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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...

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Autores principales: 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.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
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.
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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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