Cargando…
Neurite orientation dispersion and density imaging reveals white matter microstructural alterations in adults with autism
BACKGROUND: Evidences suggesting the association between behavioral anomalies in autism and white matter (WM) microstructural alterations are increasing. Diffusion tensor imaging (DTI) is widely used to infer tissue microstructure. However, due to its lack of specificity, the underlying pathology of...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8247240/ https://www.ncbi.nlm.nih.gov/pubmed/34193257 http://dx.doi.org/10.1186/s13229-021-00456-4 |
_version_ | 1783716479886163968 |
---|---|
author | Andica, Christina Kamagata, Koji Kirino, Eiji Uchida, Wataru Irie, Ryusuke Murata, Syo Aoki, Shigeki |
author_facet | Andica, Christina Kamagata, Koji Kirino, Eiji Uchida, Wataru Irie, Ryusuke Murata, Syo Aoki, Shigeki |
author_sort | Andica, Christina |
collection | PubMed |
description | BACKGROUND: Evidences suggesting the association between behavioral anomalies in autism and white matter (WM) microstructural alterations are increasing. Diffusion tensor imaging (DTI) is widely used to infer tissue microstructure. However, due to its lack of specificity, the underlying pathology of reported differences in DTI measures in autism remains poorly understood. Herein, we applied neurite orientation dispersion and density imaging (NODDI) to quantify and define more specific causes of WM microstructural changes associated with autism in adults. METHODS: NODDI (neurite density index [NDI], orientation dispersion index, and isotropic volume fraction [ISOVF]) and DTI (fractional anisotropy [FA], mean diffusivity [MD], axial diffusivity, and radial diffusivity [RD]) measures were compared between autism (N = 26; 19 males and 7 females; 32.93 ± 9.24 years old) and age- and sex-matched typically developing (TD; N = 25; 17 males and 8 females; 34.43 ± 9.02 years old) groups using tract-based spatial statistics and region-of-interest analyses. Linear discriminant analysis using leave-one-out cross-validation (LDA-LOOCV) was also performed to assess the discriminative power of diffusion measures in autism and TD. RESULTS: Significantly lower NDI and higher ISOVF, suggestive of decreased neurite density and increased extracellular free-water, respectively, were demonstrated in the autism group compared with the TD group, mainly in commissural and long-range association tracts, but with distinct predominant sides. Consistent with previous reports, the autism group showed lower FA and higher MD and RD when compared with TD group. Notably, LDA-LOOCV suggests that NDI and ISOVF have relatively higher accuracy (82%) and specificity (NDI, 84%; ISOVF, 88%) compared with that of FA, MD, and RD (accuracy, 67–73%; specificity, 68–80%). LIMITATIONS: The absence of histopathological confirmation limit the interpretation of our findings. CONCLUSIONS: Our results suggest that NODDI measures might be useful as imaging biomarkers to diagnose autism in adults and assess its behavioral characteristics. Furthermore, NODDI allows interpretation of previous findings on changes in WM diffusion tensor metrics in individuals with autism. |
format | Online Article Text |
id | pubmed-8247240 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-82472402021-07-06 Neurite orientation dispersion and density imaging reveals white matter microstructural alterations in adults with autism Andica, Christina Kamagata, Koji Kirino, Eiji Uchida, Wataru Irie, Ryusuke Murata, Syo Aoki, Shigeki Mol Autism Research BACKGROUND: Evidences suggesting the association between behavioral anomalies in autism and white matter (WM) microstructural alterations are increasing. Diffusion tensor imaging (DTI) is widely used to infer tissue microstructure. However, due to its lack of specificity, the underlying pathology of reported differences in DTI measures in autism remains poorly understood. Herein, we applied neurite orientation dispersion and density imaging (NODDI) to quantify and define more specific causes of WM microstructural changes associated with autism in adults. METHODS: NODDI (neurite density index [NDI], orientation dispersion index, and isotropic volume fraction [ISOVF]) and DTI (fractional anisotropy [FA], mean diffusivity [MD], axial diffusivity, and radial diffusivity [RD]) measures were compared between autism (N = 26; 19 males and 7 females; 32.93 ± 9.24 years old) and age- and sex-matched typically developing (TD; N = 25; 17 males and 8 females; 34.43 ± 9.02 years old) groups using tract-based spatial statistics and region-of-interest analyses. Linear discriminant analysis using leave-one-out cross-validation (LDA-LOOCV) was also performed to assess the discriminative power of diffusion measures in autism and TD. RESULTS: Significantly lower NDI and higher ISOVF, suggestive of decreased neurite density and increased extracellular free-water, respectively, were demonstrated in the autism group compared with the TD group, mainly in commissural and long-range association tracts, but with distinct predominant sides. Consistent with previous reports, the autism group showed lower FA and higher MD and RD when compared with TD group. Notably, LDA-LOOCV suggests that NDI and ISOVF have relatively higher accuracy (82%) and specificity (NDI, 84%; ISOVF, 88%) compared with that of FA, MD, and RD (accuracy, 67–73%; specificity, 68–80%). LIMITATIONS: The absence of histopathological confirmation limit the interpretation of our findings. CONCLUSIONS: Our results suggest that NODDI measures might be useful as imaging biomarkers to diagnose autism in adults and assess its behavioral characteristics. Furthermore, NODDI allows interpretation of previous findings on changes in WM diffusion tensor metrics in individuals with autism. BioMed Central 2021-06-30 /pmc/articles/PMC8247240/ /pubmed/34193257 http://dx.doi.org/10.1186/s13229-021-00456-4 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Andica, Christina Kamagata, Koji Kirino, Eiji Uchida, Wataru Irie, Ryusuke Murata, Syo Aoki, Shigeki Neurite orientation dispersion and density imaging reveals white matter microstructural alterations in adults with autism |
title | Neurite orientation dispersion and density imaging reveals white matter microstructural alterations in adults with autism |
title_full | Neurite orientation dispersion and density imaging reveals white matter microstructural alterations in adults with autism |
title_fullStr | Neurite orientation dispersion and density imaging reveals white matter microstructural alterations in adults with autism |
title_full_unstemmed | Neurite orientation dispersion and density imaging reveals white matter microstructural alterations in adults with autism |
title_short | Neurite orientation dispersion and density imaging reveals white matter microstructural alterations in adults with autism |
title_sort | neurite orientation dispersion and density imaging reveals white matter microstructural alterations in adults with autism |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8247240/ https://www.ncbi.nlm.nih.gov/pubmed/34193257 http://dx.doi.org/10.1186/s13229-021-00456-4 |
work_keys_str_mv | AT andicachristina neuriteorientationdispersionanddensityimagingrevealswhitemattermicrostructuralalterationsinadultswithautism AT kamagatakoji neuriteorientationdispersionanddensityimagingrevealswhitemattermicrostructuralalterationsinadultswithautism AT kirinoeiji neuriteorientationdispersionanddensityimagingrevealswhitemattermicrostructuralalterationsinadultswithautism AT uchidawataru neuriteorientationdispersionanddensityimagingrevealswhitemattermicrostructuralalterationsinadultswithautism AT irieryusuke neuriteorientationdispersionanddensityimagingrevealswhitemattermicrostructuralalterationsinadultswithautism AT muratasyo neuriteorientationdispersionanddensityimagingrevealswhitemattermicrostructuralalterationsinadultswithautism AT aokishigeki neuriteorientationdispersionanddensityimagingrevealswhitemattermicrostructuralalterationsinadultswithautism |