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Combined Diffusion Tensor Imaging and Arterial Spin Labeling as Markers of Early Parkinson’s disease
This study aimed to identify a PD-specific MRI pattern using combined diffusion tensor imaging (DTI) and arterial spin labeling (ASL) to discriminate patients with early PD from healthy subjects and evaluate disease status. Twenty-one early and 22 mid-late PD patients, and 22 healthy, age/gender-mat...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5028727/ https://www.ncbi.nlm.nih.gov/pubmed/27646647 http://dx.doi.org/10.1038/srep33762 |
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author | Wei, Xiaobo Yan, Ronghua Chen, Zhaoyu Weng, Ruihui Liu, Xu Gao, Huimin Xu, Xiaofeng Kang, Zhuang Liu, Zhexing Guo, Yan Liu, Zhenhua Larsen, Jan Petter Wang, Jin Tang, Beisha Hallett, Mark Wang, Qing |
author_facet | Wei, Xiaobo Yan, Ronghua Chen, Zhaoyu Weng, Ruihui Liu, Xu Gao, Huimin Xu, Xiaofeng Kang, Zhuang Liu, Zhexing Guo, Yan Liu, Zhenhua Larsen, Jan Petter Wang, Jin Tang, Beisha Hallett, Mark Wang, Qing |
author_sort | Wei, Xiaobo |
collection | PubMed |
description | This study aimed to identify a PD-specific MRI pattern using combined diffusion tensor imaging (DTI) and arterial spin labeling (ASL) to discriminate patients with early PD from healthy subjects and evaluate disease status. Twenty-one early and 22 mid-late PD patients, and 22 healthy, age/gender-matched controls underwent 3-T MRI with apparent diffusion coefficient (ADC), fractional anisotropy (FA), fiber number (FN) and cerebral blood flow (CBF) measurements. We found that compared with healthy subjects, there was a profound reduction in FN passing through the SN in PD. FA in the SN and CBF in the caudate nucleus were inversely correlated with motor dysfunction. A negative correlation was observed between FA in the hippocampus (Hip) and the NMSS-Mood score, whereas CBF in the Hip and the prefrontal cortex(PFC) correlated with declined cognition. Stratified five-fold cross-validation identified FA in the SN(FA-SN(Av)), CBF in the PFC(CBF-PFC(Av)) and FA in the parietal white matter(FA-PWM(Av)), and the combination of these measurements offered relatively high accuracy (AUC 0.975, 90% sensitivity and 100% specificity) in distinguishing those with early PD from healthy subjects. We demonstrate that the decreased FNs through SN in combination with changes in FA-SN(Av), CBF-PFC(Av) and FA-PWM(Av) values might serve as potential markers of early-stage PD. |
format | Online Article Text |
id | pubmed-5028727 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-50287272016-09-26 Combined Diffusion Tensor Imaging and Arterial Spin Labeling as Markers of Early Parkinson’s disease Wei, Xiaobo Yan, Ronghua Chen, Zhaoyu Weng, Ruihui Liu, Xu Gao, Huimin Xu, Xiaofeng Kang, Zhuang Liu, Zhexing Guo, Yan Liu, Zhenhua Larsen, Jan Petter Wang, Jin Tang, Beisha Hallett, Mark Wang, Qing Sci Rep Article This study aimed to identify a PD-specific MRI pattern using combined diffusion tensor imaging (DTI) and arterial spin labeling (ASL) to discriminate patients with early PD from healthy subjects and evaluate disease status. Twenty-one early and 22 mid-late PD patients, and 22 healthy, age/gender-matched controls underwent 3-T MRI with apparent diffusion coefficient (ADC), fractional anisotropy (FA), fiber number (FN) and cerebral blood flow (CBF) measurements. We found that compared with healthy subjects, there was a profound reduction in FN passing through the SN in PD. FA in the SN and CBF in the caudate nucleus were inversely correlated with motor dysfunction. A negative correlation was observed between FA in the hippocampus (Hip) and the NMSS-Mood score, whereas CBF in the Hip and the prefrontal cortex(PFC) correlated with declined cognition. Stratified five-fold cross-validation identified FA in the SN(FA-SN(Av)), CBF in the PFC(CBF-PFC(Av)) and FA in the parietal white matter(FA-PWM(Av)), and the combination of these measurements offered relatively high accuracy (AUC 0.975, 90% sensitivity and 100% specificity) in distinguishing those with early PD from healthy subjects. We demonstrate that the decreased FNs through SN in combination with changes in FA-SN(Av), CBF-PFC(Av) and FA-PWM(Av) values might serve as potential markers of early-stage PD. Nature Publishing Group 2016-09-20 /pmc/articles/PMC5028727/ /pubmed/27646647 http://dx.doi.org/10.1038/srep33762 Text en Copyright © 2016, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Wei, Xiaobo Yan, Ronghua Chen, Zhaoyu Weng, Ruihui Liu, Xu Gao, Huimin Xu, Xiaofeng Kang, Zhuang Liu, Zhexing Guo, Yan Liu, Zhenhua Larsen, Jan Petter Wang, Jin Tang, Beisha Hallett, Mark Wang, Qing Combined Diffusion Tensor Imaging and Arterial Spin Labeling as Markers of Early Parkinson’s disease |
title | Combined Diffusion Tensor Imaging and Arterial Spin Labeling as Markers of Early Parkinson’s disease |
title_full | Combined Diffusion Tensor Imaging and Arterial Spin Labeling as Markers of Early Parkinson’s disease |
title_fullStr | Combined Diffusion Tensor Imaging and Arterial Spin Labeling as Markers of Early Parkinson’s disease |
title_full_unstemmed | Combined Diffusion Tensor Imaging and Arterial Spin Labeling as Markers of Early Parkinson’s disease |
title_short | Combined Diffusion Tensor Imaging and Arterial Spin Labeling as Markers of Early Parkinson’s disease |
title_sort | combined diffusion tensor imaging and arterial spin labeling as markers of early parkinson’s disease |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5028727/ https://www.ncbi.nlm.nih.gov/pubmed/27646647 http://dx.doi.org/10.1038/srep33762 |
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