Three suspects led police on a chase from Cincinnati over the Roebling Bridge at about 4:30 p.m.
Those three suspects are now in custody, sustaining minor injuries.
Cincinnati Chief of Police Eliot Isaac said the victims were "innocent citizens". The two that were hospitalized with non-life-threatening injuries, he said.
Police have not yet released the victims' or suspects' identities.