APC and neoplasm: To determine if our ability to find associations between specific mutations and microbial signatures was simply the result of being confounded by stage (e. g. perhaps high-stage tumors all have mutations in APC, meaning that the ability to separate tumors by mutations in this gene are potentially just a function of stage), we used mutation presence/absence information and tumor stage to look for confounding correlations between the two using Fisher’s exact test.