Authorities said the collision happened around 2:44 a.m. It was unclear how many cars were involved, but three people were injured.
One man died at the scene, authorities said, and two were taken to a nearby hospital in critical condition. One of the people who was critically injured then died at the hospital.
All lanes of Getty Center Drive were closed until around 7:45 a.m.
The cause of the crash was under investigation.