Images show extensive damage to the train carriages and station, with part of the building roof caved in.
Witnesses described a scene of horror at the station.
New Jersey Governor Chris Christie confirmed there had been one fatality. Earlier reports said three people had died.
A huge emergency services operation swung into action following the crash, with firefighters and transport staff helping people from wrecked carriages.
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