IRF7 and viral infectious disease: ISGs, downstream of interferon-regulatory factor 7 (IRF-7), were also associated with a robust humoral response to most of the vaccines except vaccines using poxvirus vectors such as the smallpox or yellow fever vaccines, for which strong expression of ISGs were associated with hyporesponse (Extended Data Fig. 6a).