There is accumulating evidence that some neurotrophic factors, particularly brain-derived neurotrophic factor and ciliary neurotrophic factor, could have a role in preventing obesity. In this Review, Xu and Xie discuss the neural mechanisms by which these molecules regulate energy intake and expenditure.