Our analysis of another published dataset23 also revealed a strong positive and significant correlation between TNFA, HAVCR2, PDCD1LG1 and PDCD1LG2 expression in melanoma specimens from patients treated with anti-PD-1 (Fig. 7c). This evidence concerns the gene HAVCR2 and melanoma.