North Jersey Coastline Train 7216 struck the female pedestrian at 8:10 a.m. -- four minutes after leaving the Long Branch Station, NJT Spokesman Jim Smith said.
Service was suspended between Little Silver and Middletown, with bus service offered as a substitution.
None of the 37 customers or crew were injured, Smith said.
The train was scheduled to arrive at Penn Station at 9:43 a.m.
Local and NJ Transit police were on scene investigating.
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