I've done it many times. I'm not great at the quilting part, so want my thread to blend in. I generally use whatever color matches the back in the bobbin and Gutermann invisible on the top when I'm dealing with color issues. I use vintage sewing machines, so they aren't really picky about thread. I've never tried invisible thread in the bobbin, though.
bkay