I don't think that there wasn't a leader.

When Patrick tells about how his former psychatrist was murdered Reede Smith looked to Sheriff Thomas McAllister like what the hell have you've been doing, I am shocked (almost disgusted) by it. 
So I think Reede - with 3 e - ;o))) works for Red John and Call me TOM ;o) is Red John.