There are probably rules that say you shouldn't use the quote marks. I think many more people nowadays are using
bold,
italics and
underlining for emphasis, simply because it's so simple to do. This tends to include single or double quotes. Suit yourself, until someone in power, such as your boss or your teacher, tells you not to.