Pretty slim wattage on the PSU, and it is most likely not a good quality PSU at that, so I would say you may be lucky or you may endanger your components. Pretty much up to you if you feel lucky.
How many amps does the 12V rail claim?
Personally, I would upgrade to a high quality 400-450W range unit though. Just my opinion.