Voxelized simulation of cerebral oxygen perfusion elucidates hypoxia in aged mouse cortex.

Departures of normal blood flow and metabolite distribution from the cerebral microvasculature into neuronal tissue have been implicated with age-related neurodegeneration. Mathematical models informed by spatially and temporally distributed neuroimage data are becoming instrumental for reconstructi...

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Main Authors: Grant Hartung, Shoale Badr, Mohammad Moeini, Frédéric Lesage, David Kleinfeld, Ali Alaraj, Andreas Linninger
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2021-01-01
Series:PLoS Computational Biology
Online Access:https://doi.org/10.1371/journal.pcbi.1008584
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spelling doaj-69827a9936e44f759af980341d64f9952021-05-19T04:31:37ZengPublic Library of Science (PLoS)PLoS Computational Biology1553-734X1553-73582021-01-01171e100858410.1371/journal.pcbi.1008584Voxelized simulation of cerebral oxygen perfusion elucidates hypoxia in aged mouse cortex.Grant HartungShoale BadrMohammad MoeiniFrédéric LesageDavid KleinfeldAli AlarajAndreas LinningerDepartures of normal blood flow and metabolite distribution from the cerebral microvasculature into neuronal tissue have been implicated with age-related neurodegeneration. Mathematical models informed by spatially and temporally distributed neuroimage data are becoming instrumental for reconstructing a coherent picture of normal and pathological oxygen delivery throughout the brain. Unfortunately, current mathematical models of cerebral blood flow and oxygen exchange become excessively large in size. They further suffer from boundary effects due to incomplete or physiologically inaccurate computational domains, numerical instabilities due to enormous length scale differences, and convergence problems associated with condition number deterioration at fine mesh resolutions. Our proposed simple finite volume discretization scheme for blood and oxygen microperfusion simulations does not require expensive mesh generation leading to the critical benefit that it drastically reduces matrix size and bandwidth of the coupled oxygen transfer problem. The compact problem formulation yields rapid and stable convergence. Moreover, boundary effects can effectively be suppressed by generating very large replica of the cortical microcirculation in silico using an image-based cerebrovascular network synthesis algorithm, so that boundaries of the perfusion simulations are far removed from the regions of interest. Massive simulations over sizeable portions of the cortex with feature resolution down to the micron scale become tractable with even modest computer resources. The feasibility and accuracy of the novel method is demonstrated and validated with in vivo oxygen perfusion data in cohorts of young and aged mice. Our oxygen exchange simulations quantify steep gradients near penetrating blood vessels and point towards pathological changes that might cause neurodegeneration in aged brains. This research aims to explain mechanistic interactions between anatomical structures and how they might change in diseases or with age. Rigorous quantification of age-related changes is of significant interest because it might aide in the search for imaging biomarkers for dementia and Alzheimer's disease.https://doi.org/10.1371/journal.pcbi.1008584
collection DOAJ
language English
format Article
sources DOAJ
author Grant Hartung
Shoale Badr
Mohammad Moeini
Frédéric Lesage
David Kleinfeld
Ali Alaraj
Andreas Linninger
spellingShingle Grant Hartung
Shoale Badr
Mohammad Moeini
Frédéric Lesage
David Kleinfeld
Ali Alaraj
Andreas Linninger
Voxelized simulation of cerebral oxygen perfusion elucidates hypoxia in aged mouse cortex.
PLoS Computational Biology
author_facet Grant Hartung
Shoale Badr
Mohammad Moeini
Frédéric Lesage
David Kleinfeld
Ali Alaraj
Andreas Linninger
author_sort Grant Hartung
title Voxelized simulation of cerebral oxygen perfusion elucidates hypoxia in aged mouse cortex.
title_short Voxelized simulation of cerebral oxygen perfusion elucidates hypoxia in aged mouse cortex.
title_full Voxelized simulation of cerebral oxygen perfusion elucidates hypoxia in aged mouse cortex.
title_fullStr Voxelized simulation of cerebral oxygen perfusion elucidates hypoxia in aged mouse cortex.
title_full_unstemmed Voxelized simulation of cerebral oxygen perfusion elucidates hypoxia in aged mouse cortex.
title_sort voxelized simulation of cerebral oxygen perfusion elucidates hypoxia in aged mouse cortex.
publisher Public Library of Science (PLoS)
series PLoS Computational Biology
issn 1553-734X
1553-7358
publishDate 2021-01-01
description Departures of normal blood flow and metabolite distribution from the cerebral microvasculature into neuronal tissue have been implicated with age-related neurodegeneration. Mathematical models informed by spatially and temporally distributed neuroimage data are becoming instrumental for reconstructing a coherent picture of normal and pathological oxygen delivery throughout the brain. Unfortunately, current mathematical models of cerebral blood flow and oxygen exchange become excessively large in size. They further suffer from boundary effects due to incomplete or physiologically inaccurate computational domains, numerical instabilities due to enormous length scale differences, and convergence problems associated with condition number deterioration at fine mesh resolutions. Our proposed simple finite volume discretization scheme for blood and oxygen microperfusion simulations does not require expensive mesh generation leading to the critical benefit that it drastically reduces matrix size and bandwidth of the coupled oxygen transfer problem. The compact problem formulation yields rapid and stable convergence. Moreover, boundary effects can effectively be suppressed by generating very large replica of the cortical microcirculation in silico using an image-based cerebrovascular network synthesis algorithm, so that boundaries of the perfusion simulations are far removed from the regions of interest. Massive simulations over sizeable portions of the cortex with feature resolution down to the micron scale become tractable with even modest computer resources. The feasibility and accuracy of the novel method is demonstrated and validated with in vivo oxygen perfusion data in cohorts of young and aged mice. Our oxygen exchange simulations quantify steep gradients near penetrating blood vessels and point towards pathological changes that might cause neurodegeneration in aged brains. This research aims to explain mechanistic interactions between anatomical structures and how they might change in diseases or with age. Rigorous quantification of age-related changes is of significant interest because it might aide in the search for imaging biomarkers for dementia and Alzheimer's disease.
url https://doi.org/10.1371/journal.pcbi.1008584
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