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Valid and efficient manual estimates of intracranial volume from magnetic resonance images

BACKGROUND: Manual segmentations of the whole intracranial vault in high-resolution magnetic resonance images are often regarded as very time-consuming. Therefore it is common to only segment a few linearly spaced intracranial areas to estimate the whole volume. The purpose of the present study was...

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Autores principales: Klasson, Niklas, Olsson, Erik, Rudemo, Mats, Eckerström, Carl, Malmgren, Helge, Wallin, Anders
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4344732/
https://www.ncbi.nlm.nih.gov/pubmed/25879816
http://dx.doi.org/10.1186/s12880-015-0045-4
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author Klasson, Niklas
Olsson, Erik
Rudemo, Mats
Eckerström, Carl
Malmgren, Helge
Wallin, Anders
author_facet Klasson, Niklas
Olsson, Erik
Rudemo, Mats
Eckerström, Carl
Malmgren, Helge
Wallin, Anders
author_sort Klasson, Niklas
collection PubMed
description BACKGROUND: Manual segmentations of the whole intracranial vault in high-resolution magnetic resonance images are often regarded as very time-consuming. Therefore it is common to only segment a few linearly spaced intracranial areas to estimate the whole volume. The purpose of the present study was to evaluate how the validity of intracranial volume estimates is affected by the chosen interpolation method, orientation of the intracranial areas and the linear spacing between them. METHODS: Intracranial volumes were manually segmented on 62 participants from the Gothenburg MCI study using 1.5 T, T(1)-weighted magnetic resonance images. Estimates of the intracranial volumes were then derived using subsamples of linearly spaced coronal, sagittal or transversal intracranial areas from the same volumes. The subsamples of intracranial areas were interpolated into volume estimates by three different interpolation methods. The linear spacing between the intracranial areas ranged from 2 to 50 mm and the validity of the estimates was determined by comparison with the entire intracranial volumes. RESULTS: A progressive decrease in intra-class correlation and an increase in percentage error could be seen with increased linear spacing between intracranial areas. With small linear spacing (≤15 mm), orientation of the intracranial areas and interpolation method had negligible effects on the validity. With larger linear spacing, the best validity was achieved using cubic spline interpolation with either coronal or sagittal intracranial areas. Even at a linear spacing of 50 mm, cubic spline interpolation on either coronal or sagittal intracranial areas had a mean absolute agreement intra-class correlation with the entire intracranial volumes above 0.97. CONCLUSION: Cubic spline interpolation in combination with linearly spaced sagittal or coronal intracranial areas overall resulted in the most valid and robust estimates of intracranial volume. Using this method, valid ICV estimates could be obtained in less than five minutes per patient.
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spelling pubmed-43447322015-03-01 Valid and efficient manual estimates of intracranial volume from magnetic resonance images Klasson, Niklas Olsson, Erik Rudemo, Mats Eckerström, Carl Malmgren, Helge Wallin, Anders BMC Med Imaging Research Article BACKGROUND: Manual segmentations of the whole intracranial vault in high-resolution magnetic resonance images are often regarded as very time-consuming. Therefore it is common to only segment a few linearly spaced intracranial areas to estimate the whole volume. The purpose of the present study was to evaluate how the validity of intracranial volume estimates is affected by the chosen interpolation method, orientation of the intracranial areas and the linear spacing between them. METHODS: Intracranial volumes were manually segmented on 62 participants from the Gothenburg MCI study using 1.5 T, T(1)-weighted magnetic resonance images. Estimates of the intracranial volumes were then derived using subsamples of linearly spaced coronal, sagittal or transversal intracranial areas from the same volumes. The subsamples of intracranial areas were interpolated into volume estimates by three different interpolation methods. The linear spacing between the intracranial areas ranged from 2 to 50 mm and the validity of the estimates was determined by comparison with the entire intracranial volumes. RESULTS: A progressive decrease in intra-class correlation and an increase in percentage error could be seen with increased linear spacing between intracranial areas. With small linear spacing (≤15 mm), orientation of the intracranial areas and interpolation method had negligible effects on the validity. With larger linear spacing, the best validity was achieved using cubic spline interpolation with either coronal or sagittal intracranial areas. Even at a linear spacing of 50 mm, cubic spline interpolation on either coronal or sagittal intracranial areas had a mean absolute agreement intra-class correlation with the entire intracranial volumes above 0.97. CONCLUSION: Cubic spline interpolation in combination with linearly spaced sagittal or coronal intracranial areas overall resulted in the most valid and robust estimates of intracranial volume. Using this method, valid ICV estimates could be obtained in less than five minutes per patient. BioMed Central 2015-02-18 /pmc/articles/PMC4344732/ /pubmed/25879816 http://dx.doi.org/10.1186/s12880-015-0045-4 Text en © Klasson et al.; licensee BioMed Central. 2015 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research Article
Klasson, Niklas
Olsson, Erik
Rudemo, Mats
Eckerström, Carl
Malmgren, Helge
Wallin, Anders
Valid and efficient manual estimates of intracranial volume from magnetic resonance images
title Valid and efficient manual estimates of intracranial volume from magnetic resonance images
title_full Valid and efficient manual estimates of intracranial volume from magnetic resonance images
title_fullStr Valid and efficient manual estimates of intracranial volume from magnetic resonance images
title_full_unstemmed Valid and efficient manual estimates of intracranial volume from magnetic resonance images
title_short Valid and efficient manual estimates of intracranial volume from magnetic resonance images
title_sort valid and efficient manual estimates of intracranial volume from magnetic resonance images
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4344732/
https://www.ncbi.nlm.nih.gov/pubmed/25879816
http://dx.doi.org/10.1186/s12880-015-0045-4
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