In summary, these data provide new insights into the roles of PPBP and CSPG4 in IPF, which lay the foundation for targeted prevention, progression tracking, prognosis evaluation, and individualized medicine. The gene discussed is PPBP; the disease is idiopathic pulmonary fibrosis.