Police were called out to the 700 block of Astor Street about 6:30 a.m.
Neighbors say they heard gunfire and someone screaming.
Police didn't find any victim, but did find shell casings and a weapon.
Arriving officers chased a man through a rear alley. He was later apprehended hiding in a garage.
Police are now checking hospitals for someone with a gunshot wound.