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Li F, Chen X, Liu P. A Review on Three-Dimensional Printed Silicate-Based Bioactive Glass/Biodegradable Medical Synthetic Polymer Composite Scaffolds. TISSUE ENGINEERING. PART B, REVIEWS 2022. [PMID: 36301943 DOI: 10.1089/ten.teb.2022.0140] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
In recent years, tissue engineering scaffolds have turned into the preferred option for the clinical treatment of pathological and traumatic bone defects. In this field, silicate-based bioactive glasses (SBGs) and biodegradable medical synthetic polymers (BMSPs) have attracted a great deal of attention owing to their shared exceptional advantages, like excellent biocompatibility, good biodegradability, and outstanding osteogenesis. Three-dimensional (3D) printed SBG/BMSP scaffolds can not only replicate the mechanical properties and microstructure of natural bone but also degrade in situ after service and end up being replaced by regenerated bone tissue in vivo. This review first consolidates the research efforts in 3D printed SBG/BMSP scaffolds, and then focuses on their composite mechanism. This review may help to provide a fresh perspective for SBG/BMSP composite system in bone regeneration.
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Affiliation(s)
- Fulong Li
- Electromechanical Functional Materials, School of Materials and Chemistry, University of Shanghai for Science and Technology, Shanghai, China
| | - Xiaohong Chen
- Electromechanical Functional Materials, School of Materials and Chemistry, University of Shanghai for Science and Technology, Shanghai, China.,Biomedical Materials, Shanghai Engineering Technology Research Center for High-Performance Medical Device Materials, Shanghai, China
| | - Ping Liu
- Electromechanical Functional Materials, School of Materials and Chemistry, University of Shanghai for Science and Technology, Shanghai, China.,Biomedical Materials, Shanghai Engineering Technology Research Center for High-Performance Medical Device Materials, Shanghai, China
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Tulyaganov DU, Fiume E, Akbarov A, Ziyadullaeva N, Murtazaev S, Rahdar A, Massera J, Verné E, Baino F. In Vivo Evaluation of 3D-Printed Silica-Based Bioactive Glass Scaffolds for Bone Regeneration. J Funct Biomater 2022; 13:jfb13020074. [PMID: 35735929 PMCID: PMC9224601 DOI: 10.3390/jfb13020074] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2022] [Revised: 05/29/2022] [Accepted: 06/02/2022] [Indexed: 01/04/2023] Open
Abstract
Bioactive glasses are often designed as porous implantable templates in which newly-formed bone can grow in three dimensions (3D). This research work aims to investigate the bone regenerative capability of silicate bioactive glass scaffolds produced by robocasting in comparison with powder and granule-like materials (oxide system: 47.5SiO2-10Na2O-10K2O-10MgO-20CaO-2.5P2O5, mol.%). Morphological and compositional analyses performed by scanning electron microscopy (SEM), combined with energy dispersive spectroscopy (EDS) after the bioactivity studies in a simulated body fluid (SBF) confirmed the apatite-forming ability of the scaffolds, which is key to allowing bone-bonding in vivo. The scaffolds exhibited a clear osteogenic effect upon implantation in rabbit femur and underwent gradual resorption followed by ossification. Full resorption in favor of new bone growth was achieved within 6 months. Osseous defect healing was accompanied by the formation of mature bone with abundant osteocytes and bone marrow cells. These in vivo results support the scaffold’s suitability for application in bone tissue engineering and show promise for potential translation to clinical assessment.
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Affiliation(s)
- Dilshat U. Tulyaganov
- Department of Natural-Mathematical Sciences, Turin Polytechnic University in Tashkent, Tashkent 100095, Uzbekistan;
| | - Elisa Fiume
- Department of Applied Science and Technology (DISAT), Politecnico di Torino, 10129 Turin, Italy; (E.F.); (E.V.)
| | - Avzal Akbarov
- Department of Prosthodontics, Tashkent State Dental Institute, Tashkent 100047, Uzbekistan; (A.A.); (N.Z.); (S.M.)
| | - Nigora Ziyadullaeva
- Department of Prosthodontics, Tashkent State Dental Institute, Tashkent 100047, Uzbekistan; (A.A.); (N.Z.); (S.M.)
| | - Saidazim Murtazaev
- Department of Prosthodontics, Tashkent State Dental Institute, Tashkent 100047, Uzbekistan; (A.A.); (N.Z.); (S.M.)
| | - Abbas Rahdar
- Department of Physics, University of Zabol, Zabol 98613-35856, Iran;
| | - Jonathan Massera
- Faculty of Medicine and Health Technology, Tampere University, 33100 Tampere, Finland;
| | - Enrica Verné
- Department of Applied Science and Technology (DISAT), Politecnico di Torino, 10129 Turin, Italy; (E.F.); (E.V.)
| | - Francesco Baino
- Department of Applied Science and Technology (DISAT), Politecnico di Torino, 10129 Turin, Italy; (E.F.); (E.V.)
- Correspondence:
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Biological Evaluation of a New Sodium-Potassium Silico-Phosphate Glass for Bone Regeneration: In Vitro and In Vivo Studies. MATERIALS 2021; 14:ma14164546. [PMID: 34443069 PMCID: PMC8400910 DOI: 10.3390/ma14164546] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Revised: 08/01/2021] [Accepted: 08/10/2021] [Indexed: 12/27/2022]
Abstract
In vitro and in vivo studies are fundamental steps in the characterization of new implantable materials to preliminarily assess their biological response. The present study reports the in vitro and in vivo characterizations of a novel experimental silicate bioactive glass (BG) (47.5B, 47.5SiO2-10Na2O-10K2O-10MgO-20CaO-2.5P2O5 mol.%). Cytocompatibility tests were performed using human mature osteoblasts (U2OS), human mesenchymal stem cells (hMSCs) and human endothelial cells (EA.hy926). The release of the early osteogenic alkaline phosphatase (ALP) marker suggested strong pro-osteogenic properties, as the amount was comparable between hMSCs cultivated onto BG surface and cells cultivated onto polystyrene control. Similarly, real-time PCR revealed that the osteogenic collagen I gene was overexpressed in cells cultivated onto BG surface without biochemical induction. Acute toxicity tests for the determination of the median lethal dose (LD50) allowed classifying the analyzed material as a slightly toxic substance with LD50 = 4522 ± 248 mg/kg. A statistically significant difference in bone formation was observed in vivo through comparing the control (untreated) group and the experimental one, proving a clear osteogenic effect induced by the implantation at the defect site. Complete resorption of 47.5B powder was observed after only 3 months in favor of newly formed tissue, thus confirming the high osteostimulatory potential of 47.5B glass.
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Fiume E, Schiavi A, Orlygsson G, Bignardi C, Verné E, Baino F. Comprehensive assessment of bioactive glass and glass-ceramic scaffold permeability: experimental measurements by pressure wave drop, modelling and computed tomography-based analysis. Acta Biomater 2021; 119:405-418. [PMID: 33091624 DOI: 10.1016/j.actbio.2020.10.027] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2020] [Revised: 10/10/2020] [Accepted: 10/14/2020] [Indexed: 10/23/2022]
Abstract
Proper microstructural and transport properties are fundamental requirements for a suitable scaffold design and realization in tissue engineering applications. Scaffold microstructure (i.e. pore size, shape and distribution) and transport properties (i.e. intrinsic permeability), are commonly recognized as the key parameters related to the biological performance, such as cell attachment, penetration depth and tissue vascularization. While pore characteristics are relatively easy to asses, accurate and reliable evaluation of permeability still remains a challenge. In the present study, the microstructural properties of foam-replicated bioactive glass-derived scaffolds (basic composition 47.5SiO2-2.5P2O5-20CaO-10MgO-10Na2O-10K2O mol.%) were determined as function of the sintering temperature within the range 600-850°C, identified on the basis of thermal analyses that were previously performed on the material. Scaffolds with total porosity between 55 and 84 vol.% and trabecular-like architecture were obtained, with pore morphological features varying according to the sintering temperature. Mathematical modelling, supported by micro-computed tomography (μ-CT) imaging, was implemented to selectively investigate the effect of different pore features on intrinsic permeability, which was determined by laminar airflow alternating pressure wave drop measurements and found to be within 0.051-2.811·10-10 m2. The calculated effective porosity of the scaffolds was in the range of 46 to 66 vol.%, while the average pore diameter assessed by μ-CT varied between 220 and 780 μm, where the values in the lower range were observed for higher sintering temperatures (750-850°C). Experimental results were critically discussed by means of a robust statistical analysis. Finally, the complete microstructural characterization of the scaffolds was achieved by applying the general constitutive equation based on Forchheimer's theory.
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Sintering Behavior of a Six-Oxide Silicate Bioactive Glass for Scaffold Manufacturing. APPLIED SCIENCES-BASEL 2020. [DOI: 10.3390/app10228279] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The intrinsic brittleness of bioactive glasses (BGs) is one of the main barriers to the widespread use of three-dimensional porous BG-derived bone grafts (scaffolds) in clinical practice. Among all the available strategies for improving the mechanical properties of BG-based scaffolds, strut densification upon sintering treatments at high temperatures represents a relatively easy approach, but its implementation might lead to undesired and poorly predictable decrease in porosity, mass transport properties and bioactivity resulting from densification and devitrification phenomena occurring in the material upon heating. The aim of the present work was to investigate the sinter-crystallization of a highly bioactive SiO2-P2O5-CaO–MgO–Na2O–K2O glass (47.5B composition) in reference to its suitability for the fabrication of bonelike foams. The thermal behavior of 47.5B glass particles was investigated upon sintering at different temperatures in the range of 600–850 °C by means of combined thermal analyses (differential thermal analysis (DTA) and hot-stage microscopy (HSM)). Then, XRD measurements were carried out to identify crystalline phases developed upon sintering. Finally, porous scaffolds were produced by a foam replica method in order to evaluate the effect of the sintering temperature on the mechanical properties under compression loading conditions. Assessing a relationship between mechanical properties and sintering temperature, or in other words between scaffold performance and fabrication process, is a key step towards the rationale design of optimized scaffolds for tissue repair.
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Dolomite-Foamed Bioactive Silicate Scaffolds for Bone Tissue Repair. MATERIALS 2020; 13:ma13030628. [PMID: 32023840 PMCID: PMC7040841 DOI: 10.3390/ma13030628] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/21/2019] [Revised: 01/17/2020] [Accepted: 01/29/2020] [Indexed: 11/17/2022]
Abstract
The use of three-dimensional (3D) scaffolds is recognized worldwide as a valuable biomedical approach for promoting tissue regeneration in critical-size bone defects. Over the last 50 years, bioactive glasses have been intensively investigated in a wide range of different clinical applications, from orthopedics to soft tissue healing. Bioactive glasses exhibit the unique capability to chemically bond to the host tissue and, furthermore, their processing versatility makes them very appealing due to the availability of different manufacturing techniques for the production of porous and interconnected synthetic bone grafts able to support new tissue growth over the whole duration of the treatment. As a novel contribution to the broad field of scaffold manufacturing, we report here an effective and relatively easy method to produce silicate glass-derived scaffolds by using, for the first time in the biomedical field, dolomite powder as a foaming agent for the formation of 3D bone-like porous structures. Morphological/structural features, crystallization behavior, and in vitro bioactivity in a simulated body fluid (SBF) were investigated. All the tested scaffolds were found to fulfil the minimum requirements that a scaffold for osseous repair should exhibit, including porosity (65-83 vol.%) and compressive strength (1.3-3.9 MPa) comparable to those of cancellous bone, as well as hydroxyapatite-forming ability (bioactivity). This study proves the suitability of a dolomite-foaming method for the production of potentially suitable bone grafts based on bioactive glass systems.
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Fiume E, Migneco C, Verné E, Baino F. Comparison Between Bioactive Sol-Gel and Melt-Derived Glasses/Glass-Ceramics Based on the Multicomponent SiO 2-P 2O 5-CaO-MgO-Na 2O-K 2O System. MATERIALS 2020; 13:ma13030540. [PMID: 31979302 PMCID: PMC7040641 DOI: 10.3390/ma13030540] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/23/2019] [Revised: 01/18/2020] [Accepted: 01/21/2020] [Indexed: 11/30/2022]
Abstract
Bioactive sol-gel glasses are attractive biomaterials from both technological and functional viewpoints as they require lower processing temperatures compared to their melt-derived counterparts and exhibit a high specific surface area due to inherent nanoporosity. However, most of these materials are based on relatively simple binary or ternary oxide systems since the synthesis of multicomponent glasses via sol-gel still is a challenge. This work reports for the first time the production and characterization of sol-gel materials based on a six-oxide basic system (SiO2–P2O5–CaO–MgO–Na2O–K2O). It was shown that calcination played a role in inducing the formation of crystalline phases, thus generating glass-ceramic materials. The thermal, microstructural and textural properties, as well as the in vitro bioactivity, of these sol-gel materials were assessed and compared to those of the melt-derived counterpart glass with the same nominal composition. In spite of their glass-ceramic nature, these materials retained an excellent apatite-forming ability, which is key in bone repair applications.
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Affiliation(s)
- Elisa Fiume
- Institute of Materials Physics and Engineering, Department of Applied Science and Technology, Politecnico di Torino, 10129 Turin, Italy;
- Department of Mechanical and Aerospace Engineering, Politecnico di Torino, 10129 Turin, Italy
- Interdepartmental Centre PoliTo BIOMedLab, Politecnico di Torino, 10129 Turin, Italy
- Correspondence: (E.F.); (E.V.); (F.B.); Tel.: +39-011-090-4717 (E.V.), +39-011-090-4668 (E.F. & F.B.)
| | - Carla Migneco
- Institute of Materials Physics and Engineering, Department of Applied Science and Technology, Politecnico di Torino, 10129 Turin, Italy;
| | - Enrica Verné
- Institute of Materials Physics and Engineering, Department of Applied Science and Technology, Politecnico di Torino, 10129 Turin, Italy;
- Interdepartmental Centre PoliTo BIOMedLab, Politecnico di Torino, 10129 Turin, Italy
- Interdepartmental Centre J-Tech@PoliTO, Politecnico di Torino, 10129 Turin, Italy
- Correspondence: (E.F.); (E.V.); (F.B.); Tel.: +39-011-090-4717 (E.V.), +39-011-090-4668 (E.F. & F.B.)
| | - Francesco Baino
- Institute of Materials Physics and Engineering, Department of Applied Science and Technology, Politecnico di Torino, 10129 Turin, Italy;
- Interdepartmental Centre PoliTo BIOMedLab, Politecnico di Torino, 10129 Turin, Italy
- Interdepartmental Centre J-Tech@PoliTO, Politecnico di Torino, 10129 Turin, Italy
- Correspondence: (E.F.); (E.V.); (F.B.); Tel.: +39-011-090-4717 (E.V.), +39-011-090-4668 (E.F. & F.B.)
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Barberi J, Baino F, Fiume E, Orlygsson G, Nommeots-Nomm A, Massera J, Verné E. Robocasting of SiO 2-Based Bioactive Glass Scaffolds with Porosity Gradient for Bone Regeneration and Potential Load-Bearing Applications. MATERIALS (BASEL, SWITZERLAND) 2019; 12:E2691. [PMID: 31443540 PMCID: PMC6747607 DOI: 10.3390/ma12172691] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/18/2019] [Revised: 08/13/2019] [Accepted: 08/20/2019] [Indexed: 02/07/2023]
Abstract
: Additive manufacturing of bioactive glasses has recently attracted high interest in the field of regenerative medicine as a versatile class of fabrication methods to process bone substitute materials. In this study, melt-derived glass particles from the SiO2-P2O5-CaO-MgO-Na2O-K2O system were used to fabricate bioactive scaffolds with graded porosity by robocasting. A printable ink made of glass powder and Pluronic F-127 (binder) was extruded into a grid-like three-dimensional structure with bimodal porosity, i.e., the inner part of the scaffold had macropores with smaller size compared to the periphery. The crystallization behavior of the glass powder was studied by hot-stage microscopy, differential thermal analysis, and X-ray diffraction; the scaffolds were sintered at a temperature below the onset of crystallization so that amorphous structures could be obtained. Scaffold architecture was investigated by scanning electron microscopy and microtomographic analysis that allowed quantifying the microstructural parameters. In vitro tests in Kokubo's simulated body fluid (SBF) confirmed the apatite-forming ability (i.e., bioactivity) of the scaffolds. The compressive strength was found to slightly decrease during immersion in SBF up to 4 weeks but still remained comparable to that of human cancellous bone. The pH and concentration of released ions in SBF were also measured at each time point. Taken together, these results (favorable porosity, mechanical strength, and in vitro bioactivity) show great promise for the potential application of these robocast scaffolds in bone defect repair.
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Affiliation(s)
- Jacopo Barberi
- Department of Applied Science and Technology (DISAT), Politecnico di Torino, 10129 Turin, Italy
| | - Francesco Baino
- Department of Applied Science and Technology (DISAT), Politecnico di Torino, 10129 Turin, Italy.
- Interuniversity Center for the promotion of the 3Rs principles in teaching and research, 56121 Pisa, Italy.
| | - Elisa Fiume
- Department of Applied Science and Technology (DISAT), Politecnico di Torino, 10129 Turin, Italy
- Department of Mechanical and Aerospace Engineering (DIMEAS), Politecnico di Torino, 10129 Turin, Italy
| | - Gissur Orlygsson
- Department of Materials, Biotechnology and Energy, Innovation Center Iceland (ICI), 112 Reykjavik, Iceland
| | - Amy Nommeots-Nomm
- Department of Mining and Materials Engineering, McGill University, Montreal H3A OE8, Canada
| | - Jonathan Massera
- Faculty of Medicine and Health Technology, Tampere University, 33720 Tampere, Finland.
| | - Enrica Verné
- Department of Applied Science and Technology (DISAT), Politecnico di Torino, 10129 Turin, Italy
- Interuniversity Center for the promotion of the 3Rs principles in teaching and research, 56121 Pisa, Italy
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Fiume E, Serino G, Bignardi C, Verné E, Baino F. Bread-Derived Bioactive Porous Scaffolds: An Innovative and Sustainable Approach to Bone Tissue Engineering. Molecules 2019; 24:molecules24162954. [PMID: 31416299 PMCID: PMC6721143 DOI: 10.3390/molecules24162954] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2019] [Revised: 08/08/2019] [Accepted: 08/14/2019] [Indexed: 01/21/2023] Open
Abstract
In recent years, bioactive glasses gained increasing scientific interest in bone tissue engineering due to their capability to chemically bond with the host tissue and to induce osteogenesis. As a result, several efforts have been addressed to use bioactive glasses in the production of three-dimensional (3D) porous scaffolds for bone regeneration. In this work, we creatively combine typical concepts of porous glass processing with those of waste management and propose, for the first time, the use of bread as a new sacrificial template for the fabrication of bioactive scaffolds. Preliminary SEM investigations performed on stale bread from industrial wastes revealed a suitable morphology characterized by an open-cell 3D architecture, which is potentially able to allow tissue ingrowth and vascularization. Morphological features, mechanical performances and in vitro bioactivity tests were performed in order to evaluate the properties of these new “sustainable” scaffolds for bone replacement and regeneration. Scaffolds with total porosity ranging from 70 to 85 vol% and mechanical strength comparable to cancellous bone were obtained. Globular hydroxyapatite was observed to form on the surface of the scaffolds after just 48-h immersion in simulated body fluid. The results show great promise and suggest the possibility to use bread as an innovative and inexpensive template for the development of highly-sustainable bone tissue engineering approaches.
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Affiliation(s)
- Elisa Fiume
- Institute of Materials Physics and Engineering, Department of Applied Science and Technology (DISAT), Politecnico di Torino, Corso duca degli Abruzzi 24, 10129 Torino, Italy.
- Department of Mechanical and Aerospace Engineering (DIMEAS), Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129 Torino, Italy.
| | - Gianpaolo Serino
- Department of Mechanical and Aerospace Engineering (DIMEAS), Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129 Torino, Italy
| | - Cristina Bignardi
- Department of Mechanical and Aerospace Engineering (DIMEAS), Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129 Torino, Italy
| | - Enrica Verné
- Institute of Materials Physics and Engineering, Department of Applied Science and Technology (DISAT), Politecnico di Torino, Corso duca degli Abruzzi 24, 10129 Torino, Italy
| | - Francesco Baino
- Institute of Materials Physics and Engineering, Department of Applied Science and Technology (DISAT), Politecnico di Torino, Corso duca degli Abruzzi 24, 10129 Torino, Italy.
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Kaur G, Kumar V, Baino F, Mauro JC, Pickrell G, Evans I, Bretcanu O. Mechanical properties of bioactive glasses, ceramics, glass-ceramics and composites: State-of-the-art review and future challenges. MATERIALS SCIENCE & ENGINEERING. C, MATERIALS FOR BIOLOGICAL APPLICATIONS 2019; 104:109895. [PMID: 31500047 DOI: 10.1016/j.msec.2019.109895] [Citation(s) in RCA: 97] [Impact Index Per Article: 19.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/25/2018] [Revised: 06/02/2019] [Accepted: 06/14/2019] [Indexed: 11/30/2022]
Abstract
The repair and restoration of bone defects in orthopaedic and dental surgery remains a major challenge despite advances in surgical procedures and post-operative treatments. Bioactive glasses, ceramics, glass-ceramics and composites show considerable potential for such applications as they can promote bone tissue regeneration. This paper presents an overview of the mechanical properties of various bioactive materials, which have the potential for bone regeneration. It also identifies current strategies for improving the mechanical properties of these novel materials, as these are rarely ideal as direct replacements for human bone. For this reason bioactive organic-inorganic composites and hybrids that have tailorable mechanical properties are of particular interest. The inorganic component (bioactive glass, ceramic or glass-ceramic) can provide both strength and bioactivity, while the organic component can add structural reinforcement, toughness and processability. Another topic presented in this paper includes 3D porous scaffolds that act as a template for cell attachment, proliferation and bone growth. Mechanical limitations of existing glass and ceramic scaffolds are discussed, along with the relevant challenges and strategies for further improvement. Advantages and disadvantages of different bioactive materials are critically examined. This paper is focused on optimization of biomaterials properties, in particular mechanical properties and bioactivity.
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Affiliation(s)
- Gurbinder Kaur
- School of Physics and Materials Science, Thapar University, Patiala 147001, India.
| | - Vishal Kumar
- Shri Guru Granth Sahib World University, Fatehgarh Sahib 140406, India
| | - Francesco Baino
- Applied Science and Technology Department (DISAT), Politecnico di Torino, 10129 Turin, Italy
| | - John C Mauro
- College of Earth and Mineral Sciences, The Pennsylvania State University, PA 16802, USA
| | - Gary Pickrell
- Material Science and Engineering, Virginia Tech, VA 24060, USA
| | - Iain Evans
- School of Engineering, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
| | - Oana Bretcanu
- School of Engineering, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
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