The vehicles crashed on South Street at Clinton Street, under the FDR Drive, just after 12:15 a.m.
One witness said the driver of an Infiniti overturned while attempting to pass a Lincoln.
At least one other car and a motorcycle also appear to have been involved.
Five people were injured, one sustaining serious but non-life-threatening injuries.
South Street was closed for hours as police investigated.
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