“…Molecular-based technologies for predicting outcomes have received increasing interest and are commonly used in breast cancer, uveal melanoma, and other diseases to improve patient care ( Sun et al, 2021 ; Hijazo-Pechero et al, 2021 ; Field & Harbour, 2014 ). Moreover, there is growing interest in molecular risk stratification in CM using gene expression tests that provide prognostic information ( Cohen & Kurzrock, 2022 ; Bollard et al, 2021 ), including the 31-gene expression profile test (31-GEP; Castle Biosciences, Inc., Friendswood, Texas), which provides prognostic information independent of other clinical and pathological factors by analyzing differential gene expression of a validated panel of 31 gene targets ( Gerami et al, 2015a , 2015b ). The 31-GEP provides a continuous probability score between zero and one to stratify a patient's risk of recurrence or metastasis.…”