Visible and Near-Infrared Spectroscopy Enables Differentiation of Normal and Early Osteoarthritic Human Knee Joint Articular Cartilage

Author:

Linus AwunijiORCID,Tanska PetriORCID,Sarin Jaakko K.,Nippolainen Ervin,Tiitu Virpi,Mäkelä Janne.T. A.ORCID,Töyräs Juha,Korhonen Rami K.,Mononen Mika E.,Afara Isaac O.

Abstract

AbstractOsteoarthritis 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.

Funder

Academy of Finland

Sigrid Juséliuksen Säätiö

Strategic Funding of the University of Eastern Finland

Keski-Suomen Rahasto

Maire Lisko Foundation

Emil Aaltonen Foundation

Orionin Tutkimussäätiö

Saastamoisen säätiö

Alfred Kordelinin Säätiö

University of Eastern Finland (UEF) including Kuopio University Hospital

Publisher

Springer Science and Business Media LLC

Subject

Biomedical Engineering

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