HIF1AN and atrial fibrillation: 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.