Only thing the alititude is going to affect really is your ability to recover from exhausting your lungs. You can sprint like a mo-fo, but once you start to try and recover the oxygen used, it takes a bit longer. On distance runs, the altitude can kick your ass(and your skins ass if you don't wear sunscreen).