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Pohl N, Priebe D, AlBaraghtheh T, Schimek S, Wieland DF, Krüger D, Trostorff S, Willumeit-Römer R, Köhl R, Zeller-Plumhoff B. Computational modelling of bone growth and mineralization surrounding biodegradable Mg-based and permanent Ti implants. Comput Struct Biotechnol J 2025; 27:1394-1406. [PMID: 40242290 PMCID: PMC12002937 DOI: 10.1016/j.csbj.2025.02.027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2024] [Revised: 02/24/2025] [Accepted: 02/25/2025] [Indexed: 04/18/2025] Open
Abstract
In silico testing of implant materials is a research area of high interest, as cost- and labour-intensive experiments may be omitted. However, assessing the tissue-material interaction mathematically and computationally can be very complex, in particular when functional, such as biodegradable, implant materials are investigated. In this work, we expand and refine suitable existing mathematical models of bone growth and magnesium-based implant degradation based on ordinary differential equations. We show that we can simulate the implant degradation, as well as the osseointegration in terms of relative bone volume fraction and changes in bone ultrastructure when applying the model to experimental data from titanium and magnesium-gadolinium implants for healing times up to 32 weeks. An additional sensitivity analysis highlights important parameters and their interactions. Moreover, we show that the model is predictive in terms of relative bone volume fraction with mean absolute errors below 6%.
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Affiliation(s)
- Nik Pohl
- Institute of Metallic Biomaterials, Helmholtz-Zentrum Hereon, Germany
| | - Domenik Priebe
- Institute of Metallic Biomaterials, Helmholtz-Zentrum Hereon, Germany
| | - Tamadur AlBaraghtheh
- Institute of Metallic Biomaterials, Helmholtz-Zentrum Hereon, Germany
- Institute of Surface Science, Helmholtz-Zentrum Hereon, Germany
| | - Sven Schimek
- Institute of Metallic Biomaterials, Helmholtz-Zentrum Hereon, Germany
| | | | - Diana Krüger
- Institute of Metallic Biomaterials, Helmholtz-Zentrum Hereon, Germany
| | - Sascha Trostorff
- Department of Mathematics, Faculty of Mathematics and Natural Sciences, Kiel University, Germany
| | - Regine Willumeit-Römer
- Institute of Metallic Biomaterials, Helmholtz-Zentrum Hereon, Germany
- Kiel, Nano, Surface, and Interface Science - KiNSIS, Kiel University, Germany
| | - Ralf Köhl
- Department of Mathematics, Faculty of Mathematics and Natural Sciences, Kiel University, Germany
- Kiel, Nano, Surface, and Interface Science - KiNSIS, Kiel University, Germany
| | - Berit Zeller-Plumhoff
- Institute of Metallic Biomaterials, Helmholtz-Zentrum Hereon, Germany
- Kiel, Nano, Surface, and Interface Science - KiNSIS, Kiel University, Germany
- Data-driven Analysis and Design of Materials, Faculty of Mechanical Engineering and Marine Technologies, University of Rostock, Germany
- Department Life, Light & Matter, University of Rostock, Germany
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2
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Smolin A, Eremina G, Martyshina I, Xie J. Biomechanics of Osseointegration of a Dental Implant in the Mandible Under Shock Wave Therapy: In Silico Study. MATERIALS (BASEL, SWITZERLAND) 2024; 17:6204. [PMID: 39769804 PMCID: PMC11677247 DOI: 10.3390/ma17246204] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/22/2024] [Revised: 12/16/2024] [Accepted: 12/18/2024] [Indexed: 01/11/2025]
Abstract
The most time-consuming aspect of dental prosthesis installation is the osseointegration of a metal implant with bone tissue. The acceleration of this process may be achieved through the use of extracorporeal shock wave therapy. The objective of this study is to investigate the conditions for osseointegration of the second premolar implant in the mandibular segment through the use of a poroelastic model implemented in the movable cellular automaton method. The mandibular segment under consideration includes a spongy tissue layer, 600 µm in thickness, covered with a cortical layer, 400 µm in thickness, and a gum layer, 400 µm in thickness. Furthermore, the periodontal layers of the roots of the first premolar and first molar were considered, while the implant of the second premolar was situated within a shell of specific tissue that corresponded to the phase of osseointegration. The model was subjected to both physiological loading and shock wave loading across the three main phases of osseointegration. The resulting fields of hydrostatic pressure and interstitial fluid pressure were then subjected to analysis in accordance with the mechanobiological principles. The results obtained have indicated that low-intensity shock wave therapy can accelerate and promote direct osseointegration: 0.05-0.15 mJ/mm2 in the first and second phases and less than 0.05 mJ/mm2 in the third phase. In comparison to physiological loads (when bone tissue regeneration conditions are observed only around the implant distal end), shock waves offer the primary advantage of creating conditions conducive to osseointegration along the entire surface of the implant simultaneously. This can significantly influence the rate of implant integration during the initial osteoinduction phase and, most crucially, during the longest final phase of bone remodeling.
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Affiliation(s)
- Alexey Smolin
- Institute of Strength Physics and Materials Science, Siberian Branch of the Russian Academy of Sciences, Pr. Akademicheskii, 2/4, 634055 Tomsk, Russia; (G.E.); (I.M.)
| | - Galina Eremina
- Institute of Strength Physics and Materials Science, Siberian Branch of the Russian Academy of Sciences, Pr. Akademicheskii, 2/4, 634055 Tomsk, Russia; (G.E.); (I.M.)
| | - Irina Martyshina
- Institute of Strength Physics and Materials Science, Siberian Branch of the Russian Academy of Sciences, Pr. Akademicheskii, 2/4, 634055 Tomsk, Russia; (G.E.); (I.M.)
| | - Jing Xie
- State Key Laboratory of Explosion Science and Technology, Beijing Institute of Technology, Beijing 100081, China;
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Zamani M, Mohammadi S. Finite element solution of coupled multiphysics reaction-diffusion equations for fracture healing in hard biological tissues. Comput Biol Med 2024; 179:108829. [PMID: 39002316 DOI: 10.1016/j.compbiomed.2024.108829] [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: 03/16/2024] [Revised: 06/12/2024] [Accepted: 06/29/2024] [Indexed: 07/15/2024]
Abstract
This study proposes a computational framework to investigate the multi-stage process of fracture healing in hard tissues, e.g., long bone, based on the mathematical Bailon-Plaza and Van der Meulen formulation. The goal is to explore the influence of critical biological factors by employing the finite element method for more realistic configurations. The model integrates a set of variables, including cell densities, growth factors, and extracellular matrix contents, managed by a coupled system of partial differential equations. A weak finite element formulation is introduced to enhance the numerical robustness for coarser mesh grids, complex geometries, and more accurate boundary conditions. This formulation is less sensitive to mesh quality and converges smoothly with mesh refinement, exhibiting superior numerical stability compared to previously available strong-form solutions. The model accurately reproduces various stages of healing, including soft cartilage callus formation, endochondral and intramembranous ossification, and hard bony callus development for various sizes of fracture gap. Model predictions align with the existing research and are logically coherent with the available experimental data. The developed multiphysics simulation clarifies the coordination of cellular dynamics, extracellular matrix alterations, and signaling growth factors during fracture healing.
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Affiliation(s)
- Mohammad Zamani
- High-Performance Computing Laboratory, School of Civil Engineering, College of Engineering, University of Tehran, Iran
| | - Soheil Mohammadi
- High-Performance Computing Laboratory, School of Civil Engineering, College of Engineering, University of Tehran, Iran.
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4
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Song C, Liu Y, Tao X, Cheng K, Cai W, Zhou D, Zhou Y, Wang L, Shi H, Hao Q, Liu Z. Immunomodulation Pathogenesis and Treatment of Bone Nonunion. Orthop Surg 2024; 16:1770-1782. [PMID: 38946017 PMCID: PMC11293939 DOI: 10.1111/os.14131] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Revised: 05/23/2024] [Accepted: 05/23/2024] [Indexed: 07/02/2024] Open
Abstract
Fractures and bone nonunion commonly require surgical intervention. Serious outcomes of non-healing in the late stages of fracture place a significant financial burden on society and families. Bone nonunion occurs when a fracture stops healing, for many reasons, and leads to a variety of bad outcomes. Numerous factors, including biomechanics and immunology, are involved in the complicated mechanisms of bone nonunion. The immune-inflammatory response plays a significant part in the emergence of bone nonunion, and the occurrence, control, and remission of inflammation in the bone healing process have a significant influence on the ultimate success of bone tissue repair. In the bone microenvironment, immune cells and associated cytokines control bone repair, which is significantly influenced by macrophages, T cells, and fibroblast growth factor. To limit acute inflammation and balance osteogenesis and osteoblastogenesis for tissue repair and regeneration, immune cells and various cytokines in the local microenvironment must be precisely regulated. As a bad complication of late-stage fractures, bone nonunion has a significant effect on patients' quality of life and socioeconomic development. Therefore, in-depth research on its pathogenesis and treatment methods has important clinical value. To provide more precise, focused therapeutic options for the treatment of bone nonunion, we discuss the regulatory roles of the key immune cells engaged in bone healing within the microenvironment during bone healing and their effect on osteogenesis.
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Affiliation(s)
- Chao Song
- Department of Orthopedics and Traumatology (Trauma and Bone‐Setting), Laboratory of Integrated Chinese and Western Medicine for Orthopedic and Traumatic Diseases Prevention and Treatment, The Affiliated Traditional Chinese Medicine HospitalSouthwest Medical UniversityLuzhouChina
| | - Yong Liu
- Department of Bone and Joint Sports MedicineXingguo People's Hospital, Gannan Medical CollegeXingguoChina
| | - Xingxing Tao
- College of Integrative Chinese and Western Medicine, The Affiliated Traditional Chinese Medicine HospitalSouthwest Medical UniversityLuzhouChina
| | - Kang Cheng
- Department of Orthopedics and Traumatology (Trauma and Bone‐Setting), Laboratory of Integrated Chinese and Western Medicine for Orthopedic and Traumatic Diseases Prevention and Treatment, The Affiliated Traditional Chinese Medicine HospitalSouthwest Medical UniversityLuzhouChina
| | - Weiye Cai
- Department of Orthopedics and Traumatology (Trauma and Bone‐Setting), Laboratory of Integrated Chinese and Western Medicine for Orthopedic and Traumatic Diseases Prevention and Treatment, The Affiliated Traditional Chinese Medicine HospitalSouthwest Medical UniversityLuzhouChina
| | - Daqian Zhou
- Department of Orthopedics and Traumatology (Trauma and Bone‐Setting), Laboratory of Integrated Chinese and Western Medicine for Orthopedic and Traumatic Diseases Prevention and Treatment, The Affiliated Traditional Chinese Medicine HospitalSouthwest Medical UniversityLuzhouChina
| | - Yang Zhou
- Department of Orthopedics and Traumatology (Trauma and Bone‐Setting), Laboratory of Integrated Chinese and Western Medicine for Orthopedic and Traumatic Diseases Prevention and Treatment, The Affiliated Traditional Chinese Medicine HospitalSouthwest Medical UniversityLuzhouChina
| | - Liquan Wang
- Department of Orthopedics and Traumatology (Trauma and Bone‐Setting), Laboratory of Integrated Chinese and Western Medicine for Orthopedic and Traumatic Diseases Prevention and Treatment, The Affiliated Traditional Chinese Medicine HospitalSouthwest Medical UniversityLuzhouChina
| | - Houyin Shi
- Department of Orthopedics and Traumatology (Trauma and Bone‐Setting), Laboratory of Integrated Chinese and Western Medicine for Orthopedic and Traumatic Diseases Prevention and Treatment, The Affiliated Traditional Chinese Medicine HospitalSouthwest Medical UniversityLuzhouChina
| | - Qi Hao
- Orthopedic Surgery, The Affiliated Traditional Chinese Medicine HospitalSouthwest Medical UniversityLuzhouChina
| | - Zongchao Liu
- Department of Orthopedics and Traumatology (Trauma and Bone‐Setting), Laboratory of Integrated Chinese and Western Medicine for Orthopedic and Traumatic Diseases Prevention and Treatment, The Affiliated Traditional Chinese Medicine HospitalSouthwest Medical UniversityLuzhouChina
- Department of OrthopedicsLuzhou Longmatan District People's HospitalLuzhouChina
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5
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Maisenbacher TC, Libicher S, Erne F, Menger MM, Reumann MK, Schindler Y, Niemeyer F, Engelhardt L, Histing T, Braun BJ. Case Studies of a Simulation Workflow to Improve Bone Healing Assessment in Impending Non-Unions. J Clin Med 2024; 13:3922. [PMID: 38999488 PMCID: PMC11242056 DOI: 10.3390/jcm13133922] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2024] [Revised: 06/12/2024] [Accepted: 07/02/2024] [Indexed: 07/14/2024] Open
Abstract
Background: The healing potential of a fracture is determined by mechanical and biological factors. Simulation-based workflows can help assess these factors to assist in predicting non-unions. The aim of this study was the introduction of two use cases for a novel patient-specific simulation workflow based on clinically available information. Methods: The used software is an extension of the "Ulm Bone Healing model" and was applied in two cases with non-union development after fracture fixation to show its principal feasibility. The clinical and radiographic information, starting from initial treatment, were used to feed the simulation process. Results: The simulation predicted non-union development and axial deviation in a mechanically driven non-union. In the case of a biological non-union, a slow, incomplete healing course was correctly identified. However, the time offset in callus bridging was discordant between the simulation and the distinctly slower healing response in the clinical case. Conclusions: The simulation workflow presented in the two clinical use cases allowed for the identification of fractures at risk for impending non-union immediately after the initial fixation based on available clinical and radiographic information. Further validation in a large non-union cohort is needed to increase the model's precision, especially in biologically challenging cases, and show its validity as a screening instrument.
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Affiliation(s)
- Tanja C Maisenbacher
- Department of Trauma and Reconstructive Surgery, Eberhard Karls University Tuebingen, BG Klinik Tuebingen, 72076 Tuebingen, Germany
| | - Saskia Libicher
- Department of Trauma and Reconstructive Surgery, Eberhard Karls University Tuebingen, BG Klinik Tuebingen, 72076 Tuebingen, Germany
| | - Felix Erne
- Department of Trauma and Reconstructive Surgery, Eberhard Karls University Tuebingen, BG Klinik Tuebingen, 72076 Tuebingen, Germany
| | - Maximilian M Menger
- Department of Trauma and Reconstructive Surgery, Eberhard Karls University Tuebingen, BG Klinik Tuebingen, 72076 Tuebingen, Germany
| | - Marie K Reumann
- Department of Trauma and Reconstructive Surgery, Eberhard Karls University Tuebingen, BG Klinik Tuebingen, 72076 Tuebingen, Germany
| | - Yannick Schindler
- Project Team OSORA-Medical Fracture Analytics, Ulm University, Helmholtzstr. 20, 89081 Ulm, Germany
| | - Frank Niemeyer
- Project Team OSORA-Medical Fracture Analytics, Ulm University, Helmholtzstr. 20, 89081 Ulm, Germany
| | - Lucas Engelhardt
- Project Team OSORA-Medical Fracture Analytics, Ulm University, Helmholtzstr. 20, 89081 Ulm, Germany
| | - Tina Histing
- Department of Trauma and Reconstructive Surgery, Eberhard Karls University Tuebingen, BG Klinik Tuebingen, 72076 Tuebingen, Germany
| | - Benedikt J Braun
- Department of Trauma and Reconstructive Surgery, Eberhard Karls University Tuebingen, BG Klinik Tuebingen, 72076 Tuebingen, Germany
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Wang M, Jiang G, Yang H, Jin X. Computational models of bone fracture healing and applications: a review. BIOMED ENG-BIOMED TE 2024; 69:219-239. [PMID: 38235582 DOI: 10.1515/bmt-2023-0088] [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: 03/02/2023] [Accepted: 12/12/2023] [Indexed: 01/19/2024]
Abstract
Fracture healing is a very complex physiological process involving multiple events at different temporal and spatial scales, such as cell migration and tissue differentiation, in which mechanical stimuli and biochemical factors assume key roles. With the continuous improvement of computer technology in recent years, computer models have provided excellent solutions for studying the complex process of bone healing. These models not only provide profound insights into the mechanisms of fracture healing, but also have important implications for clinical treatment strategies. In this review, we first provide an overview of research in the field of computational models of fracture healing based on CiteSpace software, followed by a summary of recent advances, and a discussion of the limitations of these models and future directions for improvement. Finally, we provide a systematic summary of the application of computational models of fracture healing in three areas: bone tissue engineering, fixator optimization and clinical treatment strategies. The application of computational models of bone healing in clinical treatment is immature, but an inevitable trend, and as these models become more refined, their role in guiding clinical treatment will become more prominent.
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Affiliation(s)
- Monan Wang
- School of Mechanical and Power Engineering, Harbin University of Science and Technology, Harbin, Heilongjiang, China
| | - Guodong Jiang
- School of Mechanical and Power Engineering, Harbin University of Science and Technology, Harbin, Heilongjiang, China
| | - Haoyu Yang
- School of Mechanical and Power Engineering, Harbin University of Science and Technology, Harbin, Heilongjiang, China
| | - Xin Jin
- School of Mechanical and Power Engineering, Harbin University of Science and Technology, Harbin, Heilongjiang, China
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7
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Eremina GM, Smolin AY. Effect of patient-specific factors on regeneration in lumbar spine at healthy disc and total disc replacement. Computer simulation. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2024; 250:108172. [PMID: 38669718 DOI: 10.1016/j.cmpb.2024.108172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Revised: 03/27/2024] [Accepted: 04/10/2024] [Indexed: 04/28/2024]
Abstract
BACKGROUND AND OBJECTIVE Degenerative diseases of the spine have a negative impact on the quality of life of patients. This study presents the results of numerical modelling of the mechanical behaviour of the lumbar spine with patient-specific conditions at physiological loads. This paper aims to numerically study the influence of degenerative changes in the spine and the presence of an endoprosthesis on the creation of conditions for tissue regeneration. METHODS A numerical model of the mechanical behaviour of lumbar spine at healthy and after total disc replacement under low-energy impacts equivalent to physiological loads is presented. The model is based on the movable cellular automaton method (discrete elements), where the mechanical behaviour of bone tissue is described using the Biot poroelasticity accounting for the presence and transfer of interstitial biological fluid. The nutritional pathways of the intervertebral disc in cases of healthy and osteoporotic bone tissues were predicted based on the analysis of the simulation results according to the mechanobiological principles. RESULTS Simulation of total disc replacement showed that osseointegration of the artificial disc plates occurs only in healthy bone tissue. With total disc replacement in a patient with osteoporosis, there is an area of increased risk of bone resorption in the near-contact area, approximately 1 mm wide, around the fixators. Dynamic loads may improve the osseointegration of the implant in pathological conditions of the bone tissue. CONCLUSIONS The results obtained in the case of healthy spine and osteoporotic bone tissues correspond to the experimental data on biomechanics and possible methods of IVD regeneration from the position of mechanobiological principles. The results obtained with an artificial disc (with keel-type fixation) showed that the use of this type of endoprosthesis in healthy bone tissues allows to reproduce the function of the natural intervertebral disc and does not contribute to the development of neoplastic processes. In the case of an artificial disc with osteoporosis of bone tissues, there is a zone with increased risk of tissue resorption and development of neoplastic processes in the area near the contact of the implant attachment. This circumstance can be compensated by increasing the loading level.
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Affiliation(s)
- Galina M Eremina
- Institute of Strength Physics and Materials Science of SB RAS, 2/4, pr. Akademicheskii, Tomsk, 634055, Russia.
| | - Alexey Yu Smolin
- Institute of Strength Physics and Materials Science of SB RAS, 2/4, pr. Akademicheskii, Tomsk, 634055, Russia
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8
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Xu S, Ding X, Xiong M, Duan P, Zhang H, Li Z. The optimal design of 3D-printed lattice bone plate by considering fracture healing mechanism. INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN BIOMEDICAL ENGINEERING 2023; 39:e3682. [PMID: 36625630 DOI: 10.1002/cnm.3682] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Revised: 12/22/2022] [Accepted: 01/06/2023] [Indexed: 06/17/2023]
Abstract
The biomechanical stimulus is the most important factor for fracture healing and mainly determined by the structural stiffness of bone plate. Currently, the materials commonly used in bone plates are stainless steel and titanium, which often lead to stress shielding effects because of their higher elastic modulus compared with the bone. This article suggests an optimal design method of lattice bone plate based on fracture healing theory. First, the mechanical regulation model with deviatoric strain is established to simulate the tissue differentiation process during fracture healing process. The ratio of the average elastic modulus of callus at the 120th day to the elastic modulus of mature bone is used to characterize the fracture healing rate. Second, the optimal elastic modulus of the design domain is obtained by the optimization mathematical model with the maximum fracture healing rate. Then, the design domain is filled with microstructures, the porosity of which is adjusted to make it possible that the equivalent elastic modulus is equal to the optimized value. And the finite element analysis of the bone plate with microstructure is executed. Finally, the designed lattice bone plates are manufactured through 3D printing, and the mechanical test is carried out. The simulation results indicate that the fracture healing rate is maximum when the elastic modulus of material in design domain is 38 GPa under the constraints of fixation stability. And both the finite element analysis and experiment results show that the designed lattice bone plate meet the strength requirements of fracture internal fixation implants.
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Affiliation(s)
- Shipeng Xu
- School of Mechanical Engineering, University of Shanghai for Science and Technology, Shanghai, China
| | - Xiaohong Ding
- School of Mechanical Engineering, University of Shanghai for Science and Technology, Shanghai, China
| | - Min Xiong
- School of Mechanical Engineering, University of Shanghai for Science and Technology, Shanghai, China
| | - Pengyun Duan
- School of Mechanical Engineering, University of Shanghai for Science and Technology, Shanghai, China
| | - Heng Zhang
- School of Mechanical Engineering, University of Shanghai for Science and Technology, Shanghai, China
| | - Zhuoyi Li
- School of Mechanical Engineering, University of Shanghai for Science and Technology, Shanghai, China
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9
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Chauhan A, Bhatt AD. A review on design of scaffold for osteoinduction: Toward the unification of independent design variables. Biomech Model Mechanobiol 2023; 22:1-21. [PMID: 36121530 DOI: 10.1007/s10237-022-01635-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Accepted: 09/05/2022] [Indexed: 11/29/2022]
Abstract
Biophysical stimulus quantifies the osteoinductivity of the scaffold concerning the mechanoregulatory mathematical models of scaffold-assisted cellular differentiation. Consider a set of independent structural variables ($) that comprises bulk porosity levels ([Formula: see text]) and a set of morphological features of the micro-structure ([Formula: see text]) associated with scaffolds, i.e., [Formula: see text]. The literature suggests that biophysical stimulus ([Formula: see text]) is a function of independent structural variables ($). Limited understanding of the functional correlation between biophysical stimulus and structural features results in the lack of the desired osteoinductivity in a scaffold. Consequently, it limits their broad applicability to assist bone tissue regeneration for treating critical-sized bone fractures. The literature indicates the existence of multi-dimensional independent design variable space as a probable reason for the general lack of osteoinductivity in scaffolds. For instance, known morphological features are the size, shape, orientation, continuity, and connectivity of the porous regions in the scaffold. It implies that the number of independent variables ([Formula: see text]) is more than two, i.e., [Formula: see text], which interact and influence the magnitude of [Formula: see text] in a unified manner. The efficiency of standard engineering design procedures to analyze the correlation between dependent variable ([Formula: see text]) and independent variables ($) in 3D mutually orthogonal Cartesian coordinate system diminishes proportionally with the increase in the number of independent variables ([Formula: see text]) (Deb in Optimization for engineering design-algorithms and examples, PHI Learning Private Limited, New Delhi, 2012). Therefore, there is an immediate need to devise a framework that has the potential to quantify the micro-structural's morphological features in a unified manner to increase the prospects of scaffold-assisted bone tissue regeneration.
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Affiliation(s)
- Atul Chauhan
- Department of Mechanical Engineering, Motilal Nehru National Institute of Technology Allahabad, Prayagraj, Uttar Pradesh, 211004, India.
| | - Amba D Bhatt
- Department of Mechanical Engineering, Motilal Nehru National Institute of Technology Allahabad, Prayagraj, Uttar Pradesh, 211004, India
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10
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Shum JM, Gadomski BC, Tredinnick SJ, Fok W, Fernandez J, Nelson B, Palmer RH, McGilvray KC, Hooper GJ, Puttlitz C, Easley J, Woodfield TBF. Enhanced bone formation in locally-optimised, low-stiffness additive manufactured titanium implants: An in silico and in vivo tibial advancement study. Acta Biomater 2023; 156:202-213. [PMID: 35413478 DOI: 10.1016/j.actbio.2022.04.006] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Revised: 04/05/2022] [Accepted: 04/05/2022] [Indexed: 01/18/2023]
Abstract
A tibial tuberosity advancement (TTA), used to treat lameness in the canine stifle, provides a framework to investigate implant performance within an uneven loading environment due to the dominating patellar tendon. The purpose of this study was to reassess how we design orthopaedic implants in a load-bearing model to investigate potential for improved osseointegration capacity of fully-scaffolded mechanically-matched additive manufactured (AM) implants. While the mechanobiological nature of bone is well known, we have identified a lower limit in the literature where investigation into exceedingly soft scaffolds relative to trabecular bone ceases due to the trade-off in mechanical strength. We developed a finite element model of the sheep stifle to assess the stresses and strains of homogeneous and locally-optimised TTA implant designs. Using additive manufacturing, we printed three different low-stiffness Ti-6Al-4 V TTA implants: 0.8 GPa (Ti1), 0.6 GPa (Ti2) and an optimised design with a 0.3 GPa cortex and 0.1 GPa centre (Ti3), for implantation in a 12-week in vivo ovine pilot study. Static histomorphometry demonstrated uniform bone ingrowth in optimised low-modulus Ti3 samples compared to homogeneous designs (Ti1 and Ti2), and greater bone-implant contact. Mineralising surfaces were apparent in all implants, though mineral apposition rate was only consistent throughout Ti3. The greatest bone formation scores were seen in Ti3, followed by Ti2 and Ti1. Results from our study suggest lower stiffnesses and higher strain ranges improve early bone formation, and that by accounting for loading environments through rational design, implants can be optimised to improve uniform osseointegration. STATEMENT OF SIGNIFICANCE: The effect of different strain ranges on bone healing has been traditionally investigated and characterised through computational models, with much of the literature suggesting higher strain ranges being favourable. However, little has been done to incorporate strain-optimisation into porous orthopaedic implants due to the trade-off in mechanical strength required to induce these microenvironments. In this study, we used finite element analysis to optimise the design of additive manufactured (AM) titanium orthopaedic implants for different strain ranges, using a clinically-relevant surgical model. Our research suggests that there is potential for locally-optimised AM scaffolds in the use of orthopaedic devices to induce higher strains, which in turn encourages de novo bone formation and uniform osseointegration.
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Affiliation(s)
- Josephine M Shum
- Christchurch Regenerative Medicine and Tissue Engineering (CReaTE) Group, Department of Orthopaedic Surgery & Musculoskeletal Medicine, Centre for Bioengineering & Nanomedicine, University of Otago, Christchurch, New Zealand
| | - Benjamin C Gadomski
- Orthopaedic Bioengineering Research Laboratory, Colorado State University, Fort Collins, CO, United States
| | - Seamus J Tredinnick
- Christchurch Regenerative Medicine and Tissue Engineering (CReaTE) Group, Department of Orthopaedic Surgery & Musculoskeletal Medicine, Centre for Bioengineering & Nanomedicine, University of Otago, Christchurch, New Zealand
| | - Wilson Fok
- Auckland Bioengineering Institute, University of Auckland, Auckland, New Zealand
| | - Justin Fernandez
- Auckland Bioengineering Institute, University of Auckland, Auckland, New Zealand
| | - Bradley Nelson
- Orthopaedic Bioengineering Research Laboratory, Colorado State University, Fort Collins, CO, United States
| | - Ross H Palmer
- Orthopaedic Bioengineering Research Laboratory, Colorado State University, Fort Collins, CO, United States
| | - Kirk C McGilvray
- Orthopaedic Bioengineering Research Laboratory, Colorado State University, Fort Collins, CO, United States
| | - Gary J Hooper
- Christchurch Regenerative Medicine and Tissue Engineering (CReaTE) Group, Department of Orthopaedic Surgery & Musculoskeletal Medicine, Centre for Bioengineering & Nanomedicine, University of Otago, Christchurch, New Zealand
| | - Christian Puttlitz
- Orthopaedic Bioengineering Research Laboratory, Colorado State University, Fort Collins, CO, United States
| | - Jeremiah Easley
- Orthopaedic Bioengineering Research Laboratory, Colorado State University, Fort Collins, CO, United States
| | - Tim B F Woodfield
- Christchurch Regenerative Medicine and Tissue Engineering (CReaTE) Group, Department of Orthopaedic Surgery & Musculoskeletal Medicine, Centre for Bioengineering & Nanomedicine, University of Otago, Christchurch, New Zealand.
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Kato D, Matsushita M, Takegami Y, Mishima K, Kamiya N, Osawa Y, Imagama S, Kitoh H. Gain-of-Function of FGFR3 Accelerates Bone Repair Following Ischemic Osteonecrosis in Juvenile Mice. Calcif Tissue Int 2022; 111:622-633. [PMID: 36069912 DOI: 10.1007/s00223-022-01019-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Accepted: 08/24/2022] [Indexed: 11/02/2022]
Abstract
Bone collapse, bone deformity, and a long treatment period are major clinical problems associated with juvenile ischemic osteonecrosis (JIO). Accelerating the process of bone repair in JIO is expected to shorten the treatment duration and better maintain morphology. We previously indicated that both bone formation and resorption were accelerated following distraction osteogenesis-mediated limb lengthening in genetically engineered mutant mice with a gain-of-function mutation in fibroblast growth factor receptor 3 (FGFR3) gene (i.e., Fgfr3 mice). The purpose of this study was to investigate the role of FGFR3 in the bone repair process following surgically induced ischemic osteonecrosis in the mutant mice. Epiphyseal deformity was less in the Fgfr3 mice compared to the wild-type mice at 6 weeks following ischemic osteonecrosis in skeletally immature age. Assessment of the morphology by micro-computed tomography (CT) revealed that the trabecular bone volume was increased in the Fgfr3 mice. Dynamic bone histomorphometry revealed increased rates of bone formation and mineral apposition in the Fgfr3 mice at 4 weeks post-surgery. The number of tartrate-resistant acid phosphatase (TRAP)-positive cells rapidly increased, and the numbers of TdT-mediated dUTP nick-end labeling (TUNEL)-positive cells rapidly decreased in the Fgfr3 mice. Vascular endothelial growth factor (VEGF) expression was increased at the earlier phase post-surgery in the Fgfr3 mice. The activation of FGFR3 signaling shortens the time needed for bone repair after ischemic osteonecrosis by accelerating revascularization, bone resorption, and new bone formation. Our findings are clinically relevant as a new potential strategy for the treatment of JIO.
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Affiliation(s)
- Daisaku Kato
- Department of Orthopaedic Surgery, Nagoya University Graduate School of Medicine, 65 Tsurumai-cho, Showa-ku, Nagoya, 466-8550, Japan
| | - Masaki Matsushita
- Department of Orthopaedic Surgery, Nagoya University Graduate School of Medicine, 65 Tsurumai-cho, Showa-ku, Nagoya, 466-8550, Japan.
| | - Yasuhiko Takegami
- Department of Orthopaedic Surgery, Nagoya University Graduate School of Medicine, 65 Tsurumai-cho, Showa-ku, Nagoya, 466-8550, Japan
| | - Kenichi Mishima
- Department of Orthopaedic Surgery, Nagoya University Graduate School of Medicine, 65 Tsurumai-cho, Showa-ku, Nagoya, 466-8550, Japan
| | - Nobuhiro Kamiya
- Department of Sports Medicine, Tenri University, 80 Tainosho-cho, Tenri, 632-0071, Japan
| | - Yusuke Osawa
- Department of Orthopaedic Surgery, Nagoya University Graduate School of Medicine, 65 Tsurumai-cho, Showa-ku, Nagoya, 466-8550, Japan
| | - Shiro Imagama
- Department of Orthopaedic Surgery, Nagoya University Graduate School of Medicine, 65 Tsurumai-cho, Showa-ku, Nagoya, 466-8550, Japan
| | - Hiroshi Kitoh
- Department of Orthopaedic Surgery, Aichi Children's Health and Medical Center, 7-426 Morioka-cho, Obu, 474-8710, Japan
- Department of Comprehensive Pediatric Medicine, Nagoya University Graduate School of Medicine, 65 Tsurumai, Showa-ku, Nagoya, 466-8550, Japan
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12
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Anastasio AT, Zinger BS, Anastasio TJ. A novel application of neural networks to identify potentially effective combinations of biologic factors for enhancement of bone fusion/repair. PLoS One 2022; 17:e0276562. [PMID: 36318539 PMCID: PMC9624421 DOI: 10.1371/journal.pone.0276562] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2022] [Accepted: 10/09/2022] [Indexed: 01/24/2023] Open
Abstract
INTRODUCTION The use of biologic adjuvants (orthobiologics) is becoming commonplace in orthopaedic surgery. Among other applications, biologics are often added to enhance fusion rates in spinal surgery and to promote bone healing in complex fracture patterns. Generally, orthopaedic surgeons use only one biomolecular agent (ie allograft with embedded bone morphogenic protein-2) rather than several agents acting in concert. Bone fusion, however, is a highly multifactorial process and it likely could be more effectively enhanced using biologic factors in combination, acting synergistically. We used artificial neural networks, trained via machine learning on experimental data on orthobiologic interventions and their outcomes, to identify combinations of orthobiologic factors that potentially would be more effective than single agents. This use of machine learning applied to orthobiologic interventions is unprecedented. METHODS Available data on the outcomes associated with various orthopaedic biologic agents, electrical stimulation, and pulsed ultrasound were curated from the literature and assembled into a form suitable for machine learning. The best among many different types of neural networks was chosen for its ability to generalize over this dataset, and that network was used to make predictions concerning the expected efficacy of 2400 medically feasible combinations of 9 different agents and treatments. RESULTS The most effective combinations were high in the bone-morphogenic proteins (BMP) 2 and 7 (BMP2, 15mg; BMP7, 5mg), and in osteogenin (150ug). In some of the most effective combinations, electrical stimulation could substitute for osteogenin. Some other effective combinations also included bone marrow aspirate concentrate. BMP2 and BMP7 appear to have the strongest pairwise linkage of the factors analyzed in this study. CONCLUSIONS Artificial neural networks are powerful forms of artificial intelligence that can be applied readily in the orthopaedic domain, but neural network predictions improve along with the amount of data available to train them. This study provides a starting point from which networks trained on future, expanded datasets can be developed. Yet even this initial model makes specific predictions concerning potentially effective combinatorial therapeutics that should be verified experimentally. Furthermore, our analysis provides an avenue for further research into the basic science of bone healing by demonstrating agents that appear to be linked in function.
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Affiliation(s)
- Albert T. Anastasio
- Department of Orthopaedic Surgery, Duke University Medical Center, Durham, North Carolina, United States of America
- * E-mail:
| | - Bailey S. Zinger
- Chemical and Biological Engineering Department, University of Colorado at Boulder, Boulder, Colorado, United States of America
| | - Thomas J. Anastasio
- Department of Molecular and Integrative Physiology, University of Illinois at Urbana-Champaign, Urbana, Illinois, United States of America
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13
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Chandra G, Pandey A. Effectiveness of laddered embossed structure in a locking compression plate for biodegradable orthopaedic implants. J Biomater Appl 2021; 36:1213-1230. [PMID: 34939515 DOI: 10.1177/08853282211058945] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Locking compression plate (LCP) has conventionally been the most extensively employed plate in internal fixation bone implants used in orthopaedic applications. LCP is usually made up of non-biodegradable materials that have a higher mechanical capability. Biodegradable materials, by and large, have less mechanical strength at the point of implantation and lose strength even more after a few months of continuous degradation in the physiological environment. To attain the adequate mechanical capability of a biodegradable bone implant plate, LCP has been modified by adding laddered - type semicircular filleted embossed structure. This improved design may be named as laddered embossed locking compression plate (LELCP). It is likely to provide additional mechanical strength with the most eligible biodegradable material, namely, Mg-alloy, even after continuous degradation that results in diminished thickness. For mechanical validation and comparison of LELCP made up of Mg-alloy, four-point bending test (4PBT) and axial compressive test (ACT) have been performed on LELCP, LCP and continuously degraded LELCP (CD-LELCP) with the aid of finite element method (FEM) for the assembly of bone segments, plate and screw segments. LELCP, when subjected to the above mentioned two tests, has been observed to provide 26% and 10.4% lower equivalent stress, respectively, than LCP without degradation. It is also observed mechanically safe and capable of up to 2 and 6 months of continuous degradation (uniform reduction in thickness) for 4PBT and ACT, respectively. These results have also been found reasonably accurate through real-time surgical simulations by approaching the most optimal mesh. According to these improved mechanical performance parameters, LELCP may be used or considered as a viable biodegradable implant plate option in the future after real life or in vivo validation.
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Affiliation(s)
- Girish Chandra
- Mechanical Engineering, 29678Maulana Azad National Institute of Technology, Bhopal, Madhya Pradesh, India
| | - Ajay Pandey
- Mechanical Engineering, 29678Maulana Azad National Institute of Technology, Bhopal, Madhya Pradesh, India
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14
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Schmidt I, Albert J, Ritthaler M, Papastavrou A, Steinmann P. Bone fracture healing within a continuum bone remodelling framework. Comput Methods Biomech Biomed Engin 2021; 25:1040-1050. [PMID: 34730042 DOI: 10.1080/10255842.2021.1998465] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
Bone fracture healing is a complex process which is still under research. Computer-aided patient-specific prediction of bone development, fracture risk, prevention and treatment approaches promises a significant milestone in clinical practice. With this long-term goal in mind, a novel model is presented and examined in this work in the context of continuum bone remodelling. Therein, a clear distinction is made between external mechanical stimulation and the biological healing process of an injured bone tissue. The model is implemented within a finite element framework and investigated for the example of a fractured proximal femur head. The results show promising perspectives for further application. Besides, the model offers the possibility of easily integrating other factors like age-dependency and the availability of nutrition. For the future, further studies with large clinical datasets are essential for validation.
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Affiliation(s)
- Ina Schmidt
- Faculty of Mechanical Engineering, Nuremberg Tech, Nuremberg, Germany
| | - Jacob Albert
- Institute of Applied Mechanics, University of Erlangen-Nuremberg, Erlangen, Germany
| | - Marina Ritthaler
- Faculty of Mechanical Engineering, Nuremberg Tech, Nuremberg, Germany
| | - Areti Papastavrou
- Faculty of Mechanical Engineering, Nuremberg Tech, Nuremberg, Germany
| | - Paul Steinmann
- Institute of Applied Mechanics, University of Erlangen-Nuremberg, Erlangen, Germany
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15
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Braun BJ, Orth M, Diebels S, Wickert K, Andres A, Gawlitza J, Bücker A, Pohlemann T, Roland M. Individualized Determination of the Mechanical Fracture Environment After Tibial Exchange Nailing-A Simulation-Based Feasibility Study. Front Surg 2021; 8:749209. [PMID: 34660686 PMCID: PMC8511819 DOI: 10.3389/fsurg.2021.749209] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Accepted: 09/01/2021] [Indexed: 01/08/2023] Open
Abstract
Non-union rate after tibial fractures remains high. Apart from largely uncontrollable biologic, injury, and patient-specific factors, the mechanical fracture environment is a key determinant of healing. Our aim was to establish a patient-specific simulation workflow to determine the mechanical fracture environment and allow for an estimation of its healing potential. In a referred patient with failed nail-osteosynthesis after tibial-shaft fracture exchange nailing was performed. Post-operative CT-scans were used to construct a three-dimensional model of the treatment situation in an image processing and computer-aided design system. Resulting forces, computed in a simulation-driven workflow based on patient monitoring and motion capturing were used to simulate the mechanical fracture environment before and after exchange nailing. Implant stresses for the initial and revision situation, as well as interfragmentary movement, resulting hydrostatic, and octahedral shear strain were calculated and compared to the clinical course. The simulation model was able to adequately predict hardware stresses in the initial situation where mechanical implant failure occurred. Furthermore, hydrostatic and octahedral shear strain of the revision situation were calculated to be within published healing boundaries—accordingly the fracture healed uneventfully. Our workflow is able to determine the mechanical environment of a fracture fixation, calculate implant stresses, interfragmentary movement, and the resulting strain. Critical mechanical boundary conditions for fracture healing can be determined in relation to individual loading parameters. Based on this individualized treatment recommendations during the early post-operative phase in lower leg fractures are possible in order to prevent implant failure and non-union development.
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Affiliation(s)
- Benedikt J Braun
- University Hospital Tuebingen on Behalf of the Eberhard-Karls-University Tuebingen, Faculty of Medicine, BG Hospital Tuebingen, Tuebingen, Germany
| | - Marcel Orth
- Department of Trauma, Hand and Reconstructive Surgery, Saarland University Hospital, Homburg, Germany
| | - Stefan Diebels
- Department of Applied Mechanics, Saarland University, Saarbruecken, Germany
| | - Kerstin Wickert
- Department of Applied Mechanics, Saarland University, Saarbruecken, Germany
| | - Annchristin Andres
- Department of Applied Mechanics, Saarland University, Saarbruecken, Germany
| | - Joshua Gawlitza
- Department of Diagnostic and Interventional Radiology, Technical University of Munich, Munich, Germany
| | - Arno Bücker
- Clinic of Diagnostic and Interventional Radiology, Saarland University Hospital, Homburg, Germany
| | - Tim Pohlemann
- Department of Trauma, Hand and Reconstructive Surgery, Saarland University Hospital, Homburg, Germany
| | - Michael Roland
- Department of Applied Mechanics, Saarland University, Saarbruecken, Germany
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16
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Naveiro JM, Puértolas S, Rosell J, Hidalgo A, Ibarz E, Albareda J, Gracia L. A new approach for initial callus growth during fracture healing in long bones. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2021; 208:106262. [PMID: 34260972 DOI: 10.1016/j.cmpb.2021.106262] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/08/2021] [Accepted: 06/28/2021] [Indexed: 06/13/2023]
Abstract
The incidence of bone fracture has become a major clinical problem on a worldwide scale. In the past two decades there has been an increase in the use of computational tools to analyse the bone fracture problem. In several works, various study cases have been analysed to compare human and animal bone fracture healing. Unfortunately, there are not many publications about computational advances in this field and the existing approaches to the problem are usually similar. In this context, the objective of this work is the application of a diffusion problem in the model of the bone fragments resulting from fracture, working together with a mesh-growing algorithm that allows free growth of the callus depending on the established conditions, without a pre-meshed domain. The diffusion problem concerns the different biological magnitudes controlling the callus growth, among which Mesenchymal Stem Cells and chondrocytes concentrations were chosen, together with Tumour Necrosis Factor α and Bone Morphogenetic Protein as the factors influencing the velocity in the callus formation. A Finite Element approach was used to solve the corresponding diffusion problems, obtaining the concentration values along the entire domain and allowing detecting the zones in which biological magnitudes reach the necessary thresholds for callus growth. The callus growth is guided by a geometrical algorithm which performs an additional mesh generation process (self-added mesh) at each step of the iterative procedure until complete callus formation. The proposed approach was applied to different types of diaphyseal femoral fractures treated by means of intramedullary nailing. Axisymmetric models based on triangular quadratic elements were used, obtaining results in good agreement with clinical evidence of these kinds of fractures. The algorithm proposed has the advantage of a natural callus growth, without the existence of a previous mesh that may affect the conditions and direction of growth. The approach is intended for the initial phase of callus growth. Future work will address the implementation of the corresponding formulations for tissue transformation and bone remodelling in order to achieve complete fracture healing.
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Affiliation(s)
- J M Naveiro
- Department of Mechanical Engineering, University of Zaragoza, Zaragoza, Spain; Aragón Institute for Engineering Research, Zaragoza, Spain
| | - S Puértolas
- Department of Mechanical Engineering, University of Zaragoza, Zaragoza, Spain; Aragón Institute for Engineering Research, Zaragoza, Spain.
| | - J Rosell
- Department of Mechanical Engineering, University of Zaragoza, Zaragoza, Spain; Aragón Institute for Engineering Research, Zaragoza, Spain
| | - A Hidalgo
- Department of Mechanical Engineering, University of Zaragoza, Zaragoza, Spain
| | - E Ibarz
- Department of Mechanical Engineering, University of Zaragoza, Zaragoza, Spain; Aragón Institute for Engineering Research, Zaragoza, Spain
| | - J Albareda
- Department of Surgery, University of Zaragoza, Zaragoza, Spain; Aragón Health Research Institute, Zaragoza, Spain; Hospital Clínico Universitario Lozano Blesa, Zaragoza, Spain
| | - L Gracia
- Department of Mechanical Engineering, University of Zaragoza, Zaragoza, Spain; Aragón Institute for Engineering Research, Zaragoza, Spain
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17
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Mühling M, Winkler M, Augat P. Prediction of interfragmentary movement in fracture fixation constructs using a combination of finite element modeling and rigid body assumptions. Comput Methods Biomech Biomed Engin 2021; 24:1752-1760. [PMID: 34152892 DOI: 10.1080/10255842.2021.1919883] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
The amount of interfragmentary movement has been identified as a crucial factor for successful fracture healing. The aim of our study was to combine finite element analysis with a rigid body assumption to efficiently predict interfragmentary movement in fixed tibial fractures. The interfragmentary movement in a transverse tibial shaft fracture (AO/OTA type 42-A3) fixed with a locked plating construct was simulated using finite element analysis. In order to assess the contribution of the components on the resulting interfragmentary movement, the tibia, screws and embedding was either simulated deformable or as rigid body. The rigid and the deformable model accurately predicted the interfragmentary movement (R2 = 0.99). The axial movement ranged between 0.1 mm and 1.3 mm and shear movements were between 0.2 mm and 0.5 mm. Differences between the two models were smaller than 73 μm (axial) and 46 μm (shear). The rigid body assumption reduced computation time and memory usage by up to 61% and 97%, respectively.
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Affiliation(s)
- M Mühling
- Institute for Biomechanics, BG Unfallklinik Murnau, Murnau, Germany.,Institute for Biomechanics, Paracelsus Medical University, Salzburg, Austria
| | - M Winkler
- Institute for Biomechanics, BG Unfallklinik Murnau, Murnau, Germany
| | - P Augat
- Institute for Biomechanics, BG Unfallklinik Murnau, Murnau, Germany.,Institute for Biomechanics, Paracelsus Medical University, Salzburg, Austria
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18
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Zhao H, Han Y, Pan C, Yang D, Wang H, Wang T, Zeng X, Su P. Design and Mechanical Properties Verification of Gradient Voronoi Scaffold for Bone Tissue Engineering. MICROMACHINES 2021; 12:mi12060664. [PMID: 34198927 PMCID: PMC8226550 DOI: 10.3390/mi12060664] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Revised: 06/02/2021] [Accepted: 06/03/2021] [Indexed: 12/03/2022]
Abstract
In order to obtain scaffold that can meet the therapeutic effect, researchers have carried out research on irregular porous structures. However, there are deficiencies in the design method of accurately controlling the apparent elastic modulus of the structure at present. Natural bone has a gradient porous structure. However, there are few studies on the mechanical property advantages of gradient bionic bone scaffold. In this paper, an improved method based on Voronoi-tessellation is proposed. The method can get controllable gradient scaffolds to fit the modulus of natural bone, and accurately control the apparent elastic modulus of porous structure, which is conducive to improving the stress shielding. To verify the designed structure can be fabricated by additive manufacturing, several designed models are obtained by SLM and EBM. Through finite element analysis (FEA), it is verified that the irregular porous structure based on Voronoi-tessellation is more stable than the traditional regular porous structure of the same structure volume, the same pore number and the same material. Furthermore, it is verified that the gradient irregular structure has a better stability than the non-gradient structure. An experiment is conducted successfully to verify the stability performance got by FEA. In addition, a dynamic impact FEA is also performed to simulate impact resistance. The result shows that the impact resistance of the regular porous structure, the irregular porous structure and the gradient irregular porous structure becomes better in turn. The mechanical property verification provides a theoretical basis for the structural design of gradient irregular porous bone tissue engineering scaffolds.
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Affiliation(s)
- Haiyuan Zhao
- School of Mechanical Engineering, Beijing Institute of Technology, Zhongguancun South Street No.5, Haidian District, Beijing 100081, China; (H.Z.); (C.P.); (D.Y.); (H.W.); (T.W.); (P.S.)
| | - Yafeng Han
- School of Mechanical Engineering, Beijing Institute of Technology, Zhongguancun South Street No.5, Haidian District, Beijing 100081, China; (H.Z.); (C.P.); (D.Y.); (H.W.); (T.W.); (P.S.)
- Correspondence:
| | - Chen Pan
- School of Mechanical Engineering, Beijing Institute of Technology, Zhongguancun South Street No.5, Haidian District, Beijing 100081, China; (H.Z.); (C.P.); (D.Y.); (H.W.); (T.W.); (P.S.)
- Institute of Engineering Medicine, Beijing Institute of Technology, Zhongguancun South Street No.5, Haidian District, Beijing 100081, China;
| | - Ding Yang
- School of Mechanical Engineering, Beijing Institute of Technology, Zhongguancun South Street No.5, Haidian District, Beijing 100081, China; (H.Z.); (C.P.); (D.Y.); (H.W.); (T.W.); (P.S.)
| | - Haotian Wang
- School of Mechanical Engineering, Beijing Institute of Technology, Zhongguancun South Street No.5, Haidian District, Beijing 100081, China; (H.Z.); (C.P.); (D.Y.); (H.W.); (T.W.); (P.S.)
| | - Tingyu Wang
- School of Mechanical Engineering, Beijing Institute of Technology, Zhongguancun South Street No.5, Haidian District, Beijing 100081, China; (H.Z.); (C.P.); (D.Y.); (H.W.); (T.W.); (P.S.)
- Institute of Engineering Medicine, Beijing Institute of Technology, Zhongguancun South Street No.5, Haidian District, Beijing 100081, China;
| | - Xinyun Zeng
- Institute of Engineering Medicine, Beijing Institute of Technology, Zhongguancun South Street No.5, Haidian District, Beijing 100081, China;
| | - Penglei Su
- School of Mechanical Engineering, Beijing Institute of Technology, Zhongguancun South Street No.5, Haidian District, Beijing 100081, China; (H.Z.); (C.P.); (D.Y.); (H.W.); (T.W.); (P.S.)
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19
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Di Puccio F, Curreli C, Gagliani M, Mattei L. In silico re-foundation of strain-based healing assessment of fractures treated with an external fixator. J Mech Behav Biomed Mater 2021; 121:104619. [PMID: 34198040 DOI: 10.1016/j.jmbbm.2021.104619] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Revised: 05/10/2021] [Accepted: 05/28/2021] [Indexed: 01/08/2023]
Abstract
In the last decades, the literature has demonstrated a renewed interest in finding quantitative and non-invasive techniques for the assessment of bone fractures, by replacing X-ray images. Many different approaches have been proposed from ultrasounds to vibrations. This study aims to numerically assess the foundation of a method firstly proposed in 70' years, based on strain gauges measurements on external fixators for fracture healing monitoring. The theoretical basis consists in the load transfer from the fixator to the bone caused by the callus stiffening during healing. The feasibility is questioned since the level of fixator strain and its variation in invivo conditions should be high enough to be detectable by the sensors. A finite element model of a fractured tibia phantom treated with a monolateral external fixator was developed and validated experimentally. Then, this reference model was used to simulate bone healing and to investigate the sensitivity of virtual strain measurements to callus geometry and loading conditions. The analysis of load distribution among fixator components and their strain maps allowed to identify optimum strain gauges locations which resulted on the pins more distant from the callus, regardless of the simulated conditions. Even in the worst case of a very thin (3 mm) transverse callus in constrained compression conditions, the strain level (≈100 με/100 N) and its variation per week (-50 με/100 N/wk) resulted measurable in the first healing phase, before plateau conditions occurring after about 6 weeks from fixation. A thicker callus causes higher strain levels and can significantly improve measurements, whilst the callus orientation and the loading conditions have a minor effect. However, in case of a free compression loading, also the rods could provide useful indications if sensorized. The results support the method applicability in invivo conditions for the considered test case. Further investigations will be addressed to evaluate the effect of the fixator structure and configuration as well as of patient specific healing timing on the method sensitivity.
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Affiliation(s)
- Francesca Di Puccio
- Department of Civil and Industrial Engineering, Università di Pisa, Largo Lucio Lazzarino 2, 56122, Pisa, Italy.
| | - Cristina Curreli
- Department of Civil and Industrial Engineering, Università di Pisa, Largo Lucio Lazzarino 2, 56122, Pisa, Italy.
| | - Matteo Gagliani
- Department of Civil and Industrial Engineering, Università di Pisa, Largo Lucio Lazzarino 2, 56122, Pisa, Italy.
| | - Lorenza Mattei
- Department of Civil and Industrial Engineering, Università di Pisa, Largo Lucio Lazzarino 2, 56122, Pisa, Italy.
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20
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Are the Lives of Animals Well-spent in Laboratory Science Research? A Study of Orthopaedic Animal Studies in Turkey. Clin Orthop Relat Res 2020; 478:1965-1970. [PMID: 32467410 PMCID: PMC7431276 DOI: 10.1097/corr.0000000000001335] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
BACKGROUND As in all fields of medicine, animal studies are widely performed in orthopaedics and have increased in number over time. However, it is not clear to what extent these studies provide a basis for future research or advancements in clinical science. Concerns about the reliability and translational ability of animal studies have been reported, and major orthopaedic journals and organizations are encouraging the reduction of unnecessary experiments on animals. QUESTION/PURPOSES: (1) What proportion of animal studies conducted for orthopaedic research in Turkey were never published? And of those that were published, how long did it take to publish? (2) What proportion of those studies were published in journals with an Impact Factor of 2 or more? (3) What proportion of those published papers were never cited or cited only once? (4) What was the contribution to science of an animal euthanized for orthopaedic research in Turkey? METHODS We reviewed all oral and poster presentations at the Turkish National Congress of Orthopaedics and Traumatology from 2009 to 2017 (retrieved from the archives of Acta Orthopaedica et Traumatologica Turcica), as well as all postgraduate theses in orthopaedics from 1991 to 2017 (retrieved from the archives of the National Thesis Center of the Council of Higher Education) to identify all orthopaedic studies that involved animals. We searched the keywords "animal studies," "experimental studies," and "orthopaedics" in these archives. We defined animal research as orthopaedic studies based on animal models. From this search and using that definition, 252 studies were identified. Of those, 4% (9) were excluded as they were thesis studies with no abstract in the archives. Thus, a total of 243 animal studies performed in Turkey were included for analysis in this retrospective study. The abstracts of these studies were examined to determine the study model (such as bone fracture models, tendon healing models, cartilage models) and number of euthanized animals. Between 1991 and 2017, 9412 vertebrate animals were euthanized for these studies. We searched PubMed, Google Scholar, ResearchGate, and ORCID to determine whether these papers were subsequently published, in which journal, and how long after the initial presentation publication occurred. The Web of Science 2019 database was used to determine the Impact Factor of the journals, the total citation count of each study, and the mean annual citation for each study (citations per year). For purposes of this analysis, we divided journals into those with an Impact Factor of 2 or more, 4 or more, and those with an Impact Factor below 2. The mean annual citation per euthanized animal (citations per animal per year) was calculated to determine the contribution of a euthanized animal to science. RESULTS A total of 42% (101 of 243) of the animal studies in Turkey were never published. For all published studies, the mean time to publication was 2.2 ± 2.6 years (95% CI 1.7 to 2.6). The proportion of studies published in orthopaedic journals with an Impact Factor of 2 or more was 14% (34 of 243). Among the 142 published papers, 38% (54) were either never cited or were cited only once, and the mean citations per year was 1.1 ± 1.7 (95% CI 0.7 to 1.3). The mean citations per animal/year among the 142 published studies was 0.03 ± 0.04 (95% CI 0.02 to 0.04). CONCLUSION In the 243 theses and national congress presentations, 9412 animals were euthanized. Based on the low percentage of papers using animals that were euthanized and the very low proportion of studies published in higher-Impact Factor journals or garnering more than a single citation, in aggregate, little seems to have been gained from the loss of animal life. Future studies should try to replicate or refute our results in other countries. CLINICAL RELEVANCE Orthopaedic researchers should try to reduce their use of unnecessary animal studies, for example, by reporting on the use of the "3Rs" (replacement, reduction, and refinement) in the development of an animal study design, as well as through following universal guidelines so that a study might have a clinical impact. Researchers should not conduct an animal study until they are convinced that the expected results are quite likely to deliver substantial benefit to people or to advance science in a meaningful way; although this seems intuitive, our results suggest that this may not be taking place. Ethics committees in Turkey should consider more detailed questioning before approving animal studies. If our results are replicated elsewhere, then a broader look at how these approvals are conducted should be performed.
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Marongiu G, Dolci A, Verona M, Capone A. The biology and treatment of acute long-bones diaphyseal fractures: Overview of the current options for bone healing enhancement. Bone Rep 2020; 12:100249. [PMID: 32025538 PMCID: PMC6997516 DOI: 10.1016/j.bonr.2020.100249] [Citation(s) in RCA: 35] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/23/2019] [Revised: 01/11/2020] [Accepted: 01/26/2020] [Indexed: 02/06/2023] Open
Abstract
Diaphyseal fractures represent a complex biological entity that could often end into impaired bone-healing, with delayed union and non-union occurring up to 10% of cases. The role of the modern orthopaedic surgeon is to optimize the fracture healing environment, recognize and eliminate possible interfering factors, and choose the best suited surgical fixation technique. The impaired reparative process after surgical intervention can be modulated with different surgical techniques, such as dynamization or exchange nailing after failed intramedullary nailing. Moreover, the mechanical stability of a nail can be improved through augmentation plating, bone grafting or external fixation techniques with satisfactory results. According to the "diamond concept", local therapies, such as osteoconductive scaffolds, bone growth factors, and osteogenic cells can be successfully applied in "polytherapy" for the enhancement of delayed union and non-union of long bones diaphyseal fractures. Moreover, systemic anti-osteoporosis anabolic drugs, such as teriparatide, have been proposed as off-label treatment for bone healing enhancement both in fresh complex shaft fractures and impaired unions, especially for fragility fractures. The article aims to review the biological and mechanical principles of failed reparative osteogenesis of diaphyseal fractures after surgical treatment. Moreover, the evidence about the modern non-surgical and pharmacological options for bone healing enhancement will discussed.
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Affiliation(s)
- Giuseppe Marongiu
- Orthopaedic and Trauma Clinic, Department of Surgical Sciences, University of Cagliari, Lungomare Poetto, Cagliari 09126, Italy
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Abstract
Multiscale analysis has become an attractive technique to predict the behaviour of materials whose microstructure strongly changes spatially or among samples, with that microstructure controlling the local constitutive behaviour. This is the case, for example, of most biological tissues—such as bone. Multiscale approaches not only allow, not only to better characterise the local behaviour, but also to predict the field-variable distributions (e.g., strains, stresses) at both scales (macro and micro) simultaneously. However, multiscale analysis usually lacks sufficient experimental feedback to demonstrate its validity. In this paper an experimental and numerical micromechanics analysis is developed with application to cortical bone. Displacement and strain fields are obtained across the microstructure by means of digital image correlation (DIC). The other mechanical variables are computed following the micromechanics theory. Special emphasis is given to the differences found in the different field variables between the micro- and macro-structures, which points out the need for this multiscale approach in cortical bone tissue. The obtained results are used to establish the basis of a multiscale methodology with application to the analysis of bone tissue mechanics at different spatial scales.
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Grivas KN, Vavva MG, Polyzos D, Carlier A, Geris L, Van Oosterwyck H, Fotiadis DI. Effect of ultrasound on bone fracture healing: A computational mechanobioregulatory model. THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2019; 145:1048. [PMID: 30823826 DOI: 10.1121/1.5089221] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/02/2018] [Accepted: 01/12/2019] [Indexed: 06/09/2023]
Abstract
Bone healing process is a complicated phenomenon regulated by biochemical and mechanical signals. Experimental studies have shown that ultrasound (US) accelerates bone ossification and has a multiple influence on cell differentiation and angiogenesis. In a recent work of the authors, a bioregulatory model for providing bone-healing predictions was addressed, taking into account for the first time the salutary effect of US on the involved angiogenesis. In the present work, a mechanobioregulatory model of bone solidification under the US presence incorporating also the mechanical environment on the regeneration process, which is known to affect cellular processes, is presented. An iterative procedure is adopted, where the finite element method is employed to compute the mechanical stimuli at the linear elastic phases of the poroelastic callus region and a coupled system of partial differential equations to simulate the enhancement by the US cell angiogenesis process and thus the oxygen concentration in the fractured area. Numerical simulations with and without the presence of US that illustrate the influence of progenitor cells' origin in the healing pattern and the healing rate and simultaneously demonstrate the salutary effect of US on bone repair are presented and discussed.
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Affiliation(s)
- Konstantinos N Grivas
- Department of Mechanical Engineering and Aeronautics, University of Patras, GR 26500, Patras, Greece
| | - Maria G Vavva
- Department of Mechanical Engineering and Aeronautics, University of Patras, GR 26500, Patras, Greece
| | - Demosthenes Polyzos
- Department of Mechanical Engineering and Aeronautics, University of Patras, GR 26500, Patras, Greece
| | - Aurélie Carlier
- Department of Mechanical Engineering, KU Leuven, Celestijnenlaan 300C-PB 2419, B-3001, Leuven, Belgium
| | - Liesbet Geris
- Department of Mechanical Engineering, KU Leuven, Celestijnenlaan 300C-PB 2419, B-3001, Leuven, Belgium
| | - Hans Van Oosterwyck
- Department of Mechanical Engineering, KU Leuven, Celestijnenlaan 300C-PB 2419, B-3001, Leuven, Belgium
| | - Dimitrios I Fotiadis
- Department of Materials Science and Engineering, University of Ioannina, GR 45110, Ioannina, Greece
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Effect of ultrasound on bone fracture healing: A computational bioregulatory model. Comput Biol Med 2018; 100:74-85. [DOI: 10.1016/j.compbiomed.2018.06.024] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2018] [Revised: 06/23/2018] [Accepted: 06/23/2018] [Indexed: 12/22/2022]
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Zapata-Cornelio FY, Jin Z, Barton DC, Jones AC, Wilcox RK. A methodology for the generation and non-destructive characterisation of transverse fractures in long bones. Bone Rep 2018; 8:221-228. [PMID: 29955641 PMCID: PMC6020270 DOI: 10.1016/j.bonr.2018.04.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/25/2017] [Revised: 04/12/2018] [Accepted: 04/23/2018] [Indexed: 11/27/2022] Open
Abstract
Long bone fractures are common and although treatments are highly effective in most cases, it is challenging to achieve successful repair for groups such as open and periprosthetic fractures. Previous biomechanical studies of fracture repair, including computer and experimental models, have simplified the fracture with a flat geometry or a gap, and there is a need for a more accurate fracture representation to mimic the situation in-vivo. The aims of this study were to develop a methodology for generating repeatable transverse fractures in long bones in-vitro and to characterise the fracture surface using non-invasive computer tomography (CT) methods. Ten porcine femora were fractured in a custom-built rig under high-rate loading conditions to generate consistent transverse fractures (angle to femoral axis < 30 degrees). The bones were imaged using high resolution peripheral quantitative CT (HR-pQCT). A method was developed to extract the roughness and form profiles of the fracture surface from the image data using custom code and Guassian filters. The method was tested and validated using artificially generated waveforms. The results revealed that the smoothing algorithm used in the script was robust but the optimum kernel size has to be considered. A new method to generate and quantify long bone fracture surface geometry is proposed. Reliable transverse fractures were generated and imaged using microCT. A non-destructive method to characterise the surface from the images was developed Validation of the method using benchmark waveforms showed the method to be robust By tuning the filtering conditions, specific characteristics of the surface can be extracted.
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Three-dimensional computational model simulating the fracture healing process with both biphasic poroelastic finite element analysis and fuzzy logic control. Sci Rep 2018; 8:6744. [PMID: 29712979 PMCID: PMC5928059 DOI: 10.1038/s41598-018-25229-7] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2017] [Accepted: 04/17/2018] [Indexed: 01/28/2023] Open
Abstract
A dynamic model regulated by both biphasic poroelastic finite element analysis and fuzzy logic control was established. Fuzzy logic control was an easy and comprehensive way to simulate the tissue differentiation process, and it is convenient for researchers and medical experts to communicate with one another to change the fuzzy logic rules and improve the simulation of the tissue differentiation process. In this study, a three-dimensional fracture healing model with two different interfragmentary movements (case A: 0.25 mm and case B: 1.25 mm) was analysed with the new set-up computational model. As the healing process proceeded, both simulated interfragmentary movements predicted a decrease and the time that the decrease started for case B was later than that for case A. Compared with experimental results, both cases corresponded with experimental data well. The newly established dynamic model can simulate the healing process under different mechanical environments and has the potential to extend to the multiscale healing model, which is essential for reducing the animal experiments and helping to characterise the complex dynamic interaction between tissue differentiations within the callus region.
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Del Amo C, Olivares V, Cóndor M, Blanco A, Santolaria J, Asín J, Borau C, García-Aznar JM. Matrix architecture plays a pivotal role in 3D osteoblast migration: The effect of interstitial fluid flow. J Mech Behav Biomed Mater 2018; 83:52-62. [PMID: 29677555 DOI: 10.1016/j.jmbbm.2018.04.007] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2018] [Revised: 03/28/2018] [Accepted: 04/09/2018] [Indexed: 12/22/2022]
Abstract
Osteoblast migration is a crucial process in bone regeneration, which is strongly regulated by interstitial fluid flow. However, the exact role that such flow exerts on osteoblast migration is still unclear. To deepen the understanding of this phenomenon, we cultured human osteoblasts on 3D microfluidic devices under different fluid flow regimes. Our results show that a slow fluid flow rate by itself is not able to alter the 3D migratory patterns of osteoblasts in collagen-based gels but that at higher fluid flow rates (increased flow velocity) may indirectly influence cell movement by altering the collagen microstructure. In fact, we observed that high fluid flow rates (1 µl/min) are able to alter the collagen matrix architecture and to indirectly modulate the migration pattern. However, when these collagen scaffolds were crosslinked with a chemical crosslinker, specifically, transglutaminase II, we did not find significant alterations in the scaffold architecture or in osteoblast movement. Therefore, our data suggest that high interstitial fluid flow rates can regulate osteoblast migration by means of modifying the orientation of collagen fibers. Together, these results highlight the crucial role of the matrix architecture in 3D osteoblast migration. In addition, we show that interstitial fluid flow in conjunction with the matrix architecture regulates the osteoblast morphology in 3D.
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Affiliation(s)
- Cristina Del Amo
- Multiscale in Mechanical and Biological Engineering, Department of Mechanical Engineering, University of Zaragoza, Zaragoza, Spain; Aragon Institute of Engineering Research, University of Zaragoza, Zaragoza, Spain
| | - Vanesa Olivares
- Multiscale in Mechanical and Biological Engineering, Department of Mechanical Engineering, University of Zaragoza, Zaragoza, Spain; Aragon Institute of Engineering Research, University of Zaragoza, Zaragoza, Spain
| | - Mar Cóndor
- Multiscale in Mechanical and Biological Engineering, Department of Mechanical Engineering, University of Zaragoza, Zaragoza, Spain; Aragon Institute of Engineering Research, University of Zaragoza, Zaragoza, Spain
| | - Alejandro Blanco
- Multiscale in Mechanical and Biological Engineering, Department of Mechanical Engineering, University of Zaragoza, Zaragoza, Spain; Department of Design and Manufacturing Engineering, University of Zaragoza, Zaragoza, Spain
| | - Jorge Santolaria
- Aragon Institute of Engineering Research, University of Zaragoza, Zaragoza, Spain; Department of Design and Manufacturing Engineering, University of Zaragoza, Zaragoza, Spain
| | - Jesús Asín
- Department of Statistical Methods, University of Zaragoza, Zaragoza, Spain
| | - Carlos Borau
- Multiscale in Mechanical and Biological Engineering, Department of Mechanical Engineering, University of Zaragoza, Zaragoza, Spain; Aragon Institute of Engineering Research, University of Zaragoza, Zaragoza, Spain
| | - José Manuel García-Aznar
- Multiscale in Mechanical and Biological Engineering, Department of Mechanical Engineering, University of Zaragoza, Zaragoza, Spain; Aragon Institute of Engineering Research, University of Zaragoza, Zaragoza, Spain.
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Sztul E. How can biological modeling help cell biology? CELLULAR LOGISTICS 2018; 7:e1404780. [PMID: 29296514 DOI: 10.1080/21592799.2017.1404780] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Affiliation(s)
- Elizabeth Sztul
- Department of Cell, Developmental and Integrative Biology, University of Alabama at Birmingham, Birmingham, AL, USA
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