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Regional brain development analysis through registration using anisotropic similarity, a constrained affine transformation
We propose a novel method to quantify brain growth in 3 arbitrary orthogonal directions of the brain or its sub-regions through linear registration. This is achieved by introducing a 9 degrees of freedom (dof) transformation called anisotropic similarity which is an affine transformation with constr...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7039415/ https://www.ncbi.nlm.nih.gov/pubmed/32092061 http://dx.doi.org/10.1371/journal.pone.0214174 |
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author | Legouhy, Antoine Commowick, Olivier Proisy, Maïa Rousseau, François Barillot, Christian |
author_facet | Legouhy, Antoine Commowick, Olivier Proisy, Maïa Rousseau, François Barillot, Christian |
author_sort | Legouhy, Antoine |
collection | PubMed |
description | We propose a novel method to quantify brain growth in 3 arbitrary orthogonal directions of the brain or its sub-regions through linear registration. This is achieved by introducing a 9 degrees of freedom (dof) transformation called anisotropic similarity which is an affine transformation with constrained scaling directions along arbitrarily chosen orthogonal vectors. This gives the opportunity to extract scaling factors describing brain growth along those directions by registering a database of subjects onto a common reference. This information about directional growth brings insights that are not usually available in longitudinal volumetric analysis. The interest of this method is illustrated by studying the anisotropic regional and global brain development of 308 healthy subjects betwen 0 and 19 years old. A gender comparison of those scaling factors is also performed for four age-intervals. We demonstrate through these applications the stability of the method to the chosen reference and its ability to highlight growth differences accros regions and gender. |
format | Online Article Text |
id | pubmed-7039415 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-70394152020-03-06 Regional brain development analysis through registration using anisotropic similarity, a constrained affine transformation Legouhy, Antoine Commowick, Olivier Proisy, Maïa Rousseau, François Barillot, Christian PLoS One Research Article We propose a novel method to quantify brain growth in 3 arbitrary orthogonal directions of the brain or its sub-regions through linear registration. This is achieved by introducing a 9 degrees of freedom (dof) transformation called anisotropic similarity which is an affine transformation with constrained scaling directions along arbitrarily chosen orthogonal vectors. This gives the opportunity to extract scaling factors describing brain growth along those directions by registering a database of subjects onto a common reference. This information about directional growth brings insights that are not usually available in longitudinal volumetric analysis. The interest of this method is illustrated by studying the anisotropic regional and global brain development of 308 healthy subjects betwen 0 and 19 years old. A gender comparison of those scaling factors is also performed for four age-intervals. We demonstrate through these applications the stability of the method to the chosen reference and its ability to highlight growth differences accros regions and gender. Public Library of Science 2020-02-24 /pmc/articles/PMC7039415/ /pubmed/32092061 http://dx.doi.org/10.1371/journal.pone.0214174 Text en © 2020 Legouhy et al http://creativecommons.org/licenses/by/4.0/ 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 author and source are credited. |
spellingShingle | Research Article Legouhy, Antoine Commowick, Olivier Proisy, Maïa Rousseau, François Barillot, Christian Regional brain development analysis through registration using anisotropic similarity, a constrained affine transformation |
title | Regional brain development analysis through registration using anisotropic similarity, a constrained affine transformation |
title_full | Regional brain development analysis through registration using anisotropic similarity, a constrained affine transformation |
title_fullStr | Regional brain development analysis through registration using anisotropic similarity, a constrained affine transformation |
title_full_unstemmed | Regional brain development analysis through registration using anisotropic similarity, a constrained affine transformation |
title_short | Regional brain development analysis through registration using anisotropic similarity, a constrained affine transformation |
title_sort | regional brain development analysis through registration using anisotropic similarity, a constrained affine transformation |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7039415/ https://www.ncbi.nlm.nih.gov/pubmed/32092061 http://dx.doi.org/10.1371/journal.pone.0214174 |
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