Bak knows, he was the one who specifically asked Kanda for forgiveness because they were making the experiment again. See:
http://beta.onemanga.com/D.Gray-Man/186/08/
http://beta.onemanga.com/D.Gray-Man/186/09/
Komui knows too, remember when Renee went to introduce the thirds to Komui and Bak...