Aminotransferase levels (AST and ALT) were also identified as important features, confirming their well-established link to DHF as noted by Sangkaew et al. While we classified patient severity based on the 1997 WHO guidelines [3], several features identified in our models also correspond to the 2009 WHO guidelines for severe dengue warning signs [4]. The gene discussed is GPT; the disease is dengue disease.