Among these, we discovered causal associations between Alloprevotella and CD4 + T cells, as well as between Holdemania and CD3 on CD28- CD8br, which helped us to gain more insight into the complex relationship between GM, immune cells, and CRC. Here, CD28 is linked to colorectal carcinoma.