In the past some athletes have cheated by injecting themselves with extra red blood cells before a major comp?

Red blood cells are specifically formed to carry oxygen and carbon dioxide. The more of them there are, the more oxygen your heart is pumping around your body, and the more carbon dioxide is being taken away. This increases the effectiveness of the aerobic respiration, and will improve the athlete's performance.