In accordance with the identified important predictive parameters using gradient boosting machine learning methods, the major change in pDC responsiveness in severe COVID-19 patients compared to the other groups was primarily explained by lack of IFN-α and CD83 expression in pDCs upon stimulation by SARS-COV-2-infected cells. The gene discussed is CD83; the disease is COVID-19.