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Endometrial cancer risk prediction including serum-based biomarkers: Results from the EPIC cohort
- Source :
- International Journal of Cancer, 140(6), 1317. Wiley-Liss Inc., Fortner, R T, Hüsing, A, Kühn, T, Konar, M, Overvad, K, Tjønneland, A, Hansen, L, Boutron-Ruault, M-C, Severi, G, Fournier, A, Boeing, H, Trichopoulou, A, Benetou, V, Orfanos, P, Masala, G, Agnoli, C, Mattiello, A, Tumino, R, Sacerdote, C, Bueno-de-Mesquita, H B A, Peeters, P H M, Weiderpass, E, Gram, I T, Gavrilyuk, O, Quirós, J R, Huerta, J M, Ardanaz, E, Larrañaga, N, Lujan-Barroso, L, Sánchez-Cantalejo, E, Butt, S T, Borgquist, S, Idahl, A, Lundin, E, Khaw, K-T, Allen, N E, Rinaldi, S, Dossus, L, Gunter, M, Merritt, M A, Tzoulaki, I, Riboli, E & Kaaks, R 2017, ' Endometrial cancer risk prediction including serum-based biomarkers : Results from the EPIC cohort ', International Journal of Cancer, vol. 140, no. 6, pp. 1317-1323 . https://doi.org/10.1002/ijc.30560
- Publication Year :
- 2016
- Publisher :
- Wiley, 2016.
-
Abstract
- Endometrial cancer risk prediction models including lifestyle, anthropometric and reproductive factors have limited discrimina-tion. Adding biomarker data to these models may improve predictive capacity; to our knowledge, this has not been investigat-ed for endometrial cancer. Using a nested case-control study within the European Prospective Investigation into Cancer and Nutrition (EPIC) cohort, we investigated the improvement in discrimination gained by adding serum biomarker concentrations to risk estimates derived from an existing risk prediction model based on epidemiologic factors. Serum concentrations of sex steroid hormones, metabolic markers, growth factors, adipokines and cytokines were evaluated in a step-wise backward selec-tion process; biomarkers were retained at p < 0.157 indicating improvement in the Akaike information criterion (AIC). Improvement in discrimination was assessed using the C-statistic for all biomarkers alone, and change in C-statistic from addition of biomarkers to preexisting absolute risk estimates. We used internal validation with bootstrapping (1000-fold) to adjust for over-fitting. Adiponectin, estrone, interleukin-1 receptor antagonist, tumor necrosis factor-alpha and triglycerides were select-ed into the model. After accounting for over-fitting, discrimination was improved by 2.0 percentage points when all evaluated biomarkers were included and 1.7 percentage points in the model including the selected biomarkers. Models including eti-ologic markers on independent pathways and genetic markers may further improve discrimination.
- Subjects :
- Adult
Blood Glucose
Risk
Cancer Research
EUROPE
prospective cohort
Comorbidity
Risk Assessment
lipids
risk prediction
MARKERS
metabolic markers
Surveys and Questionnaires
growth factors
Journal Article
Biomarkers, Tumor
Humans
sex steroids
Single-Blind Method
Oncology & Carcinogenesis
adipokines
Aged
Metabolic Syndrome
Medicine(all)
Inflammation
Science & Technology
Incidence
Metabolic Syndrome X
Blood Proteins
Middle Aged
inflammatory markers
cytokines
Hormones
Endometrial Neoplasms
Europe
Multicenter Study
Oncology
POSTMENOPAUSAL WOMEN
Case-Control Studies
endometrial cancer
NUTRITION
Female
Life Sciences & Biomedicine
1112 Oncology And Carcinogenesis
Follow-Up Studies
Subjects
Details
- ISSN :
- 00207136
- Database :
- OpenAIRE
- Journal :
- International Journal of Cancer, 140(6), 1317. Wiley-Liss Inc., Fortner, R T, Hüsing, A, Kühn, T, Konar, M, Overvad, K, Tjønneland, A, Hansen, L, Boutron-Ruault, M-C, Severi, G, Fournier, A, Boeing, H, Trichopoulou, A, Benetou, V, Orfanos, P, Masala, G, Agnoli, C, Mattiello, A, Tumino, R, Sacerdote, C, Bueno-de-Mesquita, H B A, Peeters, P H M, Weiderpass, E, Gram, I T, Gavrilyuk, O, Quirós, J R, Huerta, J M, Ardanaz, E, Larrañaga, N, Lujan-Barroso, L, Sánchez-Cantalejo, E, Butt, S T, Borgquist, S, Idahl, A, Lundin, E, Khaw, K-T, Allen, N E, Rinaldi, S, Dossus, L, Gunter, M, Merritt, M A, Tzoulaki, I, Riboli, E & Kaaks, R 2017, ' Endometrial cancer risk prediction including serum-based biomarkers : Results from the EPIC cohort ', International Journal of Cancer, vol. 140, no. 6, pp. 1317-1323 . https://doi.org/10.1002/ijc.30560
- Accession number :
- edsair.pmid.dedup....82db4aa7ce2d61248af530f1035ccc2d
- Full Text :
- https://doi.org/10.1002/ijc.30560