Depends what you’re doing to it. if you intend to do any processing (mastering for example) its worth putting things at as high a bit rate as possible regardless of the original quality. If you’re just recording, mixing and putting back onto 16 bit medium you might as well keep it at 16 bit

As for the sample rate I don’t think anyone bothers to go above 44