Comment by 0xffff2

In the US, generally speaking, you are free to just start using a new name. I did the opposite, dropping my middle name wherever possible and it has only come up once. I even got my current passport issued without my middle name by accident. (I forgot to put my middle name on the application and it was never questioned.)