Beyond their regulatory interactions with tumor-associated macrophages (TAMs), M-CSF engages in intricate cross-talk with various other cell types within the tumor microenvironment, impacting diverse physiological processes such as immunoregulation and metabolism, thereby forming a complex regulatory network (5, 6). Here, CSF1 is linked to neoplasm.