Top five important features of RF algorithm were socioeconomic factors (proportion of household with no high school education level and median household median income), time from cancer diagnosis to AFib onset, history of stroke, and concomitant use of ACE inhibitors or ARBs. This evidence concerns the gene ACE and Stroke.