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Infrared Fiber-Optic Spectroscopy Detects Bovine Articular Cartilage Degeneration
- Source :
- Cartilage
- Publication Year :
- 2021
- Publisher :
- SAGE Publications, 2021.
-
Abstract
- Objective Joint injuries may lead to degeneration of cartilage tissue and initiate development of posttraumatic osteoarthritis. Arthroscopic surgeries can be used to treat joint injuries, but arthroscopic evaluation of articular cartilage quality is subjective. Fourier transform infrared spectroscopy combined with fiber optics and attenuated total reflectance crystal could be used for the assessment of tissue quality during arthroscopy. We hypothesize that fiber-optic mid-infrared spectroscopy can detect enzymatically and mechanically induced damage similar to changes occurring during progression of osteoarthritis. Design Bovine patellar cartilage plugs were extracted and degraded enzymatically and mechanically. Adjacent untreated samples were utilized as controls. Enzymatic degradation was done using collagenase and trypsin enzymes. Mechanical damage was induced by (1) dropping a weight impactor on the cartilage plugs and (2) abrading the cartilage surface with a rotating sandpaper. Fiber-optic mid-infrared spectroscopic measurements were conducted before and after treatments, and spectral changes were assessed with random forest, partial least squares discriminant analysis, and support vector machine classifiers. Results All models had excellent classification performance for detecting the different enzymatic and mechanical damage on cartilage matrix. Random forest models achieved accuracies between 90.3% and 77.8%, while partial least squares model accuracies ranged from 95.8% to 84.7%, and support vector machine accuracies from 91.7% to 80.6%. Conclusions The results suggest that fiber-optic Fourier transform infrared spectroscopy attenuated total reflectance spectroscopy is a viable way to detect minor and major degeneration of articular cartilage. Objective measures provided by fiber-optic spectroscopic methods could improve arthroscopic evaluation of cartilage damage.
- Subjects :
- Cartilage, Articular
Materials science
Biomedical Engineering
Physical Therapy, Sports Therapy and Rehabilitation
Articular cartilage
Degeneration (medical)
Osteoarthritis
01 natural sciences
03 medical and health sciences
0302 clinical medicine
Spectroscopy, Fourier Transform Infrared
medicine
Animals
Immunology and Allergy
Least-Squares Analysis
Fourier transform infrared spectroscopy
Clinical Research papers
030203 arthritis & rheumatology
medicine.diagnostic_test
Cartilage
010401 analytical chemistry
Arthroscopy
medicine.disease
0104 chemical sciences
medicine.anatomical_structure
Attenuated total reflection
Fiber-Optic Spectroscopy
Cattle
Cartilage Diseases
Biomedical engineering
Subjects
Details
- ISSN :
- 19476043 and 19476035
- Volume :
- 13
- Database :
- OpenAIRE
- Journal :
- CARTILAGE
- Accession number :
- edsair.doi.dedup.....316f2b694d00371cf902615e203c29e6
- Full Text :
- https://doi.org/10.1177/1947603521993221