This review aims to summarize the general overview of thermogenic fat, especially including the UCP1-independent adaptive thermogenesis and the emerging mechanisms of “beiging”, which may provide more evidence of targeting thermogenic fat to counteract obesity and other metabolic disorders in humans. The gene discussed is UCP1; the disease is metabolic disease.