The Los Angeles County Sheriff's Department says the chase began when deputies tried to pull over a vehicle that was believed to be stolen.
The car fled and then crashed into another vehicle on State Street near the 101 Freeway.
A man and woman inside that other car were injured and taken to the hospital.
A woman inside the suspect's vehicle was also hurt and taken to the hospital.