Inclusion Criteria:  (1) age 18-90 years (2) patients with severe or critical COVID-19.  Exclusion Criteria:  (1) hematological or solid malignancies (2) patients with less than two CT scans during hospital stay (3) systemic corticosteroid or immunosuppressive therapy in the previous 6 weeks.