 His parents were Virgil Franklin Partch (1860–1919) and Jennie ( Childers, 1863–1920).The Presbyterian couple were missionaries, and served in China from 1888 to 1893, and again from 1895 to 1900, when they fled the Boxer Rebellion.Partch moved with his family to Arizona for his mother's health.