The deep femoral vein, also known as the profunda femoris vein, is a large blood vessel in the thigh that accompanies the femoral artery and is responsible for draining blood from the deeper portions of the thigh. It plays a crucial role in returning deoxygenated blood back to the heart for reoxygenation.