CRCs with higher PLOD3 showed a lower ImmuneScore, TMB, a higher TIDE score, and patients with MSS tended to have higher PLOD3 expression, suggesting the potential for immunotherapy resistance in CRC patients, which was validated in an immunotherapy treated cohort. Here, PLOD3 is linked to Marinesco-Sjogren syndrome.