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External Validation of Risk Prediction Models Incorporating Common Genetic Variants for Incident Colorectal Cancer Using UK Biobank
- Source :
- Cancer Prev Res (Phila)
- Publication Year :
- 2020
- Publisher :
- American Association for Cancer Research (AACR), 2020.
-
Abstract
- The aim of this study was to compare and externally validate risk scores developed to predict incident colorectal cancer that include common genetic variants (SNPs), with or without established lifestyle/environmental (questionnaire-based/classical/phenotypic) risk factors. We externally validated 23 risk models from a previous systematic review in 443,888 participants ages 37 to 73 from the UK Biobank cohort who had 6-year prospective follow-up, no prior history of colorectal cancer, and data for incidence of colorectal cancer through linkage to national cancer registries. There were 2,679 (0.6%) cases of incident colorectal cancer. We assessed model discrimination using the area under the operating characteristic curve (AUC) and relative risk calibration. The AUC of models including only SNPs increased with the number of included SNPs and was similar in men and women: the model by Huyghe with 120 SNPs had the highest AUC of 0.62 [95% confidence interval (CI), 0.59–0.64] in women and 0.64 (95% CI, 0.61–0.66) in men. Adding phenotypic risk factors without age improved discrimination in men but not in women. Adding phenotypic risk factors and age increased discrimination in all cases (P < 0.05), with the best performing models including SNPs, phenotypic risk factors, and age having AUCs between 0.64 and 0.67 in women and 0.67 and 0.71 in men. Relative risk calibration varied substantially across the models. Among middle-aged people in the UK, existing polygenic risk scores discriminate moderately well between those who do and do not develop colorectal cancer over 6 years. Consideration should be given to exploring the feasibility of incorporating genetic and lifestyle/environmental information in any future stratified colorectal cancer screening program.
- Subjects :
- 0301 basic medicine
Oncology
Adult
Male
Risk
Cancer Research
medicine.medical_specialty
Colorectal cancer
Single-nucleotide polymorphism
Polymorphism, Single Nucleotide
Article
03 medical and health sciences
0302 clinical medicine
Sex Factors
Internal medicine
Ethnicity
Medicine
Humans
Registries
Aged
Biological Specimen Banks
Models, Genetic
business.industry
Incidence (epidemiology)
Incidence
Age Factors
Cancer
Middle Aged
medicine.disease
Biobank
Confidence interval
United Kingdom
030104 developmental biology
030220 oncology & carcinogenesis
Relative risk
Area Under Curve
Cohort
Female
business
Colorectal Neoplasms
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Cancer Prev Res (Phila)
- Accession number :
- edsair.doi.dedup.....cee305ec206db302bf6f9bf07cdcc230
- Full Text :
- https://doi.org/10.17863/cam.49283