Together, these convergent findings highlight IL12B and APOE as a context-dependent but biologically significant link between psoriasis and AD, emphasising the broader importance of inflammatory cytokine pathways as potential therapeutic targets across immune-mediated and neurodegenerative conditions. Here, APOE is linked to psoriasis.