The lower extremity blood supply is primarily provided by the femoral artery, which branches into several arteries, ensuring oxygenated blood reaches the muscles and tissues of the leg. Proper functioning of this vascular network is crucial for mobility and can be impacted by conditions like peripheral artery disease.