You should email them directly and write a short letter about your profile and why you want him or her to be your supervisor. I did that in December and I got a Skype interview last week. Which department and college/university are you trying to get in to?
Find out people with whom your research interest match. Email them. Tell them about your previous education and work, what you wanna do further, etc...