For the severity COVID-19 predictive mixed model the variables included were sex, body mass index (BMI), presence of comorbidities, and the genetic variants rs2232354, rs11385942 and rs1819040, belonging to the genes IL1RN, LZTFL1 and KANSL1, respectively. Here, IL1RN is linked to COVID-19.