When performing EFS analysis for the discrimination between malaria and the severely ill malaria patients, CD81 (0.59) and CD106 (0.36) were the best markers for discrimination according to their normalized ensemble importance (Figure S4b). The gene discussed is CD81; the disease is malaria.