TNF and gestational diabetes: Firstly, the increased risk of GDM in pregnant women with HBV infection may be due to the rise in pro-inflammatory cytokines, specifically tumor necrosis factor alpha (TNF-α), which was observed to spontaneously elevate in individuals with HBV infection22.