Furthermore, Lemon-Tree algorithms detected three regulator genes: CCR1, MSR1 and SPI1. Those were previously associated with the immune system and/or osteoclast differentiation, but here we show that those genes may have a key role in the link between obesity and osteoporosis. Here, SPI1 is linked to obesity due to melanocortin 4 receptor deficiency.