We found that in both metabolism-related pathways, SLC5A3 + tumor cells exhibit significant communication with CAFs, particularly through the FN1/SDC2, FGF7/FGFR1, NGF/SORT1, and LRPAP1/LRP1 receptor-ligand pairs. Here, LRP1 is linked to neoplasm.