While I can understand the desire to “beef up” your case, I doubt that a bank would consider your $22k income wife a qualified co-signer for much of a loan.
If you’re having tunnel vision and just thinking a cosigned loan is going to “seal the deal” for legal immigration, the long term situation is also important. You’re already going to be graduating with about $25k of federal student loans. That’s plenty.