Critically, other relevant variables also co-occurred with HLA-DR expression, demonstrated through in silico cell line analysis (GSA), flow cytometry of well-characterized melanoma cell lines (PD-L1 expression and CIITA expression) and pre-treatment melanoma samples (CD4 and CD8 T-cell infiltration). Here, CD4 is linked to melanoma.