Harrison has been married to Tomas Kirchhausen, who is currently a Professor at Harvard Medical School, since 2013. They first met in 1978 at a small dinner hosted by Ada Yonath. In the fall of 1979, Tom moved to Cambridge, MA, to work with Harrison, and the two have been in a relationship ever since.