Carlo Ancelotti's high-fliers will establish an 11-point edge over the Gunners if they beat them in the Emirates showdown today.
Drogba said: "It is difficult to come back from so many points behind. It would be great to have that gap between us and Arsenal.
"There is a lot at stake. We really want to win the league this year."