 Thomas McCrae was born in Guelph, Ontario, Canada to Lieutenant-Colonel David McCrae and Janet Simpson Eckford McCrae.His brother, John McCrae is best known for authoring "In Flanders Fields".McCrae trained in medicine at the University of Toronto, obtaining his Doctorate of Medicine in 1903.