The incident happened at about 12:30 a.m. Sunday. Three passengers and the driver were on board. No one was hurt.
One of the passengers said he heard a loud sound as the bus went over Queensway Bridge and his girlfriend heard three shots.
Police did not know if the bus was the intended target.
The incident was under investigation.