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Hauwiller MR, Loken K, Klein TJ, Terry K. Barriers to AI-driven Defect Detection of Microscopy Images in Industrial Nanoelectronics Manufacturing. Microsc Microanal 2023; 29:434. [PMID: 37613182 DOI: 10.1093/micmic/ozad067.205] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/25/2023]
Affiliation(s)
| | - Kurt Loken
- Seagate Technology, Bloomington, MN, USA
| | - T J Klein
- Seagate Technology, Bloomington, MN, USA
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Futrega K, Music E, Robey PG, Gronthos S, Crawford R, Saifzadeh S, Klein TJ, Doran MR. Characterisation of ovine bone marrow-derived stromal cells (oBMSC) and evaluation of chondrogenically induced micro-pellets for cartilage tissue repair in vivo. Stem Cell Res Ther 2021; 12:26. [PMID: 33413652 PMCID: PMC7791713 DOI: 10.1186/s13287-020-02045-3] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2020] [Accepted: 11/23/2020] [Indexed: 12/12/2022] Open
Abstract
Abstract Bone marrow stromal cells (BMSC) show promise in cartilage repair, and sheep are the most common large animal pre-clinical model. Objective The objective of this study was to characterise ovine BMSC (oBMSC) in vitro, and to evaluate the capacity of chondrogenic micro-pellets manufactured from oBMSC or ovine articular chondrocytes (oACh) to repair osteochondral defects in sheep. Design oBMSC were characterised for surface marker expression using flow cytometry and evaluated for tri-lineage differentiation capacity. oBMSC micro-pellets were manufactured in a microwell platform, and chondrogenesis was compared at 2%, 5%, and 20% O2. The capacity of cartilage micro-pellets manufactured from oBMSC or oACh to repair osteochondral defects in adult sheep was evaluated in an 8-week pilot study. Results Expanded oBMSC were positive for CD44 and CD146 and negative for CD45. The common adipogenic induction ingredient, 3-Isobutyl-1-methylxanthine (IBMX), was toxic to oBMSC, but adipogenesis could be restored by excluding IBMX from the medium. BMSC chondrogenesis was optimal in a 2% O2 atmosphere. Micro-pellets formed from oBMSC or oACh appeared morphologically similar, but hypertrophic genes were elevated in oBMSC micro-pellets. While oACh micro-pellets formed cartilage-like repair tissue in sheep, oBMSC micro-pellets did not. Conclusion The sensitivity of oBMSC, compared to human BMSC, to IBMX in standard adipogenic assays highlights species-associated differences. Micro-pellets manufactured from oACh were more effective than micro-pellets manufactured from oBMSC in the repair of osteochondral defects in sheep. While oBMSC can be driven to form cartilage-like tissue in vitro, the effective use of these cells in cartilage repair will depend on the successful mitigation of hypertrophy and tissue integration. Supplementary information The online version contains supplementary material available at 10.1186/s13287-020-02045-3.
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Affiliation(s)
- K Futrega
- Centre for Biomedical Technologies (CBT), Queensland University of Technology (QUT), Brisbane, Queensland, Australia.,National Institute of Dental and Craniofacial Research (NIDCR), National Institutes of Health (NIH), Bethesda, Maryland, USA.,Translational Research Institute (TRI), Brisbane, Queensland, Australia
| | - E Music
- Translational Research Institute (TRI), Brisbane, Queensland, Australia.,School of Biomedical Sciences, Queensland University of Technology (QUT), Brisbane, Queensland, Australia
| | - P G Robey
- National Institute of Dental and Craniofacial Research (NIDCR), National Institutes of Health (NIH), Bethesda, Maryland, USA
| | - S Gronthos
- Adelaide Medical School, Faculty of Health and Medical Sciences, University of Adelaide, Adelaide, South Australia, Australia
| | - R Crawford
- Centre for Biomedical Technologies (CBT), Queensland University of Technology (QUT), Brisbane, Queensland, Australia
| | - S Saifzadeh
- Centre for Biomedical Technologies (CBT), Queensland University of Technology (QUT), Brisbane, Queensland, Australia
| | - T J Klein
- Centre for Biomedical Technologies (CBT), Queensland University of Technology (QUT), Brisbane, Queensland, Australia
| | - M R Doran
- Centre for Biomedical Technologies (CBT), Queensland University of Technology (QUT), Brisbane, Queensland, Australia. .,National Institute of Dental and Craniofacial Research (NIDCR), National Institutes of Health (NIH), Bethesda, Maryland, USA. .,Translational Research Institute (TRI), Brisbane, Queensland, Australia. .,School of Biomedical Sciences, Queensland University of Technology (QUT), Brisbane, Queensland, Australia. .,Mater Research Institute - University of Queensland (UQ), Translational Research Institute (TRI), Brisbane, Queensland, Australia.
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Schuurman W, Klein TJ, Dhert WJA, van Weeren PR, Hutmacher DW, Malda J. Cartilage regeneration using zonal chondrocyte subpopulations: a promising approach or an overcomplicated strategy? J Tissue Eng Regen Med 2012; 9:669-78. [PMID: 23135870 DOI: 10.1002/term.1638] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2012] [Revised: 08/30/2012] [Accepted: 09/27/2012] [Indexed: 01/01/2023]
Abstract
Cartilage defects heal imperfectly and osteoarthritic changes develop frequently as a result. Although the existence of specific behaviours of chondrocytes derived from various depth-related zones in vitro has been known for over 20 years, only a relatively small body of in vitro studies has been performed with zonal chondrocytes and current clinical treatment strategies do not reflect these native depth-dependent (zonal) differences. This is surprising since mimicking the zonal organization of articular cartilage in neo-tissue by the use of zonal chondrocyte subpopulations could enhance the functionality of the graft. Although some research groups including our own have made considerable progress in tailoring culture conditions using specific growth factors and biomechanical loading protocols, we conclude that an optimal regime has not yet been determined. Other unmet challenges include the lack of specific zonal cell sorting protocols and limited amounts of cells harvested per zone. As a result, the engineering of functional tissue has not yet been realized and no long-term in vivo studies using zonal chondrocytes have been described. This paper critically reviews the research performed to date and outlines our view of the potential future significance of zonal chondrocyte populations in regenerative approaches for the treatment of cartilage defects. Secondly, we briefly discuss the capabilities of additive manufacturing technologies that can not only create patient-specific grafts directly from medical imaging data sets but could also more accurately reproduce the complex 3D zonal extracellular matrix architecture using techniques such as hydrogel-based cell printing.
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Affiliation(s)
- W Schuurman
- Department of Orthopaedics, University Medical Center Utrecht, The Netherlands.,Department of Equine Sciences, Faculty of Veterinary Sciences, Utrecht University, The Netherlands
| | - T J Klein
- Institute of Health and Biomedical Innovation, Queensland University of Technology, Kelvin Grove, Australia
| | - W J A Dhert
- Department of Orthopaedics, University Medical Center Utrecht, The Netherlands.,Faculty of Veterinary Sciences, University of Utrecht, The Netherlands
| | - P R van Weeren
- Department of Equine Sciences, Faculty of Veterinary Sciences, Utrecht University, The Netherlands
| | - D W Hutmacher
- Institute of Health and Biomedical Innovation, Queensland University of Technology, Kelvin Grove, Australia
| | - J Malda
- Department of Orthopaedics, University Medical Center Utrecht, The Netherlands.,Institute of Health and Biomedical Innovation, Queensland University of Technology, Kelvin Grove, Australia
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Malda J, Benders KEM, Klein TJ, de Grauw JC, Kik MJL, Hutmacher DW, Saris DBF, van Weeren PR, Dhert WJA. Comparative study of depth-dependent characteristics of equine and human osteochondral tissue from the medial and lateral femoral condyles. Osteoarthritis Cartilage 2012; 20:1147-51. [PMID: 22781206 DOI: 10.1016/j.joca.2012.06.005] [Citation(s) in RCA: 76] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/23/2011] [Revised: 06/11/2012] [Accepted: 06/20/2012] [Indexed: 02/02/2023]
Abstract
Articular cartilage defects are common after joint injuries. When left untreated, the biomechanical protective function of cartilage is gradually lost, making the joint more susceptible to further damage, causing progressive loss of joint function and eventually osteoarthritis (OA). In the process of translating promising tissue-engineering cartilage repair approaches from bench to bedside, pre-clinical animal models including mice, rabbits, goats, and horses, are widely used. The equine species is becoming an increasingly popular model for the in vivo evaluation of regenerative orthopaedic approaches. As there is also an increasing body of evidence suggesting that successful lasting tissue reconstruction requires an implant that mimics natural tissue organization, it is imperative that depth-dependent characteristics of equine osteochondral tissue are known, to assess to what extent they resemble those in humans. Therefore, osteochondral cores (4-8 mm) were obtained from the medial and lateral femoral condyles of equine and human donors. Cores were processed for histology and for biochemical quantification of DNA, glycosaminoglycan (GAG) and collagen content. Equine and human osteochondral tissues possess similar geometrical (thickness) and organizational (GAG, collagen and DNA distribution with depth) features. These comparable trends further underscore the validity of the equine model for the evaluation of regenerative approaches for articular cartilage.
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Affiliation(s)
- J Malda
- Department of Orthopaedics, University Medical Center Utrecht, The Netherlands.
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Jeon JE, Schrobback K, Hutmacher DW, Klein TJ. Dynamic compression improves biosynthesis of human zonal chondrocytes from osteoarthritis patients. Osteoarthritis Cartilage 2012; 20:906-15. [PMID: 22548797 DOI: 10.1016/j.joca.2012.04.019] [Citation(s) in RCA: 67] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/29/2011] [Revised: 04/13/2012] [Accepted: 04/23/2012] [Indexed: 02/02/2023]
Abstract
OBJECTIVE We hypothesize that chondrocytes from distinct zones of articular cartilage respond differently to compressive loading, and that zonal chondrocytes from osteoarthritis (OA) patients can benefit from optimized compressive stimulation. Therefore, we aimed to determine the transcriptional response of superficial (S) and middle/deep (MD) zone chondrocytes to varying dynamic compressive strain and loading duration. To confirm effects of compressive stimulation on overall matrix production, we subjected zonal chondrocytes to compression for 2 weeks. DESIGN Human S and MD chondrocytes from osteoarthritic joints were encapsulated in 2% alginate, pre-cultured, and subjected to compression with varying dynamic strain (5, 15, 50% at 1 Hz) and loading duration (1, 3, 12 h). Temporal changes in cartilage-specific, zonal, and dedifferentiation genes following compression were evaluated using quantitative real-time reverse transcriptase polymerase chain reaction (qRT-PCR). The benefits of long-term compression (50% strain, 3 h/day, for 2 weeks) were assessed by measuring construct glycosaminoglycan (GAG) content and compressive moduli, as well as immunostaining. RESULTS Compressive stimulation significantly induced aggrecan (ACAN), COL2A1, COL1A1, proteoglycan 4 (PRG4), and COL10A1 gene expression after 2 h of unloading, in a zone-dependent manner (P < 0.05). ACAN and PRG4 mRNA levels depended on strain and load duration, with 50% and 3 h loading resulting in highest levels (P < 0.05). Long-term compression increased collagen type II and ACAN immunostaining and total GAG (P < 0.05), but only S constructs showed more PRG4 stain, retained more GAG (P < 0.01), and developed higher compressive moduli than non-loaded controls. CONCLUSIONS The biosynthetic activity of zonal chondrocytes from osteoarthritis joints can be enhanced with selected compression regimes, indicating the potential for cartilage tissue engineering applications.
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Affiliation(s)
- J E Jeon
- Institute of Health and Biomedical Innovation, Queensland University of Technology, 60 Musk Ave., Kelvin Grove, QLD 4059, Australia.
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Nugent-Derfus GE, Takara T, O’Neill JK, Cahill SB, Görtz S, Pong T, Inoue H, Aneloski NM, Wang WW, Vega KI, Klein TJ, Hsieh-Bonassera ND, Bae WC, Burke JD, Bugbee WD, Sah RL. Continuous passive motion applied to whole joints stimulates chondrocyte biosynthesis of PRG4. Osteoarthritis Cartilage 2007; 15:566-74. [PMID: 17157538 PMCID: PMC2680602 DOI: 10.1016/j.joca.2006.10.015] [Citation(s) in RCA: 85] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/25/2006] [Accepted: 10/29/2006] [Indexed: 02/02/2023]
Abstract
UNLABELLED Continuous passive motion (CPM) is currently a part of patient rehabilitation regimens after a variety of orthopedic surgical procedures. While CPM can enhance the joint healing process, the direct effects of CPM on cartilage metabolism remain unknown. Recent in vivo and in vitro observations suggest that mechanical stimuli can regulate articular cartilage metabolism of proteoglycan 4 (PRG4), a putative lubricating and chondroprotective molecule found in synovial fluid and at the articular cartilage surface. OBJECTIVES (1) Determine the topographical variation in intrinsic cartilage PRG4 secretion. (2) Apply a CPM device to whole joints in bioreactors and assess effects of CPM on PRG4 biosynthesis. METHODS A bioreactor was developed to apply CPM to bovine stifle joints in vitro. Effects of 24h of CPM on PRG4 biosynthesis were determined. RESULTS PRG4 secretion rate varied markedly over the joint surface. Rehabilitative joint motion applied in the form of CPM regulated PRG4 biosynthesis, in a manner dependent on the duty cycle of cartilage sliding against opposing tissues. Specifically, in certain regions of the femoral condyle that were continuously or intermittently sliding against meniscus and tibial cartilage during CPM, chondrocyte PRG4 synthesis was higher with CPM than without. CONCLUSIONS Rehabilitative joint motion, applied in the form of CPM, stimulates chondrocyte PRG4 metabolism. The stimulation of PRG4 synthesis is one mechanism by which CPM may benefit cartilage and joint health in post-operative rehabilitation.
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Affiliation(s)
- GE Nugent-Derfus
- Department of Bioengineering, University of California-San Diego, La Jolla, CA, USA
| | - T Takara
- School of Medicine, University of California-San Diego, La Jolla, CA, USA
| | - JK O’Neill
- Department of Bioengineering, University of California-San Diego, La Jolla, CA, USA
| | | | - S Görtz
- Department of Orthopedic Surgery, University of California-San Diego, La Jolla, CA, USA
| | - T Pong
- Department of Bioengineering, University of California-San Diego, La Jolla, CA, USA
| | - H Inoue
- Department of Bioengineering, University of California-San Diego, La Jolla, CA, USA
| | - NM Aneloski
- Department of Bioengineering, University of California-San Diego, La Jolla, CA, USA
| | - WW Wang
- Department of Bioengineering, University of California-San Diego, La Jolla, CA, USA
| | - KI Vega
- Department of Bioengineering, University of California-San Diego, La Jolla, CA, USA
| | - TJ Klein
- Department of Bioengineering, University of California-San Diego, La Jolla, CA, USA
| | - ND Hsieh-Bonassera
- Department of Mechancial & Aerospace Engineering, University of California-San Diego, La Jolla, CA, USA
| | - WC Bae
- Department of Bioengineering, University of California-San Diego, La Jolla, CA, USA
| | | | - WD Bugbee
- Department of Orthopedic Surgery, University of California-San Diego, La Jolla, CA, USA
| | - RL Sah
- Department of Bioengineering, University of California-San Diego, La Jolla, CA, USA
- Whitaker Institute of Biomedical Engineering, University of California-San Diego, La Jolla, CA, USA
- Corresponding Author: Dr. Robert L. Sah, Department of Bioengineering, Mail Code 0412, 9500 Gilman Dr., La Jolla, Ca 92093-0412, USA, TEL: 858-534-0821, FAX: 858-822-1614,
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Klein TJ, Sah RL. Modulation of depth-dependent properties in tissue-engineered cartilage with a semi-permeable membrane and perfusion: a continuum model of matrix metabolism and transport. Biomech Model Mechanobiol 2006; 6:21-32. [PMID: 16715317 DOI: 10.1007/s10237-006-0045-y] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2005] [Accepted: 07/06/2005] [Indexed: 11/24/2022]
Abstract
The functional properties of cartilaginous tissues are determined predominantly by the content, distribution, and organization of proteoglycan and collagen in the extracellular matrix. Extracellular matrix accumulates in tissue-engineered cartilage constructs by metabolism and transport of matrix molecules, processes that are modulated by physical and chemical factors. Constructs incubated under free-swelling conditions with freely permeable or highly permeable membranes exhibit symmetric surface regions of soft tissue. The variation in tissue properties with depth from the surfaces suggests the hypothesis that the transport processes mediated by the boundary conditions govern the distribution of proteoglycan in such constructs. A continuum model (DiMicco and Sah in Transport Porus Med 50:57-73, 2003) was extended to test the effects of membrane permeability and perfusion on proteoglycan accumulation in tissue- engineered cartilage. The concentrations of soluble, bound, and degraded proteoglycan were analyzed as functions of time, space, and non-dimensional parameters for several experimental configurations. The results of the model suggest that the boundary condition at the membrane surface and the rate of perfusion, described by non-dimensional parameters, are important determinants of the pattern of proteoglycan accumulation. With perfusion, the proteoglycan profile is skewed, and decreases or increases in magnitude depending on the level of flow-based stimulation. Utilization of a semi-permeable membrane with or without unidirectional flow may lead to tissues with depth-increasing proteoglycan content, resembling native articular cartilage.
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Affiliation(s)
- T J Klein
- Department of Bioengineering, University of California, San Diego, 9500 Gilman Dr., Mail Code 0412, La Jolla, CA 92093-0412, USA
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Klein TJ, Schumacher BL, Schmidt TA, Li KW, Voegtline MS, Masuda K, Thonar EJMA, Sah RL. Tissue engineering of stratified articular cartilage from chondrocyte subpopulations. Osteoarthritis Cartilage 2003; 11:595-602. [PMID: 12880582 DOI: 10.1016/s1063-4584(03)00090-6] [Citation(s) in RCA: 144] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
OBJECTIVE To test if subpopulations of chondrocytes from different cartilage zones could be used to engineer cartilage constructs with features of normal stratification. ESIGN: Chondrocytes from the superficial and middle zones of immature bovine cartilage were cultured in alginate, released, and seeded either separately or sequentially to form cartilage constructs. Constructs were cultured for 1 or 2 weeks and were assessed for growth, compressive properties, and deposition, and localization of matrix molecules and superficial zone protein (SZP). RESULTS The cartilaginous constructs formed from superficial zone chondrocytes exhibited less matrix growth and lower compressive properties than constructs from middle zone chondrocytes, with the stratified superficial-middle constructs exhibiting intermediate properties. Expression of SZP was highest at the construct surfaces, with the localization of SZP in superficial-middle constructs being concentrated at the superficial surface. CONCLUSIONS Manipulation of subpopulations of chondrocytes can be useful in engineering cartilage tissue with a biomimetic approach, and in fabricating constructs that exhibit stratified features of normal articular cartilage.
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Affiliation(s)
- T J Klein
- Department of Bioengineering, University of California-San Diego, La Jolla, CA, USA
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