The fire burned through a building on Bronxwood Avenue in the Wakefield section.
The blaze started on the first floor and extended through the structure.
A 67-year-old woman is in critical condition at Montefiore Hospital following the fire.
Two others in the house sustained minor injuries.
The cause is under investigation but there is no criminality.