CXCL12 and neoplasm: Through high-resolution spatial analysis of paired pre-/post-treatment tumors, we demonstrated that although GC reactions were activated in non-responders, MIF-expressing tumor cells disrupted canonical CXCL12-CXCR4 signaling via direct MIF-CXCR4 interactions.