Install it face down so it can take in fresh air to cool its inner components, with it facing up sucking air from the case it will suck in hot air from inside the case and that could potentially lead to excess heat. which can potentially reduce the lifespan of the supply greatly.
With it facing in the natural airflow of the case is also disrupted.
Face down, no question.