I personally prefer Ubuntu because the support is great in terms of community as well as repositories.
When you are doing a startup, your time is very limited and I believe you should go for anything that saves time & hassle without trading off much.
Btw if you are on Windows right now, you can still install and use Apache on it. There are differences but it'll be good enough for prototyping.