How to make a radio button look like a toggle button

I want a group of radio buttons to look like a group of toggle buttons (but still function like radio buttons). It's not necessary that they look exactly like toggle buttons.

How can I do this only with CSS and HTML?

EDIT: I will be satisfied making the little circle disappear and changing the style when the button is checked/unchecked.