The most influential variables across the top 10 models included telomere length, HbA1c, vitamin D3, waist circumference, ApoA1, C peptide, ApoB, COVID-19 severity, duration of T2D, IL-6, cholesterol, BMI, and age. The gene discussed is APOA1; the disease is COVID-19.