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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...

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Autores principales: 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.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
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.
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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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