The incident occurred at about 10:40 p.m. Friday at All-Star Lanes on the 4400 block of Eagle Rock Boulevard. Three men were shot and taken to area hospitals.
Police believe the bullets may have been fired from a car.
The identities of the victims were not released.
City News Service contributed to this report.