TNF and melanoma: For example, serum IL-1β, IL-4, IL-6, IL-10, GM-CSF, TNF-α, and sPD-L1 has significant sex-related predictive effects on OS in patients with melanoma or non-small cell lung cancer treated with ICIs [78].