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Normalization of Spinal Cord Total Cross-Sectional and Gray Matter Areas as Quantified With Radially Sampled Averaged Magnetization Inversion Recovery Acquisitions
Background: MR imaging of the spinal cord (SC) gray matter (GM) at the cervical and lumbar enlargements' level may be particularly informative in lower motor neuron disorders, e. g., spinal muscular atrophy, but also in other neurodegenerative or autoimmune diseases affecting the SC. Radially s...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8027254/ https://www.ncbi.nlm.nih.gov/pubmed/33841307 http://dx.doi.org/10.3389/fneur.2021.637198 |
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author | Kesenheimer, Eva M. Wendebourg, Maria Janina Weigel, Matthias Weidensteiner, Claudia Haas, Tanja Richter, Laura Sander, Laura Horvath, Antal Barakovic, Muhamed Cattin, Philippe Granziera, Cristina Bieri, Oliver Schlaeger, Regina |
author_facet | Kesenheimer, Eva M. Wendebourg, Maria Janina Weigel, Matthias Weidensteiner, Claudia Haas, Tanja Richter, Laura Sander, Laura Horvath, Antal Barakovic, Muhamed Cattin, Philippe Granziera, Cristina Bieri, Oliver Schlaeger, Regina |
author_sort | Kesenheimer, Eva M. |
collection | PubMed |
description | Background: MR imaging of the spinal cord (SC) gray matter (GM) at the cervical and lumbar enlargements' level may be particularly informative in lower motor neuron disorders, e. g., spinal muscular atrophy, but also in other neurodegenerative or autoimmune diseases affecting the SC. Radially sampled averaged magnetization inversion recovery acquisition (rAMIRA) is a novel approach to perform SC imaging in clinical settings with favorable contrast and is well-suited for SC GM quantitation. However, before applying rAMIRA in clinical studies, it is important to understand (i) the sources of inter-subject variability of total SC cross-sectional areas (TCA) and GM area (GMA) measurements in healthy subjects and (ii) their relation to age and sex to facilitate the detection of pathology-associated changes. In this study, we aimed to develop normalization strategies for rAMIRA-derived SC metrics using skull and spine-based metrics to reduce anatomical variability. Methods: Sixty-one healthy subjects (age range 11–93 years, 37.7% women) were investigated with axial two-dimensional rAMIRA imaging at 3T MRI. Cervical and thoracic levels including the level of the cervical (C4/C5) and lumbar enlargements (T(max)) were examined. SC T2-weighted sagittal images and high-resolution 3D whole-brain T1-weighted images were acquired. TCA and GMAs were quantified. Anatomical variables with associations of |r| > 0.30 in univariate association with SC areas, and age and sex were used to construct normalization models using backward selection with TCA(C4/C5) as outcome. The effect of the normalization was assessed by % relative standard deviation (RSD) reductions. Results: Mean inter-individual variability and the SD of the SC area metrics were considerable: TCA(C4/5): 8.1%/9.0; TCA(Tmax): 8.9%/6.5; GMA(C4/C5): 8.6%/2.2; GMA(Tmax): 12.2%/3.8. Normalization based on sex, brain WM volume, and spinal canal area resulted in RSD reductions of 23.7% for TCAs and 12.0% for GM areas at C4/C5. Normalizations based on the area of spinal canal alone resulted in RSD reductions of 10.2% for TCAs and 9.6% for GM areas at C4/C5, respectively. Discussion: Anatomic inter-individual variability of SC areas is substantial. This study identified effective normalization models for inter-subject variability reduction in TCA and SC GMA in healthy subjects based on rAMIRA imaging. |
format | Online Article Text |
id | pubmed-8027254 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-80272542021-04-09 Normalization of Spinal Cord Total Cross-Sectional and Gray Matter Areas as Quantified With Radially Sampled Averaged Magnetization Inversion Recovery Acquisitions Kesenheimer, Eva M. Wendebourg, Maria Janina Weigel, Matthias Weidensteiner, Claudia Haas, Tanja Richter, Laura Sander, Laura Horvath, Antal Barakovic, Muhamed Cattin, Philippe Granziera, Cristina Bieri, Oliver Schlaeger, Regina Front Neurol Neurology Background: MR imaging of the spinal cord (SC) gray matter (GM) at the cervical and lumbar enlargements' level may be particularly informative in lower motor neuron disorders, e. g., spinal muscular atrophy, but also in other neurodegenerative or autoimmune diseases affecting the SC. Radially sampled averaged magnetization inversion recovery acquisition (rAMIRA) is a novel approach to perform SC imaging in clinical settings with favorable contrast and is well-suited for SC GM quantitation. However, before applying rAMIRA in clinical studies, it is important to understand (i) the sources of inter-subject variability of total SC cross-sectional areas (TCA) and GM area (GMA) measurements in healthy subjects and (ii) their relation to age and sex to facilitate the detection of pathology-associated changes. In this study, we aimed to develop normalization strategies for rAMIRA-derived SC metrics using skull and spine-based metrics to reduce anatomical variability. Methods: Sixty-one healthy subjects (age range 11–93 years, 37.7% women) were investigated with axial two-dimensional rAMIRA imaging at 3T MRI. Cervical and thoracic levels including the level of the cervical (C4/C5) and lumbar enlargements (T(max)) were examined. SC T2-weighted sagittal images and high-resolution 3D whole-brain T1-weighted images were acquired. TCA and GMAs were quantified. Anatomical variables with associations of |r| > 0.30 in univariate association with SC areas, and age and sex were used to construct normalization models using backward selection with TCA(C4/C5) as outcome. The effect of the normalization was assessed by % relative standard deviation (RSD) reductions. Results: Mean inter-individual variability and the SD of the SC area metrics were considerable: TCA(C4/5): 8.1%/9.0; TCA(Tmax): 8.9%/6.5; GMA(C4/C5): 8.6%/2.2; GMA(Tmax): 12.2%/3.8. Normalization based on sex, brain WM volume, and spinal canal area resulted in RSD reductions of 23.7% for TCAs and 12.0% for GM areas at C4/C5. Normalizations based on the area of spinal canal alone resulted in RSD reductions of 10.2% for TCAs and 9.6% for GM areas at C4/C5, respectively. Discussion: Anatomic inter-individual variability of SC areas is substantial. This study identified effective normalization models for inter-subject variability reduction in TCA and SC GMA in healthy subjects based on rAMIRA imaging. Frontiers Media S.A. 2021-03-25 /pmc/articles/PMC8027254/ /pubmed/33841307 http://dx.doi.org/10.3389/fneur.2021.637198 Text en Copyright © 2021 Kesenheimer, Wendebourg, Weigel, Weidensteiner, Haas, Richter, Sander, Horvath, Barakovic, Cattin, Granziera, Bieri and Schlaeger. https://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 | Neurology Kesenheimer, Eva M. Wendebourg, Maria Janina Weigel, Matthias Weidensteiner, Claudia Haas, Tanja Richter, Laura Sander, Laura Horvath, Antal Barakovic, Muhamed Cattin, Philippe Granziera, Cristina Bieri, Oliver Schlaeger, Regina Normalization of Spinal Cord Total Cross-Sectional and Gray Matter Areas as Quantified With Radially Sampled Averaged Magnetization Inversion Recovery Acquisitions |
title | Normalization of Spinal Cord Total Cross-Sectional and Gray Matter Areas as Quantified With Radially Sampled Averaged Magnetization Inversion Recovery Acquisitions |
title_full | Normalization of Spinal Cord Total Cross-Sectional and Gray Matter Areas as Quantified With Radially Sampled Averaged Magnetization Inversion Recovery Acquisitions |
title_fullStr | Normalization of Spinal Cord Total Cross-Sectional and Gray Matter Areas as Quantified With Radially Sampled Averaged Magnetization Inversion Recovery Acquisitions |
title_full_unstemmed | Normalization of Spinal Cord Total Cross-Sectional and Gray Matter Areas as Quantified With Radially Sampled Averaged Magnetization Inversion Recovery Acquisitions |
title_short | Normalization of Spinal Cord Total Cross-Sectional and Gray Matter Areas as Quantified With Radially Sampled Averaged Magnetization Inversion Recovery Acquisitions |
title_sort | normalization of spinal cord total cross-sectional and gray matter areas as quantified with radially sampled averaged magnetization inversion recovery acquisitions |
topic | Neurology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8027254/ https://www.ncbi.nlm.nih.gov/pubmed/33841307 http://dx.doi.org/10.3389/fneur.2021.637198 |
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