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Micronutrient Optimization Using Design of Experiments Approach in Tissue Engineered Articular Cartilage for Production of Type II Collagen

Maria A. Cruz, Yamilet Gonzalez, Javier A. Vélez Toro, Makan Karimzadeh, Anthony Rubbo, Lauren Morris, Ramapaada Medam, Taylor Splawn, Marilyn Archer, Russell J. Fernandes, James E. Dennis, View ORCID ProfileThomas J. Kean
doi: https://doi.org/10.1101/2022.12.07.519522
Maria A. Cruz
1Biionix Cluster, Internal Medicine, University of Central Florida College of Medicine, Orlando, FL
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Yamilet Gonzalez
1Biionix Cluster, Internal Medicine, University of Central Florida College of Medicine, Orlando, FL
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Javier A. Vélez Toro
1Biionix Cluster, Internal Medicine, University of Central Florida College of Medicine, Orlando, FL
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Makan Karimzadeh
1Biionix Cluster, Internal Medicine, University of Central Florida College of Medicine, Orlando, FL
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Anthony Rubbo
1Biionix Cluster, Internal Medicine, University of Central Florida College of Medicine, Orlando, FL
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Lauren Morris
1Biionix Cluster, Internal Medicine, University of Central Florida College of Medicine, Orlando, FL
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Ramapaada Medam
1Biionix Cluster, Internal Medicine, University of Central Florida College of Medicine, Orlando, FL
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Taylor Splawn
2Baylor College of Medicine, Houston, TX
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Marilyn Archer
3University of Washington, Seattle, WA
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Russell J. Fernandes
3University of Washington, Seattle, WA
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James E. Dennis
2Baylor College of Medicine, Houston, TX
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Thomas J. Kean
1Biionix Cluster, Internal Medicine, University of Central Florida College of Medicine, Orlando, FL
2Baylor College of Medicine, Houston, TX
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  • ORCID record for Thomas J. Kean
  • For correspondence: thomas.kean@ucf.edu
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ABSTRACT

Tissue Engineering of cartilage has been hampered by the inability of engineered tissue to express native levels of type II collagen in vitro. Inadequate levels of type II collagen are, in part, due to a failure to recapitulate the physiological environment in culture. In this study, we engineered primary rabbit chondrocytes to express a secreted reporter, Gaussia Luciferase, driven by the type II collagen promoter, and applied a Design of Experiments approach to assess chondrogenic differentiation in micronutrient-supplemented medium. Using a Response Surface Model, 240 combinations of micronutrients absent in standard chondrogenic differentiation medium, were screened and assessed for type II collagen expression. Five conditions predicted to produce the greatest Luciferase expression were selected for further study. Validation of these conditions in 3D aggregates identified an optimal condition for type II collagen expression. Engineered cartilage grown in this condition, showed a 170% increase in type II collagen expression (Day 22 Luminescence) and in Young’s tensile modulus compared to engineered cartilage in basal media alone. Collagen cross-linking analysis confirmed formation of type II-type : II collagen and type II-type : IX collagen cross-linked heteropolymeric fibrils, characteristic of mature native cartilage. Combining a Design of Experiments approach and secreted reporter cells in 3D aggregate culture enabled a high-throughput platform that can be used to identify more optimal physiological culture parameters for chondrogenesis.

Competing Interest Statement

The authors have declared no competing interest.

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The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC 4.0 International license.
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Posted December 10, 2022.
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Micronutrient Optimization Using Design of Experiments Approach in Tissue Engineered Articular Cartilage for Production of Type II Collagen
Maria A. Cruz, Yamilet Gonzalez, Javier A. Vélez Toro, Makan Karimzadeh, Anthony Rubbo, Lauren Morris, Ramapaada Medam, Taylor Splawn, Marilyn Archer, Russell J. Fernandes, James E. Dennis, Thomas J. Kean
bioRxiv 2022.12.07.519522; doi: https://doi.org/10.1101/2022.12.07.519522
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Micronutrient Optimization Using Design of Experiments Approach in Tissue Engineered Articular Cartilage for Production of Type II Collagen
Maria A. Cruz, Yamilet Gonzalez, Javier A. Vélez Toro, Makan Karimzadeh, Anthony Rubbo, Lauren Morris, Ramapaada Medam, Taylor Splawn, Marilyn Archer, Russell J. Fernandes, James E. Dennis, Thomas J. Kean
bioRxiv 2022.12.07.519522; doi: https://doi.org/10.1101/2022.12.07.519522

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