TNF and gestational diabetes: Correlation analyses revealed distinct inflammatory and hormonal networks, with TNF-α-induced lipid remodelling linked to early dysglycaemia.<h4>Conclusion</h4>First-trimester metabolomic signatures hold significant promise for early prediction, diagnosis, and understanding of GDM, enabling personalised risk assessment and timely intervention during pregnancy.