Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Henf, Judith, Grothe, Michel J., Brueggen, Katharina, Teipel, Stefan, Dyrba, Martin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2017
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
_version_ 1783281608239874048
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
work_keys_str_mv AT henfjudith meandiffusivityincorticalgraymatterinalzheimersdiseasetheimportanceofpartialvolumecorrection
AT grothemichelj meandiffusivityincorticalgraymatterinalzheimersdiseasetheimportanceofpartialvolumecorrection
AT brueggenkatharina meandiffusivityincorticalgraymatterinalzheimersdiseasetheimportanceofpartialvolumecorrection
AT teipelstefan meandiffusivityincorticalgraymatterinalzheimersdiseasetheimportanceofpartialvolumecorrection
AT dyrbamartin meandiffusivityincorticalgraymatterinalzheimersdiseasetheimportanceofpartialvolumecorrection