Midfielder Brian Gilmour could play for Stenny as a trialist, with Eric Paton doubtful and Iain Thomson banned.
Midfielder Ross Clark is available after injury, but defenders Scott Fusco, Scott Gibb and Jordan Smith are all struggling for fitness.
Peterhead manager Neale Cooper: "I thought Graeme would struggle as he had missed three weeks training because of working abroad, but he looked good.
"He has that wee creative edge that may prove very useful in a game that will be very tight.
"Our confidence is naturally down after a really disappointing run, but we have to go and be positive against Stenhousemuir as this is a really big game for us. Indeed, it is the game of the season."
Stenhousemuir manager David Irons: "Brian was with the team on Saturday, but there did not seem any point in using one of the three games he is allowed as a trialist in that one.
"This is a massive game and we need to be ready for them to really come at us."
Source: BBC Sport