Quadrilateral space syndrome is a rare neurovascular compression syndrome that may manifest with deltoid muscle atrophy due to compression of the axillary nerve within the quadrilateral space. The compression may be due to fibrous bands, trauma, or hypertrophy of the muscular borders.