How did Cleopatra's kids die?

Caesarion was killed in 30 BC by Octavian. That we know. However we don't know when or how her other three children died. He daughter became a queen and died a natural death, sometime between 5 BC and 11 AD which is a very vague timespan. We know nothing of the boys. They fade from history after Octavian's triumph.