I don't see why not... EPUB is just a bunch of HTML files in a ZIP wrapper.
I'd suggest using calibre's Editor and importing the HTML and CSS. You can right-click on html files to link stylesheets.
Big books are only a problem when they overload the memory, but if you split it into separate HTML files (or leave it as it is now) only one file will be loaded into memory at a time.
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