Hitchings was born in Hoquiam, Washington, in 1905, and grew up there, in Berkeley, California, San Diego, Bellingham, Washington, and Seattle.
From the University of Washington, Hitchings went to Harvard University as a teaching fellow, ending up at Harvard Medical School.