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Mean diffusivity in cortical gray matter in Alzheimer's disease: The importance of partial volume correction
Mean diffusivity (MD) measured by diffusion tensor imaging can reflect microstructural alterations of the brain's gray matter (GM). Therefore, GM MD may be a sensitive marker of neurodegeneration related to Alzheimer's Disease (AD). However, due to partial volume effects (PVE), differences...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5702878/ https://www.ncbi.nlm.nih.gov/pubmed/29201644 http://dx.doi.org/10.1016/j.nicl.2017.10.005 |
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author | Henf, Judith Grothe, Michel J. Brueggen, Katharina Teipel, Stefan Dyrba, Martin |
author_facet | Henf, Judith Grothe, Michel J. Brueggen, Katharina Teipel, Stefan Dyrba, Martin |
author_sort | Henf, Judith |
collection | PubMed |
description | Mean diffusivity (MD) measured by diffusion tensor imaging can reflect microstructural alterations of the brain's gray matter (GM). Therefore, GM MD may be a sensitive marker of neurodegeneration related to Alzheimer's Disease (AD). However, due to partial volume effects (PVE), differences in MD may be overestimated because of a higher degree of brain atrophy in AD patients and in cases with mild cognitive impairment (MCI). Here, we evaluated GM MD changes in AD and MCI compared with healthy controls, and the effect of partial volume correction (PVC) on diagnostic utility of MD. We determined region of interest (ROI) and voxel-wise group differences and diagnostic accuracy of MD and volume measures between matched samples of 39 AD, 39 MCI and 39 healthy subjects before and after PVC. Additionally, we assessed whether effects of GM MD values on diagnosis were mediated by volume. ROI and voxel-wise group differences were reduced after PVC. When using these ROIs for predicting group separation in logistic models, both PVE corrected and uncorrected GM MD values yielded a poorer diagnostic accuracy in single predictor models than regional volume. For the discrimination of AD patients and healthy controls, the effect of GM MD on diagnosis was significantly mediated by volume of hippocampus and posterior cingulate ROIs. Our results suggest that GM MD measurements are strongly confounded by PVE in the presence of brain atrophy, underlining the necessity of PVC when using these measurements as specific metrics of microstructural tissue degeneration. Independently of PVC, regional MD was not superior to regional volume in separating prodromal and clinical stages of AD from healthy controls. |
format | Online Article Text |
id | pubmed-5702878 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-57028782017-12-01 Mean diffusivity in cortical gray matter in Alzheimer's disease: The importance of partial volume correction Henf, Judith Grothe, Michel J. Brueggen, Katharina Teipel, Stefan Dyrba, Martin Neuroimage Clin Regular Article Mean diffusivity (MD) measured by diffusion tensor imaging can reflect microstructural alterations of the brain's gray matter (GM). Therefore, GM MD may be a sensitive marker of neurodegeneration related to Alzheimer's Disease (AD). However, due to partial volume effects (PVE), differences in MD may be overestimated because of a higher degree of brain atrophy in AD patients and in cases with mild cognitive impairment (MCI). Here, we evaluated GM MD changes in AD and MCI compared with healthy controls, and the effect of partial volume correction (PVC) on diagnostic utility of MD. We determined region of interest (ROI) and voxel-wise group differences and diagnostic accuracy of MD and volume measures between matched samples of 39 AD, 39 MCI and 39 healthy subjects before and after PVC. Additionally, we assessed whether effects of GM MD values on diagnosis were mediated by volume. ROI and voxel-wise group differences were reduced after PVC. When using these ROIs for predicting group separation in logistic models, both PVE corrected and uncorrected GM MD values yielded a poorer diagnostic accuracy in single predictor models than regional volume. For the discrimination of AD patients and healthy controls, the effect of GM MD on diagnosis was significantly mediated by volume of hippocampus and posterior cingulate ROIs. Our results suggest that GM MD measurements are strongly confounded by PVE in the presence of brain atrophy, underlining the necessity of PVC when using these measurements as specific metrics of microstructural tissue degeneration. Independently of PVC, regional MD was not superior to regional volume in separating prodromal and clinical stages of AD from healthy controls. Elsevier 2017-10-04 /pmc/articles/PMC5702878/ /pubmed/29201644 http://dx.doi.org/10.1016/j.nicl.2017.10.005 Text en © 2017 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Regular Article Henf, Judith Grothe, Michel J. Brueggen, Katharina Teipel, Stefan Dyrba, Martin Mean diffusivity in cortical gray matter in Alzheimer's disease: The importance of partial volume correction |
title | Mean diffusivity in cortical gray matter in Alzheimer's disease: The importance of partial volume correction |
title_full | Mean diffusivity in cortical gray matter in Alzheimer's disease: The importance of partial volume correction |
title_fullStr | Mean diffusivity in cortical gray matter in Alzheimer's disease: The importance of partial volume correction |
title_full_unstemmed | Mean diffusivity in cortical gray matter in Alzheimer's disease: The importance of partial volume correction |
title_short | Mean diffusivity in cortical gray matter in Alzheimer's disease: The importance of partial volume correction |
title_sort | mean diffusivity in cortical gray matter in alzheimer's disease: the importance of partial volume correction |
topic | Regular Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5702878/ https://www.ncbi.nlm.nih.gov/pubmed/29201644 http://dx.doi.org/10.1016/j.nicl.2017.10.005 |
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