A pharmaceutical composition for treating a metabolic disease in a mammalian subject includes a therapeutically effective amount of all-trans-13,14-dihydroretinoid, all-trans-13,14-dihydroretinoid derivative, or agent capable of modulating the level of at least one all-trans-13,14-dihydroretinoid or all-trans-13,14-dihydroretinoid derivative in the subject.