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A Novel Method for High-Dimensional Anatomical Mapping of Extra-Axial Cerebrospinal Fluid: Application to the Infant Brain
Cerebrospinal fluid (CSF) plays an essential role in early postnatal brain development. Extra-axial CSF (EA-CSF) volume, which is characterized by CSF in the subarachnoid space surrounding the brain, is a promising marker in the early detection of young children at risk for neurodevelopmental disord...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7561674/ https://www.ncbi.nlm.nih.gov/pubmed/33132824 http://dx.doi.org/10.3389/fnins.2020.561556 |
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author | Mostapha, Mahmoud Kim, Sun Hyung Evans, Alan C. Dager, Stephen R. Estes, Annette M. McKinstry, Robert C. Botteron, Kelly N. Gerig, Guido Pizer, Stephen M. Schultz, Robert T. Hazlett, Heather C. Piven, Joseph Girault, Jessica B. Shen, Mark D. Styner, Martin A. |
author_facet | Mostapha, Mahmoud Kim, Sun Hyung Evans, Alan C. Dager, Stephen R. Estes, Annette M. McKinstry, Robert C. Botteron, Kelly N. Gerig, Guido Pizer, Stephen M. Schultz, Robert T. Hazlett, Heather C. Piven, Joseph Girault, Jessica B. Shen, Mark D. Styner, Martin A. |
author_sort | Mostapha, Mahmoud |
collection | PubMed |
description | Cerebrospinal fluid (CSF) plays an essential role in early postnatal brain development. Extra-axial CSF (EA-CSF) volume, which is characterized by CSF in the subarachnoid space surrounding the brain, is a promising marker in the early detection of young children at risk for neurodevelopmental disorders. Previous studies have focused on global EA-CSF volume across the entire dorsal extent of the brain, and not regionally-specific EA-CSF measurements, because no tools were previously available for extracting local EA-CSF measures suitable for localized cortical surface analysis. In this paper, we propose a novel framework for the localized, cortical surface-based analysis of EA-CSF. The proposed processing framework combines probabilistic brain tissue segmentation, cortical surface reconstruction, and streamline-based local EA-CSF quantification. The quantitative analysis of local EA-CSF was applied to a dataset of typically developing infants with longitudinal MRI scans from 6 to 24 months of age. There was a high degree of consistency in the spatial patterns of local EA-CSF across age using the proposed methods. Statistical analysis of local EA-CSF revealed several novel findings: several regions of the cerebral cortex showed reductions in EA-CSF from 6 to 24 months of age, and specific regions showed higher local EA-CSF in males compared to females. These age-, sex-, and anatomically-specific patterns of local EA-CSF would not have been observed if only a global EA-CSF measure were utilized. The proposed methods are integrated into a freely available, open-source, cross-platform, user-friendly software tool, allowing neuroimaging labs to quantify local extra-axial CSF in their neuroimaging studies to investigate its role in typical and atypical brain development. |
format | Online Article Text |
id | pubmed-7561674 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-75616742020-10-29 A Novel Method for High-Dimensional Anatomical Mapping of Extra-Axial Cerebrospinal Fluid: Application to the Infant Brain Mostapha, Mahmoud Kim, Sun Hyung Evans, Alan C. Dager, Stephen R. Estes, Annette M. McKinstry, Robert C. Botteron, Kelly N. Gerig, Guido Pizer, Stephen M. Schultz, Robert T. Hazlett, Heather C. Piven, Joseph Girault, Jessica B. Shen, Mark D. Styner, Martin A. Front Neurosci Neuroscience Cerebrospinal fluid (CSF) plays an essential role in early postnatal brain development. Extra-axial CSF (EA-CSF) volume, which is characterized by CSF in the subarachnoid space surrounding the brain, is a promising marker in the early detection of young children at risk for neurodevelopmental disorders. Previous studies have focused on global EA-CSF volume across the entire dorsal extent of the brain, and not regionally-specific EA-CSF measurements, because no tools were previously available for extracting local EA-CSF measures suitable for localized cortical surface analysis. In this paper, we propose a novel framework for the localized, cortical surface-based analysis of EA-CSF. The proposed processing framework combines probabilistic brain tissue segmentation, cortical surface reconstruction, and streamline-based local EA-CSF quantification. The quantitative analysis of local EA-CSF was applied to a dataset of typically developing infants with longitudinal MRI scans from 6 to 24 months of age. There was a high degree of consistency in the spatial patterns of local EA-CSF across age using the proposed methods. Statistical analysis of local EA-CSF revealed several novel findings: several regions of the cerebral cortex showed reductions in EA-CSF from 6 to 24 months of age, and specific regions showed higher local EA-CSF in males compared to females. These age-, sex-, and anatomically-specific patterns of local EA-CSF would not have been observed if only a global EA-CSF measure were utilized. The proposed methods are integrated into a freely available, open-source, cross-platform, user-friendly software tool, allowing neuroimaging labs to quantify local extra-axial CSF in their neuroimaging studies to investigate its role in typical and atypical brain development. Frontiers Media S.A. 2020-10-02 /pmc/articles/PMC7561674/ /pubmed/33132824 http://dx.doi.org/10.3389/fnins.2020.561556 Text en Copyright © 2020 Mostapha, Kim, Evans, Dager, Estes, McKinstry, Botteron, Gerig, Pizer, Schultz, Hazlett, Piven, Girault, Shen and Styner. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Mostapha, Mahmoud Kim, Sun Hyung Evans, Alan C. Dager, Stephen R. Estes, Annette M. McKinstry, Robert C. Botteron, Kelly N. Gerig, Guido Pizer, Stephen M. Schultz, Robert T. Hazlett, Heather C. Piven, Joseph Girault, Jessica B. Shen, Mark D. Styner, Martin A. A Novel Method for High-Dimensional Anatomical Mapping of Extra-Axial Cerebrospinal Fluid: Application to the Infant Brain |
title | A Novel Method for High-Dimensional Anatomical Mapping of Extra-Axial Cerebrospinal Fluid: Application to the Infant Brain |
title_full | A Novel Method for High-Dimensional Anatomical Mapping of Extra-Axial Cerebrospinal Fluid: Application to the Infant Brain |
title_fullStr | A Novel Method for High-Dimensional Anatomical Mapping of Extra-Axial Cerebrospinal Fluid: Application to the Infant Brain |
title_full_unstemmed | A Novel Method for High-Dimensional Anatomical Mapping of Extra-Axial Cerebrospinal Fluid: Application to the Infant Brain |
title_short | A Novel Method for High-Dimensional Anatomical Mapping of Extra-Axial Cerebrospinal Fluid: Application to the Infant Brain |
title_sort | novel method for high-dimensional anatomical mapping of extra-axial cerebrospinal fluid: application to the infant brain |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7561674/ https://www.ncbi.nlm.nih.gov/pubmed/33132824 http://dx.doi.org/10.3389/fnins.2020.561556 |
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