“…Before our research, various prognostic immune-related gene signatures for skin melanoma had been identified. These signatures have different numbers of marker genes, ranging from 2 to 33 [ 35 , 36 , [49] , [50] , [51] , [52] ]. While a larger number of marker genes is usually considered to enhance the specificity and predictive power of prognostic models, an excessive number of marker genes can also complicate the data, introduce noise, and increase the cost of gene testing, thus impeding clinical translation.…”