Among patients with COVID-19 admitted to the ICU, older patients and those with higher BUN levels or lower albumin or hematocrit levels were at increased risk of malnutrition according to the NRS-2002 scale, with each unit rise in this scale being associated with a 354% rise in the odds of mortality. The gene discussed is ALB; the disease is malnutrition.