Ström et al. identify the rs115660502 variant in RAB3GAP2 associated with increased skeletal muscle capillary-to-fiber ratio and enriched in endurance athletes. This variant reduces RAB3GAP2 expression, enhancing endothelial proliferation, tube formation, and TNC secretion, thereby promoting exercise-like angiogenesis and microvascular remodeling in skeletal muscle.