“…Importantly, this study and previous studies have aligned with the suggested recommendations: the 31-GEP adds value to clinicopathologic features for outcomes prognosis [3,14], compares favorably and adds value to SLN biopsy for predicting the risk of recurrence [3], adds clinical utility to patient care [15], and is reproducible and consistent across studies [3,6,14]. Furthermore, multiple prospective studies have been published on the validity and utility of the 31-GEP test, including studies that have demonstrated how clinicians could use the test to make more informed patient care decisions [16][17][18]. Chi-square statistic for log-rank tests performed to determine differences in melanoma-specific survival by 31-GEP result for the entire length of available follow-up.…”