

Types de publication

Journal Article

Langues

eng

Subventions

Organisme : Stichting Hanarth fonds
ID : 2019
Organisme : Rijksdienst voor Ondernemend Nederland & Topsector Life Sciences & Health
ID : 2019
Organisme : ZonMw
ID : 10-10400-96-14003
Pays : Netherlands
Organisme : KWF Kankerbestrijding
ID : VU2014-7113
Organisme : Nederlandse Organisatie voor Wetenschappelijk Onderzoek
ID : 2020.027
Organisme : Anita Veldman foundation
ID : CCA2018-2-17
Organisme : Norwegian National Advisory Unit for Ultrasound and Image guided Therapy
ID : 2020

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Auteurs

Ivar Kommers (I)

Department of Neurosurgery, Amsterdam University Medical Centers, Vrije Universiteit, 1081 HV Amsterdam, The Netherlands.
Cancer Center Amsterdam, Brain Tumor Center, Amsterdam University Medical Centers, 1081 HV Amsterdam, The Netherlands.

David Bouget (D)

Department of Health Research, SINTEF Digital, NO-7465 Trondheim, Norway.

André Pedersen (A)

Department of Health Research, SINTEF Digital, NO-7465 Trondheim, Norway.

Roelant S Eijgelaar (RS)

Department of Neurosurgery, Amsterdam University Medical Centers, Vrije Universiteit, 1081 HV Amsterdam, The Netherlands.
Cancer Center Amsterdam, Brain Tumor Center, Amsterdam University Medical Centers, 1081 HV Amsterdam, The Netherlands.

Hilko Ardon (H)

Department of Neurosurgery, Twee Steden Hospital, 5042 AD Tilburg, The Netherlands.

Frederik Barkhof (F)

Department of Radiology and Nuclear Medicine, Amsterdam University Medical Centers, Vrije Universiteit, 1081 HV Amsterdam, The Netherlands.
Institutes of Neurology and Healthcare Engineering, University College London, London WC1E 6BT, UK.

Lorenzo Bello (L)

Neurosurgical Oncology Unit, Department of Oncology and Hemato-Oncology, Humanitas Research Hospital, Università Degli Studi di Milano, 20122 Milano, Italy.

Mitchel S Berger (MS)

Department of Neurological Surgery, University of California San Francisco, San Francisco, CA 94143, USA.

Marco Conti Nibali (M)

Neurosurgical Oncology Unit, Department of Oncology and Hemato-Oncology, Humanitas Research Hospital, Università Degli Studi di Milano, 20122 Milano, Italy.

Julia Furtner (J)

Department of Biomedical Imaging and Image-Guided Therapy, Medical University Vienna, 1090 Wien, Austria.

Even H Fyllingen (EH)

Department of Circulation and Medical Imaging, Norwegian University of Science and Technology, NO-7491 Trondheim, Norway.
Department of Radiology and Nuclear Medicine, St. Olav's Hospital, Trondheim University Hospital, NO-7030 Trondheim, Norway.

Shawn Hervey-Jumper (S)

Department of Neurological Surgery, University of California San Francisco, San Francisco, CA 94143, USA.

Albert J S Idema (AJS)

Department of Neurosurgery, Northwest Clinics, 1815 JD Alkmaar, The Netherlands.

Barbara Kiesel (B)

Department of Neurosurgery, Medical University Vienna, 1090 Wien, Austria.

Alfred Kloet (A)

Department of Neurosurgery, Haaglanden Medical Center, 2512 VA The Hague, The Netherlands.

Emmanuel Mandonnet (E)

Department of Neurological Surgery, Hôpital Lariboisière, 75010 Paris, France.

Domenique M J Müller (DMJ)

Department of Neurosurgery, Amsterdam University Medical Centers, Vrije Universiteit, 1081 HV Amsterdam, The Netherlands.
Cancer Center Amsterdam, Brain Tumor Center, Amsterdam University Medical Centers, 1081 HV Amsterdam, The Netherlands.

Pierre A Robe (PA)

Department of Neurology and Neurosurgery, University Medical Center Utrecht, 3584 CX Utrecht, The Netherlands.

Marco Rossi (M)

Neurosurgical Oncology Unit, Department of Oncology and Hemato-Oncology, Humanitas Research Hospital, Università Degli Studi di Milano, 20122 Milano, Italy.

Lisa M Sagberg (LM)

Department of Neurosurgery, St. Olav's Hospital, Trondheim University Hospital, NO-7030 Trondheim, Norway.

Tommaso Sciortino (T)

Neurosurgical Oncology Unit, Department of Oncology and Hemato-Oncology, Humanitas Research Hospital, Università Degli Studi di Milano, 20122 Milano, Italy.

Wimar A van den Brink (WA)

Department of Neurosurgery, Isala, 8025 AB Zwolle, The Netherlands.

Michiel Wagemakers (M)

Department of Neurosurgery, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, The Netherlands.

Georg Widhalm (G)

Department of Neurosurgery, Medical University Vienna, 1090 Wien, Austria.

Marnix G Witte (MG)

Department of Radiation Oncology, The Netherlands Cancer Institute, 1066 CX Amsterdam, The Netherlands.

Aeilko H Zwinderman (AH)

Department of Clinical Epidemiology and Biostatistics, Amsterdam University Medical Centers, University of Amsterdam, 1105 AZ Amsterdam, The Netherlands.

Ingerid Reinertsen (I)

Department of Health Research, SINTEF Digital, NO-7465 Trondheim, Norway.
Department of Circulation and Medical Imaging, Norwegian University of Science and Technology, NO-7491 Trondheim, Norway.

Ole Solheim (O)

Department of Neurosurgery, St. Olav's Hospital, Trondheim University Hospital, NO-7030 Trondheim, Norway.
Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology, NO-7491 Trondheim, Norway.

Philip C De Witt Hamer (PC)

Department of Neurosurgery, Amsterdam University Medical Centers, Vrije Universiteit, 1081 HV Amsterdam, The Netherlands.
Cancer Center Amsterdam, Brain Tumor Center, Amsterdam University Medical Centers, 1081 HV Amsterdam, The Netherlands.

Classifications MeSH