PDCD1 and melanoma: In a study by Gopalakrishnan et al., enrichment of Ruminococcaceae in melanoma patients was correlated with increased levels of effector CD4+ and CD8+ T cells and responsiveness to anti-PD-1 (Figure 1; Table 1).55