Musculoskeletal (MSK)AI / InformaticsResearch

Deep learning-measured effusion-synovitis volume change on MRI linked to knee osteoarthritis progression

Radiology AI literature (PubMed)2w ago

Longitudinal change in deep learning-based effusion-synovitis volume (ΔESV) over 48 months was associated with concurrent knee OA progression (p<0.001). ΔESV showed stronger associations for ΔKL grade than semiquantitative MOAKS (ΔIDD=0.22, p=0.002).

  • Retrospective analysis of 2,469 MRIs from the Osteoarthritis Initiative; deep learning segmented effusion-synovitis volume.
  • ΔESV also showed stronger associations for WORMS total and meniscus subscales vs. MOAKS, but not for BMELL, cartilage, or symptoms.
  • Limitation: single-cohort, no external validation; predictive utility remains unproven.
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