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Arthroscopic Determination of Cartilage Proteoglycan Content and Collagen Network Structure with Near-Infrared Spectroscopy
Conventional arthroscopic evaluation of articular cartilage is subjective and insufficient for assessing early compositional and structural changes during the progression of post-traumatic osteoarthritis. Therefore, in this study, arthroscopic near-infrared (NIR) spectroscopy is introduced, for the...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6647474/ https://www.ncbi.nlm.nih.gov/pubmed/31062256 http://dx.doi.org/10.1007/s10439-019-02280-7 |
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author | Sarin, Jaakko K. Nykänen, Olli Tiitu, Virpi Mancini, Irina A. D. Brommer, Harold Visser, Jetze Malda, Jos van Weeren, P. René Afara, Isaac O. Töyräs, Juha |
author_facet | Sarin, Jaakko K. Nykänen, Olli Tiitu, Virpi Mancini, Irina A. D. Brommer, Harold Visser, Jetze Malda, Jos van Weeren, P. René Afara, Isaac O. Töyräs, Juha |
author_sort | Sarin, Jaakko K. |
collection | PubMed |
description | Conventional arthroscopic evaluation of articular cartilage is subjective and insufficient for assessing early compositional and structural changes during the progression of post-traumatic osteoarthritis. Therefore, in this study, arthroscopic near-infrared (NIR) spectroscopy is introduced, for the first time, for in vivo evaluation of articular cartilage thickness, proteoglycan (PG) content, and collagen orientation angle. NIR spectra were acquired in vivo and in vitro from equine cartilage adjacent to experimental cartilage repair sites. As reference, digital densitometry and polarized light microscopy were used to evaluate superficial and full-thickness PG content and collagen orientation angle. To relate NIR spectra and cartilage properties, ensemble neural networks, each with two different architectures, were trained and evaluated by using Spearman’s correlation analysis (ρ). The ensemble networks enabled accurate predictions for full-thickness reference properties (PG content: ρ(in vitro, Val)= 0.691, ρ(in vivo)= 0.676; collagen orientation angle: ρ(in vitro, Val)= 0.626, ρ(in vivo)= 0.574) from NIR spectral data. In addition, the networks enabled reliable prediction of PG content in superficial (25%) cartilage (ρ(in vitro, Val)= 0.650, ρ(in vivo)= 0.613) and cartilage thickness (ρ(in vitro, Val)= 0.797, ρ(in vivo)= 0.596). To conclude, NIR spectroscopy could enhance the detection of initial cartilage degeneration and thus enable demarcation of the boundary between healthy and compromised cartilage tissue during arthroscopic surgery. |
format | Online Article Text |
id | pubmed-6647474 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-66474742019-08-06 Arthroscopic Determination of Cartilage Proteoglycan Content and Collagen Network Structure with Near-Infrared Spectroscopy Sarin, Jaakko K. Nykänen, Olli Tiitu, Virpi Mancini, Irina A. D. Brommer, Harold Visser, Jetze Malda, Jos van Weeren, P. René Afara, Isaac O. Töyräs, Juha Ann Biomed Eng Article Conventional arthroscopic evaluation of articular cartilage is subjective and insufficient for assessing early compositional and structural changes during the progression of post-traumatic osteoarthritis. Therefore, in this study, arthroscopic near-infrared (NIR) spectroscopy is introduced, for the first time, for in vivo evaluation of articular cartilage thickness, proteoglycan (PG) content, and collagen orientation angle. NIR spectra were acquired in vivo and in vitro from equine cartilage adjacent to experimental cartilage repair sites. As reference, digital densitometry and polarized light microscopy were used to evaluate superficial and full-thickness PG content and collagen orientation angle. To relate NIR spectra and cartilage properties, ensemble neural networks, each with two different architectures, were trained and evaluated by using Spearman’s correlation analysis (ρ). The ensemble networks enabled accurate predictions for full-thickness reference properties (PG content: ρ(in vitro, Val)= 0.691, ρ(in vivo)= 0.676; collagen orientation angle: ρ(in vitro, Val)= 0.626, ρ(in vivo)= 0.574) from NIR spectral data. In addition, the networks enabled reliable prediction of PG content in superficial (25%) cartilage (ρ(in vitro, Val)= 0.650, ρ(in vivo)= 0.613) and cartilage thickness (ρ(in vitro, Val)= 0.797, ρ(in vivo)= 0.596). To conclude, NIR spectroscopy could enhance the detection of initial cartilage degeneration and thus enable demarcation of the boundary between healthy and compromised cartilage tissue during arthroscopic surgery. Springer US 2019-05-06 2019 /pmc/articles/PMC6647474/ /pubmed/31062256 http://dx.doi.org/10.1007/s10439-019-02280-7 Text en © The Author(s) 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Article Sarin, Jaakko K. Nykänen, Olli Tiitu, Virpi Mancini, Irina A. D. Brommer, Harold Visser, Jetze Malda, Jos van Weeren, P. René Afara, Isaac O. Töyräs, Juha Arthroscopic Determination of Cartilage Proteoglycan Content and Collagen Network Structure with Near-Infrared Spectroscopy |
title | Arthroscopic Determination of Cartilage Proteoglycan Content and Collagen Network Structure with Near-Infrared Spectroscopy |
title_full | Arthroscopic Determination of Cartilage Proteoglycan Content and Collagen Network Structure with Near-Infrared Spectroscopy |
title_fullStr | Arthroscopic Determination of Cartilage Proteoglycan Content and Collagen Network Structure with Near-Infrared Spectroscopy |
title_full_unstemmed | Arthroscopic Determination of Cartilage Proteoglycan Content and Collagen Network Structure with Near-Infrared Spectroscopy |
title_short | Arthroscopic Determination of Cartilage Proteoglycan Content and Collagen Network Structure with Near-Infrared Spectroscopy |
title_sort | arthroscopic determination of cartilage proteoglycan content and collagen network structure with near-infrared spectroscopy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6647474/ https://www.ncbi.nlm.nih.gov/pubmed/31062256 http://dx.doi.org/10.1007/s10439-019-02280-7 |
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