To further substantiate these findings and explore the functional implications of TLR4 in AF, additional validation preclinical models that employ genetic manipulation—such as gain-of-function or loss-of-function modifications of TLR4—could significantly advance the understanding of the specific contributions of TLR4 to AF. Here, TLR4 is linked to atrial fibrillation.