Its either your motherboard, a stick of memory, GPU or possibly, but most likley not, CPU.
Try by pulling the GPU and putting a new one in. If it still doesn't post, try each stick of memory individually. If still nothing, try a different CPU. If none of those work then its most likley your motherboard gone bad.