The attached link is to an article that busts the myth that working out on an empty stomach leads to greater weight loss. I always like it when the data busts a myth. I recommend taking supplements prior to a work out. I am glad that science backs me up now.
http://well.blogs.nytimes.com/2011/06/27/does-exercising-on-an-empty-stomach-burn-more-fat/