TY - JOUR
T1 - Development and internal validation of a multifactorial risk prediction model for gallbladder cancer in a high-incidence country
AU - Boekstegers, Felix
AU - Scherer, Dominique
AU - Barahona Ponce, Carol
AU - Marcelain, Katherine
AU - Gárate-Calderón, Valentina
AU - Waldenberger, Melanie
AU - Morales, Erik
AU - Rojas, Armando
AU - Munoz, César
AU - Retamales, Javier
AU - de Toro, Gonzalo
AU - Barajas, Olga
AU - Rivera, María Teresa
AU - Cortés, Analía
AU - Loader, Denisse
AU - Saavedra, Javiera
AU - Gutiérrez, Lorena
AU - Ortega, Alejandro
AU - Bertrán, Maria Enriqueta
AU - Bartolotti, Leonardo
AU - Gabler, Fernando
AU - Campos, Mónica
AU - Alvarado, Juan
AU - Moisán, Fabricio
AU - Spencer, Loreto
AU - Nervi, Bruno
AU - Carvajal-Hausdorf, Daniel
AU - Losada, Héctor
AU - Almau, Mauricio
AU - Fernández, Plinio
AU - Olloquequi, Jordi
AU - Fuentes-Guajardo, Macarena
AU - Gonzalez-Jose, Rolando
AU - Bortolini, Maria Cátira
AU - Acuña-Alonzo, Victor
AU - Gallo, Carla
AU - Linares, Andres Ruiz
AU - Rothhammer, Francisco
AU - Lorenzo Bermejo, Justo
N1 - Publisher Copyright:
© 2023 The Authors. International Journal of Cancer published by John Wiley & Sons Ltd on behalf of UICC.
PY - 2023/9/15
Y1 - 2023/9/15
N2 - Since 2006, Chile has been implementing a gallbladder cancer (GBC) prevention program based on prophylactic cholecystectomy for gallstone patients aged 35 to 49 years. The effectiveness of this prevention program has not yet been comprehensively evaluated. We conducted a retrospective study of 473 Chilean GBC patients and 2137 population-based controls to develop and internally validate three GBC risk prediction models. The Baseline Model accounted for gallstones while adjusting for sex and birth year. Enhanced Model I also included the non-genetic risk factors: body mass index, educational level, Mapuche surnames, number of children and family history of GBC. Enhanced Model II further included Mapuche ancestry and the genotype for rs17209837. Multiple Cox regression was applied to assess the predictive performance, quantified by the area under the precision-recall curve (AUC-PRC) and the number of cholecystectomies needed (NCN) to prevent one case of GBC at age 70 years. The AUC-PRC for the Baseline Model (0.44%, 95%CI 0.42-0.46) increased by 0.22 (95%CI 0.15-0.29) when non-genetic factors were included, and by 0.25 (95%CI 0.20-0.30) when incorporating non-genetic and genetic factors. The overall NCN for Chileans with gallstones (115, 95%CI 104-131) decreased to 92 (95%CI 60-128) for Chileans with a higher risk than the median according to Enhanced Model I, and to 80 (95%CI 59-110) according to Enhanced Model II. In conclusion, age, sex and gallstones are strong risk factors for GBC, but consideration of other non-genetic factors and individual genotype data improves risk prediction and may optimize allocation of financial resources and surgical capacity.
AB - Since 2006, Chile has been implementing a gallbladder cancer (GBC) prevention program based on prophylactic cholecystectomy for gallstone patients aged 35 to 49 years. The effectiveness of this prevention program has not yet been comprehensively evaluated. We conducted a retrospective study of 473 Chilean GBC patients and 2137 population-based controls to develop and internally validate three GBC risk prediction models. The Baseline Model accounted for gallstones while adjusting for sex and birth year. Enhanced Model I also included the non-genetic risk factors: body mass index, educational level, Mapuche surnames, number of children and family history of GBC. Enhanced Model II further included Mapuche ancestry and the genotype for rs17209837. Multiple Cox regression was applied to assess the predictive performance, quantified by the area under the precision-recall curve (AUC-PRC) and the number of cholecystectomies needed (NCN) to prevent one case of GBC at age 70 years. The AUC-PRC for the Baseline Model (0.44%, 95%CI 0.42-0.46) increased by 0.22 (95%CI 0.15-0.29) when non-genetic factors were included, and by 0.25 (95%CI 0.20-0.30) when incorporating non-genetic and genetic factors. The overall NCN for Chileans with gallstones (115, 95%CI 104-131) decreased to 92 (95%CI 60-128) for Chileans with a higher risk than the median according to Enhanced Model I, and to 80 (95%CI 59-110) according to Enhanced Model II. In conclusion, age, sex and gallstones are strong risk factors for GBC, but consideration of other non-genetic factors and individual genotype data improves risk prediction and may optimize allocation of financial resources and surgical capacity.
KW - cholecystectomy
KW - gallbladder cancer
KW - gallstones
KW - native American ancestry
KW - non-genetic and genetic risk factors
KW - risk prediction
UR - https://www.scopus.com/pages/publications/85161426278
U2 - 10.1002/ijc.34607
DO - 10.1002/ijc.34607
M3 - Article
C2 - 37260300
AN - SCOPUS:85161426278
SN - 0020-7136
VL - 153
SP - 1151
EP - 1161
JO - International Journal of Cancer
JF - International Journal of Cancer
IS - 6
ER -