After Johns Hopkins, Burrows began fellowship training in 1909 under Alexis Carrel at The Rockefeller Institute for Medical Research (Rockefeller University) just as it was about to launch clinical training along with its program of basic research in New York City.
In 1910 during a visit to the laboratory of Ross Granville Harrison at Yale, Burrows studied tissue culture.