May be custom sound or sound card related. You haven't changed anything have you? Might want to look into sound driver update also.
Mine does the same thing but for only for a half second or so. I chalked it up to Realtek AC'97 onboard sound(no custom sounds here). Hope it doesn't get worse as the game advances.