Peake was born in Saint Louis, Missouri. Peake grew up in a US military family. His father joined the Army as an enlisted man, and became an officer who spent most of his 30-year career in the Medical Service Corps. Dr. Peake's mother was an Army nurse, and his brother was a naval aviator.