Sabathia allowed two runs and eight hits in 8 2-3 innings to help the Yankees spoil the Orioles' first home playoff game since 1997. The left-hander went 0-2 in three starts against Baltimore during the regular season.
With the score 2-all, Martin drove a 2-0 pitch from Johnson into the left-field seats. It was the first of four straight hits off Johnson, who led the majors with 51 saves.
Game 2 will be played Monday night.