I had a few schools where I knew my interviewers ahead of time. I looked them up but didn't read their papers or anything.
I always interjected a question about a part of their background that interested me. i.e. So I was noticing that you pursued the MD/MBA path, has the extra degree been useful to you and would you recommend others do it?