Rogue > Priest at the beginning of expansions and in lower gear.
Now, at the end of Wrath, as at the end of TBC, you should be tanking them with no problem.
Killing them is difficult, but say for arena, your role isn't to kill the rogue. Your role is to play with them and keep yourself alive.