Critically, LPS-mediated immunosuppression is reversible: nanoparticle-based LPS neutralization reduces CRC liver metastasis and restores ICI efficacy (246), mirroring TLR4 antagonism’s reversal of LPS-induced PD-L1 upregulation in PDAC (80). Here, CD274 is linked to colorectal carcinoma.