In conclusion, our MR analysis revealed a relationship between the HYKK (AGPHD1) gene and the risk of developing lung squamous cell carcinoma, consistent with prior randomized controlled trials and meta-analysis studies. Here, HYKK is linked to squamous cell lung carcinoma.