This work identified specific overexpressed genes related to neutrophils only in severe COVID-19 patients, such as SPI1, SLPI, S100A9, and BRI3, which indicates a specific expression regulation that occurs only in SARS-CoV-2 infection. Here, SLPI is linked to COVID-19.