The ROC curve reveals biomarker performance at a glance:
- Diagonal line: Random chance (no predictive value)
- Upper-left corner: Perfect discrimination
- Curve bowing toward corner: Good discriminatory ability
The closer the curve approaches the upper-left corner, the better the biomarker distinguishes between groups (e.g., responders vs non-responders).