You cannot make the search results persistent.
The work around is to create Filter Rules(Select the email account > Manage message filters > New > Enter filter name > Select rule parameters) in each of your saved email accounts to match your search string and apply an Action (like tagging or moving messages to a custom folder of your choice)
I think the combination of message filter with tagging will do the trick of 'saving the search'.