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Leveraging multi-shell diffusion for studies of brain development in youth and young adulthood
Diffusion weighted imaging (DWI) has advanced our understanding of brain microstructure evolution over development. Recently, the use of multi-shell diffusion imaging sequences has coincided with advances in modeling the diffusion signal, such as Neurite Orientation Dispersion and Density Imaging (N...
Autores principales: | , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7200217/ https://www.ncbi.nlm.nih.gov/pubmed/32510347 http://dx.doi.org/10.1016/j.dcn.2020.100788 |
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author | Pines, Adam R. Cieslak, Matthew Larsen, Bart Baum, Graham L. Cook, Philip A. Adebimpe, Azeez Dávila, Diego G. Elliott, Mark A. Jirsaraie, Robert Murtha, Kristin Oathes, Desmond J. Piiwaa, Kayla Rosen, Adon F.G. Rush, Sage Shinohara, Russell T. Bassett, Danielle S. Roalf, David R. Satterthwaite, Theodore D. |
author_facet | Pines, Adam R. Cieslak, Matthew Larsen, Bart Baum, Graham L. Cook, Philip A. Adebimpe, Azeez Dávila, Diego G. Elliott, Mark A. Jirsaraie, Robert Murtha, Kristin Oathes, Desmond J. Piiwaa, Kayla Rosen, Adon F.G. Rush, Sage Shinohara, Russell T. Bassett, Danielle S. Roalf, David R. Satterthwaite, Theodore D. |
author_sort | Pines, Adam R. |
collection | PubMed |
description | Diffusion weighted imaging (DWI) has advanced our understanding of brain microstructure evolution over development. Recently, the use of multi-shell diffusion imaging sequences has coincided with advances in modeling the diffusion signal, such as Neurite Orientation Dispersion and Density Imaging (NODDI) and Laplacian-regularized Mean Apparent Propagator MRI (MAPL). However, the relative utility of recently-developed diffusion models for understanding brain maturation remains sparsely investigated. Additionally, despite evidence that motion artifact is a major confound for studies of development, the vulnerability of metrics derived from contemporary models to in-scanner motion has not been described. Accordingly, in a sample of 120 youth and young adults (ages 12–30) we evaluated metrics derived from diffusion tensor imaging (DTI), NODDI, and MAPL for associations with age and in-scanner head motion at multiple scales. Specifically, we examined mean white matter values, white matter tracts, white matter voxels, and connections in structural brain networks. Our results revealed that multi-shell diffusion imaging data can be leveraged to robustly characterize neurodevelopment, and demonstrate stronger age effects than equivalent single-shell data. Additionally, MAPL-derived metrics were less sensitive to the confounding effects of head motion. Our findings suggest that multi-shell imaging data and contemporary modeling techniques confer important advantages for studies of neurodevelopment. |
format | Online Article Text |
id | pubmed-7200217 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-72002172020-05-07 Leveraging multi-shell diffusion for studies of brain development in youth and young adulthood Pines, Adam R. Cieslak, Matthew Larsen, Bart Baum, Graham L. Cook, Philip A. Adebimpe, Azeez Dávila, Diego G. Elliott, Mark A. Jirsaraie, Robert Murtha, Kristin Oathes, Desmond J. Piiwaa, Kayla Rosen, Adon F.G. Rush, Sage Shinohara, Russell T. Bassett, Danielle S. Roalf, David R. Satterthwaite, Theodore D. Dev Cogn Neurosci Original Research Diffusion weighted imaging (DWI) has advanced our understanding of brain microstructure evolution over development. Recently, the use of multi-shell diffusion imaging sequences has coincided with advances in modeling the diffusion signal, such as Neurite Orientation Dispersion and Density Imaging (NODDI) and Laplacian-regularized Mean Apparent Propagator MRI (MAPL). However, the relative utility of recently-developed diffusion models for understanding brain maturation remains sparsely investigated. Additionally, despite evidence that motion artifact is a major confound for studies of development, the vulnerability of metrics derived from contemporary models to in-scanner motion has not been described. Accordingly, in a sample of 120 youth and young adults (ages 12–30) we evaluated metrics derived from diffusion tensor imaging (DTI), NODDI, and MAPL for associations with age and in-scanner head motion at multiple scales. Specifically, we examined mean white matter values, white matter tracts, white matter voxels, and connections in structural brain networks. Our results revealed that multi-shell diffusion imaging data can be leveraged to robustly characterize neurodevelopment, and demonstrate stronger age effects than equivalent single-shell data. Additionally, MAPL-derived metrics were less sensitive to the confounding effects of head motion. Our findings suggest that multi-shell imaging data and contemporary modeling techniques confer important advantages for studies of neurodevelopment. Elsevier 2020-04-22 /pmc/articles/PMC7200217/ /pubmed/32510347 http://dx.doi.org/10.1016/j.dcn.2020.100788 Text en © 2020 The Author(s) http://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 | Original Research Pines, Adam R. Cieslak, Matthew Larsen, Bart Baum, Graham L. Cook, Philip A. Adebimpe, Azeez Dávila, Diego G. Elliott, Mark A. Jirsaraie, Robert Murtha, Kristin Oathes, Desmond J. Piiwaa, Kayla Rosen, Adon F.G. Rush, Sage Shinohara, Russell T. Bassett, Danielle S. Roalf, David R. Satterthwaite, Theodore D. Leveraging multi-shell diffusion for studies of brain development in youth and young adulthood |
title | Leveraging multi-shell diffusion for studies of brain development in youth and young adulthood |
title_full | Leveraging multi-shell diffusion for studies of brain development in youth and young adulthood |
title_fullStr | Leveraging multi-shell diffusion for studies of brain development in youth and young adulthood |
title_full_unstemmed | Leveraging multi-shell diffusion for studies of brain development in youth and young adulthood |
title_short | Leveraging multi-shell diffusion for studies of brain development in youth and young adulthood |
title_sort | leveraging multi-shell diffusion for studies of brain development in youth and young adulthood |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7200217/ https://www.ncbi.nlm.nih.gov/pubmed/32510347 http://dx.doi.org/10.1016/j.dcn.2020.100788 |
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