Petechiae isn't technically a rash, but it is a skin disorder that occurs due to leukemia. Petechiae will appear as tiny bruises on the feet, arms, legs, or hands. This is caused by the breakdown of capillaries, which are small blood vessels, according to the MD Anderson Cancer Center.