The collision took place late last night on a four-lane highway in Sonbarsa under Chauri-Chaura police station in the district, they said.
The injured have been admitted to BRD Medical College Hospital here, the police said.
The SUV was bringing a patient from Gopalganj in Bihar to Gorakhpur for treatment.