PDCD1 and melanoma: Recently, despite the heterogeneity across five melanoma cohorts, three modified leave-one-out cross-validation methods, including generalized linear model, random forest, and polynomial support-vector machine, based on batch-corrected intestinal microbiome data consistently predicted the outcomes to anti-PD-1 therapy in all cohorts (33).