We’ve mentioned this before, but running at high altitude can be a difficult experience for even the best trained athlete. The air is thinner, your body handles fatigue differently, etc.
Our friend Wendy over at One Tough Mother Runner has an entire blog dedicated to tips on training for a high altitude race. It is a good read, and definitely worth your time.