Prediction of medial tibiofemoral compartment joint space loss progression using volumetric cartilage measurements: Data from the FNIH OA biomarkers consortium

Eur Radiol. 2017 Feb;27(2):464-473. doi: 10.1007/s00330-016-4393-4. Epub 2016 May 24.

Abstract

Objectives: Investigating the association between baseline cartilage volume measurements (and initial 24th month volume loss) with medial compartment Joint-Space-Loss (JSL) progression (>0.7 mm) during 24-48th months of study.

Methods: Case and control cohorts (Biomarkers Consortium subset from the Osteoarthritis Initiative (OAI)) were defined as participants with (n=297) and without (n=303) medial JSL progression (during 24-48th months). Cartilage volume measurements (baseline and 24th month loss) were obtained at five knee plates (medial-tibial, lateral-tibial, medial-femoral, lateral-femoral and patellar), and standardized values were analysed. Multivariate logistic regression was used with adjustment for known confounders. Artificial-Neural-Network analysis was conducted by Multi-Layer-Perceptrons (MLPs) including baseline determinants, and baseline (1) and interval changes (2) in cartilage volumes.

Results: Larger baseline lateral-femoral cartilage volume was predictive of medial JSL (OR: 1.29 (1.01-1.64)). Greater initial 24th month lateral-femoral cartilage volume-loss (OR: 0.48 (0.27-0.84)) had protective effect on medial JSL during 24-48th months of study. Baseline and interval changes in lateral-femoral cartilage volume, were the most important estimators for medial JSL progression (importance values: 0.191(0.177-0.204), 0.218(0.207-0.228)) in the ANN analyses.

Conclusions: Cartilage volumes (both at baseline and their change during the initial 24 months) in the lateral femoral plate were predictive of medial JSL progression.

Key points: • Baseline lateral femoral cartilage volume is directly associated with medial JSL progression. • 24-month lateral femoral cartilage loss is inversely associated with medial JSL progression. • Lateral femoral cartilage volume is most important in association with medial JSL progression.

Keywords: Cartilage; Knee osteoarthritis; Logistic models; Magnetic resonance imaging; Neural networks.

MeSH terms

  • Aged
  • Biomarkers
  • Cartilage, Articular / diagnostic imaging
  • Cartilage, Articular / pathology*
  • Case-Control Studies
  • Disease Progression
  • Female
  • Femur / pathology
  • Humans
  • Knee Joint / diagnostic imaging
  • Logistic Models
  • Magnetic Resonance Imaging / methods
  • Male
  • Middle Aged
  • Osteoarthritis, Knee / diagnostic imaging
  • Osteoarthritis, Knee / pathology*
  • Patella / pathology
  • Predictive Value of Tests
  • Tibia / pathology

Substances

  • Biomarkers