Why are we advised to take deep breathe after running a race?

I am not 100% certain ( just to let you know ) , but I think it is the fact when you run your heart and lungs work faster and trying to get oxygen and after you run your body is still trying to get the oxygen and then it slowly goes away

Hope this helped :S