Literature DB >> 26762217

Development and validation of an atlas-based finite element brain model.

Logan E Miller1, Jillian E Urban1, Joel D Stitzel1.   

Abstract

Traumatic brain injury is a leading cause of disability and injury-related death. To enhance our ability to prevent such injuries, brain response can be studied using validated finite element (FE) models. In the current study, a high-resolution, anatomically accurate FE model was developed from the International Consortium for Brain Mapping brain atlas. Due to wide variation in published brain material parameters, optimal brain properties were identified using a technique called Latin hypercube sampling, which optimized material properties against three experimental cadaver tests to achieve ideal biomechanics. Additionally, falx pretension and thickness were varied in a lateral impact variation. The atlas-based brain model (ABM) was subjected to the boundary conditions from three high-rate experimental cadaver tests with different material parameter combinations. Local displacements, determined experimentally using neutral density targets, were compared to displacements predicted by the ABM at the same locations. Error between the observed and predicted displacements was quantified using CORrelation and Analysis (CORA), an objective signal rating method that evaluates the correlation of two curves. An average CORA score was computed for each variation and maximized to identify the optimal combination of parameters. The strongest relationships between CORA and material parameters were observed for the shear parameters. Using properties obtained through the described multiobjective optimization, the ABM was validated in three impact configurations and shows good agreement with experimental data. The final model developed in this study consists of optimized brain material properties and was validated in three cadaver impacts against local brain displacement data.

Entities:  

Keywords:  Brain atlas; CORA; Finite element model; Head injury; Optimization; Validation

Mesh:

Year:  2016        PMID: 26762217      PMCID: PMC4942406          DOI: 10.1007/s10237-015-0754-1

Source DB:  PubMed          Journal:  Biomech Model Mechanobiol        ISSN: 1617-7940


  38 in total

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2.  A finite element method parametric study of the dynamic response of the human brain with different cerebrospinal fluid constitutive properties.

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3.  Can sulci protect the brain from traumatic injury?

Authors:  Johnson Ho; Svein Kleiven
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7.  Consequences of head size following trauma to the human head.

Authors:  Svein Kleiven; Hans von Holst
Journal:  J Biomech       Date:  2002-02       Impact factor: 2.712

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Authors:  T A Gennarelli; L E Thibault; J H Adams; D I Graham; C J Thompson; R P Marcincin
Journal:  Ann Neurol       Date:  1982-12       Impact factor: 10.422

9.  Investigation of Head Injury Mechanisms Using Neutral Density Technology and High-Speed Biplanar X-ray.

Authors:  W N Hardy; C D Foster; M J Mason; K H Yang; A I King; S Tashman
Journal:  Stapp Car Crash J       Date:  2001-11

10.  Correlation of an FE Model of the Human Head with Local Brain Motion--Consequences for Injury Prediction.

Authors:  Svein Kleiven; Warren N Hardy
Journal:  Stapp Car Crash J       Date:  2002-11
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  23 in total

1.  A network-based response feature matrix as a brain injury metric.

Authors:  Shaoju Wu; Wei Zhao; Bethany Rowson; Steven Rowson; Songbai Ji
Journal:  Biomech Model Mechanobiol       Date:  2019-11-23

2.  Validation performance comparison for finite element models of the human brain.

Authors:  Logan E Miller; Jillian E Urban; Joel D Stitzel
Journal:  Comput Methods Biomech Biomed Engin       Date:  2017-07-12       Impact factor: 1.763

3.  Evaluation of Brain Response during Head Impact in Youth Athletes Using an Anatomically Accurate Finite Element Model.

Authors:  Logan E Miller; Jillian E Urban; Mireille E Kelley; Alexander K Powers; Christopher T Whitlow; Joseph A Maldjian; Steven Rowson; Joel D Stitzel
Journal:  J Neurotrauma       Date:  2019-01-09       Impact factor: 5.269

4.  Injury prediction and vulnerability assessment using strain and susceptibility measures of the deep white matter.

Authors:  Wei Zhao; Yunliang Cai; Zhigang Li; Songbai Ji
Journal:  Biomech Model Mechanobiol       Date:  2017-05-12

5.  White Matter Anisotropy for Impact Simulation and Response Sampling in Traumatic Brain Injury.

Authors:  Wei Zhao; Songbai Ji
Journal:  J Neurotrauma       Date:  2018-08-10       Impact factor: 5.269

6.  A computational study of invariant I5 in a nearly incompressible transversely isotropic model for white matter.

Authors:  Yuan Feng; Suhao Qiu; Xiaolong Xia; Songbai Ji; Chung-Hao Lee
Journal:  J Biomech       Date:  2017-04-09       Impact factor: 2.712

7.  Displacement- and Strain-Based Discrimination of Head Injury Models across a Wide Range of Blunt Conditions.

Authors:  Wei Zhao; Songbai Ji
Journal:  Ann Biomed Eng       Date:  2020-04-02       Impact factor: 3.934

8.  Incorporation of vasculature in a head injury model lowers local mechanical strains in dynamic impact.

Authors:  Wei Zhao; Songbai Ji
Journal:  J Biomech       Date:  2020-03-02       Impact factor: 2.712

9.  Material properties of the brain in injury-relevant conditions - Experiments and computational modeling.

Authors:  Wei Zhao; Bryan Choate; Songbai Ji
Journal:  J Mech Behav Biomed Mater       Date:  2018-02-06

Review 10.  Potential Mechanisms of Acute Standing Balance Deficits After Concussions and Subconcussive Head Impacts: A Review.

Authors:  Calvin Z Qiao; Anthony Chen; Jean-Sébastien Blouin; Lyndia C Wu
Journal:  Ann Biomed Eng       Date:  2021-07-13       Impact factor: 3.934

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