More than the actual distro I'd say look into what kernel you are loading on there. Make sure you're running a nice tight kernel with any extra fluff turned off (or loading as modules).

I can't find the papers off hand but there has been some research into how kernel level cache tweaks will dramatically effect how web servers and DB servers will perform.