This suggests that the former three TAMs play crucial roles in the early stages of tumorigenesis through expansional and developmental function of TUBA1B+ TAMs as well as anti-tumor effects of C1QC+ TAMs and IL1B+ TAMs. This evidence concerns the gene IL1B and neoplasm.