These shifts are likely secondary to the direct effects of psoriasis-associated cytokines that we detected as upstream regulators of the keratinocyte pseudotime trajectory, especially IFN-γ, IL-17A, and TNF12. This evidence concerns the gene TNFSF12 and psoriasis.