TY - JOUR
T1 - Validation of Models Used to Inform Colorectal Cancer Screening Guidelines
AU - Rutter, Carolyn M.
AU - Knudsen, Amy B.
AU - Marsh, Tracey L.
AU - Doria-Rose, V. Paul
AU - Johnson, Eric
AU - Pabiniak, Chester
AU - Kuntz, Karen M.
AU - Van Ballegooijen, Marjolein
AU - Zauber, Ann G.
AU - Lansdorp-Vogelaar, Iris
N1 - Publisher Copyright:
© The Author(s) 2016.
PY - 2015/7
Y1 - 2015/7
N2 - 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.
AB - 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.
KW - colorectal cancer
KW - discrete event simulation
KW - gastroenterology
KW - preventive medicine
KW - simulation methods
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U2 - 10.1177/0272989X15622642
DO - 10.1177/0272989X15622642
M3 - Article
C2 - 26746432
AN - SCOPUS:84971356846
SN - 0272-989X
VL - 36
SP - 604
EP - 614
JO - Medical Decision Making
JF - Medical Decision Making
IS - 5
ER -