The transcription factor ELF5 (ELF5) shows robust and directionally consistent associations across different outcome definitions, including a >4-fold higher risk (odds ratio: 4.88; 95%-CI: 2.47–9.63; p-value < 5.0 × 10−6) for severe COVID-19 per 1 s.d. Here, ELF5 is linked to COVID-19.