Finding reasonable food to eat on a night out is often the case of a visit to McDonalds or some kebab shop. Not in Soho.
You've got China town and it's plethora of Chinese restaurants to serve you through most of the night. Most people visit places like "Old Town 97" because it operates a some what shady business, opening it's doors to customers till 4 am.