Through key node analysis within the PPI network, we identified pivotal hub genes (EPSTI1, IFIH1, IFIT5, IRF1, IRF7, MX1, OASL, PARP14, RSAD2, and USP18), with significant implications for the host’s immune response to viral infections. Here, IRF1 is linked to viral infectious disease.