Combine oats, hot water and brown sugar and let stand. Mix all other cake ingredients and combine with oat mixture. Bake at 350 degrees for 35 to 40 minutes.
Icing: While cake is baking, combine icing ingredients and boil for 6 to 8 minutes.
Punch holes in top of cake and pour icing over while cake is still hot.
