A feature importance analysis revealed upregulation of the IL-6 and JAK-STAT signaling, corticotropin-releasing hormone, IL-10 and TNF signaling pathways during the acute phase were among the top predictors for the development of LC. The gene discussed is CRH; the disease is laryngotracheoesophageal cleft.