One hypothesis for which we have some supporting evidence is that the new virus (SARS-CoV-2) "enters human cells through an interaction with angiotensin-converting enzyme 2" see here. Although it is still unclear what genes to target in order to prevent the infection (entry or reproduction).
Is there empirical evidence suggesting what genes can be modulated to fight the infection?