Notably, B4GALT1, XBP1 and SLC2A1 were highly expressed in fibroblast subtypes and endothelial cell subtypes, all of which were enriched in the tumor region, and both Fib cluster3 and Endo cluster3 were associated with pathways such as cell proliferation and invasion. Here, B4GALT1 is linked to neoplasm.