We utilized high-dimensional immunophenotyping of longitudinal blood samples from patients with metastatic melanoma treated with combination anti-PD-1/CTLA-4 therapy in a clinical trial to characterize alterations in immune profiles induced by combination ICI therapy and to identify immune features associated with severe irAE development. This evidence concerns the gene CTLA4 and metastatic melanoma.