This study used single-cell transcription data from COVID-19 patients, combined with machine learning algorithms to analyze important genes and rules related to SARS-CoV-2 infection in six important immune cell types, namely, B cells, CD4+ T cells, CD8+ T cells, dendritic cells, monocytes, and NK cells. Here, CD4 is linked to COVID-19.