Based on these results, bioinformatics analysis provides a potential research direction regarding the interaction between Gal-3 tumor cells and stromal cells, which depends on two potential cell signaling pathways: CCL2-CCR2 and PPIA-BSG. The gene discussed is CCL2; the disease is neoplasm.