The present invention belongs to the technical field of cell biology and particularly relates to a technology for regulating and controlling a Jak-Stat pathway to differentiate, dedifferentiate and rejuvenate cells, and an application of the technology. Rejuvenated cell products and/or cell products of different lineage types are obtained by small molecule compound combination, cytokine combination or recombinant protein combination, a gene editing technology and a transgenic technology to quantitatively and/or regularly regulate and control gene or protein targets of the Jak-Stat signaling pathways in cells. The provided technology for regulating and controlling the Jak-Stat signal pathway, and the product/derivatives of the cell product can be used for re-programming cells, tissues, organs and organisms, construct tissue engineering materials, repair damages of tissues and organs of mammals and the aged and degenerated tissues and organs, delay or reverse aging processes of the cells, tissues, organs and organisms, and can be used for immunoregulation of the cells, tissues, organs and organisms.