Validation of models used to inform colorectal cancer screening guidelines Journal Article


Authors: Rutter, C. M.; Knudsen, A. B.; Marsh, T. L.; Doria-Rose, V. P.; Johnson, E.; Pabiniak, C.; Kuntz, K. M.; Van Ballegooijen, M.; Zauber, A. G.; Lansdorp-Vogelaar, I.
Article Title: Validation of models used to inform colorectal cancer screening guidelines
Abstract: Background. Microsimulation models synthesize evidence about disease processes and interventions, providing a method for predicting long-Term benefits and harms of prevention, screening, and treatment strategies. Because models often require assumptions about unobservable processes, assessing a model's predictive accuracy is important. Methods. We validated 3 colorectal cancer (CRC) microsimulation models against outcomes from the United Kingdom Flexible Sigmoidoscopy Screening (UKFSS) Trial, a randomized controlled trial that examined the effectiveness of one-Time flexible sigmoidoscopy screening to reduce CRC mortality. The models incorporate different assumptions about the time from adenoma initiation to development of preclinical and symptomatic CRC. Analyses compare model predictions to study estimates across a range of outcomes to provide insight into the accuracy of model assumptions. Results. All 3 models accurately predicted the relative reduction in CRC mortality 10 years after screening (predicted hazard ratios, with 95% percentile intervals: 0.56 [0.44, 0.71], 0.63 [0.51, 0.75], 0.68 [0.53, 0.83]; estimated with 95% confidence interval: 0.56 [0.45, 0.69]). Two models with longer average preclinical duration accurately predicted the relative reduction in 10-year CRC incidence. Two models with longer mean sojourn time accurately predicted the number of screen-detected cancers. All 3 models predicted too many proximal adenomas among patients referred to colonoscopy. Conclusion. Model accuracy can only be established through external validation. Analyses such as these are therefore essential for any decision model. Results supported the assumptions that the average time from adenoma initiation to development of preclinical cancer is long (up to 25 years), and mean sojourn time is close to 4 years, suggesting the window for early detection and intervention by screening is relatively long. Variation in dwell time remains uncertain and could have important clinical and policy implications. © The Author(s) 2016.
Keywords: colorectal cancer; preventive medicine; gastroenterology; discrete event simulation; simulation methods
Journal Title: Medical Decision Making
Volume: 36
Issue: 5
ISSN: 0272-989X
Publisher: Sage Publications  
Date Published: 2016-07-01
Start Page: 604
End Page: 614
Language: English
DOI: 10.1177/0272989x15622642
PROVIDER: scopus
PUBMED: 26746432
PMCID: PMC5009464
DOI/URL:
Notes: Article -- Export Date: 1 July 2016 -- Source: Scopus
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  1. Ann G Zauber
    314 Zauber