During the causal analysis of M-CSF and thyroid cancer, the IVW model demonstrated that each unit increase in M-CSF significantly reduced the risk of developing thyroid cancer by 0.8577 times (OR = 0.8577, 95% CI 0.7531–0.9768, P = 0.0207). The gene discussed is CSF1; the disease is thyroid cancer.