The analysis discovered four subtypes of CAFs, one p-EMT tumor cell and cycling tumor cell population, as well as the roles of TNFSF12–TNFRSF25/TNFRSF12A interactions in CAFs and p-EMT tumor cells during tumor metastasis at the single-cell level. Here, TNFSF12 is linked to neoplasm.