Abstract:The assessment of malignant transformation risk in gallbladder polyps remains a key clinical challenge, as there is currently a lack of effective methods for accurate prediction. Gallbladder polyps are broadly classified into non-neoplastic and neoplastic categories, with neoplastic polyps recognized as precancerous lesions for gallbladder cancer. Malignant transformation is associated with polyp characteristics such as diameter, number, morphology, vascularity, and patient age. Given the poor prognosis of gallbladder cancer, early identification and intervention for high-risk polyps are crucial. Compared to conventional ultrasound, endoscopic ultrasound (EUS) offers superior precision in evaluating polyp size, morphology, and vascular features, demonstrating unique advantages in risk stratification. This systematic review summarizes current evidence on risk factors, predictive models, and the clinical utility of EUS in assessing malignant potential, aiming to provide insights for clinical decision-making and future research directions.