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Visible and Near-Infrared Spectroscopy Enables Differentiation of Normal and Early Osteoarthritic Human Knee Joint Articular Cartilage
Osteoarthritis degenerates cartilage and impairs joint function. Early intervention opportunities are missed as current diagnostic methods are insensitive to early tissue degeneration. We investigated the capability of visible light-near-infrared spectroscopy (Vis-NIRS) to differentiate normal human...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10518273/ https://www.ncbi.nlm.nih.gov/pubmed/37332006 http://dx.doi.org/10.1007/s10439-023-03261-7 |
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author | Linus, Awuniji Tanska, Petri Sarin, Jaakko K. Nippolainen, Ervin Tiitu, Virpi Mäkelä, Janne.T. A. Töyräs, Juha Korhonen, Rami K. Mononen, Mika E. Afara, Isaac O. |
author_facet | Linus, Awuniji Tanska, Petri Sarin, Jaakko K. Nippolainen, Ervin Tiitu, Virpi Mäkelä, Janne.T. A. Töyräs, Juha Korhonen, Rami K. Mononen, Mika E. Afara, Isaac O. |
author_sort | Linus, Awuniji |
collection | PubMed |
description | Osteoarthritis degenerates cartilage and impairs joint function. Early intervention opportunities are missed as current diagnostic methods are insensitive to early tissue degeneration. We investigated the capability of visible light-near-infrared spectroscopy (Vis-NIRS) to differentiate normal human cartilage from early osteoarthritic one. Vis-NIRS spectra, biomechanical properties and the state of osteoarthritis (OARSI grade) were quantified from osteochondral samples harvested from different anatomical sites of human cadaver knees. Two support vector machines (SVM) classifiers were developed based on the Vis-NIRS spectra and OARSI scores. The first classifier was designed to distinguish normal (OARSI: 0–1) from general osteoarthritic cartilage (OARSI: 2–5) to check the general suitability of the approach yielding an average accuracy of 75% (AUC = 0.77). Then, the second classifier was designed to distinguish normal from early osteoarthritic cartilage (OARSI: 2–3) yielding an average accuracy of 71% (AUC = 0.73). Important wavelength regions for differentiating normal from early osteoarthritic cartilage were related to collagen organization (wavelength region: 400–600 nm), collagen content (1000–1300 nm) and proteoglycan content (1600–1850 nm). The findings suggest that Vis-NIRS allows objective differentiation of normal and early osteoarthritic tissue, e.g., during arthroscopic repair surgeries. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10439-023-03261-7. |
format | Online Article Text |
id | pubmed-10518273 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-105182732023-09-26 Visible and Near-Infrared Spectroscopy Enables Differentiation of Normal and Early Osteoarthritic Human Knee Joint Articular Cartilage Linus, Awuniji Tanska, Petri Sarin, Jaakko K. Nippolainen, Ervin Tiitu, Virpi Mäkelä, Janne.T. A. Töyräs, Juha Korhonen, Rami K. Mononen, Mika E. Afara, Isaac O. Ann Biomed Eng Original Article Osteoarthritis degenerates cartilage and impairs joint function. Early intervention opportunities are missed as current diagnostic methods are insensitive to early tissue degeneration. We investigated the capability of visible light-near-infrared spectroscopy (Vis-NIRS) to differentiate normal human cartilage from early osteoarthritic one. Vis-NIRS spectra, biomechanical properties and the state of osteoarthritis (OARSI grade) were quantified from osteochondral samples harvested from different anatomical sites of human cadaver knees. Two support vector machines (SVM) classifiers were developed based on the Vis-NIRS spectra and OARSI scores. The first classifier was designed to distinguish normal (OARSI: 0–1) from general osteoarthritic cartilage (OARSI: 2–5) to check the general suitability of the approach yielding an average accuracy of 75% (AUC = 0.77). Then, the second classifier was designed to distinguish normal from early osteoarthritic cartilage (OARSI: 2–3) yielding an average accuracy of 71% (AUC = 0.73). Important wavelength regions for differentiating normal from early osteoarthritic cartilage were related to collagen organization (wavelength region: 400–600 nm), collagen content (1000–1300 nm) and proteoglycan content (1600–1850 nm). The findings suggest that Vis-NIRS allows objective differentiation of normal and early osteoarthritic tissue, e.g., during arthroscopic repair surgeries. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10439-023-03261-7. Springer International Publishing 2023-06-18 2023 /pmc/articles/PMC10518273/ /pubmed/37332006 http://dx.doi.org/10.1007/s10439-023-03261-7 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Article Linus, Awuniji Tanska, Petri Sarin, Jaakko K. Nippolainen, Ervin Tiitu, Virpi Mäkelä, Janne.T. A. Töyräs, Juha Korhonen, Rami K. Mononen, Mika E. Afara, Isaac O. Visible and Near-Infrared Spectroscopy Enables Differentiation of Normal and Early Osteoarthritic Human Knee Joint Articular Cartilage |
title | Visible and Near-Infrared Spectroscopy Enables Differentiation of Normal and Early Osteoarthritic Human Knee Joint Articular Cartilage |
title_full | Visible and Near-Infrared Spectroscopy Enables Differentiation of Normal and Early Osteoarthritic Human Knee Joint Articular Cartilage |
title_fullStr | Visible and Near-Infrared Spectroscopy Enables Differentiation of Normal and Early Osteoarthritic Human Knee Joint Articular Cartilage |
title_full_unstemmed | Visible and Near-Infrared Spectroscopy Enables Differentiation of Normal and Early Osteoarthritic Human Knee Joint Articular Cartilage |
title_short | Visible and Near-Infrared Spectroscopy Enables Differentiation of Normal and Early Osteoarthritic Human Knee Joint Articular Cartilage |
title_sort | visible and near-infrared spectroscopy enables differentiation of normal and early osteoarthritic human knee joint articular cartilage |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10518273/ https://www.ncbi.nlm.nih.gov/pubmed/37332006 http://dx.doi.org/10.1007/s10439-023-03261-7 |
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