To address this issue, we aimed to explore the CHIP-dependent gene expression program in severe COVID-19 by using single-cell immune transcriptome landscapes of normal controls, mild COVID-19 patients, and severe COVID-19 patients according to the presence of CHIP. Here, STUB1 is linked to COVID-19.