GPU, CPU, then RAM in that order. Those are the only devices that directly affect FPS.
Motherboard only really matters if you plan on overclocking, using SLI/Crossfire, or you want features like USB3.0 or SataIII. From a purely gaming perspective you could get a really cheap motherboard and still get great frame rates with a single graphics card. Obviously it needs to support everything you are buying though.