Validation of Colorectal Cancer Models on Long-term Outcomes from a Randomized Controlled Trial

Microsimulation models are often used to predict long-term outcomes and guide policy decisions regarding cancer screening. The United Kingdom Flexible Sigmoidoscopy Screening (UKFSS) Trial examines a one-time intervention of flexible sigmoidoscopy that was implemented before a colorectal cancer (CRC) screening program was established. Long-term study outcomes, now a full 17 y following randomization, have been published. We use the outcomes from this trial to validate 3 microsimulation models for CRC to long-term study outcomes. We find that 2 of 3 models accurately predict the relative effect of screening (the hazard ratios) on CRC-specific incidence 17 y after screening. We find that all 3 models yield predictions of the relative effect of screening on CRC incidence and mortality (i.e., the hazard ratios) that are reasonably close to the UKFSS results. Two of the 3 models accurately predict the relative reduction in CRC incidence 17 y after screening. One model accurately predicted the absolute incidence and mortality rates in the screened group. The models differ in their estimates related to adenoma detection at screening. Although high-quality screening results help to inform models, trials are expensive, last many years, and can be complicated by ethical issues and technological changes across the duration of the trial. Thus, well-calibrated and validated models are necessary to predict outcomes for which data are not available. The results from this validation demonstrate the utility of models in predicting long-term outcomes and in collaborative modeling to account for uncertainty.

[1]  M. Janssen-Heijnen,et al.  Trends in Overall Survival and Treatment Patterns in Two Large Population-Based Cohorts of Patients with Breast and Colorectal Cancer , 2019, Cancers.

[2]  I. Kralj-Hans,et al.  Long term effects of once-only flexible sigmoidoscopy screening after 17 years of follow-up: the UK Flexible Sigmoidoscopy Screening randomised controlled trial , 2017, The Lancet.

[3]  Karen M Kuntz,et al.  Estimation of Benefits, Burden, and Harms of Colorectal Cancer Screening Strategies: Modeling Study for the US Preventive Services Task Force. , 2016, JAMA.

[4]  Tracey L Marsh,et al.  Validation of Models Used to Inform Colorectal Cancer Screening Guidelines , 2016, Medical decision making : an international journal of the Society for Medical Decision Making.

[5]  J. Skibber,et al.  Time trend analysis of primary tumor resection for stage IV colorectal cancer: less surgery, improved survival. , 2015, JAMA surgery.

[6]  J. Habbema,et al.  Should colorectal cancer screening be considered in elderly persons without previous screening? A cost-effectiveness analysis. , 2014, Annals of internal medicine.

[7]  M. Cooperberg,et al.  Limitations of Basing Screening Policies on Screening Trials: The US Preventive Services Task Force and Prostate Cancer Screening , 2013, Medical care.

[8]  G. Gazelle,et al.  Rescreening of Persons With a Negative Colonoscopy Result: Results From a Microsimulation Model , 2012, Annals of Internal Medicine.

[9]  Amy B. Knudsen,et al.  Cost-effectiveness of computed tomographic colonography screening for colorectal cancer in the medicare population. , 2010, Journal of the National Cancer Institute.

[10]  Amy B. Knudsen,et al.  Stool DNA Testing to Screen for Colorectal Cancer in the Medicare Population , 2010, Annals of Internal Medicine.

[11]  Cancer,et al.  Once-only flexible sigmoidoscopy screening in prevention of colorectal cancer: a multicentre randomised controlled trial , 2010, The Lancet.

[12]  J. Savarino,et al.  Bayesian Calibration of Microsimulation Models , 2009, Journal of the American Statistical Association.

[13]  Amy B. Knudsen,et al.  Evaluating Test Strategies for Colorectal Cancer Screening: A Decision Analysis for the U.S. Preventive Services Task Force , 2008, Annals of Internal Medicine.

[14]  J. Wardle,et al.  Single flexible sigmoidoscopy screening to prevent colorectal cancer: baseline findings of a UK multicentre randomised trial , 2002, The Lancet.

[15]  Jennifer S Lin,et al.  Screening for Colorectal Cancer: Updated Evidence Report and Systematic Review for the US Preventive Services Task Force. , 2016, JAMA.