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. This evidence concerns the gene USP34 and obesity due to melanocortin 4 receptor deficiency.