The query can remain in the Predictions dropdown forever IF the phrase was still being clicked and searched.
However, if you are not receiving the clicks and searches you will start to drop down the list.
It is recommended to carry out a maintenance service with autosuggest.me to keep your search query in the predictions dropdown.