Cargando…
A robust method for the detection of small changes in relaxation parameters and free water content in the vicinity of the substantia nigra in Parkinson’s disease patients
Alterations in the substantia nigra are strongly associated with Parkinson’s disease. However, due to low contrast and partial volume effects present in typical MRI images, the substantia nigra is not of sufficient size to obtain a reliable segmentation for region-of-interest based analysis. To comb...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7904163/ https://www.ncbi.nlm.nih.gov/pubmed/33626092 http://dx.doi.org/10.1371/journal.pone.0247552 |
_version_ | 1783654873627099136 |
---|---|
author | Dzieciol, Krzysztof Iordanishvili, Elene Abbas, Zaheer Nahimi, Adjmal Winterdahl, Michael Shah, N. Jon |
author_facet | Dzieciol, Krzysztof Iordanishvili, Elene Abbas, Zaheer Nahimi, Adjmal Winterdahl, Michael Shah, N. Jon |
author_sort | Dzieciol, Krzysztof |
collection | PubMed |
description | Alterations in the substantia nigra are strongly associated with Parkinson’s disease. However, due to low contrast and partial volume effects present in typical MRI images, the substantia nigra is not of sufficient size to obtain a reliable segmentation for region-of-interest based analysis. To combat this problem, the approach proposed here offers a method to investigate and reveal changes in quantitative MRI parameters in the vicinity of substantia nigra without any a priori delineation. This approach uses an alternative method of statistical, voxel-based analysis of quantitative maps and was tested on 18 patients and 15 healthy controls using a well-established, quantitative free water mapping protocol. It was possible to reveal the topology and the location of pathological changes in the substantia nigra and its vicinity. Moreover, a decrease in free water content, T(1) and T(2)* in the vicinity of substantia nigra was indicated in the Parkinson’s disease patients compared to the healthy controls. These findings reflect a disruption of grey matter and iron accumulation, which is known to lead to neurodegeneration. Consequently, the proposed method demonstrates an increased sensitivity for the detection of pathological changes—even in small regions—and can facilitate disease monitoring via quantitative MR parameters. |
format | Online Article Text |
id | pubmed-7904163 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-79041632021-03-02 A robust method for the detection of small changes in relaxation parameters and free water content in the vicinity of the substantia nigra in Parkinson’s disease patients Dzieciol, Krzysztof Iordanishvili, Elene Abbas, Zaheer Nahimi, Adjmal Winterdahl, Michael Shah, N. Jon PLoS One Research Article Alterations in the substantia nigra are strongly associated with Parkinson’s disease. However, due to low contrast and partial volume effects present in typical MRI images, the substantia nigra is not of sufficient size to obtain a reliable segmentation for region-of-interest based analysis. To combat this problem, the approach proposed here offers a method to investigate and reveal changes in quantitative MRI parameters in the vicinity of substantia nigra without any a priori delineation. This approach uses an alternative method of statistical, voxel-based analysis of quantitative maps and was tested on 18 patients and 15 healthy controls using a well-established, quantitative free water mapping protocol. It was possible to reveal the topology and the location of pathological changes in the substantia nigra and its vicinity. Moreover, a decrease in free water content, T(1) and T(2)* in the vicinity of substantia nigra was indicated in the Parkinson’s disease patients compared to the healthy controls. These findings reflect a disruption of grey matter and iron accumulation, which is known to lead to neurodegeneration. Consequently, the proposed method demonstrates an increased sensitivity for the detection of pathological changes—even in small regions—and can facilitate disease monitoring via quantitative MR parameters. Public Library of Science 2021-02-24 /pmc/articles/PMC7904163/ /pubmed/33626092 http://dx.doi.org/10.1371/journal.pone.0247552 Text en © 2021 Dzieciol et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Dzieciol, Krzysztof Iordanishvili, Elene Abbas, Zaheer Nahimi, Adjmal Winterdahl, Michael Shah, N. Jon A robust method for the detection of small changes in relaxation parameters and free water content in the vicinity of the substantia nigra in Parkinson’s disease patients |
title | A robust method for the detection of small changes in relaxation parameters and free water content in the vicinity of the substantia nigra in Parkinson’s disease patients |
title_full | A robust method for the detection of small changes in relaxation parameters and free water content in the vicinity of the substantia nigra in Parkinson’s disease patients |
title_fullStr | A robust method for the detection of small changes in relaxation parameters and free water content in the vicinity of the substantia nigra in Parkinson’s disease patients |
title_full_unstemmed | A robust method for the detection of small changes in relaxation parameters and free water content in the vicinity of the substantia nigra in Parkinson’s disease patients |
title_short | A robust method for the detection of small changes in relaxation parameters and free water content in the vicinity of the substantia nigra in Parkinson’s disease patients |
title_sort | robust method for the detection of small changes in relaxation parameters and free water content in the vicinity of the substantia nigra in parkinson’s disease patients |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7904163/ https://www.ncbi.nlm.nih.gov/pubmed/33626092 http://dx.doi.org/10.1371/journal.pone.0247552 |
work_keys_str_mv | AT dzieciolkrzysztof arobustmethodforthedetectionofsmallchangesinrelaxationparametersandfreewatercontentinthevicinityofthesubstantianigrainparkinsonsdiseasepatients AT iordanishvilielene arobustmethodforthedetectionofsmallchangesinrelaxationparametersandfreewatercontentinthevicinityofthesubstantianigrainparkinsonsdiseasepatients AT abbaszaheer arobustmethodforthedetectionofsmallchangesinrelaxationparametersandfreewatercontentinthevicinityofthesubstantianigrainparkinsonsdiseasepatients AT nahimiadjmal arobustmethodforthedetectionofsmallchangesinrelaxationparametersandfreewatercontentinthevicinityofthesubstantianigrainparkinsonsdiseasepatients AT winterdahlmichael arobustmethodforthedetectionofsmallchangesinrelaxationparametersandfreewatercontentinthevicinityofthesubstantianigrainparkinsonsdiseasepatients AT shahnjon arobustmethodforthedetectionofsmallchangesinrelaxationparametersandfreewatercontentinthevicinityofthesubstantianigrainparkinsonsdiseasepatients AT dzieciolkrzysztof robustmethodforthedetectionofsmallchangesinrelaxationparametersandfreewatercontentinthevicinityofthesubstantianigrainparkinsonsdiseasepatients AT iordanishvilielene robustmethodforthedetectionofsmallchangesinrelaxationparametersandfreewatercontentinthevicinityofthesubstantianigrainparkinsonsdiseasepatients AT abbaszaheer robustmethodforthedetectionofsmallchangesinrelaxationparametersandfreewatercontentinthevicinityofthesubstantianigrainparkinsonsdiseasepatients AT nahimiadjmal robustmethodforthedetectionofsmallchangesinrelaxationparametersandfreewatercontentinthevicinityofthesubstantianigrainparkinsonsdiseasepatients AT winterdahlmichael robustmethodforthedetectionofsmallchangesinrelaxationparametersandfreewatercontentinthevicinityofthesubstantianigrainparkinsonsdiseasepatients AT shahnjon robustmethodforthedetectionofsmallchangesinrelaxationparametersandfreewatercontentinthevicinityofthesubstantianigrainparkinsonsdiseasepatients |