PDCD1 and melanoma: In another study, which used high-dimensional single-cell mass cytometry, the frequency of CD14+CD16−HLA-DRhi monocytes before treatment was found to be a predictor of response to anti-PD-1 immunotherapy in patients with melanoma [147].