Evaluating contextual processing in diffusion MRI: application to optic radiation reconstruction for epilepsy surgery.

Diffusion MRI and tractography allow for investigation of the architectural configuration of white matter in vivo, offering new avenues for applications like presurgical planning. Despite the promising outlook, there are many pitfalls that complicate its use for (clinical) application. Amongst these...

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Main Authors: Chantal M W Tax, Remco Duits, Anna Vilanova, Bart M ter Haar Romeny, Paul Hofman, Louis Wagner, Alexander Leemans, Pauly Ossenblok
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2014-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4117467?pdf=render
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spelling doaj-298a348124a34223b626e966c9b579f82020-11-25T01:27:14ZengPublic Library of Science (PLoS)PLoS ONE1932-62032014-01-0197e10152410.1371/journal.pone.0101524Evaluating contextual processing in diffusion MRI: application to optic radiation reconstruction for epilepsy surgery.Chantal M W TaxRemco DuitsAnna VilanovaBart M ter Haar RomenyPaul HofmanLouis WagnerAlexander LeemansPauly OssenblokDiffusion MRI and tractography allow for investigation of the architectural configuration of white matter in vivo, offering new avenues for applications like presurgical planning. Despite the promising outlook, there are many pitfalls that complicate its use for (clinical) application. Amongst these are inaccuracies in the geometry of the diffusion profiles on which tractography is based, and poor alignment with neighboring profiles. Recently developed contextual processing techniques, including enhancement and well-posed geometric sharpening, have shown to result in sharper and better aligned diffusion profiles. However, the research that has been conducted up to now is mainly of theoretical nature, and so far these techniques have only been evaluated by visual inspection of the diffusion profiles. In this work, the method is evaluated in a clinically relevant application: the reconstruction of the optic radiation for epilepsy surgery. For this evaluation we have developed a framework in which we incorporate a novel scoring procedure for individual pathways. We demonstrate that, using enhancement and sharpening, the extraction of an anatomically plausible reconstruction of the optic radiation from a large amount of probabilistic pathways is greatly improved in three healthy controls, where currently used methods fail to do so. Furthermore, challenging reconstructions of the optic radiation in three epilepsy surgery candidates with extensive brain lesions demonstrate that it is beneficial to integrate these methods in surgical planning.http://europepmc.org/articles/PMC4117467?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Chantal M W Tax
Remco Duits
Anna Vilanova
Bart M ter Haar Romeny
Paul Hofman
Louis Wagner
Alexander Leemans
Pauly Ossenblok
spellingShingle Chantal M W Tax
Remco Duits
Anna Vilanova
Bart M ter Haar Romeny
Paul Hofman
Louis Wagner
Alexander Leemans
Pauly Ossenblok
Evaluating contextual processing in diffusion MRI: application to optic radiation reconstruction for epilepsy surgery.
PLoS ONE
author_facet Chantal M W Tax
Remco Duits
Anna Vilanova
Bart M ter Haar Romeny
Paul Hofman
Louis Wagner
Alexander Leemans
Pauly Ossenblok
author_sort Chantal M W Tax
title Evaluating contextual processing in diffusion MRI: application to optic radiation reconstruction for epilepsy surgery.
title_short Evaluating contextual processing in diffusion MRI: application to optic radiation reconstruction for epilepsy surgery.
title_full Evaluating contextual processing in diffusion MRI: application to optic radiation reconstruction for epilepsy surgery.
title_fullStr Evaluating contextual processing in diffusion MRI: application to optic radiation reconstruction for epilepsy surgery.
title_full_unstemmed Evaluating contextual processing in diffusion MRI: application to optic radiation reconstruction for epilepsy surgery.
title_sort evaluating contextual processing in diffusion mri: application to optic radiation reconstruction for epilepsy surgery.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2014-01-01
description Diffusion MRI and tractography allow for investigation of the architectural configuration of white matter in vivo, offering new avenues for applications like presurgical planning. Despite the promising outlook, there are many pitfalls that complicate its use for (clinical) application. Amongst these are inaccuracies in the geometry of the diffusion profiles on which tractography is based, and poor alignment with neighboring profiles. Recently developed contextual processing techniques, including enhancement and well-posed geometric sharpening, have shown to result in sharper and better aligned diffusion profiles. However, the research that has been conducted up to now is mainly of theoretical nature, and so far these techniques have only been evaluated by visual inspection of the diffusion profiles. In this work, the method is evaluated in a clinically relevant application: the reconstruction of the optic radiation for epilepsy surgery. For this evaluation we have developed a framework in which we incorporate a novel scoring procedure for individual pathways. We demonstrate that, using enhancement and sharpening, the extraction of an anatomically plausible reconstruction of the optic radiation from a large amount of probabilistic pathways is greatly improved in three healthy controls, where currently used methods fail to do so. Furthermore, challenging reconstructions of the optic radiation in three epilepsy surgery candidates with extensive brain lesions demonstrate that it is beneficial to integrate these methods in surgical planning.
url http://europepmc.org/articles/PMC4117467?pdf=render
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