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Automated processing pipeline for neonatal diffusion MRI in the developing Human Connectome Project

The developing Human Connectome Project is set to create and make available to the scientific community a 4-dimensional map of functional and structural cerebral connectivity from 20 to 44 weeks post-menstrual age, to allow exploration of the genetic and environmental influences on brain development...

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Autores principales: Bastiani, Matteo, Andersson, Jesper L.R., Cordero-Grande, Lucilio, Murgasova, Maria, Hutter, Jana, Price, Anthony N., Makropoulos, Antonios, Fitzgibbon, Sean P., Hughes, Emer, Rueckert, Daniel, Victor, Suresh, Rutherford, Mary, Edwards, A. David, Smith, Stephen M., Tournier, Jacques-Donald, Hajnal, Joseph V., Jbabdi, Saad, Sotiropoulos, Stamatios N.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Academic Press 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6299258/
https://www.ncbi.nlm.nih.gov/pubmed/29852283
http://dx.doi.org/10.1016/j.neuroimage.2018.05.064
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author Bastiani, Matteo
Andersson, Jesper L.R.
Cordero-Grande, Lucilio
Murgasova, Maria
Hutter, Jana
Price, Anthony N.
Makropoulos, Antonios
Fitzgibbon, Sean P.
Hughes, Emer
Rueckert, Daniel
Victor, Suresh
Rutherford, Mary
Edwards, A. David
Smith, Stephen M.
Tournier, Jacques-Donald
Hajnal, Joseph V.
Jbabdi, Saad
Sotiropoulos, Stamatios N.
author_facet Bastiani, Matteo
Andersson, Jesper L.R.
Cordero-Grande, Lucilio
Murgasova, Maria
Hutter, Jana
Price, Anthony N.
Makropoulos, Antonios
Fitzgibbon, Sean P.
Hughes, Emer
Rueckert, Daniel
Victor, Suresh
Rutherford, Mary
Edwards, A. David
Smith, Stephen M.
Tournier, Jacques-Donald
Hajnal, Joseph V.
Jbabdi, Saad
Sotiropoulos, Stamatios N.
author_sort Bastiani, Matteo
collection PubMed
description The developing Human Connectome Project is set to create and make available to the scientific community a 4-dimensional map of functional and structural cerebral connectivity from 20 to 44 weeks post-menstrual age, to allow exploration of the genetic and environmental influences on brain development, and the relation between connectivity and neurocognitive function. A large set of multi-modal MRI data from fetuses and newborn infants is currently being acquired, along with genetic, clinical and developmental information. In this overview, we describe the neonatal diffusion MRI (dMRI) image processing pipeline and the structural connectivity aspect of the project. Neonatal dMRI data poses specific challenges, and standard analysis techniques used for adult data are not directly applicable. We have developed a processing pipeline that deals directly with neonatal-specific issues, such as severe motion and motion-related artefacts, small brain sizes, high brain water content and reduced anisotropy. This pipeline allows automated analysis of in-vivo dMRI data, probes tissue microstructure, reconstructs a number of major white matter tracts, and includes an automated quality control framework that identifies processing issues or inconsistencies. We here describe the pipeline and present an exemplar analysis of data from 140 infants imaged at 38–44 weeks post-menstrual age.
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spelling pubmed-62992582019-01-15 Automated processing pipeline for neonatal diffusion MRI in the developing Human Connectome Project Bastiani, Matteo Andersson, Jesper L.R. Cordero-Grande, Lucilio Murgasova, Maria Hutter, Jana Price, Anthony N. Makropoulos, Antonios Fitzgibbon, Sean P. Hughes, Emer Rueckert, Daniel Victor, Suresh Rutherford, Mary Edwards, A. David Smith, Stephen M. Tournier, Jacques-Donald Hajnal, Joseph V. Jbabdi, Saad Sotiropoulos, Stamatios N. Neuroimage Article The developing Human Connectome Project is set to create and make available to the scientific community a 4-dimensional map of functional and structural cerebral connectivity from 20 to 44 weeks post-menstrual age, to allow exploration of the genetic and environmental influences on brain development, and the relation between connectivity and neurocognitive function. A large set of multi-modal MRI data from fetuses and newborn infants is currently being acquired, along with genetic, clinical and developmental information. In this overview, we describe the neonatal diffusion MRI (dMRI) image processing pipeline and the structural connectivity aspect of the project. Neonatal dMRI data poses specific challenges, and standard analysis techniques used for adult data are not directly applicable. We have developed a processing pipeline that deals directly with neonatal-specific issues, such as severe motion and motion-related artefacts, small brain sizes, high brain water content and reduced anisotropy. This pipeline allows automated analysis of in-vivo dMRI data, probes tissue microstructure, reconstructs a number of major white matter tracts, and includes an automated quality control framework that identifies processing issues or inconsistencies. We here describe the pipeline and present an exemplar analysis of data from 140 infants imaged at 38–44 weeks post-menstrual age. Academic Press 2019-01-15 /pmc/articles/PMC6299258/ /pubmed/29852283 http://dx.doi.org/10.1016/j.neuroimage.2018.05.064 Text en © 2018 The Authors http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Bastiani, Matteo
Andersson, Jesper L.R.
Cordero-Grande, Lucilio
Murgasova, Maria
Hutter, Jana
Price, Anthony N.
Makropoulos, Antonios
Fitzgibbon, Sean P.
Hughes, Emer
Rueckert, Daniel
Victor, Suresh
Rutherford, Mary
Edwards, A. David
Smith, Stephen M.
Tournier, Jacques-Donald
Hajnal, Joseph V.
Jbabdi, Saad
Sotiropoulos, Stamatios N.
Automated processing pipeline for neonatal diffusion MRI in the developing Human Connectome Project
title Automated processing pipeline for neonatal diffusion MRI in the developing Human Connectome Project
title_full Automated processing pipeline for neonatal diffusion MRI in the developing Human Connectome Project
title_fullStr Automated processing pipeline for neonatal diffusion MRI in the developing Human Connectome Project
title_full_unstemmed Automated processing pipeline for neonatal diffusion MRI in the developing Human Connectome Project
title_short Automated processing pipeline for neonatal diffusion MRI in the developing Human Connectome Project
title_sort automated processing pipeline for neonatal diffusion mri in the developing human connectome project
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6299258/
https://www.ncbi.nlm.nih.gov/pubmed/29852283
http://dx.doi.org/10.1016/j.neuroimage.2018.05.064
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