They can be deleted, but by HQ head. Otherwise, they're just on featured from the Stream, although the comments will show on profile history still, just as this will.
You can also resubmit such a meme to another stream. Go to Edit Image, fiddle around with title and tags, and then the option will show up if it hadn't been showing up before.