The Nittany Lions surrendered 413 yards on 54 carries.
Ohio State scored twice in the game's final five minutes.
Penn State won its first game of the season.
A familiar leadership group will lead the Nittany Lions into battle.
Cornerback Daryus Dixson has been ruled a "game time decision".
Katelyn Strawser netted the lone goal of the match, giving Penn State their first Big Ten win of the season.
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