In a human challenge model of influenza, IL-6, IL-15, and MCP-1, among others, were highly upregulated in the first several days post-challenge in subjects who later developed symptoms; while serum samples from subjects with no symptoms post-challenge did not have elevations of these cytokines [17]. This evidence concerns the gene IL6 and influenza.