Early Detection of Osteoarthritis in the Knee Using Echo Modulation Curve-based T2 Mapping: Analysis in the Osteoarthritis Initiative Dataset.
Motivation: Early detection of knee osteoarthritis relies on sensitive biomarkers for cartilage changes, yet conventional mono-exponential T2 mapping models are not accurate due to unaccounted physical effects. Goal(s): To implement and evaluate Echo-Modulation-Curves (EMC) T2 fitting to improve reproducibility and predictive power for early detection of osteoarthritis compared to standard models. Approach: T2 maps were estimated using mono-exponential (with and without the first echo), and EMC fitting. Reproducibility was assessed with Bland-Altman analysis, while predictive performance was evaluated using logistic regression and ROC analysis. Results: EMC fitting outperformed mono-exponential methods in both reproducibility and predictive accuracy, demonstrating stronger discrimination between controls and osteoarthritis incidence. Impact: EMC T2 fitting shows higher reproducibility and sensitivity in detecting early OA in the knee cartilage compared to mono-exponential models, suggesting that accurate T2 estimation can help identifying cartilage changes before radiographic evidence, potentially enabling earlier intervention strategies.
Authors
- Riccardo Lattanzi (ORCID: https://orcid.org/0000-0002-8240-5903)
- Valentina Mazzoli (ORCID: https://orcid.org/0000-0002-6700-8424)
- Noam Ben‐Eliezer (ORCID: https://orcid.org/0000-0003-2944-6412)
- Çiğdem Özkan (ORCID: https://orcid.org/0000-0003-4356-6277)
- Eros Montin (ORCID: https://orcid.org/0000-0002-1773-0064)
- Gregor Koerzdoerfer (ORCID: https://orcid.org/0000-0002-8881-9517)
- Cem Deniz (ORCID: https://orcid.org/0000-0002-1340-5985)
- Elisa Marchetto
Publication Details
- Journal
- Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
- Published
- 2025-09-16
- DOI
- https://doi.org/10.58530/2025/4693
- Primary Topic
- Osteoarthritis Treatment and Mechanisms
- Type
- article
- Field-Weighted Citation Impact
- 0.00