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Fast CSF MRI for brain segmentation; Cross-validation by comparison with 3D T(1)-based brain segmentation methods
OBJECTIVE: In previous work we have developed a fast sequence that focusses on cerebrospinal fluid (CSF) based on the long T(2) of CSF. By processing the data obtained with this CSF MRI sequence, brain parenchymal volume (BPV) and intracranial volume (ICV) can be automatically obtained. The aim of t...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5908081/ https://www.ncbi.nlm.nih.gov/pubmed/29672584 http://dx.doi.org/10.1371/journal.pone.0196119 |
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author | van der Kleij, Lisa A. de Bresser, Jeroen Hendrikse, Jeroen Siero, Jeroen C. W. Petersen, Esben T. De Vis, Jill B. |
author_facet | van der Kleij, Lisa A. de Bresser, Jeroen Hendrikse, Jeroen Siero, Jeroen C. W. Petersen, Esben T. De Vis, Jill B. |
author_sort | van der Kleij, Lisa A. |
collection | PubMed |
description | OBJECTIVE: In previous work we have developed a fast sequence that focusses on cerebrospinal fluid (CSF) based on the long T(2) of CSF. By processing the data obtained with this CSF MRI sequence, brain parenchymal volume (BPV) and intracranial volume (ICV) can be automatically obtained. The aim of this study was to assess the precision of the BPV and ICV measurements of the CSF MRI sequence and to validate the CSF MRI sequence by comparison with 3D T(1)-based brain segmentation methods. MATERIALS AND METHODS: Ten healthy volunteers (2 females; median age 28 years) were scanned (3T MRI) twice with repositioning in between. The scan protocol consisted of a low resolution (LR) CSF sequence (0:57min), a high resolution (HR) CSF sequence (3:21min) and a 3D T(1)-weighted sequence (6:47min). Data of the HR 3D-T(1)-weighted images were downsampled to obtain LR T(1)-weighted images (reconstructed imaging time: 1:59 min). Data of the CSF MRI sequences was automatically segmented using in-house software. The 3D T(1)-weighted images were segmented using FSL (5.0), SPM12 and FreeSurfer (5.3.0). RESULTS: The mean absolute differences for BPV and ICV between the first and second scan for CSF LR (BPV/ICV: 12±9/7±4cc) and CSF HR (5±5/4±2cc) were comparable to FSL HR (9±11/19±23cc), FSL LR (7±4, 6±5cc), FreeSurfer HR (5±3/14±8cc), FreeSurfer LR (9±8, 12±10cc), and SPM HR (5±3/4±7cc), and SPM LR (5±4, 5±3cc). The correlation between the measured volumes of the CSF sequences and that measured by FSL, FreeSurfer and SPM HR and LR was very good (all Pearson’s correlation coefficients >0.83, R(2) .67–.97). The results from the downsampled data and the high-resolution data were similar. CONCLUSION: Both CSF MRI sequences have a precision comparable to, and a very good correlation with established 3D T(1)-based automated segmentations methods for the segmentation of BPV and ICV. However, the short imaging time of the fast CSF MRI sequence is superior to the 3D T(1) sequence on which segmentation with established methods is performed. |
format | Online Article Text |
id | pubmed-5908081 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-59080812018-05-06 Fast CSF MRI for brain segmentation; Cross-validation by comparison with 3D T(1)-based brain segmentation methods van der Kleij, Lisa A. de Bresser, Jeroen Hendrikse, Jeroen Siero, Jeroen C. W. Petersen, Esben T. De Vis, Jill B. PLoS One Research Article OBJECTIVE: In previous work we have developed a fast sequence that focusses on cerebrospinal fluid (CSF) based on the long T(2) of CSF. By processing the data obtained with this CSF MRI sequence, brain parenchymal volume (BPV) and intracranial volume (ICV) can be automatically obtained. The aim of this study was to assess the precision of the BPV and ICV measurements of the CSF MRI sequence and to validate the CSF MRI sequence by comparison with 3D T(1)-based brain segmentation methods. MATERIALS AND METHODS: Ten healthy volunteers (2 females; median age 28 years) were scanned (3T MRI) twice with repositioning in between. The scan protocol consisted of a low resolution (LR) CSF sequence (0:57min), a high resolution (HR) CSF sequence (3:21min) and a 3D T(1)-weighted sequence (6:47min). Data of the HR 3D-T(1)-weighted images were downsampled to obtain LR T(1)-weighted images (reconstructed imaging time: 1:59 min). Data of the CSF MRI sequences was automatically segmented using in-house software. The 3D T(1)-weighted images were segmented using FSL (5.0), SPM12 and FreeSurfer (5.3.0). RESULTS: The mean absolute differences for BPV and ICV between the first and second scan for CSF LR (BPV/ICV: 12±9/7±4cc) and CSF HR (5±5/4±2cc) were comparable to FSL HR (9±11/19±23cc), FSL LR (7±4, 6±5cc), FreeSurfer HR (5±3/14±8cc), FreeSurfer LR (9±8, 12±10cc), and SPM HR (5±3/4±7cc), and SPM LR (5±4, 5±3cc). The correlation between the measured volumes of the CSF sequences and that measured by FSL, FreeSurfer and SPM HR and LR was very good (all Pearson’s correlation coefficients >0.83, R(2) .67–.97). The results from the downsampled data and the high-resolution data were similar. CONCLUSION: Both CSF MRI sequences have a precision comparable to, and a very good correlation with established 3D T(1)-based automated segmentations methods for the segmentation of BPV and ICV. However, the short imaging time of the fast CSF MRI sequence is superior to the 3D T(1) sequence on which segmentation with established methods is performed. Public Library of Science 2018-04-19 /pmc/articles/PMC5908081/ /pubmed/29672584 http://dx.doi.org/10.1371/journal.pone.0196119 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 (https://creativecommons.org/publicdomain/zero/1.0/) public domain dedication. |
spellingShingle | Research Article van der Kleij, Lisa A. de Bresser, Jeroen Hendrikse, Jeroen Siero, Jeroen C. W. Petersen, Esben T. De Vis, Jill B. Fast CSF MRI for brain segmentation; Cross-validation by comparison with 3D T(1)-based brain segmentation methods |
title | Fast CSF MRI for brain segmentation; Cross-validation by comparison with 3D T(1)-based brain segmentation methods |
title_full | Fast CSF MRI for brain segmentation; Cross-validation by comparison with 3D T(1)-based brain segmentation methods |
title_fullStr | Fast CSF MRI for brain segmentation; Cross-validation by comparison with 3D T(1)-based brain segmentation methods |
title_full_unstemmed | Fast CSF MRI for brain segmentation; Cross-validation by comparison with 3D T(1)-based brain segmentation methods |
title_short | Fast CSF MRI for brain segmentation; Cross-validation by comparison with 3D T(1)-based brain segmentation methods |
title_sort | fast csf mri for brain segmentation; cross-validation by comparison with 3d t(1)-based brain segmentation methods |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5908081/ https://www.ncbi.nlm.nih.gov/pubmed/29672584 http://dx.doi.org/10.1371/journal.pone.0196119 |
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