The Easter Road outfit tried to haul themselves back into the tie after the restart and Murray was not too far away with a thunderous shot that deflected just over the crossbar.
Hull KR's best moment came when Jake Webster intercepted Sean Long's pass, but Pryce used his pace to haul the winger down on the half-way line, much to the delight of the Knowsley Road faithful.