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Gallbladder cancer GBC is a serious disease often linked to gallstones, especially in women. This research focuses on improving the early detection and prevention of GBC by studying various factors including geography, environment, lifestyle, ethnicity, gender, and molecular markers. The goal is to better estimate the risk of developing GBC and to help guide prevention and treatment decisions, supported by a European-Latin American research collaboration. Participants include those with gallbladder cancer or dysplasia, both before and after starting treatment, as well as individuals with gallstones scheduled for gallbladder removal surgery. The study involves collecting epidemiological, clinical, and dietary data along with biological samples such as blood, saliva, urine, bile, feces, and gallbladder tissue to identify and study new biomarkers and risk factors for GBC. Throughout the study, researchers will use this information to build a biorepository and develop a risk score that integrates multiple factors linked to GBC. They will monitor participants for the development of gallbladder cancer or dysplasia through standard hospital protocols. The study aims to support future personalized prevention strategies and targeted therapies while training new researchers in precision medicine for GBC. Participation involves data and sample collection with ongoing follow-up to assess disease development.