To more accurately identify central genes associated with AF pathogenesis, we screened two hub genes by combining machine learning algorithms (SVM-RFE and LASSO) based on WGCNA and also confirmed the validity of HIF1AN and MPV17 in both the training and validation sets. This evidence concerns the gene MPV17 and atrial fibrillation.