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Catalyzes the irreversible reduction of the cytotoxic compound methylglyoxal (MG) to (R)-lactaldehyde as an alternative to detoxification of MG by glyoxalase I GLO1. MG is synthesized via a bypath of glycolysis from dihydroxyacetone phosphate and is believed to play a role in cell cycle regulation and stress adaptation.