It was the same way in the book. Just a way to set her apart from all the other geishas, logic and genetics be damned.
And Beezy, re: Memoirs of a Geisha, it's a POS, but I think we're all still reeling from the shock of Gay Boy raving about Enchanted so Geisha seems like a normal viewing choice in comparison.