The purpose of this study is to determine if the traditional Chinese herbal compound (Huo-Luo-Xiao-Ling Dan, or HLXL) is effective in treating OA of the knee in addition to participants current OA of the knee treatment(s) and also to determine the best dosage of HLXL that is safe and well tolerated.