Fire officials say at least one of the victims was critically injured.
Flames broke out on the third floor of an apartment building on Wadsworth Avenue at around 12:40 a.m.
At least two people were treated on the scene and refused further attention.
FDNY was able to get the fire under control in an hour.
The cause of the fire is under investigation.
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