Honestly, it depends what you have. If you already have a keyboard, mouse, and monitor, that could save you a a bit. Otherwise, you'd need no less than $800.
I am pretty certain that I have a mouse and keyboard somewhere, but not gaming ones. Though I suppose I could use a regular mouse/keyboard and then upgrade them later. I may be able to use a Samsung monitor off another PC, as it is potentially getting hooked-up to a television.