Third, PPARβ deficiency led to increased PPARγ expression in vivo and in vitro, increased differentiation of MSCs into adipocytes, and increased bone marrow adiposity, thereby providing a new mechanism to explain the reduced bone formation in relation to glucose intolerance and lipid accumulation. This evidence concerns the gene PPARD and Glucose intolerance.