The present invention relates to a physicochemically stable pharmaceutical composition, in a unit dose characterized in that it comprises effective amounts of the active ingredients thiamine (Vitamin B1), pyridoxine (Vitamin B6), a flavonoid such as quercetin and a polyphenol such as curcumin, or their pharmaceutically acceptable salts in combination with pharmaceutically acceptable excipients, for the prevention of the formation and / or trapping of advanced glycation end products (glyoxal, methylglyoxal, N-carboxymethyl-lysine, N-carboxyethyl-lysine, pyrraline, pentosidine, lysine dimer, etc.), which can be used in the treatment and / or prevention of complications of diabetes mellitus (diabetic neuropathy, nephropathy and retinopathy).The pharmaceutical composition of the invention is presented orally, preferably in capsule, pill or sachet for oral administration.