In summary, our findings underscore the potential of IL-7, IL-1RA, and CXCL-13 not only as mechanistically informative cytokines but also as a combined biomarker score for risk stratification for the occurrence of irAEs in skin cancer patients. The gene discussed is IL7; the disease is skin cancer.