1
|
Lalwala M, Koya B, Devane K, Gayzik FS, Weaver AA. Modular incorporation of deformable spine and 3D neck musculature into a simplified human body finite element model. Comput Methods Biomech Biomed Engin 2024; 27:45-55. [PMID: 36657616 PMCID: PMC10354211 DOI: 10.1080/10255842.2023.2168537] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Accepted: 01/10/2023] [Indexed: 01/21/2023]
Abstract
Spinal injuries are a concern for automotive applications, requiring large parametric studies to understand spinal injury mechanisms under complex loading conditions. Finite element computational human body models (e.g. Global Human Body Models Consortium (GHBMC) models) can be used to identify spinal injury mechanisms. However, the existing GHBMC detailed models (with high computational time) or GHBMC simplified models (lacking vertebral fracture prediction capabilities) are not ideal for studying spinal injury mechanisms in large parametric studies. To overcome these limitations, a modular 50th percentile male simplified occupant model combining advantages of both the simplified and detailed models, M50-OS + DeformSpine, was developed by incorporating the deformable spine and 3D neck musculature from the detailed GHBMC model M50-O (v6.0) into the simplified GHBMC model M50-OS (v2.3). This new modular model was validated against post-mortem human subject test data in four rigid hub impactor tests and two frontal impact sled tests. The M50-OS + DeformSpine model showed good agreement with experimental test data with an average CORrelation and Analysis (CORA) score of 0.82 for the hub impact tests and 0.75 for the sled impact tests. CORA scores were statistically similar overall between the M50-OS + DeformSpine (0.79 ± 0.11), M50-OS (0.79 ± 0.11), and M50-O (0.82 ± 0.11) models (p > 0.05). This new model is computationally 6 times faster than the detailed M50-O model, with added spinal injury prediction capabilities over the simplified M50-OS model.
Collapse
Affiliation(s)
- Mitesh Lalwala
- Department of Biomedical Engineering, Wake Forest University School of Medicine, NC, USA
- Virginia Tech-Wake Forest University Center for Injury Biomechanics, NC, USA
| | - Bharath Koya
- Department of Biomedical Engineering, Wake Forest University School of Medicine, NC, USA
- Virginia Tech-Wake Forest University Center for Injury Biomechanics, NC, USA
| | - Karan Devane
- Department of Biomedical Engineering, Wake Forest University School of Medicine, NC, USA
- Virginia Tech-Wake Forest University Center for Injury Biomechanics, NC, USA
| | - F. Scott Gayzik
- Department of Biomedical Engineering, Wake Forest University School of Medicine, NC, USA
- Virginia Tech-Wake Forest University Center for Injury Biomechanics, NC, USA
| | - Ashley A. Weaver
- Department of Biomedical Engineering, Wake Forest University School of Medicine, NC, USA
- Virginia Tech-Wake Forest University Center for Injury Biomechanics, NC, USA
| |
Collapse
|
2
|
Koya B, Devane K, Fuentes DAM, Mischo SH, Gayzik FS. Preliminary validation of the GHBMC average male occupant models and 70YO aged model in far-side impact. ACCIDENT; ANALYSIS AND PREVENTION 2023; 193:107283. [PMID: 37716195 DOI: 10.1016/j.aap.2023.107283] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Revised: 08/28/2023] [Accepted: 09/01/2023] [Indexed: 09/18/2023]
Abstract
The objective of the current study was to perform a preliminary validation of the Global Human Body Models Consortium (GHBMC) average male occupant models, simplified (M50-OS) and detailed (M50-O) and the 70YO aged model in Far-side impacts and compare the head kinematics against the PMHS responses published by Petit et al. (2019). The buck used to simulate the far-side impacts comprised a seat, headrest, center console plate, leg support plate, and footrest plate with rigid material properties. The three occupant models were gravity settled onto the rigid seat and belted with a 3-point seatbelt. Positioning details of the PMHS were followed in the model setup process. A deceleration pulse with ΔV of 8 m/s was applied. The far-side crash simulations were performed with and without the addition of a plexiglass cover around the setup similar to the experimental setup. The head kinematics were extracted from the models for comparison against the PMHS data. Peak head displacements in Y and Z axes from the three models were compared to the PMHS data in addition to the head rotation along X axes. The peak head displacement values for the M50-OS, M50-O, and M50-O 70YO aged models are 594.10 mm, 568.44 mm, and 567.90 mm along Y and 325.21 mm, 402.66 mm, and 375.92 mm respectively along Z when the plexiglass cover is included in the test. The peak head rotation values for the M50-OS, M50-O, and M50-O 70YO aged models are 95.64°, 122.15°, and 129.08° respectively when the plexiglass cover is included in the test. The three occupant models capture the general trend of the PMHS data. The detailed occupant models have higher head rotation compared to the simplified model because of the deformable structure of the spine and intervertebral discs modeled. These three occupant models can be used for further parametric studies in this condition to study the influence of restraint parameters.
Collapse
Affiliation(s)
- Bharath Koya
- Biomedical Engineering, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Karan Devane
- Biomedical Engineering, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Diana A Madrid Fuentes
- Biomedical Engineering, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Seth H Mischo
- Biomedical Engineering, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - F Scott Gayzik
- Biomedical Engineering, Wake Forest University School of Medicine, Winston-Salem, NC, USA.
| |
Collapse
|
3
|
Polanco M, Ringleb S, Audette M, Kakar R, Bawab S. A comparison of intervertebral ligament properties utilized in a thoracic spine functional unit through kinematic evaluation. Comput Methods Biomech Biomed Engin 2023; 26:1330-1340. [PMID: 36106656 DOI: 10.1080/10255842.2022.2115293] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Revised: 07/25/2022] [Accepted: 08/16/2022] [Indexed: 11/03/2022]
Abstract
Ligament properties in the literature are variable, yet scarce, but needed to calibrate computational models for spine clinical research applications. A comparison of ligament stiffness properties and their effect on the kinematic behavior of a thoracic functional spinal unit (FSU) is examined in this paper. Six unique ligament property sets were utilized within a volumetric T7-T8 finite element (FE) model developed using computer-aided design (CAD) spinal geometry. A 7.5 Nm moment was applied along three anatomical planes both with and without costovertebral (CV) joints present. Range of Motion (RoM) was assessed for each property set and compared to published experimental data. Intact and serial ligament removal procedures were implemented in accordance with experimental protocol. The variance in both kinematic behavior and comparability with experimental data among property sets emphasizes the role nonlinear characterization plays in determining proper kinematic behavior in spinal FE models. Additionally, a decrease in RoM variation among property sets was exhibited when the model setup incorporated the CV joint. With proper assessment of the source and size of each ligament, the material properties considered here could be expanded and justified for implementation into thoracic spine clinical studies.
Collapse
Affiliation(s)
- Michael Polanco
- Mechanical and Aerospace Engineering Department, Old Dominion University, Norfolk, VA, USA
| | - Stacie Ringleb
- Mechanical and Aerospace Engineering Department, Old Dominion University, Norfolk, VA, USA
| | - Michel Audette
- Computational Modeling and Simulation Engineering, Old Dominion University, Norfolk, VA, USA
| | - Rumit Kakar
- School of Health Sciences, Oakland University, Rochester, MI, USA
| | - Sebastian Bawab
- Mechanical and Aerospace Engineering Department, Old Dominion University, Norfolk, VA, USA
| |
Collapse
|
4
|
Patient-specific finite element modeling of scoliotic curve progression using region-specific stress-modulated vertebral growth. Spine Deform 2023; 11:525-534. [PMID: 36593421 PMCID: PMC10147794 DOI: 10.1007/s43390-022-00636-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/28/2022] [Accepted: 12/17/2022] [Indexed: 01/04/2023]
Abstract
PURPOSE This study describes the creation of patient-specific (PS) osteo-ligamentous finite element (FE) models of the spine, ribcage, and pelvis, simulation of up to three years of region-specific, stress-modulated growth, and validation of simulated curve progression with patient clinical angle measurements. RESEARCH QUESTION Does the inclusion of region-specific, stress-modulated vertebral growth, in addition to scaling based on age, weight, skeletal maturity, and spine flexibility allow for clinically accurate scoliotic curve progression prediction in patient-specific FE models of the spine, ribcage, and pelvis? METHODS Frontal, lateral, and lateral bending X-Rays of five AIS patients were obtained for approximately three-year timespans. PS-FE models were generated by morphing a normative template FE model with landmark points obtained from patient X-rays at the initial X-ray timepoint. Vertebral growth behavior and response to stress, as well as model material properties were made patient-specific based on several prognostic factors. Spine curvature angles from the PS-FE models were compared to the corresponding X-ray measurements. RESULTS Average FE model errors were 6.3 ± 4.6°, 12.2 ± 6.6°, 8.9 ± 7.7°, and 5.3 ± 3.4° for thoracic Cobb, lumbar Cobb, kyphosis, and lordosis angles, respectively. Average error in prediction of vertebral wedging at the apex and adjacent levels was 3.2 ± 2.2°. Vertebral column stress ranged from 0.11 MPa in tension to 0.79 MPa in compression. CONCLUSION Integration of region-specific stress-modulated growth, as well as adjustment of growth and material properties based on patient-specific data yielded clinically useful prediction accuracy while maintaining physiological stress magnitudes. This framework can be further developed for PS surgical simulation.
Collapse
|
5
|
Balasubramanian S, D'Andrea C, Viraraghavan G, Cahill PJ. Development of a Finite Element Model of the Pediatric Thoracic and Lumbar Spine, Ribcage, and Pelvis with Orthotropic Region-Specific Vertebral Growth. J Biomech Eng 2022; 144:1140398. [PMID: 35466381 DOI: 10.1115/1.4054410] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2021] [Indexed: 11/08/2022]
Abstract
Finite element (FE) modeling of the spine has increasingly been applied in orthopedic precision-medicine approaches. Previously published FE models of the pediatric spine growth have made simplifications in geometry of anatomical structures, material properties, and representation of vertebral growth. To address those limitations, a comprehensive FE model of a pediatric (10-year-old) osteo-ligamentous thoracic and lumbar spine (T1-L5 with intervertebral discs (IVDs) and ligaments), ribcage, and pelvis with age- and level-specific ligament properties and orthotropic region-specific vertebral growth was developed and validated. Range of motion (ROM) measures, namely lateral bending, flexion-extension, and axial rotation, of the current 10 YO FE model were generally within reported ranges of scaled in vitro adult ROM data. Changes in T1-L5 spine height, as well as kyphosis (T2-T12) and lordosis (L1-L5) angles in the current FE model for two years of growth (from ages 10 to 12 years) were within ranges reported from corresponding pediatric clinical data. The use of such comprehensive pediatric FE models can provide clinically relevant insights into normative and pathological biomechanical responses of the spine, and also contribute to the development and optimization of clinical interventions for spine deformities.
Collapse
Affiliation(s)
- Sriram Balasubramanian
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA, USA
| | - Christian D'Andrea
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA, USA
| | - Girish Viraraghavan
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA, USA
| | - Patrick J Cahill
- Division of Orthopaedics, The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| |
Collapse
|
6
|
Zeng W, Mukherjee S, Caudillo A, Forman J, Panzer MB. Evaluation and Validation of Thorax Model Responses: A Hierarchical Approach to Achieve High Biofidelity for Thoracic Musculoskeletal System. Front Bioeng Biotechnol 2021; 9:712656. [PMID: 34336812 PMCID: PMC8324103 DOI: 10.3389/fbioe.2021.712656] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2021] [Accepted: 06/28/2021] [Indexed: 11/22/2022] Open
Abstract
As one of the most frequently occurring injuries, thoracic trauma is a significant public health burden occurring in road traffic crashes, sports accidents, and military events. The biomechanics of the human thorax under impact loading can be investigated by computational finite element (FE) models, which are capable of predicting complex thoracic responses and injury outcomes quantitatively. One of the key challenges for developing a biofidelic FE model involves model evaluation and validation. In this work, the biofidelity of a mid-sized male thorax model has been evaluated and enhanced by a multi-level, hierarchical strategy of validation, focusing on injury characteristics, and model improvement of the thoracic musculoskeletal system. At the component level, the biomechanical responses of several major thoracic load-bearing structures were validated against different relevant experimental cases in the literature, including the thoracic intervertebral joints, costovertebral joints, clavicle, sternum, and costal cartilages. As an example, the thoracic spine was improved by accurate representation of the components, material properties, and ligament failure features at tissue level then validated based on the quasi-static response at the segment level, flexion bending response at the functional spinal unit level, and extension angle of the whole thoracic spine. At ribcage and full thorax levels, the thorax model with validated bony components was evaluated by a series of experimental testing cases. The validation responses were rated above 0.76, as assessed by the CORA evaluation system, indicating the model exhibited overall good biofidelity. At both component and full thorax levels, the model showed good computational stability, and reasonable agreement with the experimental data both qualitatively and quantitatively. It is expected that our validated thorax model can predict thorax behavior with high biofidelity to assess injury risk and investigate injury mechanisms of the thoracic musculoskeletal system in various impact scenarios. The relevant validation cases established in this study shall be directly used for future evaluation of other thorax models, and the validation approach and process presented here may provide an insightful framework toward multi-level validating of human body models.
Collapse
Affiliation(s)
- Wei Zeng
- Center for Applied Biomechanics, University of Virginia, Charlottesville, VA, United States
| | - Sayak Mukherjee
- Center for Applied Biomechanics, University of Virginia, Charlottesville, VA, United States
| | - Adrian Caudillo
- Center for Applied Biomechanics, University of Virginia, Charlottesville, VA, United States
| | - Jason Forman
- Center for Applied Biomechanics, University of Virginia, Charlottesville, VA, United States
| | - Matthew B Panzer
- Center for Applied Biomechanics, University of Virginia, Charlottesville, VA, United States
| |
Collapse
|
7
|
Yoganandan N, Khandelwal P, Porwal V, Humm J, Banerjee A. Human Thoracolumbar Spine Tolerance to Injury and Mechanisms From Caudo-Cephalad Loading: A Parametric Modeling Study. JOURNAL OF ENGINEERING AND SCIENCE IN MEDICAL DIAGNOSTICS AND THERAPY 2021; 4:011007. [PMID: 35832262 PMCID: PMC8597559 DOI: 10.1115/1.4049523] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/29/2020] [Revised: 11/27/2020] [Indexed: 06/15/2023]
Abstract
The aims of this investigation were to delineate the internal biomechanics of the spine under vertical impact vector and assess the probability of injury. Male and female whole-body human finite element models were used. The restrained occupants were positioned on the seat, and caudo-cephalad impacts were applied to the base. Different acceleration-time profiles (50-200 ms pulse durations, 11-46 g peak accelerations) were used as inputs in both models. The resulting stress-strain profiles in the cortical and cancellous bones were evaluated at different vertebral levels. Using the peak transmitted forces at the thoracolumbar disc level as the response variable, the probability of injury for the male spine was obtained from experimental risk curves for the various pulses. Results showed that the shorter pulse durations and rise times impart greater loading on the thoracolumbar spine. The analysis of von Mises stress and strain distributions showed that the compression-related fractures are multifaceted with contributions from both the cortical and cancellous bony components of the body. Profiles are provided in the paper. The intervertebral disc may be involved in the fracture mechanism, because it acts as a medium of load transfer between adjacent vertebrae. Injury risks for the shortest pulse was 63%, and for the widest pulse it was close to zero, and injury probabilities for other pulses are given. The present modeling study provides insights into the mechanisms of internal load transfer and describes injury risk levels from caudal to cephalad impacts.
Collapse
Affiliation(s)
- Narayan Yoganandan
- Biomedical Engineering, Center for NeuroTrauma Research, Department of Neurosurgery, Medical College of Wisconsin, Milwaukee, WI 53226
| | - Prashant Khandelwal
- Center for NeuroTrauma Research, Department of Neurosurgery, Medical College of Wisconsin, Milwaukee, WI 53226
| | - Vaibhav Porwal
- Center for NeuroTrauma Research, Department of Neurosurgery, Medical College of Wisconsin, Milwaukee, WI 53226
| | - John Humm
- Center for NeuroTrauma Research, Department of Neurosurgery, Medical College of Wisconsin, Milwaukee, WI 53226
| | - Anjishnu Banerjee
- Division of Biostatistics, Medical College of Wisconsin, Milwaukee, WI 53226
| |
Collapse
|