Retirement tax questions

What happens is the early withdrawal penalty simply reduces the value of the IRA so you just have less to distribute later ... you will never get to deduct it in the long run ... this is the rules inside a TAX SHELTER ...like Vegas ... what happens in the IRa stays in the IRA.