• Bidirectional causal relationship exists between whole-body fat-free mass and bone mineral density.
• Higher whole-body fat-free mass increases lumbar spine BMD but decreases forearm BMD.
• Lower BMD at various sites (forearm, lumbar spine, femoral neck) leads to reduced whole-body fat-free mass.
• Findings provide genetic evidence for the muscle-bone interaction and potential intervention targets.