Can I qualify for FHA load individual if I file taxes jointly?

My wife and I got married in 2011 and I am planning on buy a house with an FHA loan in 2012. Because of her bad credit and has no income, I will be applying for the loan individually. If we file our taxes "jointly" for 2011 can we still do this? Thanks!
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