Evidence map›Paper›PMID 33507970›Full record

ArticlePLoS computational biology2021

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

Grant Hartung, Shoale Badr, Mohammad Moeini, Frédéric Lesage, David Kleinfeld, Ali Alaraj, Andreas Linninger

Abstract read
In one paragraph

Article in PLoS computational biology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.

0numbers the graph read from it
0cells of the map it votes in
18citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

18 citing papers in PubMed.

  1. Article
  2. Article
  3. Microvascular architecture and physiological fluctuations constrain the control of cerebral microcirculation.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  4. Assessing cerebral capillary function and stalling using single capillary reporters in ultrasound localization microscopy.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  5. Review
  6. Article
  7. Article
  8. Stokes flows in a two-dimensional bifurcation.Royal Society open science · 2025
    Article
  9. Review
  10. Vascular synthesis based on hemodynamic efficiency principle recapitulates measured cerebral circulation properties in the human brain.Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism · 2024
    Article
  11. Article
  12. Article
  13. Targeted capillary photothrombosis via multiphoton excitation of Rose Bengal.Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism · 2023
    Article
  14. Mesh-free high-resolution simulation of cerebrocortical oxygen supply with fast Fourier preconditioning.International journal for numerical methods in biomedical engineering · 2023
    Article
  15. Article
  16. Article
  17. Article
  18. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Grant HartungDepartment of Bioengineering, University of Illinois at Chicago, Chicago, Illinois, United States of America.ORCID 0000-0002-7107-3050
Shoale BadrDepartment of Bioengineering, University of Illinois at Chicago, Chicago, Illinois, United States of America.
Mohammad MoeiniPolytechnique Montréal, Department of Electrical Engineering, Montreal, Canada.ORCID 0000-0001-7620-8404
Frédéric LesagePolytechnique Montréal, Department of Electrical Engineering, Montreal, Canada.
David KleinfeldDepartment of Physics, University of California San Diego, San Diego, California, United States of America.ORCID 0000-0001-9797-4722
Ali AlarajDepartment of Neurosurgery, University of Illinois at Chicago, Chicago, Illinois, United States of America.ORCID 0000-0002-1491-4634
Andreas LinningerDepartment of Bioengineering, University of Illinois at Chicago, Chicago, Illinois, United States of America.ORCID 0000-0002-2694-630X

Funding

Models for aging and Alzheimer with image-based cerebrovascular network synthesis (iCNS)R56AG066634 · NIA · UNIVERSITY OF ILLINOIS AT CHICAGO · PI LINNINGER, ANDREAS A · 2020 to 2020
$744k
A vascular tree topology inspired platform to compute intracranial blood flow (tree CFD)R21NS099896 · NINDS · UNIVERSITY OF ILLINOIS AT CHICAGO · PI ALARAJ, ALI, LINNINGER, ANDREAS A · 2017 to 2018
$421k
NIA NIH HHS R56 AG066634NINDS NIH HHS R21 NS099896
6 · The paper itself

Abstract

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.

Indexed as

Cerebral CortexModels, CardiovascularAgingAlgorithmsAnimalsCerebrovascular CirculationComputational BiologyComputer SimulationHypoxiaImage Processing, Computer-AssistedMiceMicrocirculationMicroscopy, ConfocalOxygenOxygen

Identifiers

PMID33507970
PMCPMC7842915

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.