1. No Excess Mortality up to 10 Years in Early Stages of Breast Cancer in Women Adherent to Oral Endocrine Therapy: A Probabilistic Graphical Modeling Approach
- Author
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Ramon Clèries, Maria Buxó, Mireia Vilardell, Alberto Ameijide, José Miguel Martínez, Rebeca Font, Rafael Marcos-Gragera, Montse Puigdemont, Gemma Viñas, Marià Carulla, Josep Alfons Espinàs, Jaume Galceran, Ángel Izquierdo, Josep Maria Borràs, Universitat Politècnica de Catalunya. Departament d'Estadística i Investigació Operativa, and Universitat Politècnica de Catalunya. ADBD - Anàlisi de Dades Complexes per a les Decisions Empresarials
- Subjects
Endocrine therapy ,Graphical modeling ,Antineoplastic Agents, Hormonal ,Ciències de la salut::Medicina [Àrees temàtiques de la UPC] ,Health, Toxicology and Mutagenesis ,Breast Neoplasms ,Mama -- Càncer -- Tractament ,Excess mortality ,Càncer de mama ,Cohort Studies ,Endocrinology ,Breast cancer ,Endocrinologia ,breast cancer ,excess mortality ,adherence ,endocrine therapy ,synthetic dataset ,graphical modeling ,Humans ,Hormone therapy ,Models, Statistical ,Breast -- Cancer -- Treatment ,Modelització gràfica (Estadística) ,Graphical modeling (Statistics) ,Public Health, Environmental and Occupational Health ,Bayes Theorem ,Breast -- Cancer -- Hormone therapy ,Mama -- Càncer -- Mortalitat ,Breas t-- Cancer ,Adherence ,Mama -- Càncer ,Female ,Mama -- Càncer -- Hormonoteràpia ,Breast -- Cancer -- Mortality ,Synthetic dataset ,Hormonoteràpia - Abstract
Breast cancer (BC) is globally the most frequent cancer in women. Adherence to endocrine therapy (ET) in hormone-receptor-positive BC patients is active and voluntary for the first five years after diagnosis. This study examines the impact of adherence to ET on 10-year excess mortality (EM) in patients diagnosed with Stages I to III BC (N = 2297). Since sample size is an issue for estimating age-and stage-specific survival indicators, we developed a method, ComSynSurData, for generating a large synthetic dataset (SynD) through probabilistic graphical modeling of the original cohort. We derived population-based survival indicators using a Bayesian relative survival model fitted to the SynD. Our modeling showed that hormone-receptor-positive BC patients diagnosed beyond 49 years of age at Stage I or beyond 59 years at Stage II do not have 10-year EM if they follow the prescribed ET regimen. This result calls for developing interventions to promote adherence to ET in patients with hormone receptor-positive BC and in turn improving cancer survival. The presented methodology here demonstrates the potential use of probabilistic graphical modeling for generating reliable synthetic datasets for validating population-based survival indicators when sample size is an issue This work was supported by Instituto de Salud Carlos III PI18/01836 funded by FEDER funds/European Regional Development Fund (ERDF)-a way to Build Europe-//FONDOS FEDER “una manera de hacer Europa”
- Published
- 2022