I don’t suffer with high blood pressure, but anytime I go up in the mountains, I suffer nose bleeds. The two may be related as it is a blood vessel bursting.
Your nosebleeds are probably due to the low humidity. I have the same problem if I go into the desert for more than a couple of days.
The altitude is debilitating at first and especially if any alcohol is consumed.