Police said at about 10:44 p.m. they spotted a gray Mazda matching the description of a car wanted in a kidnapping speeding southbound on I-94 near Dundee Road.
Troopers attempted to conduct a traffic stop, but the vehicle failed to stop. Troopers pursued the vehicle until it crashed into another car at Diversey and Milwaukee avenues, police said.
Three people fled from the vehicle and were taken into custody, police said. Each were transported to a hospital for non-life-threatening injuries.
Further details were not immediately available.