An Evidence-Based Microsimulation Model for Colorectal Cancer: Validation and Application

Background: The Colorectal Cancer Simulated Population model for Incidence and Natural history (CRC-SPIN) is a new microsimulation model for the natural history of colorectal cancer that can be used for comparative effectiveness studies of colorectal cancer screening modalities. Methods: CRC-SPIN simulates individual event histories associated with colorectal cancer, based on the adenoma-carcinoma sequence: adenoma initiation and growth, development of preclinical invasive colorectal cancer, development of clinically detectable colorectal cancer, death from colorectal cancer, and death from other causes. We present the CRC-SPIN structure and parameters, data used for model calibration, and model validation. We also provide basic model outputs to further describe CRC-SPIN, including annual transition probabilities between various disease states and dwell times. We conclude with a simple application that predicts the impact of a one-time colonoscopy at age 50 on the incidence of colorectal cancer assuming three different operating characteristics for colonoscopy. Results: CRC-SPIN provides good prediction of both the calibration and the validation data. Using CRC-SPIN, we predict that a one-time colonoscopy greatly reduces colorectal cancer incidence over the subsequent 35 years. Conclusions: CRC-SPIN is a valuable new tool for combining expert opinion with observational and experimental results to predict the comparative effectiveness of alternative colorectal cancer screening modalities. Impact: Microsimulation models such as CRC-SPIN can serve as a bridge between screening and treatment studies and health policy decisions by predicting the comparative effectiveness of different interventions. As such, it is critical to publish model descriptions that provide insight into underlying assumptions along with validation studies showing model performance. Cancer Epidemiol Biomarkers Prev; 19(8); 1992–2002. ©2010 AACR.

[1]  Xiao-Cheng Wu,et al.  Annual Report to the Nation on the Status of Cancer, 1975–2005, Featuring Trends in Lung Cancer, Tobacco Use, and Tobacco Control , 2008, Journal of the National Cancer Institute.

[2]  F. Carey,et al.  The colorectal adenoma–carcinoma sequence , 2002, The British journal of surgery.

[3]  G. Cooper,et al.  Geographic Variation among Medicare Beneficiaries in the Use of Colorectal Carcinoma Screening Procedures , 2004, American Journal of Gastroenterology.

[4]  A. Zauber,et al.  The advanced adenoma as the primary target of screening. , 2002, Gastrointestinal endoscopy clinics of North America.

[5]  D. Lieberman,et al.  Use of colonoscopy to screen asymptomatic adults for colorectal cancer. Veterans Affairs Cooperative Study Group 380. , 2000, The New England journal of medicine.

[6]  D. Ransohoff,et al.  Five-Year risk of colorectal neoplasia after negative screening colonoscopy , 2008, Acta Endoscopica.

[7]  Trends in screening for colorectal cancer--United States, 1997 and 1999. , 2001, MMWR. Morbidity and mortality weekly report.

[8]  J. Saurin,et al.  [Computed tomographic virtual colonoscopy to screen for colorectal neoplasia in asymptomatic adults]. , 2004, Gastroenterologie clinique et biologique.

[9]  D. Rex,et al.  Colonoscopic miss rates of adenomas determined by back-to-back colonoscopies. , 1997, Gastroenterology.

[10]  George E. P. Box,et al.  Empirical Model‐Building and Response Surfaces , 1988 .

[11]  D. McGee,et al.  Prospective study of the frequency and size distribution of polyps missed by colonoscopy. , 1990, Journal of the National Cancer Institute.

[12]  E. G. Hahn,et al.  Risk of invasive carcinoma in colorectal adenomas assessed by size and site , 1997, International Journal of Colorectal Disease.

[13]  J. Church Clinical significance of small colorectal polyps , 2004, Diseases of the colon and rectum.

[14]  P. Maisonneuve,et al.  Screening and surveillance for the early detection of colorectal cancer and adenomatous polyps. , 2008, Gastroenterology.

[15]  T. Muto,et al.  The evolution of cancer of the colon and rectum , 1975, Cancer.

[16]  Angelo Zullo,et al.  Cost‐effectiveness of colorectal cancer screening with computed tomography colonography , 2007, Cancer.

[17]  Hans Feichtinger,et al.  High-grade dysplasia and invasive carcinoma in colorectal adenomas: a multivariate analysis of the impact of adenoma and patient characteristics , 2002, European journal of gastroenterology & hepatology.

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

[19]  D. Ransohoff,et al.  Risk of advanced proximal neoplasms in asymptomatic adults according to the distal colorectal findings. , 2000, The New England journal of medicine.

[20]  Moshe Leshno,et al.  The Prevalence Rate and Anatomic Location of Colorectal Adenoma and Cancer Detected by Colonoscopy in Average-Risk Individuals Aged 40–80 Years , 2006, The American Journal of Gastroenterology.

[21]  J. Berger Statistical Decision Theory and Bayesian Analysis , 1988 .

[22]  L. Rabeneck,et al.  Association of Colonoscopy and Death From Colorectal Cancer , 2009, Annals of Internal Medicine.

[23]  T. Prevost,et al.  Evaluation of a selective screening for colorectal carcinoma , 1999, Cancer.

[24]  Nancy Breen,et al.  Patterns of Colorectal Cancer Screening Uptake among Men and Women in the United States , 2006, Cancer Epidemiology Biomarkers & Prevention.

[25]  J. Leighton,et al.  Endoscopic perforation of the colon: lessons from a 10-year study , 2000, American Journal of Gastroenterology.

[26]  J. Romagnuolo Cost‐effectiveness of colorectal cancer screening with computed tomography colonography , 2008, Cancer.

[27]  P. Bossuyt,et al.  Polyp Miss Rate Determined by Tandem Colonoscopy: A Systematic Review , 2006, The American Journal of Gastroenterology.

[28]  Perry J Pickhardt,et al.  Screening and Surveillance for the Early Detection of Colorectal Cancer and Adenomatous Polyps, 2008: A Joint Guideline from the American Cancer Society, the US Multi‐Society Task Force on Colorectal Cancer, and the American College of Radiology * † , 2008, CA: a cancer journal for clinicians.

[29]  J Chang-Claude,et al.  Does a negative screening colonoscopy ever need to be repeated? , 2005, Gut.

[30]  Uwe Gille,et al.  Brain growth in mallards, Pekin and Muscovy ducks (Anatidae) , 2000 .

[31]  Aeilko H. Zwinderman,et al.  Polyp measurement based on CT colonography and colonoscopy: variability and systematic differences , 2009, European Radiology.

[32]  P. Pickhardt,et al.  Computed tomographic virtual colonoscopy to screen for colorectal neoplasia in asymptomatic adults. , 2003, The New England journal of medicine.

[33]  R. Sampliner,et al.  Are endoscopic measurements of colonic polyps reliable? , 1993, The American journal of gastroenterology.

[34]  Onchee Yu,et al.  A hierarchical non‐homogenous Poisson model for meta‐analysis of adenoma counts , 2007, Statistics in medicine.

[35]  Iris Lansdorp-Vogelaar,et al.  Cost-Effectiveness of CT Colonography to Screen for Colorectal Cancer , 2009 .

[36]  L. Beckett,et al.  Trends in colorectal cancer testing among Medicare subpopulations. , 2008, American Journal of Preventive Medicine.

[37]  Vishal Ghevariya,et al.  The Rate of Adenocarcinoma in Endoscopically Removed Colorectal Polyps , 2005, The American surgeon.