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Neurite density of white matter significantly correlates with tuberous sclerosis complex disease severity
OBJECTIVE: To assess whether white matter (WM) diffusion tensor imaging (DTI) and neurite orientation dispersion and density imaging (NODDI) derived measures correlate with tuberous sclerosis complex (TSC) disease severity. COHORT AND METHODS: A multi-shell diffusion protocol was added to the clinic...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9421460/ https://www.ncbi.nlm.nih.gov/pubmed/35780663 http://dx.doi.org/10.1016/j.nicl.2022.103085 |
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author | Anaby, Debbie Shrot, Shai Belenky, Eugenia Ben-Zeev, Bruria Tzadok, Michal |
author_facet | Anaby, Debbie Shrot, Shai Belenky, Eugenia Ben-Zeev, Bruria Tzadok, Michal |
author_sort | Anaby, Debbie |
collection | PubMed |
description | OBJECTIVE: To assess whether white matter (WM) diffusion tensor imaging (DTI) and neurite orientation dispersion and density imaging (NODDI) derived measures correlate with tuberous sclerosis complex (TSC) disease severity. COHORT AND METHODS: A multi-shell diffusion protocol was added to the clinical MRI brain scans of thirteen patients including 6 males and 7 females with a mean ± std age of 17.2 ± 5.8 years. Fractional anisotropy (FA) and mean diffusivity (MD) were generated from DTI and neurite density index (NDI), orientation dispersion index (ODI) and free water index (fiso) were generated from NODDI. A clinical score was determined for each patient according to the existence of epilepsy, developmental delay, autism or psychiatric disorders. Whole-brain segmented WM was averaged for each parametric map and 3 group k-means clustering was performed on the NDI and FA maps. MRI quantitative parameters were correlated with the clinical scores. RESULTS: Segmented whole brain WM averages of MD and NDI values showed significant negative (p = 0.0058) and positive (p = 0.0092) correlations with the clinical scores, respectively. Additionally, the contribution of the low and high NDI-based clusters to the whole brain WM significantly correlated with the clinical scores (p = 0.03 and p = 0.00047, respectively). No correlation was found when the clusters were based on the FA maps. CONCLUSION: Advanced diffusion MRI of TSC patients revealed widespread WM alterations. Neurite density showed significant correlations with disease severity and is therefore suggested to reflect an underlying biological process in TSC WM. The quantification of WM alterations by advanced diffusion MRI may be an additional biomarker for TSC and may be advantageous as a complementary MR protocol for the evaluation of TSC patients. |
format | Online Article Text |
id | pubmed-9421460 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-94214602022-08-30 Neurite density of white matter significantly correlates with tuberous sclerosis complex disease severity Anaby, Debbie Shrot, Shai Belenky, Eugenia Ben-Zeev, Bruria Tzadok, Michal Neuroimage Clin Regular Article OBJECTIVE: To assess whether white matter (WM) diffusion tensor imaging (DTI) and neurite orientation dispersion and density imaging (NODDI) derived measures correlate with tuberous sclerosis complex (TSC) disease severity. COHORT AND METHODS: A multi-shell diffusion protocol was added to the clinical MRI brain scans of thirteen patients including 6 males and 7 females with a mean ± std age of 17.2 ± 5.8 years. Fractional anisotropy (FA) and mean diffusivity (MD) were generated from DTI and neurite density index (NDI), orientation dispersion index (ODI) and free water index (fiso) were generated from NODDI. A clinical score was determined for each patient according to the existence of epilepsy, developmental delay, autism or psychiatric disorders. Whole-brain segmented WM was averaged for each parametric map and 3 group k-means clustering was performed on the NDI and FA maps. MRI quantitative parameters were correlated with the clinical scores. RESULTS: Segmented whole brain WM averages of MD and NDI values showed significant negative (p = 0.0058) and positive (p = 0.0092) correlations with the clinical scores, respectively. Additionally, the contribution of the low and high NDI-based clusters to the whole brain WM significantly correlated with the clinical scores (p = 0.03 and p = 0.00047, respectively). No correlation was found when the clusters were based on the FA maps. CONCLUSION: Advanced diffusion MRI of TSC patients revealed widespread WM alterations. Neurite density showed significant correlations with disease severity and is therefore suggested to reflect an underlying biological process in TSC WM. The quantification of WM alterations by advanced diffusion MRI may be an additional biomarker for TSC and may be advantageous as a complementary MR protocol for the evaluation of TSC patients. Elsevier 2022-06-22 /pmc/articles/PMC9421460/ /pubmed/35780663 http://dx.doi.org/10.1016/j.nicl.2022.103085 Text en © 2022 Published by Elsevier Inc. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Regular Article Anaby, Debbie Shrot, Shai Belenky, Eugenia Ben-Zeev, Bruria Tzadok, Michal Neurite density of white matter significantly correlates with tuberous sclerosis complex disease severity |
title | Neurite density of white matter significantly correlates with tuberous sclerosis complex disease severity |
title_full | Neurite density of white matter significantly correlates with tuberous sclerosis complex disease severity |
title_fullStr | Neurite density of white matter significantly correlates with tuberous sclerosis complex disease severity |
title_full_unstemmed | Neurite density of white matter significantly correlates with tuberous sclerosis complex disease severity |
title_short | Neurite density of white matter significantly correlates with tuberous sclerosis complex disease severity |
title_sort | neurite density of white matter significantly correlates with tuberous sclerosis complex disease severity |
topic | Regular Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9421460/ https://www.ncbi.nlm.nih.gov/pubmed/35780663 http://dx.doi.org/10.1016/j.nicl.2022.103085 |
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