NCF1 and atrial fibrillation: To elucidate the molecular mechanisms linking ROS overproduction to AF progression, we quantified key oxidative stress markers-specifically, the NADPH oxidase subunit p47phox and intracellular ROS levels-in HL-1 atrial myocyte cell lines under controlled experimental conditions.