Table 2:
Model performance characteristics
Osteoarthritis Biomarkers Consortium (OABC) Discovery Cohort, Full models 707,077 CpGs available for modeling | |||||||
---|---|---|---|---|---|---|---|
Comparison groups | Accuracy (mean±SEM) | AUC-ROC (mean±SEM) | Sensitivity (mean±SEM) | Specificity (mean±SEM) | Diagnostic odds ratio (mean±SEM) | F1 score (mean±SEM) | Number of features (CpGs) included (mean±SEM) |
Radiographic-only vs. non-progressor | 87±0.8% | 0.94±0.004 | 0.88±0.01 | 0.88±0.01 | 83±12 | 0.78±0.01 | 17±2 |
Pain-only vs. non-progressor | 89±0.9% | 0.97±0.004 | 0.92±0.01 | 0.89±0.01 | 120±20 | 0.83±0.02 | 13±2 |
Dual- vs. non-progressor | 72±0.7% | 0.79±0.006 | 0.70±0.01 | 0.74±0.01 | 7.4±0.4 | 0.74±0.01 | 7±2 |
Any (pain/radiographic/dual) vs. non-progressor | 78±0.4% | 0.86±0.004 | 0.78±0.004 | 0.78±0.01 | 15±1.0 | 0.85±0.003 | 14±2 |
Radiographic-only vs. pain-only | 58±1% | 0.62±0.01 | 0.54±0.02 | 0.60±0.01 | 2.2±0.2 | 0.51±0.02 | 14±3 |
Dual- vs. radiographic-only progressor | 76±0.6% | 0.82±0.007 | 0.78±0.06 | 0.72±0.03 | 12±1.3 | 0.86±0.003 | 10±2 |
Dual- vs. pain-only progressor | 71±0.6% | 0.79±0.007 | 0.74±0.006 | 0.76±0.03 | 7.8±0.7 | 0.84±0.003 | 5±1 |
OABC Discovery Cohort, parsimonious models 13 CpGs available for modeling | |||||||
Radiographic-only vs. non-progressor | 89±0.5% | 0.94±0.003 | 0.83±0.01 | 0.91±0.004 | 77±11 | 0.81±0.01 | n/a |
Pain-only vs. non-progressor | 90±0.7% | 0.95±0.004 | 0.88±0.01 | 0.92±0.01 | 125±21 | 0.86±0.01 | n/a |
Dual- vs. non-progressor | 76±0.6% | 0.85±0.006 | 0.75±0.01 | 0.78±0.01 | 12±0.8 | 0.77±0.01 | n/a |
Any (pain/radiographic/dual) vs. non-progressor | 82±0.3% | 0.89±0.003 | 0.84±0.004 | 0.78±0.008 | 20±1.0 | 0.87±0.002 | n/a |
Applying OABC-developed parsimonious models to other independent datasets: | |||||||
JoCoOA: Radiographic-only vs. non-progressor: |
80±0.3% | 0.88±0.003 | 0.78±0.004 | 0.88±0.004 | 28±1 | 0.86±0.002 | n/a |
Previous OAI dataset: Radiographic-only vs. non-progressor: |
80±0.8% | 0.89±0.002 | 0.80±0.008 | 0.82±0.01 | 20±1.4 | 0.80±0.005 | n/a |