In a large mixing bowl, cream together the peanut butter, butter, and sugars until light and fluffy. Beat in the egg and vanilla extract until well combined.
Gradually add the combined dry ingredients to the wet mixture, stirring until combined. Fold in the remaining ingredients until evenly distributed throughout the dough.