ArticlePLoS computational biology2012
Combining the finite element method with structural connectome-based analysis for modeling neurotrauma: connectome neurotrauma mechanics.
Article in PLoS computational biology, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 35 papers, 1 of them a synthesis that pooled it.
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Who cites it
35 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Brain network disintegration as a final common pathway for delirium: a systematic review and qualitative meta-analysis.NeuroImage. Clinical · 2019Pooled it
- Validation of network communicability metrics for the analysis of brain structural networks.PloS one · 2014Trial
- Optimizing Multidisciplinary Neurotraumatology Education in Thailand: Aptitude-Dependent Outcomes in Virtual Patient Simulation in Collaboration with the Academy for Multidisciplinary Neurotraumatology.Asian journal of neurosurgery · 2026Article
- Axonal tract-integrated finite element brain model for predicting mild traumatic brain injury based on axonal strain.Frontiers in bioengineering and biotechnology · 2026Article
- Individualized mouse brain network models produce asymmetric patterns of functional connectivity after simulated traumatic injury.Network neuroscience (Cambridge, Mass.) · 2025Article
- Use of Brain Biomechanical Models for Monitoring Impact Exposure in Contact Sports.Annals of biomedical engineering · 2022Review
- Assessment of brain injury characterization and influence of modeling approaches.Scientific reports · 2022Article
- Brain architecture-based vulnerability to traumatic injury.Frontiers in bioengineering and biotechnology · 2022Article
- Computational modeling investigation of pulsed high peak power microwaves and the potential for traumatic brain injury.Science advances · 2021Article
- Brain Strain: Computational Model-Based Metrics for Head Impact Exposure and Injury Correlation.Annals of biomedical engineering · 2021Article
- Analysis of HIC and Hydrostatic Pressure in the Human Head during NOCSAE Tests of American Football Helmets.Brain sciences · 2021Article
- The importance of modeling the human cerebral vasculature in blunt trauma.Biomedical engineering online · 2021Article
- A network-based response feature matrix as a brain injury metric.Biomechanics and modeling in mechanobiology · 2020Article
- Localized Axolemma Deformations Suggest Mechanoporation as Axonal Injury Trigger.Frontiers in neurology · 2020Article
- Predicting Concussion Outcome by Integrating Finite Element Modeling and Network Analysis.Frontiers in bioengineering and biotechnology · 2020Article
- Simulation of the Strain Amplification in Sulci Due to Blunt Impact to the Head.Frontiers in neurology · 2020Article
- Mechanical disruption of the blood-brain barrier following experimental concussion.Acta neuropathologica · 2018Article
- Effect of bulk modulus on deformation of the brain under rotational accelerations.Shock waves · 2018Article
- Combination Therapy for Multi-Target Manipulation of Secondary Brain Injury Mechanisms.Current neuropharmacology · 2018Review
- Article
Corrections and comments
- Erratum issued
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
This article presents the integration of brain injury biomechanics and graph theoretical analysis of neuronal connections, or connectomics, to form a neurocomputational model that captures spatiotemporal characteristics of trauma. We relate localized mechanical brain damage predicted from biofidelic finite element simulations of the human head subjected to impact with degradation in the structural connectome for a single individual. The finite element model incorporates various length scales into the full head simulations by including anisotropic constitutive laws informed by diffusion tensor imaging. Coupling between the finite element analysis and network-based tools is established through experimentally-based cellular injury thresholds for white matter regions. Once edges are degraded, graph theoretical measures are computed on the "damaged" network. For a frontal impact, the simulations predict that the temporal and occipital regions undergo the most axonal strain and strain rate at short times (less than 24 hrs), which leads to cellular death initiation, which results in damage that shows dependence on angle of impact and underlying microstructure of brain tissue. The monotonic cellular death relationships predict a spatiotemporal change of structural damage. Interestingly, at 96 hrs post-impact, computations predict no network nodes were completely disconnected from the network, despite significant damage to network edges. At early times (t < 24 hrs) network measures of global and local efficiency were degraded little; however, as time increased to 96 hrs the network properties were significantly reduced. In the future, this computational framework could help inform functional networks from physics-based structural brain biomechanics to obtain not only a biomechanics-based understanding of injury, but also neurophysiological insight.
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