(WFRF:(Rossi Marco))
Search: (WFRF:(Rossi Marco)) > (2020-2024) > Segmentation of gli...
- 5 of 26
- Previous record
- Next record
- To hitlist
Segmentation of glioblastomas in early post-operative multi-modal MRI with deep neural networks.
- Helland, Ragnhild Holden (author)
- Ferles, Alexandros (author)
- Pedersen, André (author)
- show more...
- Kommers, Ivar (author)
- Ardon, Hilko (author)
- Barkhof, Frederik (author)
- Bello, Lorenzo (author)
- Berger, Mitchel S (author)
- Nibali, Marco Conti (author)
- Furtner, Julia (author)
- Hervey-Jumper, Shawn (author)
- Idema, Albert J S (author)
- Kiesel, Barbara (author)
- Tewari, Rishi Nandoe (author)
- Mandonnet, Emmanuel (author)
- Müller, Domenique M J (author)
- Robe, Pierre A (author)
- Rossi, Marco (author)
- Sagberg, Lisa M (author)
- Sciortino, Tommaso (author)
- Aalders, Tom (author)
- Wagemakers, Michiel (author)
- Widhalm, Georg (author)
- Witte, Marnix G (author)
- Zwinderman, Aeilko H (author)
- Majewska, Paulina L (author)
- Solheim, Ole (author)
- Hamer, Philip C De Witt (author)
- Reinertsen, Ingerid (author)
- Eijgelaar, Roelant S (author)
- Bouget, David (author)
- show less...
- (creator_code:org_t)
- 2023
- 2023
- English.
- In: Scientific reports. - 2045-2322. ; 13:1
- Journal article (peer-reviewed)
Abstract
Subject headings
Close
- Extent of resection after surgery is one of the main prognostic factors for patients diagnosed with glioblastoma. To achieve this, accurate segmentation and classification of residual tumor from post-operative MR images is essential. The current standard method for estimating it is subject to high inter- and intra-rater variability, and an automated method for segmentation of residual tumor in early post-operative MRI could lead to a more accurate estimation of extent of resection. In this study, two state-of-the-art neural network architectures for pre-operative segmentation were trained for the task. The models were extensively validated on a multicenter dataset with nearly 1000 patients, from 12 hospitals in Europe and the United States. The best performance achieved was a 61% Dice score, and the best classification performance was about 80% balanced accuracy, with a demonstrated ability to generalize across hospitals. In addition, the segmentation performance of the best models was on par with human expert raters. The predicted segmentations can be used to accurately classify the patients into those with residual tumor, and those with gross total resection.
Subject headings
- MEDICIN OCH HÄLSOVETENSKAP -- Klinisk medicin -- Kirurgi (hsv//swe)
- MEDICAL AND HEALTH SCIENCES -- Clinical Medicine -- Surgery (hsv//eng)
- MEDICIN OCH HÄLSOVETENSKAP -- Klinisk medicin -- Radiologi och bildbehandling (hsv//swe)
- MEDICAL AND HEALTH SCIENCES -- Clinical Medicine -- Radiology, Nuclear Medicine and Medical Imaging (hsv//eng)
- MEDICIN OCH HÄLSOVETENSKAP -- Klinisk medicin -- Neurologi (hsv//swe)
- MEDICAL AND HEALTH SCIENCES -- Clinical Medicine -- Neurology (hsv//eng)
- MEDICIN OCH HÄLSOVETENSKAP -- Klinisk medicin -- Cancer och onkologi (hsv//swe)
- MEDICAL AND HEALTH SCIENCES -- Clinical Medicine -- Cancer and Oncology (hsv//eng)
Keyword
- Humans
- Europe
- Glioblastoma
- diagnostic imaging
- surgery
- pathology
- Image Processing
- Computer-Assisted
- methods
- Magnetic Resonance Imaging
- methods
- Neoplasm
- Residual
- diagnostic imaging
- Neural Networks
- Computer
- Multicenter Studies as Topic
- Datasets as Topic
Publication and Content Type
- ref (subject category)
- art (subject category)
Find in a library
- Scientific reports (Search for host publication in LIBRIS)
To the university's database
- 5 of 26
- Previous record
- Next record
- To hitlist
Find more in SwePub
- By the author/editor
- Helland, Ragnhil ...
- Ferles, Alexandr ...
- Pedersen, André
- Kommers, Ivar
- Ardon, Hilko
- Barkhof, Frederi ...
- show more...
- Bello, Lorenzo
- Berger, Mitchel ...
- Dunås, Tora, 198 ...
- Nibali, Marco Co ...
- Furtner, Julia
- Hervey-Jumper, S ...
- Idema, Albert J ...
- Kiesel, Barbara
- Tewari, Rishi Na ...
- Mandonnet, Emman ...
- Müller, Domeniqu ...
- Robe, Pierre A
- Rossi, Marco
- Sagberg, Lisa M
- Sciortino, Tomma ...
- Aalders, Tom
- Wagemakers, Mich ...
- Widhalm, Georg
- Witte, Marnix G
- Zwinderman, Aeil ...
- Majewska, Paulin ...
- Jakola, Asgeir S ...
- Solheim, Ole
- Hamer, Philip C ...
- Reinertsen, Inge ...
- Eijgelaar, Roela ...
- Bouget, David
- show less...
- About the subject
-
- MEDICAL AND HEALTH SCIENCES
- MEDICAL AND HEAL ...
- and Clinical Medicin ...
- and Surgery
-
- MEDICAL AND HEALTH SCIENCES
- MEDICAL AND HEAL ...
- and Clinical Medicin ...
- and Radiology Nuclea ...
-
- MEDICAL AND HEALTH SCIENCES
- MEDICAL AND HEAL ...
- and Clinical Medicin ...
- and Neurology
-
- MEDICAL AND HEALTH SCIENCES
- MEDICAL AND HEAL ...
- and Clinical Medicin ...
- and Cancer and Oncol ...
- Articles in the publication
- Scientific repor ...
- By the university
- University of Gothenburg
Search outside SwePub
- Extend your search to:
- Google Book Search
- Google Scholar
Kungliga biblioteket hanterar dina personuppgifter i enlighet med EU:s dataskyddsförordning (2018), GDPR. Läs mer om hur det funkar här.
Så här hanterar KB dina uppgifter vid användning av denna tjänst.
- Copyright © LIBRIS - National Library Systems
- LIBRIS.kb.se
