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 statement captures a key historical event that directly contributed to the establishment of the Roman Empire and Octavian's rise to power.