The adiponectin/leptin ratio also significantly discriminates against COVID-19-related pneumonia, even in non-obese individuals (with BMI (body mass index) values ˂ 25 kg/m2). The gene discussed is ADIPOQ; the disease is susceptibility to pneumonia measurement.