We then analyse whether changes in cytokine and chemokine responses in critically ill COVID-19 patients correlate with their respective sex hormone levels given that most immune cells possess androgen and estrogen receptors, using multivariable regression [8–10]. This evidence concerns the gene ESR1 and COVID-19.