Immune checkpoint inhibitors are a new class of monoclonal antibodies that amplify T-cell-mediated immune responses against cancer cells. The introduction of these new drugs, first anti-CTLA4 and then anti-PD1, was a major advance in the treatment of advanced or metastatic melanoma, a highly immunogenic tumor. The development strategy for immune checkpoint immunotherapies differed from that traditionally used for cytotoxic therapies in oncology. The choices of doses at which to conduct clinical trials and subsequently the choices of doses at which to use these new therapies were not based on the identification of a maximum tolerated dose from dose escalation studies. Thus, pharmacokinetic and pharmacokinetic-pharmacodynamic modelling was essential. The studies conducted have shown that the pharmacokinetics of ipilimumab was linear and not time-dependent. In addition, there was a correlation between the trough concentrations of ipilimumab and its therapeutic efficacy. On the contrary, the anti-PD1 immunotherapies nivolumab and pembrolizumab had a time-dependent pharmacokinetics. Their therapeutic efficacy was not related to their trough concentration, but there was a correlation between the clearance of anti-PD1 and the survival of melanoma patients. This review highlights the complexity of interpreting the exposure-response relationships of these agents. Further studies will be needed to assess the value of therapeutic drug monitoring of immune checkpoint inhibitors in the treatment of melanoma. Key Points Immune checkpoint inhibitors are a new class of anti-cancer drugs; the characterization of their exposure-response relationships is still ongoing. The steady state minimum concentrations of anti-CTLA4 ipilimumab are correlated with its therapeutic efficacy, but a range of optimal concentrations to maximize therapeutic efficacy and tolerability has not yet been identified. A c c e p t e d m a n u s c r i p t 3 No correlation was found between exposure to the anti-PD1 pembrolizumab and nivolumab and their therapeutic efficacy and tolerability for the doses studied in the clinical trials. However, the clearances of anti-PD1 are correlated with the survival rates of melanoma patients.