We first performed the Fst analysis between MMS and SMS and identified four candidate genes related to bone formation, including USP34, BMP2, CDH5, and STC1. And we also found multiple QTLs for body weight, obesity index, feed intake and feed conversion ratio near the most significant locus on SSC3. The gene discussed is STC1; the disease is Obesity.