Go ahead and say it.
You are quiet whether or not your friends know about your Asperger's Syndrome. You are you whether or not your friends know about your Asperger's Syndrome. Your friends, who accepted you before they knew anything your Asperger's Syndrome, should not change the way they view you once they know this about you if they actually understand what it is.