Future research should also focus on increasing the sample size, incorporating animal models for in vivo validation, and further exploring the multi-cellular interactions and molecular mechanisms by which CSF2 regulates the tumor microenvironment, which may reveal new therapeutic targets. The gene discussed is CSF2; the disease is neoplasm.