This provides proof of concept that changes in gene expression in peripheral blood (as opposed to gene expression in tumor tissue or the organ involved directly by the toxicity) can predict for immune mediated toxicity following treatment with a CTLA-4 inhibitor. The gene discussed is CTLA4; the disease is neoplasm.