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Comparison of probabilistic tractography and tract-based spatial statistics for assessing optic radiation damage in patients with autoimmune inflammatory disorders of the central nervous system

BACKGROUND: Diffusion Tensor Imaging (DTI) can evaluate microstructural tissue damage in the optic radiation (OR) of patients with clinically isolated syndrome (CIS), early relapsing-remitting multiple sclerosis and neuromyelitis optica spectrum disorders (NMOSD). Different post-processing technique...

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Autores principales: Kuchling, Joseph, Backner, Yael, Oertel, Frederike C., Raz, Noa, Bellmann-Strobl, Judith, Ruprecht, Klemens, Paul, Friedemann, Levin, Netta, Brandt, Alexander U., Scheel, Michael
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6029567/
https://www.ncbi.nlm.nih.gov/pubmed/29984162
http://dx.doi.org/10.1016/j.nicl.2018.05.004
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author Kuchling, Joseph
Backner, Yael
Oertel, Frederike C.
Raz, Noa
Bellmann-Strobl, Judith
Ruprecht, Klemens
Paul, Friedemann
Levin, Netta
Brandt, Alexander U.
Scheel, Michael
author_facet Kuchling, Joseph
Backner, Yael
Oertel, Frederike C.
Raz, Noa
Bellmann-Strobl, Judith
Ruprecht, Klemens
Paul, Friedemann
Levin, Netta
Brandt, Alexander U.
Scheel, Michael
author_sort Kuchling, Joseph
collection PubMed
description BACKGROUND: Diffusion Tensor Imaging (DTI) can evaluate microstructural tissue damage in the optic radiation (OR) of patients with clinically isolated syndrome (CIS), early relapsing-remitting multiple sclerosis and neuromyelitis optica spectrum disorders (NMOSD). Different post-processing techniques, e.g. tract-based spatial statistics (TBSS) and probabilistic tractography, exist to quantify this damage. OBJECTIVE: To evaluate the capacity of TBSS-based atlas region-of-interest (ROI) combination with 1) posterior thalamic radiation ROIs from the Johns Hopkins University atlas (JHU-TBSS), 2) Juelich Probabilistic ROIs (JUEL-TBSS) and tractography methods using 3) ConTrack (CON-PROB) and 4) constrained spherical deconvolution tractography (CSD-PROB) to detect OR damage in patients with a) NMOSD with prior ON (NMOSD-ON), b) CIS and early RRMS patients with ON (CIS/RRMS-ON) and c) CIS and early RRMS patients without prior ON (CIS/RRMS-NON) against healthy controls (HCs). METHODS: Twenty-three NMOSD-ON, 18 CIS/RRMS-ON, 21 CIS/RRMS-NON, and 26 HCs underwent 3 T MRI. DTI data analysis was carried out using JUEL-TBSS, JHU-TBSS, CON-PROB and CSD-PROB. Optical coherence tomography (OCT) and visual acuity testing was performed in the majority of patients and HCs. RESULTS: Absolute OR fractional anisotropy (FA) values differed between all methods but showed good correlation and agreement in Bland-Altman analysis. OR FA values between NMOSD and HC differed throughout the methodologies (p-values ranging from p < 0.0001 to 0.0043). ROC-analysis and effect size estimation revealed higher AUCs and R(2) for CSD-PROB (AUC = 0.812; R(2) = 0.282) and JHU-TBSS (AUC = 0.756; R(2) = 0.262), compared to CON-PROB (AUC = 0.742; R(2) = 0.179) and JUEL-TBSS (AUC = 0.719; R(2) = 0.161). Differences between CIS/RRMS-NON and HC were only observable in CSD-PROB (AUC = 0.796; R(2) = 0.094). No significant differences between CIS/RRMS-ON and HC were detected by any of the methods. CONCLUSIONS: All DTI post-processing techniques facilitated the detection of OR damage in patient groups with severe microstructural OR degradation. The comparison of distinct disease groups by use of different methods may lead to different - either false-positive or false-negative - results. Since different DTI post-processing approaches seem to provide complementary information on OR damage, application of distinct methods may depend on the relevant research question.
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spelling pubmed-60295672018-07-06 Comparison of probabilistic tractography and tract-based spatial statistics for assessing optic radiation damage in patients with autoimmune inflammatory disorders of the central nervous system Kuchling, Joseph Backner, Yael Oertel, Frederike C. Raz, Noa Bellmann-Strobl, Judith Ruprecht, Klemens Paul, Friedemann Levin, Netta Brandt, Alexander U. Scheel, Michael Neuroimage Clin Regular Article BACKGROUND: Diffusion Tensor Imaging (DTI) can evaluate microstructural tissue damage in the optic radiation (OR) of patients with clinically isolated syndrome (CIS), early relapsing-remitting multiple sclerosis and neuromyelitis optica spectrum disorders (NMOSD). Different post-processing techniques, e.g. tract-based spatial statistics (TBSS) and probabilistic tractography, exist to quantify this damage. OBJECTIVE: To evaluate the capacity of TBSS-based atlas region-of-interest (ROI) combination with 1) posterior thalamic radiation ROIs from the Johns Hopkins University atlas (JHU-TBSS), 2) Juelich Probabilistic ROIs (JUEL-TBSS) and tractography methods using 3) ConTrack (CON-PROB) and 4) constrained spherical deconvolution tractography (CSD-PROB) to detect OR damage in patients with a) NMOSD with prior ON (NMOSD-ON), b) CIS and early RRMS patients with ON (CIS/RRMS-ON) and c) CIS and early RRMS patients without prior ON (CIS/RRMS-NON) against healthy controls (HCs). METHODS: Twenty-three NMOSD-ON, 18 CIS/RRMS-ON, 21 CIS/RRMS-NON, and 26 HCs underwent 3 T MRI. DTI data analysis was carried out using JUEL-TBSS, JHU-TBSS, CON-PROB and CSD-PROB. Optical coherence tomography (OCT) and visual acuity testing was performed in the majority of patients and HCs. RESULTS: Absolute OR fractional anisotropy (FA) values differed between all methods but showed good correlation and agreement in Bland-Altman analysis. OR FA values between NMOSD and HC differed throughout the methodologies (p-values ranging from p < 0.0001 to 0.0043). ROC-analysis and effect size estimation revealed higher AUCs and R(2) for CSD-PROB (AUC = 0.812; R(2) = 0.282) and JHU-TBSS (AUC = 0.756; R(2) = 0.262), compared to CON-PROB (AUC = 0.742; R(2) = 0.179) and JUEL-TBSS (AUC = 0.719; R(2) = 0.161). Differences between CIS/RRMS-NON and HC were only observable in CSD-PROB (AUC = 0.796; R(2) = 0.094). No significant differences between CIS/RRMS-ON and HC were detected by any of the methods. CONCLUSIONS: All DTI post-processing techniques facilitated the detection of OR damage in patient groups with severe microstructural OR degradation. The comparison of distinct disease groups by use of different methods may lead to different - either false-positive or false-negative - results. Since different DTI post-processing approaches seem to provide complementary information on OR damage, application of distinct methods may depend on the relevant research question. Elsevier 2018-05-08 /pmc/articles/PMC6029567/ /pubmed/29984162 http://dx.doi.org/10.1016/j.nicl.2018.05.004 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 Regular Article
Kuchling, Joseph
Backner, Yael
Oertel, Frederike C.
Raz, Noa
Bellmann-Strobl, Judith
Ruprecht, Klemens
Paul, Friedemann
Levin, Netta
Brandt, Alexander U.
Scheel, Michael
Comparison of probabilistic tractography and tract-based spatial statistics for assessing optic radiation damage in patients with autoimmune inflammatory disorders of the central nervous system
title Comparison of probabilistic tractography and tract-based spatial statistics for assessing optic radiation damage in patients with autoimmune inflammatory disorders of the central nervous system
title_full Comparison of probabilistic tractography and tract-based spatial statistics for assessing optic radiation damage in patients with autoimmune inflammatory disorders of the central nervous system
title_fullStr Comparison of probabilistic tractography and tract-based spatial statistics for assessing optic radiation damage in patients with autoimmune inflammatory disorders of the central nervous system
title_full_unstemmed Comparison of probabilistic tractography and tract-based spatial statistics for assessing optic radiation damage in patients with autoimmune inflammatory disorders of the central nervous system
title_short Comparison of probabilistic tractography and tract-based spatial statistics for assessing optic radiation damage in patients with autoimmune inflammatory disorders of the central nervous system
title_sort comparison of probabilistic tractography and tract-based spatial statistics for assessing optic radiation damage in patients with autoimmune inflammatory disorders of the central nervous system
topic Regular Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6029567/
https://www.ncbi.nlm.nih.gov/pubmed/29984162
http://dx.doi.org/10.1016/j.nicl.2018.05.004
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