The most accurate statement summarizing 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 is pivotal in the transition from the Roman Republic to the Roman Empire.