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Feasibility and Diagnostic Accuracy of Ischemic Stroke Territory Recognition Based on Two-Dimensional Projections of Three-Dimensional Diffusion MRI Data

This study was conducted to assess the feasibility and diagnostic accuracy of brain artery territory recognition based on geoprojected two-dimensional maps of diffusion MRI data in stroke patients. In this retrospective study, multiplanar diffusion MRI data of ischemic stroke patients was used to cr...

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Autores principales: Wrosch, Jana Katharina, Volbers, Bastian, Gölitz, Philipp, Gilbert, Daniel Frederic, Schwab, Stefan, Dörfler, Arnd, Kornhuber, Johannes, Groemer, Teja Wolfgang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4652171/
https://www.ncbi.nlm.nih.gov/pubmed/26635717
http://dx.doi.org/10.3389/fneur.2015.00239
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author Wrosch, Jana Katharina
Volbers, Bastian
Gölitz, Philipp
Gilbert, Daniel Frederic
Schwab, Stefan
Dörfler, Arnd
Kornhuber, Johannes
Groemer, Teja Wolfgang
author_facet Wrosch, Jana Katharina
Volbers, Bastian
Gölitz, Philipp
Gilbert, Daniel Frederic
Schwab, Stefan
Dörfler, Arnd
Kornhuber, Johannes
Groemer, Teja Wolfgang
author_sort Wrosch, Jana Katharina
collection PubMed
description This study was conducted to assess the feasibility and diagnostic accuracy of brain artery territory recognition based on geoprojected two-dimensional maps of diffusion MRI data in stroke patients. In this retrospective study, multiplanar diffusion MRI data of ischemic stroke patients was used to create a two-dimensional map of the entire brain. To guarantee correct representation of the stroke, a computer-aided brain artery territory diagnosis was developed and tested for its diagnostic accuracy. The test recognized the stroke-affected brain artery territory based on the position of the stroke in the map. The performance of the test was evaluated by comparing it to the reference standard of each patient’s diagnosed stroke territory on record. This study was designed and conducted according to Standards for Reporting of Diagnostic Accuracy (STARD). The statistical analysis included diagnostic accuracy parameters, cross-validation, and Youden Index optimization. After cross-validation on a cohort of 91 patients, the sensitivity of this territory diagnosis was 81% with a specificity of 87%. With this, the projection of strokes onto a two-dimensional map is accurate for representing the affected stroke territory and can be used to provide a static and printable overview of the diffusion MRI data. The projected map is compatible with other two-dimensional data such as EEG and will serve as a useful visualization tool.
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spelling pubmed-46521712015-12-03 Feasibility and Diagnostic Accuracy of Ischemic Stroke Territory Recognition Based on Two-Dimensional Projections of Three-Dimensional Diffusion MRI Data Wrosch, Jana Katharina Volbers, Bastian Gölitz, Philipp Gilbert, Daniel Frederic Schwab, Stefan Dörfler, Arnd Kornhuber, Johannes Groemer, Teja Wolfgang Front Neurol Neuroscience This study was conducted to assess the feasibility and diagnostic accuracy of brain artery territory recognition based on geoprojected two-dimensional maps of diffusion MRI data in stroke patients. In this retrospective study, multiplanar diffusion MRI data of ischemic stroke patients was used to create a two-dimensional map of the entire brain. To guarantee correct representation of the stroke, a computer-aided brain artery territory diagnosis was developed and tested for its diagnostic accuracy. The test recognized the stroke-affected brain artery territory based on the position of the stroke in the map. The performance of the test was evaluated by comparing it to the reference standard of each patient’s diagnosed stroke territory on record. This study was designed and conducted according to Standards for Reporting of Diagnostic Accuracy (STARD). The statistical analysis included diagnostic accuracy parameters, cross-validation, and Youden Index optimization. After cross-validation on a cohort of 91 patients, the sensitivity of this territory diagnosis was 81% with a specificity of 87%. With this, the projection of strokes onto a two-dimensional map is accurate for representing the affected stroke territory and can be used to provide a static and printable overview of the diffusion MRI data. The projected map is compatible with other two-dimensional data such as EEG and will serve as a useful visualization tool. Frontiers Media S.A. 2015-11-19 /pmc/articles/PMC4652171/ /pubmed/26635717 http://dx.doi.org/10.3389/fneur.2015.00239 Text en Copyright © 2015 Wrosch, Volbers, Gölitz, Gilbert, Schwab, Dörfler, Kornhuber and Groemer. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Wrosch, Jana Katharina
Volbers, Bastian
Gölitz, Philipp
Gilbert, Daniel Frederic
Schwab, Stefan
Dörfler, Arnd
Kornhuber, Johannes
Groemer, Teja Wolfgang
Feasibility and Diagnostic Accuracy of Ischemic Stroke Territory Recognition Based on Two-Dimensional Projections of Three-Dimensional Diffusion MRI Data
title Feasibility and Diagnostic Accuracy of Ischemic Stroke Territory Recognition Based on Two-Dimensional Projections of Three-Dimensional Diffusion MRI Data
title_full Feasibility and Diagnostic Accuracy of Ischemic Stroke Territory Recognition Based on Two-Dimensional Projections of Three-Dimensional Diffusion MRI Data
title_fullStr Feasibility and Diagnostic Accuracy of Ischemic Stroke Territory Recognition Based on Two-Dimensional Projections of Three-Dimensional Diffusion MRI Data
title_full_unstemmed Feasibility and Diagnostic Accuracy of Ischemic Stroke Territory Recognition Based on Two-Dimensional Projections of Three-Dimensional Diffusion MRI Data
title_short Feasibility and Diagnostic Accuracy of Ischemic Stroke Territory Recognition Based on Two-Dimensional Projections of Three-Dimensional Diffusion MRI Data
title_sort feasibility and diagnostic accuracy of ischemic stroke territory recognition based on two-dimensional projections of three-dimensional diffusion mri data
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4652171/
https://www.ncbi.nlm.nih.gov/pubmed/26635717
http://dx.doi.org/10.3389/fneur.2015.00239
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