For instance, this machine learning approach ranked ARG1 and its interaction with other molecules (CD177, AZU1, MCEMP1 and LCN2) as an important predictor for ICU admission, supporting the role of these molecules as biomarkers for hyperinflammatory conditions, including those associated with severe COVID-19 [114,115]. The gene discussed is MCEMP1; the disease is COVID-19.