The most accurate statement that summarizes how the Roman Empire formed is:
**The Roman Empire formed when Octavian defeated Antony at the Battle of Actium, making Octavian the first emperor of Rome.**
This event marked a significant turning point in Roman history, leading to the establishment of the imperial system under Octavian, who took the title of Augustus.