Preheat the oven to 350 F. In a large bowl, mix together peanut butter, sugar, egg and vanilla extract until smooth. Place the sanding sugar into a shallow dish, and roll the cookie dough into balls.
Roll each one into the sanding sugar and place onto a large ungreased baking sheet at least 2-inches apart. Bake for 10-12 minutes.