If you have high cholesterol, you may be taking some medications called statins, which are the most effective medicines for lowering "bad" cholesterol. But some people are turning to over-the-counter alternatives like red yeast rice, a nutritional supplement with cholesterol-lowering action. However, they come with safety concerns.