To further investigate A3B’s role in severe COVID-19, we employed Geneformer, a transformer-based machine learning model, which predicted that A3B knockout would perturb AMPD2 (adenosine monophosphate deaminase 2), a key enzyme in purine metabolism and immune regulation. This evidence concerns the gene APOBEC3B and COVID-19.