For instance, the enrichment of Proteobacteria in CRC can activate the TLR4 signaling pathway, inducing PD-L1 expression and leading to resistance to immunotherapy (Gopalakrishnan et al., 2018). Here, CD274 is linked to colorectal carcinoma.