Through bioinformatics and MR analysis, we have predicted eight genes potentially relevant for the prevention and treatment of NSCLC, with five showing positive correlations (CA4, ZFP28, NCAPD2, FBN2, and PI16) and three exhibiting negative correlations (IL11RA, RFC5, and MLC1). Here, RFC5 is linked to non-small cell lung carcinoma.