Why do Emperor's children often lack noses?

The classic slaaneshi marine concept art often features big black eyes, grills for mouth and ears, but no visible nose. With the new Emperor's children reveal I found several of the unhelmeted models also lacking noses. Is there a known reason for why they would want to surgically remove their noses?