By profiling the gene expression of severe COVID-19 in the presence or absence of CHIP through a single-cell technique, we revealed a distinct IFN-γ-mediated immune signature in CHIP (+) severe COVID-19, which was partly explained by CHIP-dependent chromatin reorganization. Here, IFNG is linked to COVID-19.