Taken together, it appears that substitution of the NS gene of AIV studied herein influences a spectrum of characteristics related to virulence and infectivity, and variations that occur at one particular known signature is unlikely to be fully responsible for the effect of an NS1 variant on countering PKR activation or modulating infection efficiency. The gene discussed is EIF2AK2; the disease is infection.