The break-in happened at about 11:30 p.m. Friday on Elvera Street near Fennell.
The woman died at a hospital, according to police. The two other victims, ages 17 and 20, were also taken to a hospital and are expected to survive.
Police said they were still investigating what led up to the shooting, but they have not yet released any information about a suspect.