Unravelling key genes and molecular pathways in gastric inflammation-to-cancer transition through causal discovery: implications for early diagnosis and therapy. (PubMed, SAGE Open Med)
Nine key genes-mucin 17, brain-expressed X-linked 2, BCL2/adenovirus E1B 19 kDa protein-interacting protein 3, Ras association domain family member 2, NLR family pyrin domain-containing 7, interferon regulatory factor 4, carbamoyl phosphate synthetase 1, nucleoporin 210 and neuronal differentiation 2-were identified, all of which were significantly associated with gastric cancer survival. This study integrates graph neural networks and causal inference to identify critical genes involved in gastric inflammation-cancer progression, providing novel insights into the pathogenesis of gastric cancer and potential biomarkers for validation in future studies.