The excellent catalog by the show's original co-curators, Tim Barringer, Jason Rosenfeld and Alison Smith, includes important essays, copious illustrations and highly detailed captions for each work (including those not brought to Washington).
WSJ: Victorian Avant-Garde | Pre-Raphaelites: Victorian Art and Design | National Gallery of Art | By Barrymore Laurence Scherer