At the pathway level, while several genes involved in TLR signaling (TLR3, TLR4, IRAK1) [36] co-varied positively with Methylibium and Enhydrobacter in healthy control networks, these associations were not identified in tumor networks (Fig. 5a). This evidence concerns the gene IRAK1 and neoplasm.