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Potential direct anti-inflammatory mechanisms from preclinical and early clinical studies include: Modulation of immune cell function : GLP-1 receptor activation may reduce pro-inflammatory cytokine production from macrophages and other immune cells Reduction of oxidative stress : These medications may decrease reactive oxygen species production, which contributes to inflammatory processes Endothelial protection : GLP-1 receptor agonists may improve endothelial function and reduce vascular inflammation Inhibition of inflammatory signalling pathways : Including suppression of nuclear factor-kappa B (NF-κB), a key regulator of inflammatory gene expression It's important to note that many of these mechanisms have been primarily demonstrated in laboratory or animal studies, with more limited evidence in humans