Cell-based compositions and methods of their use to inhibit an adverse immune response such as graft versus host disease or rejection of transplanted tissue in a transplant recipient that is histocompatibility mismatched to the transplant donor are disclosed. The compositions and methods utilize postpartum-derived cells, such as cells derived from the placenta or umbilicus.