Can forgetting to breathe kill brain cells?

When I practice karate, I sometimes forget to consciously breathe. I feel a kinda weird feeling in my head, but then I quickly take a deep breathe. Could this be killing brain cells or aka causing brain damage? I'd appreciate answers please :)