CCL4 and neoplasm: Our study suggests high pretreatment albumin levels, low pretreatment MIP-1β levels, non-liver metastasis, low Treg density and different gene expression in the tumor microenvironment may be potential predictive biomarkers of nivolumab plus regorafenib in refractory pMMR colorectal cancer.