Yeah, it's definitely a concern when you start reaching around 10k-12k feet. At the summit of Pikes Peak (14,110') the oxygen level in the atmosphere is roughly 50% of what it is at sea level. If you suffer from asthma it could be dangerous, I guess. I don't know a lot about how asthma works.