In certain aspects, the present invention provides compositions and methods for regulating body weight, in particular, for treating obesity and obesity-associate disorders. The present invention also provides methods of screening compounds that modulate activity of GDF3. The compositions and methods provided herein are also useful in treating diseases associated with abnormal activity of GDF3.