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Resmi SL, Hashim V, Mohammed J, Dileep PN. Bone Mineral Density Prediction from CT Image: A Novel Approach using ANN. Appl Bionics Biomech 2023; 2023:1123953. [PMID: 37153753 PMCID: PMC10162883 DOI: 10.1155/2023/1123953] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2022] [Revised: 02/25/2023] [Accepted: 03/25/2023] [Indexed: 05/10/2023] Open
Abstract
Background Though treatable, osteoporosis continues as a substantially underdiagnosed and undertreated condition. Bone mineral density (BMD) monitoring will definitely aid in the prediction and prevention of medical emergencies arising from osteoporosis. Although quantitative computed tomography (QCT) is one of the most widely accepted tools for measuring BMD, it lacks the contribution of bone architecture in predicting BMD, which is significant as aging progresses. This paper presents an innovative approach for the prediction of BMD incorporating bone architecture that involves no extra cost, time, and exposure to severe radiation. Methods In this approach, the BMD is predicted using clinical CT scan images taken for other indications based on image processing and artificial neural network (ANN). The network used in this study is a standard backpropagation neural network having five input neurons with one hidden layer having 40 neurons with a tan-sigmoidal activation function. The Digital Imaging and Communications in Medicine (DICOM) image properties extracted from QCT of human skull and femur bone of rabbit that are closely associated with the BMD are used as input parameters of the ANN. The density value of the bone which is computed from the Hounsfield units of QCT scan image through phantom calibration is used as the target value for training the network. Results The ANN model predicts the density values using the image properties from the clinical CT of the same rabbit femur bone and is compared with the density value computed from QCT scan. The correlation coefficient between predicted BMD and QCT density valued to 0.883. The proposed network can assist clinicians in identifying early stage of osteoporosis and devise suitable strategies to improve BMD with no additional cost.
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Affiliation(s)
- S. L. Resmi
- Department of Mechanical Engineering, TKM College of Engineering, Kollam, Kerala, India
| | - V. Hashim
- Department of Mechanical Engineering, TKM College of Engineering, Kollam, Kerala, India
| | - Jesna Mohammed
- Department of Mechanical Engineering, TKM College of Engineering, Kollam, Kerala, India
| | - P. N. Dileep
- Department of Mechanical Engineering, TKM College of Engineering, Kollam, Kerala, India
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Hudyma N, Lisjak A, Tatone BS, Garner HW, Wight J, Mandavalli AS, Olutola IA, Pujalte GGA. Comparison of Cortical Bone Fracture Patterns Under Compression Loading Using Finite Element–Discrete Element Numerical Modeling Approach and Destructive Testing. Cureus 2022; 14:e29596. [PMID: 36321046 PMCID: PMC9599044 DOI: 10.7759/cureus.29596] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/26/2022] [Indexed: 11/17/2022] Open
Abstract
Finite element analysis may not be the only method by which bone fracture initiation and propagation may be analyzed. This study compares fracture patterns generated from compression testing of bone to fracture patterns generated using a combination of both the finite element method (FEM) and discrete element method (DEM) as defined by the finite discrete element method (FDEM). Before testing, a three-dimensional bone model was developed using CT. Force and displacement data were collected during testing. The tested specimen was reimaged using CT. The solid model was discretized and material properties adjusted such that finite element-discrete element macro behavior matched the force-displacement data. A qualitative comparison of the fracture patterns demonstrates that FDEM can successfully be used to simulate and predict fracturing in bone, with this study representing the first time this has been done and reported.
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Liu Y, Dzidotor G, Le TT, Vinikoor T, Morgan K, Curry EJ, Das R, McClinton A, Eisenberg E, Apuzzo LN, Tran KTM, Prasad P, Flanagan TJ, Lee SW, Kan HM, Chorsi MT, Lo KWH, Laurencin CT, Nguyen TD. Exercise-induced piezoelectric stimulation for cartilage regeneration in rabbits. Sci Transl Med 2022; 14:eabi7282. [PMID: 35020409 DOI: 10.1126/scitranslmed.abi7282] [Citation(s) in RCA: 53] [Impact Index Per Article: 26.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
More than 32.5 million American adults suffer from osteoarthritis, and current treatments including pain medicines and anti-inflammatory drugs only alleviate symptoms but do not cure the disease. Here, we have demonstrated that a biodegradable piezoelectric poly(L-lactic acid) (PLLA) nanofiber scaffold under applied force or joint load could act as a battery-less electrical stimulator to promote chondrogenesis and cartilage regeneration. The PLLA scaffold under applied force or joint load generated a controllable piezoelectric charge, which promoted extracellular protein adsorption, facilitated cell migration or recruitment, induced endogenous TGF-β via calcium signaling pathway, and improved chondrogenesis and cartilage regeneration both in vitro and in vivo. Rabbits with critical-sized osteochondral defects receiving the piezoelectric scaffold and exercise treatment experienced hyaline-cartilage regeneration and completely healed cartilage with abundant chondrocytes and type II collagen after 1 to 2 months of exercise (2 to 3 months after surgery including 1 month of recovery before exercise), whereas rabbits treated with nonpiezoelectric scaffold and exercise treatment had unfilled defect and limited healing. The approach of combining biodegradable piezoelectric tissue scaffolds with controlled mechanical activation (via physical exercise) may therefore be useful for the treatment of osteoarthritis and is potentially applicable to regenerating other injured tissues.
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Affiliation(s)
- Yang Liu
- Department of Mechanical Engineering, University of Connecticut, Storrs, CT 06269, USA
| | - Godwin Dzidotor
- Connecticut Convergence Institute for Translation in Regenerative Engineering, University of Connecticut Health Center, Farmington, CT 06030, USA
- Department of Chemical and Biomolecular Engineering, University of Connecticut, Storrs, CT 06269, USA
| | - Thinh T Le
- Department of Mechanical Engineering, University of Connecticut, Storrs, CT 06269, USA
| | - Tra Vinikoor
- Department of Biomedical Engineering, University of Connecticut, Storrs, CT 06269, USA
| | - Kristin Morgan
- Department of Biomedical Engineering, University of Connecticut, Storrs, CT 06269, USA
| | - Eli J Curry
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Ritopa Das
- Department of Biomedical Engineering, University of Connecticut, Storrs, CT 06269, USA
| | - Aneesah McClinton
- Connecticut Convergence Institute for Translation in Regenerative Engineering, University of Connecticut Health Center, Farmington, CT 06030, USA
| | - Ellen Eisenberg
- Division of Oral and Maxillofacial Diagnostic Sciences, School of Dental Medicine, University of Connecticut, Farmington, CT 06030, USA
- Division of Anatomic Pathology, Department of Pathology and Laboratory Medicine, School of Medicine, University of Connecticut, Farmington, CT 06030, USA
| | - Lorraine N Apuzzo
- Department of Molecular and Cell Biology, University of Connecticut, Storrs, CT 06269, USA
| | - Khanh T M Tran
- Department of Biomedical Engineering, University of Connecticut, Storrs, CT 06269, USA
| | - Pooja Prasad
- Department of Molecular and Cell Biology, University of Connecticut, Storrs, CT 06269, USA
| | - Tyler J Flanagan
- Department of Materials Science and Engineering, University of Connecticut, Storrs, CT 06269, USA
- Institute of Materials Science, University of Connecticut, Storrs, CT 06269, USA
| | - Seok-Woo Lee
- Department of Materials Science and Engineering, University of Connecticut, Storrs, CT 06269, USA
- Institute of Materials Science, University of Connecticut, Storrs, CT 06269, USA
| | - Ho-Man Kan
- Connecticut Convergence Institute for Translation in Regenerative Engineering, University of Connecticut Health Center, Farmington, CT 06030, USA
| | - Meysam T Chorsi
- Department of Mechanical Engineering, University of Connecticut, Storrs, CT 06269, USA
| | - Kevin W H Lo
- Connecticut Convergence Institute for Translation in Regenerative Engineering, University of Connecticut Health Center, Farmington, CT 06030, USA
- Department of Medicine, University of Connecticut Health Center, Farmington, CT 06030, USA
| | - Cato T Laurencin
- Connecticut Convergence Institute for Translation in Regenerative Engineering, University of Connecticut Health Center, Farmington, CT 06030, USA
- Department of Chemical and Biomolecular Engineering, University of Connecticut, Storrs, CT 06269, USA
- Department of Biomedical Engineering, University of Connecticut, Storrs, CT 06269, USA
- Department of Materials Science and Engineering, University of Connecticut, Storrs, CT 06269, USA
- Institute of Materials Science, University of Connecticut, Storrs, CT 06269, USA
- Department of Orthopedic Surgery, University of Connecticut Health Center, Farmington, CT 06030, USA
| | - Thanh D Nguyen
- Department of Mechanical Engineering, University of Connecticut, Storrs, CT 06269, USA
- Department of Biomedical Engineering, University of Connecticut, Storrs, CT 06269, USA
- Institute of Materials Science, University of Connecticut, Storrs, CT 06269, USA
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Touri M, Moztarzadeh F, Abu Osman NA, Dehghan MM, Brouki Milan P, Farzad-Mohajeri S, Mozafari M. Oxygen-Releasing Scaffolds for Accelerated Bone Regeneration. ACS Biomater Sci Eng 2020; 6:2985-2994. [DOI: 10.1021/acsbiomaterials.9b01789] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Affiliation(s)
- Maria Touri
- Biomaterial Group, Faculty of Biomedical Engineering (Center of Excellence), Amirkabir University of Technology, Tehran 1591634311, Iran
- Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur 50603, Malaysia
| | - Fathollah Moztarzadeh
- Biomaterial Group, Faculty of Biomedical Engineering (Center of Excellence), Amirkabir University of Technology, Tehran 1591634311, Iran
| | - Noor Azuan Abu Osman
- Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur 50603, Malaysia
| | - Mohammad Mehdi Dehghan
- Department of Surgery and Radiology, Faculty of Veterinary Medicine, University of Tehran, Tehran 1417466191, Iran
- Institute of Biomedical Research, University of Tehran, Tehran 1417466191, Iran
| | - Peiman Brouki Milan
- Cellular and Molecular Research Center, Iran University of Medical Sciences, Tehran 14496-14535, Iran
- Department of Tissue Engineering & Regenerative Medicine, Faculty of Advanced Technologies in Medicine, Iran University of Medical Sciences, Tehran 14496-14535, Iran
| | | | - Masoud Mozafari
- Department of Tissue Engineering & Regenerative Medicine, Faculty of Advanced Technologies in Medicine, Iran University of Medical Sciences, Tehran 14496-14535, Iran
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Tian L, Sheng Y, Huang L, Chow DHK, Chau WH, Tang N, Ngai T, Wu C, Lu J, Qin L. An innovative Mg/Ti hybrid fixation system developed for fracture fixation and healing enhancement at load-bearing skeletal site. Biomaterials 2018; 180:173-183. [PMID: 30041069 DOI: 10.1016/j.biomaterials.2018.07.018] [Citation(s) in RCA: 40] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2017] [Revised: 07/05/2018] [Accepted: 07/10/2018] [Indexed: 12/12/2022]
Abstract
Magnesium (Mg) is a potential biomaterial suitable for developing biodegradable orthopaedic implants, especially as internal fixators for fracture fixation at non-load bearing skeletal sites. However, Mg alone cannot provide sufficient mechanical support for stable fracture fixation at load bearing sites due to its rapid degradation in the early stage after implantation. In consideration of the strengths and weaknesses of Mg, we developed an innovative magnesium/titanium (Mg/Ti) hybrid fixation system for long bone fracture fixation and investigated the fixation efficacy. The finite element analysis (FEA) results indicated that the Mg/Ti hybrid fixation system provided sufficient mechanical support for fracture fixation at load-bearing skeletal site. As a proof-of-concept, we performed a "Z-shaped" open osteotomy at the mid-shaft of rabbit tibia. For comparison, the animals were divided into two groups: Mg/Ti group (fixated with Mg screws and Ti fixators) and Ti control group (fixated with Ti screws and Ti fixators). The radiographic, four-point bending mechanical test, histological and histomorphometric analysis were postoperatively performed in a temporal manner up to 12 weeks. Both X-ray and micro-CT images of the Mg/Ti group showed a larger callus (14.7% at 3rd week and 24.8% at 6th week, n = 5-7, p < 0.05) in the regions of interest (ROIs) over time, especially at the opposite cortex of the fixation plate. At the 12th week post-operation, the biomechanical test result indicated that the rabbit tibia in the Mg/Ti group healed better and the overall mechanical strength was approximately 3-fold higher (n = 8, p < 0.05) than that at 6th week. Furthermore, the FEA revealed that the Mg/Ti group had a higher mechanical strength (19.5% at week 6 and 31.5% at week 12) at the specified ROI and resulted in an earlier and faster endochondral ossification (68.0% at week 3 and 71.4% at week 6) with a higher expression of osteocalcin (54.0%) and collagen I (34.2%) than the Ti control group (n = 4, p < 0.05). Further evaluation suggested that a higher expression of calcitonin gene-related peptide (CGRP), a known osteogenic neuron peptide, in the fracture callus of the Mg/Ti group might be a major underlying mechanism of enhanced fracture healing attributed to the release of Mg ions during the degradation of Mg screws.
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Affiliation(s)
- Li Tian
- Department of Orthopedics & Traumatology, The Chinese University of Hong Kong, Hong Kong Special Administrative Region
| | - Yifeng Sheng
- Department of Chemistry, The Chinese University of Hong Kong, Hong Kong Special Administrative Region
| | - Le Huang
- Department of Orthopedics & Traumatology, The Chinese University of Hong Kong, Hong Kong Special Administrative Region
| | - Dick Ho-Kiu Chow
- Department of Orthopedics & Traumatology, The Chinese University of Hong Kong, Hong Kong Special Administrative Region
| | - Wing Ho Chau
- Department of Orthopedics & Traumatology, The Chinese University of Hong Kong, Hong Kong Special Administrative Region
| | - Ning Tang
- Department of Orthopedics & Traumatology, The Chinese University of Hong Kong, Hong Kong Special Administrative Region
| | - To Ngai
- Department of Chemistry, The Chinese University of Hong Kong, Hong Kong Special Administrative Region
| | - Chi Wu
- Department of Chemistry, The Chinese University of Hong Kong, Hong Kong Special Administrative Region
| | - Jian Lu
- Department of Mechanical and Biomedical Engineering, City University of Hong Kong, Hong Kong Special Administrative Region
| | - Ling Qin
- Department of Orthopedics & Traumatology, The Chinese University of Hong Kong, Hong Kong Special Administrative Region; Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong Special Administrative Region.
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Florio CS. Effectiveness of various isometric exercises at improving bone strength in cortical regions prone to distal tibial stress fractures. INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN BIOMEDICAL ENGINEERING 2018; 34:e2976. [PMID: 29508548 DOI: 10.1002/cnm.2976] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/12/2017] [Revised: 02/25/2018] [Accepted: 02/25/2018] [Indexed: 06/08/2023]
Abstract
A computational model was used to compare the local bone strengthening effectiveness of various isometric exercises that may reduce the likelihood of distal tibial stress fractures. The developed model predicts local endosteal and periosteal cortical accretion and resorption based on relative local and global measures of the tibial stress state and its surface variation. Using a multisegment 3-dimensional leg model, tibia shape adaptations due to 33 combinations of hip, knee, and ankle joint angles and the direction of a single or sequential series of generated isometric resultant forces were predicted. The maximum stress at a common fracture-prone region in each optimized geometry was compared under likely stress fracture-inducing midstance jogging conditions. No direct correlations were found between stress reductions over an initially uniform circular hollow cylindrical geometry under these critical design conditions and the exercise-based sets of active muscles, joint angles, or individual muscle force and local stress magnitudes. Additionally, typically favorable increases in cross-sectional geometric measures did not guarantee stress decreases at these locations. Instead, tibial stress distributions under the exercise conditions best predicted strengthening ability. Exercises producing larger anterior distal stresses created optimized tibia shapes that better resisted the high midstance jogging bending stresses. Bent leg configurations generating anteriorly directed or inferiorly directed resultant forces created favorable adaptations. None of the studied loads produced by a straight leg was significantly advantageous. These predictions and the insight gained can provide preliminary guidance in the screening and development of targeted bone strengthening techniques for those susceptible to distal tibial stress fractures.
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Affiliation(s)
- C S Florio
- Department of Mechanical and Industrial Engineering, New Jersey Institute of Technology, University Heights, Newark, NJ, 07102, USA
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Han L, Long T, Tang W, Liu L, Jing W, Tian WD, Long J. Correlation between Condylar Fracture Pattern after Parasymphyseal Impact and Condyle Morphological Features: A Retrospective Analysis of 107 Chinese Patients. Chin Med J (Engl) 2017; 130:420-427. [PMID: 28218215 PMCID: PMC5324378 DOI: 10.4103/0366-6999.199836] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Background: The treatment of the condylar fractures is difficult. Factors that result in the fractures are complex. The objective of this morphometric study was to investigate the relationship between condylar fracture patterns and condylar morphological characteristics. Methods: We conducted a retrospective analysis of 107 patients admitted to the West China Hospital of Stomatology for bilateral condylar fractures caused by parasymphyseal impact. The patients were divided into five groups according to the type of condylar fracture. Ten parameters were evaluated on three-dimensional (3D) reconstruction mandible models through the Mimics 16.0 (Materialize Leuven, Belgium) anthropometry toolkit. Each parameter of the 3D models was analyzed using multivariate analysis. Multinomial logistic regression analyses were used to examine the relationships between the five groups. Results: The results showed that the differences of condylar head width (M1), condylar neck width (M3), the ratio of condylar head width to condylar anteroposterior diameter (M1/M2), the ratio of condylar head width to condylar neck width (M1/M3), the ratio of condylar height to ramus height (M8/M7), and mandibular angle (M10) were statistically significant (p < 0.05). Type A condylar head fractures were positively associated with M1 (compared to Type B: OR =1.627, 95% CI: 1.123, 2.359; compared to Type C: OR = 1.705, 95% CI: 1.170, 2.484) and M1/M2 (compared to Type B: OR =1.034, 95% CI: 0.879, 2.484). Type B condylar head fractures were negatively associated with M10 (compared to Type C: OR = 0.909, 95% CI: 0.821, 1.007). Condylar neck fractures were negatively associated with M3 (compared to condylar head: OR = 0.382, CI: 0.203, 0.720; compared to condylar base: OR = 0.436, 95% CI: 0.218, 0.874), and positively associated with M1/M3 (compared to condylar head: OR = 1.229, 95% CI: 1.063, 1.420 compared to condylar base: OR = 1.223, 95% CI: 1.034, 1.447). Condylar base fractures were positively associated with M10 (OR = 1.095, 95% CI: 1.008, 1.189) and negatively associated with M8/M7 (OR = 0.855, 95% CI: 0.763, 0.959) as compared with condylar head fractures. Conclusions: Condylar fracture pattern is associated with the anatomical features of the condyles when a fracture occurs from parasymphyseal impact.
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Affiliation(s)
- Lu Han
- State Key Laboratory of Oral Diseases, Sichuan University, Chengdu, Sichuan 610041; Department of Oral and Maxillofacial Surgery, West China School of Stomatology, Sichuan University, Chengdu, Sichuan 610041, China
| | - Ting Long
- Department of Oral and Maxillofacial Surgery, West China School of Stomatology, Sichuan University, Chengdu, Sichuan 610041, China
| | - Wei Tang
- Department of Oral and Maxillofacial Surgery, West China School of Stomatology, Sichuan University, Chengdu, Sichuan 610041, China
| | - Lei Liu
- Department of Oral and Maxillofacial Surgery, West China School of Stomatology, Sichuan University, Chengdu, Sichuan 610041, China
| | - Wei Jing
- Department of Oral and Maxillofacial Surgery, West China School of Stomatology, Sichuan University, Chengdu, Sichuan 610041, China
| | - Wei-Dong Tian
- Department of Oral and Maxillofacial Surgery, West China School of Stomatology, Sichuan University, Chengdu, Sichuan 610041, China
| | - Jie Long
- State Key Laboratory of Oral Diseases, Sichuan University, Chengdu, Sichuan 610041; Department of Oral and Maxillofacial Surgery, West China School of Stomatology, Sichuan University, Chengdu, Sichuan 610041, China
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Impact of the lower third molar presence and position on the fragility of mandibular angle and condyle: A Three-dimensional finite element study. J Craniomaxillofac Surg 2015; 43:870-8. [PMID: 25939313 DOI: 10.1016/j.jcms.2015.03.025] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2014] [Revised: 02/10/2015] [Accepted: 03/23/2015] [Indexed: 11/20/2022] Open
Abstract
The aim of the present study was to investigate the influences of the presence and position of a lower third molar (M3) on the fragility of mandibular angle and condyle, using finite element analysis. From computed tomographic scans of a human mandible with normally erupted M3, two additional virtual models were generated: a mandibular model with partially impacted M3 and a model without M3. Two cases of impact were considered: a frontal and a lateral blow. The results are based on the chromatic analysis of the distributed von Mises and principal stresses, and calculation of their failure indices. In the frontal blow, the angle region showed the highest stress in the case with partially impacted M3, and the condylar region in the case without M3. Compressive stresses were dominant but caused no failure. Tensile stresses were recorded in the retromolar areas, but caused failure only in the case with partially impacted M3. In the lateral blow, the stress concentrated at the point of impact, in the ipsilateral and contralateral angle and condylar regions. The highest stresses were recorded in the case with partially impacted M3. Tensile stresses caused the failure on the ipsilateral side, whereas compressive stresses on the contralateral side.
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