It further clarifies the communication between Alveolar Macrophages and Fibroblasts through the TNFSF12-TNFRSF12A pathway, ultimately promoting pulmonary fibrosis in severe COVID-19 patients. Here, TNFSF12 is linked to pulmonary fibrosis.