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Causal structure discovery identifies risk factors and early brain markers related to evolution of white matter hyperintensities
Our goal was to understand the complex relationship between age, sex, midlife risk factors, and early white matter changes measured by diffusion tensor imaging (DTI) and their role in the evolution of longitudinal white matter hyperintensities (WMH). We identified 1564 participants (1396 cognitively...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9194644/ https://www.ncbi.nlm.nih.gov/pubmed/35696810 http://dx.doi.org/10.1016/j.nicl.2022.103077 |
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author | Shen, Xinpeng Raghavan, Sheelakumari Przybelski, Scott A. Lesnick, Timothy G. Ma, Sisi Reid, Robert I. Graff-Radford, Jonathan Mielke, Michelle M. Knopman, David S. Petersen, Ronald C. Jack Jr., Clifford R. Simon, György J. Vemuri, Prashanthi |
author_facet | Shen, Xinpeng Raghavan, Sheelakumari Przybelski, Scott A. Lesnick, Timothy G. Ma, Sisi Reid, Robert I. Graff-Radford, Jonathan Mielke, Michelle M. Knopman, David S. Petersen, Ronald C. Jack Jr., Clifford R. Simon, György J. Vemuri, Prashanthi |
author_sort | Shen, Xinpeng |
collection | PubMed |
description | Our goal was to understand the complex relationship between age, sex, midlife risk factors, and early white matter changes measured by diffusion tensor imaging (DTI) and their role in the evolution of longitudinal white matter hyperintensities (WMH). We identified 1564 participants (1396 cognitively unimpaired, 151 mild cognitive impairment and 17 dementia participants) with age ranges of 30–90 years from the population-based sample of Mayo Clinic Study of Aging. We used computational causal structure discovery and regression analyses to evaluate the predictors of WMH and DTI, and to ascertain the mediating effect of DTI on WMH. We further derived causal graphs to understand the complex interrelationships between midlife protective factors, vascular risk factors, diffusion changes, and WMH. Older age, female sex, and hypertension were associated with higher baseline and progression of WMH as well as DTI measures ([Formula: see text] ≤ 0.003). The effects of hypertension and sex on WMH were partially mediated by microstructural changes measured on DTI. Higher midlife physical activity was predictive of lower WMH through a direct impact on better white matter tract integrity as well as an indirect effect through reducing the risk of hypertension by lowering BMI. This study identified key risks factors, early brain changes, and pathways that may lead to the evolution of WMH. |
format | Online Article Text |
id | pubmed-9194644 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-91946442022-06-15 Causal structure discovery identifies risk factors and early brain markers related to evolution of white matter hyperintensities Shen, Xinpeng Raghavan, Sheelakumari Przybelski, Scott A. Lesnick, Timothy G. Ma, Sisi Reid, Robert I. Graff-Radford, Jonathan Mielke, Michelle M. Knopman, David S. Petersen, Ronald C. Jack Jr., Clifford R. Simon, György J. Vemuri, Prashanthi Neuroimage Clin Regular Article Our goal was to understand the complex relationship between age, sex, midlife risk factors, and early white matter changes measured by diffusion tensor imaging (DTI) and their role in the evolution of longitudinal white matter hyperintensities (WMH). We identified 1564 participants (1396 cognitively unimpaired, 151 mild cognitive impairment and 17 dementia participants) with age ranges of 30–90 years from the population-based sample of Mayo Clinic Study of Aging. We used computational causal structure discovery and regression analyses to evaluate the predictors of WMH and DTI, and to ascertain the mediating effect of DTI on WMH. We further derived causal graphs to understand the complex interrelationships between midlife protective factors, vascular risk factors, diffusion changes, and WMH. Older age, female sex, and hypertension were associated with higher baseline and progression of WMH as well as DTI measures ([Formula: see text] ≤ 0.003). The effects of hypertension and sex on WMH were partially mediated by microstructural changes measured on DTI. Higher midlife physical activity was predictive of lower WMH through a direct impact on better white matter tract integrity as well as an indirect effect through reducing the risk of hypertension by lowering BMI. This study identified key risks factors, early brain changes, and pathways that may lead to the evolution of WMH. Elsevier 2022-06-07 /pmc/articles/PMC9194644/ /pubmed/35696810 http://dx.doi.org/10.1016/j.nicl.2022.103077 Text en © 2022 The Author(s) https://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 Shen, Xinpeng Raghavan, Sheelakumari Przybelski, Scott A. Lesnick, Timothy G. Ma, Sisi Reid, Robert I. Graff-Radford, Jonathan Mielke, Michelle M. Knopman, David S. Petersen, Ronald C. Jack Jr., Clifford R. Simon, György J. Vemuri, Prashanthi Causal structure discovery identifies risk factors and early brain markers related to evolution of white matter hyperintensities |
title | Causal structure discovery identifies risk factors and early brain markers related to evolution of white matter hyperintensities |
title_full | Causal structure discovery identifies risk factors and early brain markers related to evolution of white matter hyperintensities |
title_fullStr | Causal structure discovery identifies risk factors and early brain markers related to evolution of white matter hyperintensities |
title_full_unstemmed | Causal structure discovery identifies risk factors and early brain markers related to evolution of white matter hyperintensities |
title_short | Causal structure discovery identifies risk factors and early brain markers related to evolution of white matter hyperintensities |
title_sort | causal structure discovery identifies risk factors and early brain markers related to evolution of white matter hyperintensities |
topic | Regular Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9194644/ https://www.ncbi.nlm.nih.gov/pubmed/35696810 http://dx.doi.org/10.1016/j.nicl.2022.103077 |
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