It is NOT impossible, but yes, you'll be only able to use 2GB of memory. Getting a 4 GB card is a waste of money. Get a similar 2GB card(manufacturer doesn't really matter, but best if you get the same card).
ThatVietGuy :
No, both cards have to be exactly the same.
Not really true for the graphics card, but true for the GPU.