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Drakoulas G, Gortsas T, Polyzos E, Tsinopoulos S, Pyl L, Polyzos D. An explainable machine learning-based probabilistic framework for the design of scaffolds in bone tissue engineering. Biomech Model Mechanobiol 2024; 23:987-1012. [PMID: 38416219 DOI: 10.1007/s10237-024-01817-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Accepted: 01/01/2024] [Indexed: 02/29/2024]
Abstract
Recently, 3D-printed biodegradable scaffolds have shown great potential for bone repair in critical-size fractures. The differentiation of the cells on a scaffold is impacted among other factors by the surface deformation of the scaffold due to mechanical loading and the wall shear stresses imposed by the interstitial fluid flow. These factors are in turn significantly affected by the material properties, the geometry of the scaffold, as well as the loading and flow conditions. In this work, a numerical framework is proposed to study the influence of these factors on the expected osteochondral cell differentiation. The considered scaffold is rectangular with a 0/90 lay-down pattern and a four-layered strut made of polylactic acid with a 5% steel particle content. The distribution of the different types of cells on the scaffold surface is estimated through a scalar stimulus, calculated by using a mechanobioregulatory model. To reduce the simulation time for the computation of the stimulus, a probabilistic machine learning (ML)-based reduced-order model (ROM) is proposed. Then, a sensitivity analysis is performed using the Shapley additive explanations to examine the contribution of the various parameters to the framework stimulus predictions. In a final step, a multiobjective optimization procedure is implemented using genetic algorithms and the ROM, aiming to identify the material parameters and loading conditions that maximize the percentage of surface area populated by bone cells while minimizing the area corresponding to the other types of cells and the resorption condition. The results of the performed analysis highlight the potential of using ROMs for the scaffold design, by dramatically reducing the simulation time while enabling the efficient implementation of sensitivity analysis and optimization procedures.
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Affiliation(s)
- George Drakoulas
- Department of Mechanical Engineering and Aeronautics, University of Patras, 26504, Rio, Greece.
| | - Theodore Gortsas
- Department of Mechanical Engineering and Aeronautics, University of Patras, 26504, Rio, Greece.
- Department of Mechanical Engineering, University of Peloponnese, 26334, Patras, Greece.
| | - Efstratios Polyzos
- Department of Mechanics of Materials and Constructions, Vrije Universiteit Brussel (VUB), 1050, Brussels, Belgium
| | - Stephanos Tsinopoulos
- Department of Mechanical Engineering, University of Peloponnese, 26334, Patras, Greece
| | - Lincy Pyl
- Department of Mechanics of Materials and Constructions, Vrije Universiteit Brussel (VUB), 1050, Brussels, Belgium
| | - Demosthenes Polyzos
- Department of Mechanical Engineering and Aeronautics, University of Patras, 26504, Rio, Greece
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2
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Trifonov A, Shehzad A, Mukasheva F, Moazzam M, Akilbekova D. Reasoning on Pore Terminology in 3D Bioprinting. Gels 2024; 10:153. [PMID: 38391483 PMCID: PMC10887720 DOI: 10.3390/gels10020153] [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: 01/14/2024] [Revised: 02/08/2024] [Accepted: 02/10/2024] [Indexed: 02/24/2024] Open
Abstract
Terminology is pivotal for facilitating clear communication and minimizing ambiguity, especially in specialized fields such as chemistry. In materials science, a subset of chemistry, the term "pore" is traditionally linked to the International Union of Pure and Applied Chemistry (IUPAC) nomenclature, which categorizes pores into "micro", "meso", and "macro" based on size. However, applying this terminology in closely-related areas, such as 3D bioprinting, often leads to confusion owing to the lack of consensus on specific definitions and classifications tailored to each field. This review article critically examines the current use of pore terminology in the context of 3D bioprinting, highlighting the need for reassessment to avoid potential misunderstandings. We propose an alternative classification that aligns more closely with the specific requirements of bioprinting, suggesting a tentative size-based division of interconnected pores into 'parvo'-(d < 25 µm), 'medio'-(25 < d < 100 µm), and 'magno'-(d > 100 µm) pores, relying on the current understanding of the pore size role in tissue formation. The introduction of field-specific terminology for pore sizes in 3D bioprinting is essential to enhance the clarity and precision of research communication. This represents a step toward a more cohesive and specialized lexicon that aligns with the unique aspects of bioprinting and tissue engineering.
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Affiliation(s)
- Alexander Trifonov
- Department of Chemical and Materials Engineering, School of Engineering, Nazarbayev University, Astana 010000, Kazakhstan
| | - Ahmer Shehzad
- Department of Chemical and Materials Engineering, School of Engineering, Nazarbayev University, Astana 010000, Kazakhstan
| | - Fariza Mukasheva
- Department of Chemical and Materials Engineering, School of Engineering, Nazarbayev University, Astana 010000, Kazakhstan
| | - Muhammad Moazzam
- Department of Chemical and Materials Engineering, School of Engineering, Nazarbayev University, Astana 010000, Kazakhstan
| | - Dana Akilbekova
- Department of Chemical and Materials Engineering, School of Engineering, Nazarbayev University, Astana 010000, Kazakhstan
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3
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Pasini C, Pandini S, Ramorino G, Sartore L. Tailoring the properties of composite scaffolds with a 3D-Printed lattice core and a bioactive hydrogel shell for tissue engineering. J Mech Behav Biomed Mater 2024; 150:106305. [PMID: 38096608 DOI: 10.1016/j.jmbbm.2023.106305] [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: 03/01/2023] [Revised: 10/04/2023] [Accepted: 12/02/2023] [Indexed: 01/09/2024]
Abstract
The optimal performance of scaffolds for tissue engineering relies on a proper combination of their constituent biomaterials and on the design of their structure. In this work, composite scaffolds with a core-shell architecture are realized by grafting a gelatin-chitosan hydrogel onto a 3D-printed polylactic acid (PLA) core, aiming in particular at bone regeneration. This hydrogel was recently found to sustain osteogenic differentiation of mesenchymal stromal cells, leading to new bone tissue formation. Here, the integration with rigid PLA lattice structures provides improved mechanical support and finer control of strength and stiffness. The core is prepared by fused deposition modeling with the specific aim to study several lattice structures and thereby better tune the scaffold mechanical properties. In fact, the core architecture dictates the scaffold strength and stiffness, which are seen to match those of different types of bone tissue. For all lattice types, the hydrogel is found to penetrate throughout the entire core and to present highly interconnected pores for cell colonization. By varying the void volume fraction in the core it is possible to significantly change the bioactive shell content, as well as the mechanical properties, over a wide range of values. Looking for design guidelines, relationships between stiffness/strength and density are here outlined for scaffolds featuring different lattice parameters. Moreover, by acting on the core strut arrangement, scaffolds are reinforced along specific directions, as evaluated under compressive and bending loading conditions.
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Affiliation(s)
- C Pasini
- Department of Mechanical and Industrial Engineering, University of Brescia, Via Branze, 38, 25123, Brescia, Italy
| | - S Pandini
- Department of Mechanical and Industrial Engineering, University of Brescia, Via Branze, 38, 25123, Brescia, Italy.
| | - G Ramorino
- Department of Mechanical and Industrial Engineering, University of Brescia, Via Branze, 38, 25123, Brescia, Italy
| | - L Sartore
- Department of Mechanical and Industrial Engineering, University of Brescia, Via Branze, 38, 25123, Brescia, Italy
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4
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Lee VK, Lee T, Ghosh A, Saha T, Bais MV, Bharani KK, Chag M, Parikh K, Bhatt P, Namgung B, Venkataramanan G, Agrawal A, Sonaje K, Mavely L, Sengupta S, Mashelkar RA, Jang HL. An architecturally rational hemostat for rapid stopping of massive bleeding on anticoagulation therapy. Proc Natl Acad Sci U S A 2024; 121:e2316170121. [PMID: 38252814 PMCID: PMC10835033 DOI: 10.1073/pnas.2316170121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2023] [Accepted: 12/08/2023] [Indexed: 01/24/2024] Open
Abstract
Hemostatic devices are critical for managing emergent severe bleeding. With the increased use of anticoagulant therapy, there is a need for next-generation hemostats. We rationalized that a hemostat with an architecture designed to increase contact with blood, and engineered from a material that activates a distinct and undrugged coagulation pathway can address the emerging need. Inspired by lung alveolar architecture, here, we describe the engineering of a next-generation single-phase chitosan hemostat with a tortuous spherical microporous design that enables rapid blood absorption and concentrated platelets and fibrin microthrombi in localized regions, a phenomenon less observed with other classical hemostats without structural optimization. The interaction between blood components and the porous hemostat was further amplified based on the charged surface of chitosan. Contrary to the dogma that chitosan does not directly affect physiological clotting mechanism, the hemostat induced coagulation via a direct activation of platelet Toll-like receptor 2. Our engineered porous hemostat effectively stopped the bleeding from murine liver wounds, swine liver and carotid artery injuries, and the human radial artery puncture site within a few minutes with significantly reduced blood loss, even under the anticoagulant treatment. The integration of engineering design principles with an understanding of the molecular mechanisms can lead to hemostats with improved functions to address emerging medical needs.
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Affiliation(s)
- Vivian K. Lee
- Center for Engineered Therapeutics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115
- Division of Rheumatology, Inflammation and Immunity, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115
- Department of Orthopaedic Surgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115
- Division of Health Sciences and Technology, Harvard–Massachusetts Institute of Technology, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Taewoo Lee
- Center for Engineered Therapeutics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115
- Division of Rheumatology, Inflammation and Immunity, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115
- Department of Orthopaedic Surgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115
- Division of Health Sciences and Technology, Harvard–Massachusetts Institute of Technology, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Amrit Ghosh
- Center for Engineered Therapeutics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115
- Division of Health Sciences and Technology, Harvard–Massachusetts Institute of Technology, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Tanmoy Saha
- Center for Engineered Therapeutics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115
- Division of Health Sciences and Technology, Harvard–Massachusetts Institute of Technology, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Manish V. Bais
- Division of Rheumatology, Inflammation and Immunity, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115
- Department of Translational Dental Medicine, Boston University Henry M. Goldman School of Dental Medicine, Boston, MA02118
| | - Kala Kumar Bharani
- Department of Veterinary Pharmacology and Toxicology, College of Veterinary Science, P. V. Narasimha Rao Telangana Veterinary University, Hyderabad 500030, India
| | - Milan Chag
- Care Institute of Medical Sciences, Ahmedabad 380060, India
| | - Keyur Parikh
- Care Institute of Medical Sciences, Ahmedabad 380060, India
| | - Parloop Bhatt
- Care Institute of Medical Sciences, Ahmedabad 380060, India
| | - Bumseok Namgung
- Center for Engineered Therapeutics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115
- Division of Rheumatology, Inflammation and Immunity, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115
- Department of Orthopaedic Surgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115
- Division of Health Sciences and Technology, Harvard–Massachusetts Institute of Technology, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Geethapriya Venkataramanan
- Center for Engineered Therapeutics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115
- Division of Health Sciences and Technology, Harvard–Massachusetts Institute of Technology, Massachusetts Institute of Technology, Cambridge, MA 02139
| | | | - Kiran Sonaje
- Axio Biosolutions Private Limited, Ahmedabad 382220, India
| | - Leo Mavely
- Axio Biosolutions Private Limited, Ahmedabad 382220, India
- Advamedica Inc., Boston, MA 02138
| | - Shiladitya Sengupta
- Center for Engineered Therapeutics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115
- Division of Health Sciences and Technology, Harvard–Massachusetts Institute of Technology, Massachusetts Institute of Technology, Cambridge, MA 02139
| | | | - Hae Lin Jang
- Center for Engineered Therapeutics, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115
- Division of Rheumatology, Inflammation and Immunity, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115
- Department of Orthopaedic Surgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02115
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5
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Pasini C, Pandini S, Re F, Ferroni M, Borsani E, Russo D, Sartore L. New Poly(lactic acid)-Hydrogel Core-Shell Scaffolds Highly Support MSCs' Viability, Proliferation and Osteogenic Differentiation. Polymers (Basel) 2023; 15:4631. [PMID: 38139883 PMCID: PMC10747776 DOI: 10.3390/polym15244631] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Revised: 12/01/2023] [Accepted: 12/04/2023] [Indexed: 12/24/2023] Open
Abstract
Scaffolds for tissue engineering are expected to respond to a challenging combination of physical and mechanical requirements, guiding the research towards the development of novel hybrid materials. This study introduces innovative three-dimensional bioresorbable scaffolds, in which a stiff poly(lactic acid) lattice structure is meant to ensure temporary mechanical support, while a bioactive gelatin-chitosan hydrogel is incorporated to provide a better environment for cell adhesion and proliferation. The scaffolds present a core-shell structure, in which the lattice core is realized by additive manufacturing, while the shell is nested throughout the core by grafting and crosslinking a hydrogel forming solution. After subsequent freeze-drying, the hydrogel network forms a highly interconnected porous structure that completely envelops the poly(lactic acid) core. Thanks to this strategy, it is easy to tailor the scaffold properties for a specific target application by properly designing the lattice geometry and the core/shell ratio, which are found to significantly affect the scaffold mechanical performance and its bioresorption. Scaffolds with a higher core/shell ratio exhibit higher mechanical properties, whereas reducing the core/shell ratio results in higher values of bioactive hydrogel content. Hydrogel contents up to 25 wt% could be achieved while maintaining high compression stiffness (>200 MPa) and strength (>5 MPa), overall, within the range of values displayed by human bone tissue. In addition, mechanical properties remain stable after prolonged immersion in water at body temperature for several weeks. On the other hand, the hydrogel undergoes gradual and homogeneous degradation over time, but the core-shell integrity and structural stability are nevertheless maintained during at least 7-week hydrolytic degradation tests. In vitro experiments with human mesenchymal stromal cells reveal that the core-shell scaffolds are biocompatible, and their physical-mechanical properties and architecture are suitable to support cell growth and osteogenic differentiation, as demonstrated by hydroxyapatite formation. These results suggest that the bioresorbable core-shell scaffolds can be considered and further studied, in view of clinically relevant endpoints in bone regenerative medicine.
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Affiliation(s)
- Chiara Pasini
- Materials Science and Technology Laboratory, Department of Mechanical and Industrial Engineering, University of Brescia, via Branze 38, 25123 Brescia, Italy; (C.P.); (S.P.)
| | - Stefano Pandini
- Materials Science and Technology Laboratory, Department of Mechanical and Industrial Engineering, University of Brescia, via Branze 38, 25123 Brescia, Italy; (C.P.); (S.P.)
| | - Federica Re
- Unit of Blood Diseases and Bone Marrow Transplantation, Department of Clinical and Experimental Sciences, University of Brescia, ASST Spedali Civili, Piazzale Spedali Civili 1, 25123 Brescia, Italy; (F.R.); (D.R.)
| | - Matteo Ferroni
- Department of Civil, Environmental, Architectural Engineering and Mathematics (DICATAM), University of Brescia, Via Valotti 9, 25123 Brescia, Italy;
- National Research Council (CNR)—Institute for Microelectronics and Microsystems, Bologna, Via Gobetti, 101, 40129 Bologna, Italy
| | - Elisa Borsani
- Division of Anatomy and Physiopathology, Department of Clinical and Experimental Sciences, University of Brescia, 25123 Brescia, Italy;
| | - Domenico Russo
- Unit of Blood Diseases and Bone Marrow Transplantation, Department of Clinical and Experimental Sciences, University of Brescia, ASST Spedali Civili, Piazzale Spedali Civili 1, 25123 Brescia, Italy; (F.R.); (D.R.)
| | - Luciana Sartore
- Materials Science and Technology Laboratory, Department of Mechanical and Industrial Engineering, University of Brescia, via Branze 38, 25123 Brescia, Italy; (C.P.); (S.P.)
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6
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Singh S, Zhou Y, Farris AL, Whitehead EC, Nyberg EL, O’Sullivan AN, Zhang NY, Rindone AN, Achebe CC, Zbijewski W, Grundy W, Garlick D, Jackson ND, Kraitchman D, Izzi JM, Lopez J, Grant MP, Grayson WL. Geometric Mismatch Promotes Anatomic Repair in Periorbital Bony Defects in Skeletally Mature Yucatan Minipigs. Adv Healthc Mater 2023; 12:e2301944. [PMID: 37565378 PMCID: PMC10840722 DOI: 10.1002/adhm.202301944] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Revised: 08/04/2023] [Indexed: 08/12/2023]
Abstract
Porous tissue-engineered 3D-printed scaffolds are a compelling alternative to autografts for the treatment of large periorbital bone defects. Matching the defect-specific geometry has long been considered an optimal strategy to restore pre-injury anatomy. However, studies in large animal models have revealed that biomaterial-induced bone formation largely occurs around the scaffold periphery. Such ectopic bone formation in the periorbital region can affect vision and cause disfigurement. To enhance anatomic reconstruction, geometric mismatches are introduced in the scaffolds used to treat full thickness zygomatic defects created bilaterally in adult Yucatan minipigs. 3D-printed, anatomically-mirrored scaffolds are used in combination with autologous stromal vascular fraction of cells (SVF) for treatment. An advanced image-registration workflow is developed to quantify the post-surgical geometric mismatch and correlate it with the spatial pattern of the regenerating bone. Osteoconductive bone growth on the dorsal and ventral aspect of the defect enhances scaffold integration with the native bone while medio-lateral bone growth leads to failure of the scaffolds to integrate. A strong positive correlation is found between geometric mismatch and orthotopic bone deposition at the defect site. The data suggest that strategic mismatch >20% could improve bone scaffold design to promote enhanced regeneration, osseointegration, and long-term scaffold survivability.
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Affiliation(s)
- Srujan Singh
- Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD, USA
- Translational Tissue Engineering Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Yuxiao Zhou
- Translational Tissue Engineering Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Ashley L. Farris
- Translational Tissue Engineering Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Emma C. Whitehead
- Translational Tissue Engineering Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Ethan L. Nyberg
- Translational Tissue Engineering Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Aine N. O’Sullivan
- Translational Tissue Engineering Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Nicholas Y. Zhang
- Translational Tissue Engineering Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Alexandra N. Rindone
- Translational Tissue Engineering Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Chukwuebuka C. Achebe
- Translational Tissue Engineering Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Wojciech Zbijewski
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | | | | | | | - Dara Kraitchman
- Department of Radiology and Radiological Science, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Jessica M. Izzi
- Department of Molecular and Comparative Pathobiology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Joseph Lopez
- Division of Plastic Surgery, Yale-New Haven Hospital, New Haven, CT, USA
| | - Michael P. Grant
- Department of Plastic & Reconstructive Surgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Plastic & Reconstructive Surgery, R Adams Cowley Shock Trauma Center, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Warren L. Grayson
- Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD, USA
- Translational Tissue Engineering Center, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Materials Science and Engineering, Johns Hopkins University, Baltimore, MD, USA
- Institute for Nanobiotechnology, Johns Hopkins University, Baltimore, MD, USA
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7
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Zhang N, Singh S, Liu S, Zbijewski W, Grayson WL. A robust, autonomous, volumetric quality assurance method for 3D printed porous scaffolds. 3D Print Med 2022; 8:9. [PMID: 35384521 PMCID: PMC8988331 DOI: 10.1186/s41205-022-00135-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Accepted: 03/12/2022] [Indexed: 12/03/2022] Open
Abstract
Bone tissue engineering strategies aimed at treating critical-sized craniofacial defects often utilize novel biomaterials and scaffolding. Rapid manufacturing of defect-matching geometries using 3D-printing strategies is a promising strategy to treat craniofacial bone loss to improve aesthetic and regenerative outcomes. To validate manufacturing quality, a robust, three-dimensional quality assurance pipeline is needed to provide an objective, quantitative metric of print quality if porous scaffolds are to be translated from laboratory to clinical settings. Previously published methods of assessing scaffold print quality utilized one- and two-dimensional measurements (e.g., strut widths, pore widths, and pore area) or, in some cases, the print quality of a single phantom is assumed to be representative of the quality of all subsequent prints. More robust volume correlation between anatomic shapes has been accomplished; however, it requires manual user correction in challenging cases such as porous objects like bone scaffolds. Here, we designed porous, anatomically-shaped scaffolds with homogenous or heterogenous porous structures. We 3D-printed the designs with acrylonitrile butadiene styrene (ABS) and used cone-beam computed tomography (CBCT) to obtain 3D image reconstructions. We applied the iterative closest point algorithm to superimpose the computational scaffold designs with the CBCT images to obtain a 3D volumetric overlap. In order to avoid false convergences while using an autonomous workflow for volumetric correlation, we developed an independent iterative closest point (I-ICP10) algorithm using MATLAB®, which applied ten initial conditions for the spatial orientation of the CBCT images relative to the original design. Following successful correlation, scaffold quality can be quantified and visualized on a sub-voxel scale for any part of the volume.
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Affiliation(s)
- Nicholas Zhang
- Department of Biomedical Engineering, Translational Tissue Engineering Center, Johns Hopkins University, 400 North Broadway, Smith Building 5023, Baltimore, MD, 21231, USA.,Translational Tissue Engineering Center, Johns Hopkins University, Baltimore, MD, USA
| | - Srujan Singh
- Translational Tissue Engineering Center, Johns Hopkins University, Baltimore, MD, USA.,Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD, USA
| | - Stephen Liu
- Department of Biomedical Engineering, Translational Tissue Engineering Center, Johns Hopkins University, 400 North Broadway, Smith Building 5023, Baltimore, MD, 21231, USA
| | - Wojciech Zbijewski
- Department of Biomedical Engineering, Translational Tissue Engineering Center, Johns Hopkins University, 400 North Broadway, Smith Building 5023, Baltimore, MD, 21231, USA
| | - Warren L Grayson
- Department of Biomedical Engineering, Translational Tissue Engineering Center, Johns Hopkins University, 400 North Broadway, Smith Building 5023, Baltimore, MD, 21231, USA. .,Translational Tissue Engineering Center, Johns Hopkins University, Baltimore, MD, USA. .,Department of Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, MD, USA. .,Department of Materials Science and Engineering, Johns Hopkins University, Baltimore, MD, USA. .,Institute for Nanobiotechnology, Johns Hopkins University, Baltimore, MD, USA.
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8
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Singh S, Nyberg EL, O'Sullivan AN, Farris A, Rindone AN, Zhang N, Whitehead EC, Zhou Y, Mihaly E, Achebe CC, Zbijewski W, Grundy W, Garlick D, Jackson ND, Taguchi T, Takawira C, Lopez J, Lopez MJ, Grant MP, Grayson WL. Point-of-care treatment of geometrically complex midfacial critical-sized bone defects with 3D-Printed scaffolds and autologous stromal vascular fraction. Biomaterials 2022; 282:121392. [DOI: 10.1016/j.biomaterials.2022.121392] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Revised: 01/07/2022] [Accepted: 01/24/2022] [Indexed: 12/30/2022]
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9
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Gortsas TV, Tsinopoulos SV, Polyzos E, Pyl L, Fotiadis DI, Polyzos D. BEM evaluation of surface octahedral strains and internal strain gradients in 3D-printed scaffolds used for bone tissue regeneration. J Mech Behav Biomed Mater 2021; 125:104919. [PMID: 34740014 DOI: 10.1016/j.jmbbm.2021.104919] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Revised: 10/20/2021] [Accepted: 10/20/2021] [Indexed: 10/20/2022]
Abstract
Most of the mechnoregulatory computational models appearing so far in tissue engineering for bone healing predictions, utilize as regulators for cell differentiation mainly the octahedral volume strains and the interstitial fluid velocity calculated at any point of the fractured bone area and controlled by empirical constants concerning these two parameters. Other stimuli like the electrical and chemical signaling of bone constituents are covered by those two regulatory fields. It is apparent that the application of the same mechnoregulatory computational models for bone healing predictions in scaffold-aided regeneration is questionable since the material of a scaffold disturbs the signaling pathways developed in the environment of bone fracture. Thus, the goal of the present work is to evaluate numerically two fields developed in the body of two different compressed scaffolds, which seem to be proper for facilitating cell sensing and improving cell viability and cell seeding efficiency. These two fields concern the surface octahedral strains that the cells attached to the scaffold can experience and the internal strain gradients that create electrical pathways due to flexoelectric phenomenon. Both fields are evaluated with the aid of the Boundary Element Method (BEM), which is ideal for evaluating with high accuracy surface strains and stresses as well as strain gradients appearing throughout the analyzed elastic domain.
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Affiliation(s)
- T V Gortsas
- Department of Mechanical Engineering and Aeronautics, University of Patras, Greece.
| | - S V Tsinopoulos
- Department of Mechanical Engineering, University of Peloponnese, Greece
| | - E Polyzos
- Department of Mechanics of Materials and Constructions, Vrije Universiteit Brussel (VUB), BE-1050, Brussels, Belgium
| | - L Pyl
- Department of Mechanics of Materials and Constructions, Vrije Universiteit Brussel (VUB), BE-1050, Brussels, Belgium
| | - D I Fotiadis
- Unit of Medical Technology and Intelligent Information Systems, Dept. of Material Science and Engineering, University of Ioannina, GR 451 10, Ioannina, Greece
| | - D Polyzos
- Department of Mechanical Engineering and Aeronautics, University of Patras, Greece
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10
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Fiechtner L, Sierra Velez D, Ayala SG, Castro I, Lindros J, Perkins M, Baker A, Salmon J, Biggs V, Cannon-Smith G, Smith JD, Simione M, Gortmaker SL, Taveras EM. Planned Evaluation of the Healthy Weight Clinic Pediatric Weight Management and Implementation: Massachusetts-CORD 3.0. Child Obes 2021; 17:S55-S61. [PMID: 34569842 PMCID: PMC8574199 DOI: 10.1089/chi.2021.0178] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Background: Despite evidence that offering multidisciplinary treatment for children with obesity is effective, access to evidence-based pediatric weight management interventions (PWMIs) is limited. The Healthy Weight Clinic PWMI is a multidisciplinary approach in primary care that improves BMI among children with a BMI ≥ 85th percentile. Objective: To describe the method by which we will evaluate the adoption, acceptability, and feasibility of integrating and implementing a multidisciplinary Healthy Weight Clinic (HWC) into primary care. Design/Methods: We used the Consolidated Framework for Implementation Research (CFIR) domains and constructs to inform our implementation strategies. We will use a Type III hybrid effectiveness-implementation design to test our implementation strategies and improvement in BMI. Sources of data collection will include qualitative interviews with patient caregivers, HWC staff and surveys with HWC staff, patient caregivers, and electronic health record data. Our outcomes are guided by the Reach Effectiveness Adoption Implementation Maintenance (RE-AIM) framework. Results: We identified all five CFIR domains as integral for successful implementation. Some strategies to address barriers within these domains include online self-paced training modules for the HWC staff, a virtual learning collaborative, and engagement of site leadership. Outcomes will be measured at the patient and pilot site levels, and they will include patients reached, patient health outcomes such as BMI and quality of life, level of adoption, acceptability, feasibility, and sustainability of the PWMI. Conclusion: Our use of implementation science frameworks in the planning of Healthy Weight Clinic PWMI could create a sustainable and effective program for dissemination.
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Affiliation(s)
- Lauren Fiechtner
- Divisions of Pediatric Health Outcomes Research, MassGeneral Hospital for Children, Boston, MA, USA
- Divisions of Gastroenterology and Nutrition, MassGeneral Hospital for Children, Boston, MA, USA
| | - Desiree Sierra Velez
- Divisions of Gastroenterology and Nutrition, MassGeneral Hospital for Children, Boston, MA, USA
| | - Sujata G. Ayala
- Divisions of Pediatric Health Outcomes Research, MassGeneral Hospital for Children, Boston, MA, USA
| | - Ines Castro
- Divisions of Pediatric Health Outcomes Research, MassGeneral Hospital for Children, Boston, MA, USA
| | - Jeanne Lindros
- Institute for Healthy Childhood Weight, American Academy of Pediatrics, Itasca, IL, USA
| | - Meghan Perkins
- Divisions of Pediatric Health Outcomes Research, MassGeneral Hospital for Children, Boston, MA, USA
| | - Alison Baker
- Institute for Healthy Childhood Weight, American Academy of Pediatrics, Itasca, IL, USA
| | - Jeremiah Salmon
- Institute for Healthy Childhood Weight, American Academy of Pediatrics, Itasca, IL, USA
| | | | | | - Justin D. Smith
- Division of Health Systems Innovation and Research, Department of Population Health Sciences, University of Utah Eccles School of Medicine, Salt Lake City, UT, USA
| | - Meg Simione
- Divisions of Pediatric Health Outcomes Research, MassGeneral Hospital for Children, Boston, MA, USA
| | - Steven L. Gortmaker
- Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Elsie M. Taveras
- Divisions of Pediatric Health Outcomes Research, MassGeneral Hospital for Children, Boston, MA, USA
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Kołbuk D, Heljak M, Choińska E, Urbanek O. Novel 3D Hybrid Nanofiber Scaffolds for Bone Regeneration. Polymers (Basel) 2020; 12:E544. [PMID: 32131525 PMCID: PMC7182833 DOI: 10.3390/polym12030544] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2020] [Revised: 02/26/2020] [Accepted: 02/27/2020] [Indexed: 02/07/2023] Open
Abstract
Development of hybrid scaffolds and their formation methods occupies an important place in tissue engineering. In this paper, a novel method of 3D hybrid scaffold formation is presented as well as an explanation of the differences in scaffold properties, which were a consequence of different crosslinking mechanisms. Scaffolds were formed from 3D freeze-dried gelatin and electrospun poly(lactide-co-glicolide) (PLGA) fibers in a ratio of 1:1 w/w. In order to enhance osteoblast proliferation, the fibers were coated with hydroxyapatite nanoparticles (HAp) using sonochemical processing. All scaffolds were crosslinked using an EDC/NHS solution. The scaffolds' morphology was imaged using scanning electron microscopy (SEM). The chemical composition of the scaffolds was analyzed using several methods. Water absorption and mass loss investigations proved a higher crosslinking degree of the hybrid scaffolds than a pure gelatin scaffold, caused by additional interactions between gelatin, PLGA, and HAp. Additionally, mechanical properties of the 3D hybrid scaffolds were higher than traditional hydrogels. In vitro studies revealed that fibroblasts and osteoblasts proliferated and migrated well on the 3D hybrid scaffolds, and also penetrated their structure during the seven days of the experiment.
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Affiliation(s)
- Dorota Kołbuk
- Institute of Fundamental Technological Research Polish Academy of Sciences, Adolfa Pawińskiego 5b, 02-106 Warsaw, Poland;
| | - Marcin Heljak
- Faculty of Materials Sciences and Engineering, Warsaw University of Technology, Woloska 141, 02-507 Warsaw, Poland; (M.H.); (E.C.)
| | - Emilia Choińska
- Faculty of Materials Sciences and Engineering, Warsaw University of Technology, Woloska 141, 02-507 Warsaw, Poland; (M.H.); (E.C.)
| | - Olga Urbanek
- Institute of Fundamental Technological Research Polish Academy of Sciences, Adolfa Pawińskiego 5b, 02-106 Warsaw, Poland;
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