The study also found increased expression of genes associated with skin inflammation and recruitment of immune cells to the skin such as CCL27, NURR1, GLY, FASLG, and PRF1 in anti-PD-1 patients compared to those with drug-induced rash. This evidence concerns the gene PDCD1 and dermatitis.