PDCD1 and influenza: By employing the advanced DIABLO analytical method to integrate and correlate the aforementioned multi-omics data, we successfully identified key biomarkers associated with influenza infection, including Ccl8, Pdcd1, Gzmk, kynurenine, L-glutamine, and adipoyl-carnitine.