Historical Rome Setting Fantasy/Romance

I am visiting Rome soon and would love to be reading a book that is set in the city. I have recently finished The Marriage Portrait which is set in other parts of Italy. A book with a similar tone would be ideal; or books that are alike with The Invisible Life of Addie LaRue, [...]