Compositions (e.g., pharmaceutical compositions, nutraceutical compositions or medical food compositions) comprising tannic acids, particularly tannic acids having more than three galloyl moieties, methods of preparing such, and uses thereof for treating obesity, hyperlipidemia, diabetes, or central nervous system disorders.