Well your CPU or GPU would normally be the more expensive of the lot.. but here is one that NO ONE will think of..
Easily the Monitor can be the most expensive mine was 350 U.S. and I want to get an HD monster for between 2 and 3 thousand U.S. find another single part of a build that would be anywhere near that