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
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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