Thioredoxin Related Transmembrane Protein 1 (TMX1) encodes a thiol-disulfide oxidoreductase and regulates cleavage, formation, or isomerization of disulfide bonds among cysteine residues in proteins. Using bioinformatic analysis, we firstly prove TMX1 is significantly upregulated in lower-grade gliomas (LGGs) and associated with poor prognosis of LGG patients. Besides, it's also highly expressed in higher WHO grade, 1p/19q non-co-deleted and isocitrate dehydrogenase (IDH) wildtype LGGs, thus we established a TMX1-based nomogram model, which exhibits a strong and stable predictive ability in the prognosis of LGG patients. Then, we also noticed that TMX1 was significantly associated with the immune cell infiltrations in LGGs, especially in B cell, CD8