American Journal of Epidemiology · 2012 · 117 citations · 21 references
MedicineBiostatisticsOncologyCancer ScreeningEpidemiologyRisk AssessmentCancer RiskColorectal CancerHealth Risk AssessmentPredictive Health ModelingRisk PredictionRisk ScoringCancer Risk Prediction ModelsColonoscopy ScreeningColorectal AdenomasColorectal DysplasiaLogistic RegressionPredictionPredictive Model ValidationVillous Adenoma
No prediction rule is currently available for advanced colorectal neoplasms, defined as invasive cancer, an adenoma of 10 mm or more, a villous adenoma, or an adenoma with high-grade dysplasia, in average-risk Chinese. In this study between 2006 and 2008, a total of 7,541 average-risk Chinese persons aged 40 years or older who had complete colonoscopy were included. The derivation and validation cohorts consisted of 5,229 and 2,312 persons, respectively. A prediction rule was developed from a logistic regression model and then internally and externally validated. The prediction rule comprised 8 variables (age, sex, smoking, diabetes mellitus, green vegetables, pickled food, fried food, and white meat), with scores ranging from 0 to 14. Among the participants with low-risk (≤3) or high-risk (>3) scores in the validation cohort, the risks of advanced neoplasms were 2.6% and 10.0% (P < 0.001), respectively. If colonoscopy was used only for persons with high risk, 80.3% of persons with advanced neoplasms would be detected while the number of colonoscopies would be reduced by 49.2%. The prediction rule had good discrimination (area under the receiver operating characteristic curve = 0.74, 95% confidence interval: 0.70, 0.78) and calibration (P = 0.77) and, thus, provides accurate risk stratification for advanced neoplasms in average-risk Chinese.
21
Choice Reviews Online · 1990 · 35.7K citations
Prevention of Colorectal Cancer by Colonoscopic Polypectomy
Sidney J. Winawer, Ann G. Zauber, May Nah Ho et al. · New England Journal of Medicine · 1993 · 4.6K citations · Full text
Internal validation of predictive models
Ewout W. Steyerberg, Frank E. Harrell, Gerard Borsboom et al. · Journal of Clinical Epidemiology · 2001 · 2.6K citations