It happened in Dorset Avenue last night when the victim was walking along the pavement with a friend.
They were both hit by a dark-coloured car.
One of the men was then stabbed in his lower body and is in a serious condition in hospital.
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Two men have been stabbed in attacks in Luton town centre. Police have closed off two roads while they investigate the crimes.