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Messi was forced to pull out of Barca's matchday squad just hours before kick-off and the Spanish champions paid a heavy price as the stalemate saw Luis Enrique's men fall four points behind Real Madrid at the top of La Liga.
Messi returned to training on Monday and looks set to start in Glasgow along with Luis Suarez, who was suspended for Malaga's visit to the Camp Nou.
Barca lead Group C by two points from Manchester City with just a point needed from their final two games enough to secure qualification for the last 16.