Reproducibility of superficial white matter tracts using diffusion-weighted imaging tractography

Human brain connection map is far from being complete. In particular the study of the superficial white matter (SWM) is an unachieved task. Its description is essential for the understanding of human brain function and the study of pathogenesis triggered by abnormal connectivity. In this work we aut...

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Published inNeuroImage (Orlando, Fla.) Vol. 147; pp. 703 - 725
Main Authors Guevara, Miguel, Román, Claudio, Houenou, Josselin, Duclap, Delphine, Poupon, Cyril, Mangin, Jean François, Guevara, Pamela
Format Journal Article
LanguageEnglish
Published United States Elsevier Inc 15.02.2017
Elsevier Limited
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Abstract Human brain connection map is far from being complete. In particular the study of the superficial white matter (SWM) is an unachieved task. Its description is essential for the understanding of human brain function and the study of pathogenesis triggered by abnormal connectivity. In this work we automatically created a multi-subject atlas of SWM diffusion-based bundles of the whole brain. For each subject, the complete cortico-cortical tractogram is first split into sub-tractograms connecting pairs of gyri. Then intra-subject shape-based fiber clustering performs compression of each sub-tractogram into a set of bundles. Proceeding further with shape-based clustering provides a match of the bundles across subjects. Bundles found in most of the subjects are instantiated in the atlas. To increase robustness, this procedure was performed with two independent groups of subjects, in order to discard bundles without match across the two independent atlases. Finally, the resulting intersection atlas was projected on a third independent group of subjects in order to filter out bundles without reproducible and reliable projection. The final multi-subject diffusion-based U-fiber atlas is composed of 100 bundles in total, 50 per hemisphere, from which 35 are common to both hemispheres. •We propose an hybrid method for the study of the reproducibility of superficial white matter bundles of the whole brain, using diffusion-weighted imaging.•The method combines cortical parcellation and fiber clustering in order to determine reproducible well-defined bundles across subjects.•A multi-subject atlas of 100 reproducible bundles is finally created, from which 35 are common to both hemispheres.
AbstractList Human brain connection map is far from being complete. In particular the study of the superficial white matter (SWM) is an unachieved task. Its description is essential for the understanding of human brain function and the study of pathogenesis triggered by abnormal connectivity. In this work we automatically created a multi-subject atlas of SWM diffusion-based bundles of the whole brain. For each subject, the complete cortico-cortical tractogram is first split into sub-tractograms connecting pairs of gyri. Then intra-subject shape-based fiber clustering performs compression of each sub-tractogram into a set of bundles. Proceeding further with shape-based clustering provides a match of the bundles across subjects. Bundles found in most of the subjects are instantiated in the atlas. To increase robustness, this procedure was performed with two independent groups of subjects, in order to discard bundles without match across the two independent atlases. Finally, the resulting intersection atlas was projected on a third independent group of subjects in order to filter out bundles without reproducible and reliable projection. The final multi-subject diffusion-based U-fiber atlas is composed of 100 bundles in total, 50 per hemisphere, from which 35 are common to both hemispheres.
Human brain connection map is far from being complete. In particular the study of the superficial white matter (SWM) is an unachieved task. Its description is essential for the understanding of human brain function and the study of pathogenesis triggered by abnormal connectivity. In this work we automatically created a multi-subject atlas of SWM diffusion-based bundles of the whole brain. For each subject, the complete cortico-cortical tractogram is first split into sub-tractograms connecting pairs of gyri. Then intra-subject shape-based fiber clustering performs compression of each sub-tractogram into a set of bundles. Proceeding further with shape-based clustering provides a match of the bundles across subjects. Bundles found in most of the subjects are instantiated in the atlas. To increase robustness, this procedure was performed with two independent groups of subjects, in order to discard bundles without match across the two independent atlases. Finally, the resulting intersection atlas was projected on a third independent group of subjects in order to filter out bundles without reproducible and reliable projection. The final multi-subject diffusion-based U-fiber atlas is composed of 100 bundles in total, 50 per hemisphere, from which 35 are common to both hemispheres. •We propose an hybrid method for the study of the reproducibility of superficial white matter bundles of the whole brain, using diffusion-weighted imaging.•The method combines cortical parcellation and fiber clustering in order to determine reproducible well-defined bundles across subjects.•A multi-subject atlas of 100 reproducible bundles is finally created, from which 35 are common to both hemispheres.
Author Poupon, Cyril
Houenou, Josselin
Duclap, Delphine
Guevara, Miguel
Mangin, Jean François
Román, Claudio
Guevara, Pamela
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/28034765$$D View this record in MEDLINE/PubMed
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Keywords Tractography segmentation
Diffusion MRI
White matter tracts
Fiber clustering
Bundle atlas
Short association fibers
Language English
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Snippet Human brain connection map is far from being complete. In particular the study of the superficial white matter (SWM) is an unachieved task. Its description is...
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SubjectTerms Attention deficit hyperactivity disorder
Autism
Automation
Brain
Brain mapping
Bundle atlas
Compression
Cortex
Diffusion MRI
Dissection
Fiber clustering
Neural networks
Neuroimaging
NMR
Nuclear magnetic resonance
Reproducibility
Schizophrenia
Short association fibers
Substantia alba
Tractography segmentation
White matter tracts
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Title Reproducibility of superficial white matter tracts using diffusion-weighted imaging tractography
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