11 Aug 2015 --- The latest research, published in Circulation, an American Heart Association journal, finds regularly consuming the "Southern-style" diet could raise your risk of heart disease -- including heart attack and heart disease-related death. Southern foods (foods from the south US states) include fried chicken and other processed meats such as bacon, which are high in saturated fat.