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Simulation model of disease incidence driven by diagnostic activity.
Westerberg, Marcus; Larsson, Rolf; Holmberg, Lars; Stattin, Pär; Garmo, Hans.
Afiliação
  • Westerberg M; Department of Mathematics, Uppsala University, Uppsala, Sweden.
  • Larsson R; Department of Surgical Sciences, Uppsala University, Uppsala, Sweden.
  • Holmberg L; Department of Mathematics, Uppsala University, Uppsala, Sweden.
  • Stattin P; Department of Surgical Sciences, Uppsala University, Uppsala, Sweden.
  • Garmo H; Translational Oncology & Urology Research (TOUR), School of Cancer and Pharmaceutical Sciences, King's College London, London, UK.
Stat Med ; 40(5): 1172-1188, 2021 02 28.
Article em En | MEDLINE | ID: mdl-33241594
It is imperative to understand the effects of early detection and treatment of chronic diseases, such as prostate cancer, regarding incidence, overtreatment and mortality. Previous simulation models have emulated clinical trials, and relied on extensive assumptions on the natural history of the disease. In addition, model parameters were typically calibrated to a variety of data sources. We propose a model designed to emulate real-life scenarios of chronic disease using a proxy for the diagnostic activity without explicitly modeling the natural history of the disease and properties of clinical tests. Our model was applied to Swedish nation-wide population-based prostate cancer data, and demonstrated good performance in terms of reconstructing observed incidence and mortality. The model was used to predict the number of prostate cancer diagnoses with a high or limited diagnostic activity between 2017 and 2060. In the long term, high diagnostic activity resulted in a substantial increase in the number of men diagnosed with lower risk disease, fewer men with metastatic disease, and decreased prostate cancer mortality. The model can be used for prediction of outcome, to guide decision-making, and to evaluate diagnostic activity in real-life settings with respect to overdiagnosis and prostate cancer mortality.
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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Neoplasias da Próstata / Detecção Precoce de Câncer Tipo de estudo: Diagnostic_studies / Incidence_studies / Prognostic_studies / Risk_factors_studies / Screening_studies Limite: Humans / Male País/Região como assunto: Europa Idioma: En Revista: Stat Med Ano de publicação: 2021 Tipo de documento: Article País de afiliação: Suécia

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Neoplasias da Próstata / Detecção Precoce de Câncer Tipo de estudo: Diagnostic_studies / Incidence_studies / Prognostic_studies / Risk_factors_studies / Screening_studies Limite: Humans / Male País/Região como assunto: Europa Idioma: En Revista: Stat Med Ano de publicação: 2021 Tipo de documento: Article País de afiliação: Suécia