Combine first 5 ingredients in a large bowl. Mix together egg, apples, and 1/4 cup nuts; add to the flour mixture. Spread in a greased 8×8-inch baking pan.
Bake at 350 degrees for 25-30 minutes. Sprinkle brown sugar and remaining walnuts on top; serve.