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Diffusion models reveal white matter microstructural changes with ageing, pathology and cognition
White matter microstructure undergoes progressive changes during the lifespan, but the neurobiological underpinnings related to ageing and disease remains unclear. We used an advanced diffusion MRI, Neurite Orientation Dispersion and Density Imaging, to investigate the microstructural alterations du...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8202149/ https://www.ncbi.nlm.nih.gov/pubmed/34136811 http://dx.doi.org/10.1093/braincomms/fcab106 |
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author | Raghavan, Sheelakumari Reid, Robert I Przybelski, Scott A Lesnick, Timothy G Graff-Radford, Jonathan Schwarz, Christopher G Knopman, David S Mielke, Michelle M Machulda, Mary M Petersen, Ronald C Jack, Clifford R Vemuri, Prashanthi |
author_facet | Raghavan, Sheelakumari Reid, Robert I Przybelski, Scott A Lesnick, Timothy G Graff-Radford, Jonathan Schwarz, Christopher G Knopman, David S Mielke, Michelle M Machulda, Mary M Petersen, Ronald C Jack, Clifford R Vemuri, Prashanthi |
author_sort | Raghavan, Sheelakumari |
collection | PubMed |
description | White matter microstructure undergoes progressive changes during the lifespan, but the neurobiological underpinnings related to ageing and disease remains unclear. We used an advanced diffusion MRI, Neurite Orientation Dispersion and Density Imaging, to investigate the microstructural alterations due to demographics, common age-related pathological processes (amyloid, tau and white matter hyperintensities) and cognition. We also compared Neurite Orientation Dispersion and Density Imaging findings to the older Diffusion Tensor Imaging model-based findings. Three hundred and twenty-eight participants (264 cognitively unimpaired, 57 mild cognitive impairment and 7 dementia with a mean age of 68.3 ± 13.1 years) from the Mayo Clinic Study of Aging with multi-shell diffusion imaging, fluid attenuated inversion recovery MRI as well as amyloid and tau PET scans were included in this study. White matter tract level diffusion measures were calculated from Diffusion Tensor Imaging and Neurite Orientation Dispersion and Density Imaging. Pearson correlation and multiple linear regression analyses were performed with diffusion measures as the outcome and age, sex, education/occupation, white matter hyperintensities, amyloid and tau as predictors. Analyses were also performed with each diffusion MRI measure as a predictor of cognitive outcomes. Age and white matter hyperintensities were the strongest predictors of all white matter diffusion measures with low associations with amyloid and tau. However, neurite density decrease from Neurite Orientation Dispersion and Density Imaging was observed with amyloidosis specifically in the temporal lobes. White matter integrity (mean diffusivity and free water) in the corpus callosum showed the greatest associations with cognitive measures. All diffusion measures provided information about white matter ageing and white matter changes due to age-related pathological processes and were associated with cognition. Neurite orientation dispersion and density imaging and diffusion tensor imaging are two different diffusion models that provide distinct information about variation in white matter microstructural integrity. Neurite Orientation Dispersion and Density Imaging provides additional information about synaptic density, organization and free water content which may aid in providing mechanistic insights into disease progression. |
format | Online Article Text |
id | pubmed-8202149 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-82021492021-06-15 Diffusion models reveal white matter microstructural changes with ageing, pathology and cognition Raghavan, Sheelakumari Reid, Robert I Przybelski, Scott A Lesnick, Timothy G Graff-Radford, Jonathan Schwarz, Christopher G Knopman, David S Mielke, Michelle M Machulda, Mary M Petersen, Ronald C Jack, Clifford R Vemuri, Prashanthi Brain Commun Original Article White matter microstructure undergoes progressive changes during the lifespan, but the neurobiological underpinnings related to ageing and disease remains unclear. We used an advanced diffusion MRI, Neurite Orientation Dispersion and Density Imaging, to investigate the microstructural alterations due to demographics, common age-related pathological processes (amyloid, tau and white matter hyperintensities) and cognition. We also compared Neurite Orientation Dispersion and Density Imaging findings to the older Diffusion Tensor Imaging model-based findings. Three hundred and twenty-eight participants (264 cognitively unimpaired, 57 mild cognitive impairment and 7 dementia with a mean age of 68.3 ± 13.1 years) from the Mayo Clinic Study of Aging with multi-shell diffusion imaging, fluid attenuated inversion recovery MRI as well as amyloid and tau PET scans were included in this study. White matter tract level diffusion measures were calculated from Diffusion Tensor Imaging and Neurite Orientation Dispersion and Density Imaging. Pearson correlation and multiple linear regression analyses were performed with diffusion measures as the outcome and age, sex, education/occupation, white matter hyperintensities, amyloid and tau as predictors. Analyses were also performed with each diffusion MRI measure as a predictor of cognitive outcomes. Age and white matter hyperintensities were the strongest predictors of all white matter diffusion measures with low associations with amyloid and tau. However, neurite density decrease from Neurite Orientation Dispersion and Density Imaging was observed with amyloidosis specifically in the temporal lobes. White matter integrity (mean diffusivity and free water) in the corpus callosum showed the greatest associations with cognitive measures. All diffusion measures provided information about white matter ageing and white matter changes due to age-related pathological processes and were associated with cognition. Neurite orientation dispersion and density imaging and diffusion tensor imaging are two different diffusion models that provide distinct information about variation in white matter microstructural integrity. Neurite Orientation Dispersion and Density Imaging provides additional information about synaptic density, organization and free water content which may aid in providing mechanistic insights into disease progression. Oxford University Press 2021-05-19 /pmc/articles/PMC8202149/ /pubmed/34136811 http://dx.doi.org/10.1093/braincomms/fcab106 Text en © The Author(s) (2021). Published by Oxford University Press on behalf of the Guarantors of Brain. https://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/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Article Raghavan, Sheelakumari Reid, Robert I Przybelski, Scott A Lesnick, Timothy G Graff-Radford, Jonathan Schwarz, Christopher G Knopman, David S Mielke, Michelle M Machulda, Mary M Petersen, Ronald C Jack, Clifford R Vemuri, Prashanthi Diffusion models reveal white matter microstructural changes with ageing, pathology and cognition |
title | Diffusion models reveal white matter microstructural changes with ageing, pathology and cognition |
title_full | Diffusion models reveal white matter microstructural changes with ageing, pathology and cognition |
title_fullStr | Diffusion models reveal white matter microstructural changes with ageing, pathology and cognition |
title_full_unstemmed | Diffusion models reveal white matter microstructural changes with ageing, pathology and cognition |
title_short | Diffusion models reveal white matter microstructural changes with ageing, pathology and cognition |
title_sort | diffusion models reveal white matter microstructural changes with ageing, pathology and cognition |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8202149/ https://www.ncbi.nlm.nih.gov/pubmed/34136811 http://dx.doi.org/10.1093/braincomms/fcab106 |
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