Physical and digital phantoms for validating tractography and assessing artifacts

Fiber tractography is widely used to non-invasively map white-matter bundles in vivo using diffusion-weighted magnetic resonance imaging (dMRI). As it is the case for all scientific methods, proper validation is a key prerequisite for the successful application of fiber tractography, be it in the ar...

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Autores principales: Ivana Drobnjak, Peter Neher, Cyril Poupon, Tabinda Sarwar
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Lenguaje:EN
Publicado: Elsevier 2021
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spelling oai:doaj.org-article:e84cd92b1b2a40b59086095e64a2e7562021-11-14T04:30:57ZPhysical and digital phantoms for validating tractography and assessing artifacts1095-957210.1016/j.neuroimage.2021.118704https://doaj.org/article/e84cd92b1b2a40b59086095e64a2e7562021-12-01T00:00:00Zhttp://www.sciencedirect.com/science/article/pii/S1053811921009769https://doaj.org/toc/1095-9572Fiber tractography is widely used to non-invasively map white-matter bundles in vivo using diffusion-weighted magnetic resonance imaging (dMRI). As it is the case for all scientific methods, proper validation is a key prerequisite for the successful application of fiber tractography, be it in the area of basic neuroscience or in a clinical setting. It is well-known that the indirect estimation of the fiber tracts from the local diffusion signal is highly ambiguous and extremely challenging. Furthermore, the validation of fiber tractography methods is hampered by the lack of a real ground truth, which is caused by the extremely complex brain microstructure that is not directly observable non-invasively and that is the basis of the huge network of long-range fiber connections in the brain that are the actual target of fiber tractography methods. As a substitute for in vivo data with a real ground truth that could be used for validation, a widely and successfully employed approach is the use of synthetic phantoms. In this work, we are providing an overview of the state-of-the-art in the area of physical and digital phantoms, answering the following guiding questions: “What are dMRI phantoms and what are they good for?”, “What would the ideal phantom for validation fiber tractography look like?” and “What phantoms, phantom datasets and tools used for their creation are available to the research community?”. We will further discuss the limitations and opportunities that come with the use of dMRI phantoms, and what future direction this field of research might take.Ivana DrobnjakPeter NeherCyril PouponTabinda SarwarElsevierarticleNeurosciences. Biological psychiatry. NeuropsychiatryRC321-571ENNeuroImage, Vol 245, Iss , Pp 118704- (2021)
institution DOAJ
collection DOAJ
language EN
topic Neurosciences. Biological psychiatry. Neuropsychiatry
RC321-571
spellingShingle Neurosciences. Biological psychiatry. Neuropsychiatry
RC321-571
Ivana Drobnjak
Peter Neher
Cyril Poupon
Tabinda Sarwar
Physical and digital phantoms for validating tractography and assessing artifacts
description Fiber tractography is widely used to non-invasively map white-matter bundles in vivo using diffusion-weighted magnetic resonance imaging (dMRI). As it is the case for all scientific methods, proper validation is a key prerequisite for the successful application of fiber tractography, be it in the area of basic neuroscience or in a clinical setting. It is well-known that the indirect estimation of the fiber tracts from the local diffusion signal is highly ambiguous and extremely challenging. Furthermore, the validation of fiber tractography methods is hampered by the lack of a real ground truth, which is caused by the extremely complex brain microstructure that is not directly observable non-invasively and that is the basis of the huge network of long-range fiber connections in the brain that are the actual target of fiber tractography methods. As a substitute for in vivo data with a real ground truth that could be used for validation, a widely and successfully employed approach is the use of synthetic phantoms. In this work, we are providing an overview of the state-of-the-art in the area of physical and digital phantoms, answering the following guiding questions: “What are dMRI phantoms and what are they good for?”, “What would the ideal phantom for validation fiber tractography look like?” and “What phantoms, phantom datasets and tools used for their creation are available to the research community?”. We will further discuss the limitations and opportunities that come with the use of dMRI phantoms, and what future direction this field of research might take.
format article
author Ivana Drobnjak
Peter Neher
Cyril Poupon
Tabinda Sarwar
author_facet Ivana Drobnjak
Peter Neher
Cyril Poupon
Tabinda Sarwar
author_sort Ivana Drobnjak
title Physical and digital phantoms for validating tractography and assessing artifacts
title_short Physical and digital phantoms for validating tractography and assessing artifacts
title_full Physical and digital phantoms for validating tractography and assessing artifacts
title_fullStr Physical and digital phantoms for validating tractography and assessing artifacts
title_full_unstemmed Physical and digital phantoms for validating tractography and assessing artifacts
title_sort physical and digital phantoms for validating tractography and assessing artifacts
publisher Elsevier
publishDate 2021
url https://doaj.org/article/e84cd92b1b2a40b59086095e64a2e756
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