In this study, we found that IL4I1 was positively related to infiltrating MDSC, Treg, macrophage, and CD8+ T cells, which implied that IL4I1 promoted the metastasis of thyroid cancer by inhibiting the anti-tumor immune response. This evidence concerns the gene IL4I1 and neoplasm.