Through MEGENA combined with LASSO regression, seven OSA hub genes were identified, including C12orf54, FOS, GPR1, OR9A4, MYO5B, RAB39B, and KLHL4. This evidence concerns the gene C12orf54 and obstructive sleep apnea syndrome.