We demonstrated that BCL2, KRAS, MAPK14, VEGFA, RAF1, and ESR1, were the top six high-risk genes in the pathogenesis of MG and could be regulated by numerous lncRNAs and lncRNA-SNPs and influence several crucial risk pathways for MG. Here, RAF1 is linked to myasthenia gravis.