At about 4 p.m., police closed down the intersection of Towne Center Boulevard and Bridgeport Way due to the shooting and crash investigation.
Police released surveillance images of the four suspects as well as a suspect vehicle, which was described as a black Chevy Tahoe with "distinctive rims and running boards." Surveillance photos of the SUV showed the license plate was covered by a blue towel.
Detectives did not provide descriptions of the suspects.
A woman's family talked to FOX 13 and said she was caught in the shooting. Her condition is unknown.
Police did not say if there were other people were injured.
Police are asking if anyone who sees the Chevy Tahoe in the pictures should not approach it and call 911.
Anyone with information on the suspects or the incident is urged to call detectives at (253) 830-5014. Alternatively, you may submit an anonymous tip to Crime Stoppers at 1-800-222-TIPS or through the P3 Tips app; tipsters can receive a cash reward of up to $1,000 for information that leads to an arrest.
The investigation remains ongoing.