The shooting happened around 3:45 a.m. at the intersection of 5th Street and Roosevelt Boulevard.
Officers rushed the woman to the hospital. She is listed in stable condition.
Witnesses told police they saw a beige colored Cadillac flee the scene heading northbound on 5th Street.
Police have not released the name of the victim.
So far, there are no arrests or word on a motive for the shooting.