ArticleMicrocirculation (New York, N.Y. : 1994)2021
Mathematical synthesis of the cortical circulation for the whole mouse brain-part II: Microcirculatory closure.
Article in Microcirculation (New York, N.Y. : 1994), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
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Who cites it
19 citing papers in PubMed.
- A synthetic 3D human cerebrovascular model informed by histology for simulating the cortical depth-dependent BOLD fMRI signal.PLoS computational biology · 2026Article
- Microvascular network organization and hemodynamic perfusion protect the brain against hypoxia.bioRxiv : the preprint server for biology · 2026Article
- 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 · 2026Article
- Biophysical simulations of fMRI responses using realistic microvascular models: Insights into distinct hemodynamics in humans and mice.Imaging neuroscience (Cambridge, Mass.) · 2026Article
- A multi-compartment homogenized perfusion model for deforming hierarchical vasculature.Biomechanics and modeling in mechanobiology · 2025Article
- Evaluating BOLD functional MRI biophysical simulation approaches: impact of vascular geometry, magnetic field calculations, and water diffusion models.bioRxiv : the preprint server for biology · 2025Article
- Blood flow in the human cerebral cortex: Large-scale pial vascularization and 1D simulation.PLoS computational biology · 2025Article
- The pulsing brain: state of the art and an interdisciplinary perspective.Interface focus · 2025Review
- SpinWalk: A Monte Carlo simulator for MR-signal formation in inhomogeneous tissue.Imaging neuroscience (Cambridge, Mass.) · 2025Article
- Modeling of Blood Flow Dynamics in Rat Somatosensory Cortex.Biomedicines · 2024Article
- Mesoscale Brain Mapping: Bridging Scales and Modalities in Neuroimaging - A Symposium Review.Neuroinformatics · 2024Review
- A fully synthetic three-dimensional human cerebrovascular model based on histological characteristics to investigate the hemodynamic fingerprint of the layer BOLD fMRI signal formation.bioRxiv : the preprint server for biology · 2024Article
- 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 · 2024Article
- A Deep Learning Approach for Improving Two-Photon Vascular Imaging Speeds.Bioengineering (Basel, Switzerland) · 2024Article
- Enhancing MR vascular Fingerprinting with realistic microvascular geometries.Imaging neuroscience (Cambridge, Mass.) · 2024Article
- Image-based angio-adaptation modelling: a playground to study cerebrovascular development.Frontiers in physiology · 2023Article
- Challenges and opportunities of integrating imaging and mathematical modelling to interrogate biological processes.The international journal of biochemistry & cell biology · 2022Review
- Cerebrospinal fluid dynamics coupled to the global circulation in holistic setting: Mathematical models, numerical methods and applications.International journal for numerical methods in biomedical engineering · 2022Article
- Evaluating BOLD functional MRI biophysical simulation approaches: Impact of vascular geometry, magnetic field calculations, and water diffusion models.Imaging neuroscience (Cambridge, Mass.)Article
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10 authors.
Funding
Abstract
Recent advancements in multiphoton imaging and vascular reconstruction algorithms have increased the amount of data on cerebrovascular circulation for statistical analysis and hemodynamic simulations. Experimental observations offer fundamental insights into capillary network topology but mainly within a narrow field of view typically spanning a small fraction of the cortical surface (less than 2%). In contrast, larger-resolution imaging modalities, such as computed tomography (CT) or magnetic resonance imaging (MRI), have whole-brain coverage but capture only larger blood vessels, overlooking the microscopic capillary bed. To integrate data acquired at multiple length scales with different neuroimaging modalities and to reconcile brain-wide macroscale information with microscale multiphoton data, we developed a method for synthesizing hemodynamically equivalent vascular networks for the entire cerebral circulation. This computational approach is intended to aid in the quantification of patterns of cerebral blood flow and metabolism for the entire brain. In part I, we described the mathematical framework for image-guided generation of synthetic vascular networks covering the large cerebral arteries from the circle of Willis through the pial surface network leading back to the venous sinuses. Here in part II, we introduce novel procedures for creating microcirculatory closure that mimics a realistic capillary bed. We demonstrate our capability to synthesize synthetic vascular networks whose morphometrics match empirical network graphs from three independent state-of-the-art imaging laboratories using different image acquisition and reconstruction protocols. We also successfully synthesized twelve vascular networks of a complete mouse brain hemisphere suitable for performing whole-brain blood flow simulations. Synthetic arterial and venous networks with microvascular closure allow whole-brain hemodynamic predictions. Simulations across all length scales will potentially illuminate organ-wide supply and metabolic functions that are inaccessible to models reconstructed from image data with limited spatial coverage.
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