Two kinds of catalysts, designed and prepared based on fundamental research, showed superior catalytic activities in the first-stage and second-stage upgrading of unconventional middle and heavy distillates, resulting in considerable improvements in overall activity (hydrogenation, HDN, HDS and hydrocracking) and initial deactivation of two stage upgrading.