However, after performing now pathway analysis and the identification of upstream (transcription) activators, we need to add that TNF-α, α- and γ-interferons and beta-interleukin-1 are among the top upstream regulators which can explain most of the many downstream gene expression changes in both diabetes models. Here, IL1B is linked to diabetes mellitus.