Among the supervised approaches, HTE was detectable in CF, X-learner RF and BART, and patient clusters were stratified predominantly using surfactant protein-D, white cell count, intercellular adhesion molecule-1 and minute ventilation. The gene discussed is ICAM1; the disease is cystic fibrosis.