Therefore, we postulate that the distinction may lie in the negative taxa, with many of the top negative strains in our signature being members of the Lachnospiraceae family (previously broadly associated with anti-PD-1 response in melanoma cohorts19). This evidence concerns the gene PDCD1 and melanoma.