In the context of a book, yes. But I mean in the context of an online Markdown editor. (Or even a Markdown editor at all. Can you actually write books in Markdown?)
Yes, you can. The "Programming Perl" book by Larry Wall was famously written entirely in "POD" format, which is just like markdown. I don't know if it was split into several files.