It happened at Penrose Avenue and South 26th Street around 6:10 a.m. Monday.
Authorities say one vehicle in the crash caught fire.
Foam used to extinguish the flames could be seen covering the roadway.
All traffic was blocked in the area for a couple hours as crews worked to clear the scene.