Jiang et al.15 used data from 53 patients to develop ML models that identified elevated alanine aminotransferase (ALT), the presence of myalgias, and an elevated hemoglobin as the most predictive features for disease severity, achieving approximately 70–80% accuracy in modeling COVID-19 morality. This evidence concerns the gene GPT and Myalgia.