Can a former President run again for a lower office?

Can, lets say George W. Bush, run again for U.S. Senator or Governor? How about for Vice President?
Update: If I were to become President one day and serve my two terms I would definately wish to continue to be involved and run for a lower office. It wouldn't be beneath my character that's for sure, I wouldn't want to retire after serving.
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