Gastric cancer, a significant global health challenge, is characterized by a complex transition from inflammation-induced premalignant lesions to malignancy. The quest for early diagnosis and prevention is impeded by the intricate biological shifts that mark this journey, highlighting an urgent need for a deeper dive into the underlying the multi-level and dynamic features.