TNF and lymphopenia: More frequent lymphopenia and eosinopenia, as well as increased LDH, hsCRP, NT-proBNP, ferritin, IL-2R, IL-6 and tumor necrosis factor-α, were detected before invasive ventilation, which were similar to previous study 32.