Many metastatic melanoma patients experience durable responses to anti-PD1 and/or anti-CTLA4; however, a significant proportion (over 50%) do not benefit from the therapies. In this study, we sought to assess pretreatment liquid biopsies for biomarkers that may correlate with response to checkpoint blockade. We measured the combinatorial diversity evenness of the T-cell receptor (TCR) repertoire (the DE 50 , with low values corresponding to more clonality and lack of TCR diversity) in pretreatment peripheral blood mononuclear cells from melanoma patients treated with anti-CTLA4 (n ¼ 42) or anti-PD1 (n ¼ 38) using a multi-N-plex PCR assay on genomic DNA (gDNA). A receiver operating characteristic curve determined the optimal threshold for a dichotomized analysis according to objective responses as defined by RECIST1.1. Correlations between treatment outcome, clinical variables, and DE 50 were assessed in multivariate regression models and confirmed with Fisher exact tests. In samples obtained prior to treatment initiation, we showed that low DE 50 values were predictive of a longer progression-free survival and good responses to PD-1 blockade, but, on the other hand, predicted a poor response to CTLA4 inhibition. Multivariate logistic regression models identified DE 50 as the only independent predictive factor for response to anti-CTLA4 therapy (P ¼ 0.03) and anti-PD1 therapy (P ¼ 0.001). Fisher exact tests confirmed the association of low DE 50 with response in the anti-CTLA4 (P ¼ 0.041) and the anti-PD1 cohort (P ¼ 0.0016). Thus, the evaluation of basal TCR repertoire diversity in peripheral blood, using a PCRbased method, could help predict responses to anti-PD1 and anti-CTLA4 therapies.