And you'd be right. But what you may not know is that oxygen plays a vital role in your health at high altitudes, too. For those who enjoy hiking and climbing in areas with higher elevations, like Colorado's Rocky Mountains, lack of oxygen can quickly lead to headaches and fatigue.