IL6R and atrial fibrillation: LASSO regression analysis resulted in three final hub genes with nonzero coefficients at optimal λ in both AF and ATH, that is, BCL6, DUSP3, and IL6R. These genes consistently contributed to disease classification performance, which suggests their shared immune relevance across AF and ATH pathophysiology.