“…Much research has focused on the relationships between body composition and BMD. Briefly, muscle mass, strength, and bone density have generally been found to correlate positively across groups 4,[60][61][62][63][64][65][66] likely sharing a causal relationship [67][68][69] , while the association between adiposity and BMD is more complex with some evidence of positive correlations between adiposity and the BMD of weight-bearing bones 64,66,67,70,71 that may attenuate or even reverse after accounting for adiposity type 65,[72][73][74] , at extreme ranges of adiposity 66,74,75 , or in certain age and sex-based subpopulations 64,67,73,76 . The complexity of these prior results coincides well with our observation of effect direction heterogeneity across signals fine-mapped for both body-composition traits and BMD.…”