Francis was born in 1764. Francis' father was Joseph McGehee and his mother was Mary Chiles. His paternal grandparents were James MackGehee and Rebecca Prewitt. He had three brothers named Henry, John and Joseph. He was the youngest of the four children. He died at the age of 82 in 1846.