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Texture-based markers from structural imaging correlate with motor handicap in Parkinson’s disease

There is a growing need for surrogate biomarkers for Parkinson’s disease (PD). Structural analysis using magnetic resonance imaging with T1-weighted sequences has the potential to quantify histopathological changes. Degeneration is typically measured by the volume and shape of morphological changes....

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Autores principales: Betrouni, Nacim, Moreau, Caroline, Rolland, Anne-Sophie, Carrière, Nicolas, Chupin, Marie, Kuchcinski, Gregory, Lopes, Renaud, Viard, Romain, Defebvre, Luc, Devos, David
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7851138/
https://www.ncbi.nlm.nih.gov/pubmed/33526820
http://dx.doi.org/10.1038/s41598-021-81209-4
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author Betrouni, Nacim
Moreau, Caroline
Rolland, Anne-Sophie
Carrière, Nicolas
Chupin, Marie
Kuchcinski, Gregory
Lopes, Renaud
Viard, Romain
Defebvre, Luc
Devos, David
author_facet Betrouni, Nacim
Moreau, Caroline
Rolland, Anne-Sophie
Carrière, Nicolas
Chupin, Marie
Kuchcinski, Gregory
Lopes, Renaud
Viard, Romain
Defebvre, Luc
Devos, David
author_sort Betrouni, Nacim
collection PubMed
description There is a growing need for surrogate biomarkers for Parkinson’s disease (PD). Structural analysis using magnetic resonance imaging with T1-weighted sequences has the potential to quantify histopathological changes. Degeneration is typically measured by the volume and shape of morphological changes. However, these changes appear late in the disease, preventing their use as surrogate markers. We investigated texture changes in 108 individuals, divided into three groups, matched in terms of sex and age: (1) healthy controls (n = 32); (2) patients with early-stage PD (n = 39); and (3) patients with late-stage PD and severe L-dopa-related complications (n = 37). All patients were assessed in off-treatment conditions. Statistical analysis of first- and second-order texture features was conducted in the substantia nigra, striatum, thalamus and sub-thalamic nucleus. Regions of interest volumetry and voxel-based morphometry were performed for comparison. Significantly different texture features were observed between the three populations, with some showing a gradual linear progression between the groups. The volumetric changes in the two PD patient groups were not significantly different. Texture features were significantly associated with clinical scores for motor handicap. These results suggest that texture features, measured in the nigrostriatal pathway at PD diagnosis, may be useful in predicting clinical progression of motor handicap.
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spelling pubmed-78511382021-02-03 Texture-based markers from structural imaging correlate with motor handicap in Parkinson’s disease Betrouni, Nacim Moreau, Caroline Rolland, Anne-Sophie Carrière, Nicolas Chupin, Marie Kuchcinski, Gregory Lopes, Renaud Viard, Romain Defebvre, Luc Devos, David Sci Rep Article There is a growing need for surrogate biomarkers for Parkinson’s disease (PD). Structural analysis using magnetic resonance imaging with T1-weighted sequences has the potential to quantify histopathological changes. Degeneration is typically measured by the volume and shape of morphological changes. However, these changes appear late in the disease, preventing their use as surrogate markers. We investigated texture changes in 108 individuals, divided into three groups, matched in terms of sex and age: (1) healthy controls (n = 32); (2) patients with early-stage PD (n = 39); and (3) patients with late-stage PD and severe L-dopa-related complications (n = 37). All patients were assessed in off-treatment conditions. Statistical analysis of first- and second-order texture features was conducted in the substantia nigra, striatum, thalamus and sub-thalamic nucleus. Regions of interest volumetry and voxel-based morphometry were performed for comparison. Significantly different texture features were observed between the three populations, with some showing a gradual linear progression between the groups. The volumetric changes in the two PD patient groups were not significantly different. Texture features were significantly associated with clinical scores for motor handicap. These results suggest that texture features, measured in the nigrostriatal pathway at PD diagnosis, may be useful in predicting clinical progression of motor handicap. Nature Publishing Group UK 2021-02-01 /pmc/articles/PMC7851138/ /pubmed/33526820 http://dx.doi.org/10.1038/s41598-021-81209-4 Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Betrouni, Nacim
Moreau, Caroline
Rolland, Anne-Sophie
Carrière, Nicolas
Chupin, Marie
Kuchcinski, Gregory
Lopes, Renaud
Viard, Romain
Defebvre, Luc
Devos, David
Texture-based markers from structural imaging correlate with motor handicap in Parkinson’s disease
title Texture-based markers from structural imaging correlate with motor handicap in Parkinson’s disease
title_full Texture-based markers from structural imaging correlate with motor handicap in Parkinson’s disease
title_fullStr Texture-based markers from structural imaging correlate with motor handicap in Parkinson’s disease
title_full_unstemmed Texture-based markers from structural imaging correlate with motor handicap in Parkinson’s disease
title_short Texture-based markers from structural imaging correlate with motor handicap in Parkinson’s disease
title_sort texture-based markers from structural imaging correlate with motor handicap in parkinson’s disease
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7851138/
https://www.ncbi.nlm.nih.gov/pubmed/33526820
http://dx.doi.org/10.1038/s41598-021-81209-4
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