A lasso model constructed using AREG, ATF3, ZFP36, and DUSP1 had a better performance and accuracy in classifying OSA and control samples compared with an RF model as assessed by multiple metrics. This evidence concerns the gene ATF3 and obstructive sleep apnea syndrome.