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Predictive Performance of Raman Spectroscopy in Osteoarthritis: A Systematic Review.
Monira Yesmean1,2, Bijay Ratna Shakya3,4, Minna Mannerkorpi3
1Research Unit of Health Sciences and Technology, Faculty of Medicine, University of Oulu, Oulu, Finland. monira.yesmean@oulu.fi.
Journal of Medical Systems
|November 21, 2025
Summary
Raman spectroscopy shows potential for early osteoarthritis detection, achieving high accuracy in preclinical studies. However, further research is needed to address bias and improve generalizability for clinical use.
Area of Science:
- Biomedical Engineering
- Molecular Spectroscopy
- Orthopedics
Background:
- Early diagnosis of osteoarthritis (OA) is crucial for effective intervention but lacks reliable methods.
- Raman spectroscopy (RS) offers potential for molecular-level detection and monitoring of OA.
- Current diagnostic tools have limitations in predicting OA progression and severity.
Purpose of the Study:
- To systematically evaluate the predictive performance of Raman spectroscopy (RS) for osteoarthritis (OA) assessment in human samples.
- To highlight advancements and identify limitations of RS in OA detection.
- To assess the potential of RS for early OA diagnosis and disease monitoring.
Main Methods:
- Systematic literature search of major databases (PubMed, Scopus, Web of Science, IEEE) up to July 31, 2024.
- Screening and data extraction by two independent reviewers using Covidence software.
- Risk of bias and applicability assessment using the Prediction Model Risk of Bias Assessment Tool.
Main Results:
- Ten studies met the inclusion criteria, primarily using near-infrared excited RS.
- Reported predictive accuracy for OA assessment ranged from 73% to 100% in preclinical settings.
- All studies had internal validation, but most exhibited high risk of bias; none reported external validation.
Conclusions:
- Raman spectroscopy demonstrates significant potential for early OA detection and assessment at the molecular level.
- High reported accuracy is limited by methodological biases and lack of external validation.
- Future research requires larger cohorts, external validation, and standardized protocols for clinical translation.
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