TGF-α, a key mediator of the EGFR pathway, was also a high-ranking driver of model prediction, suggesting that concurrent activation of pro-fibrotic epidermal growth factors are important features of severe COVID-19. The gene discussed is EGFR; the disease is COVID-19.