This study developed and validated a serum protein test (serUM-Px) using leptin and osteopontin levels from a single blood draw at diagnosis to stratify uveal melanoma patients into low, intermediate, and high metastatic risk categories. In the validation cohort, higher risk category was associated with significantly shorter metastasis-free and overall survival.