It is also interesting to note that in genome-wide association studies, genes associated with aging-related BMD loss do not overlap with those highlighted in our study except for PTHrP [73], osteoprotegerin [74], and Ptn [75, 76] suggesting mechanistic differences in bone loss control between these two types of osteoporosis. Here, PTHLH is linked to osteoporosis.