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In addition to identifying the upregulation of PFKFB3, GSEA revealed the upregulation of a series of genes involved in glycolysis/gluconeogenesis in TGF-1 + IL-1-treated fibroblasts, and these genes were inhibited by liraglutide (Fig

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