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Polygenic score distribution differences across European ancestry populations: implications for breast cancer risk prediction

implications for breast cancer risk prediction
Authors: Yiangou, K.; Mavaddat, N.; Dennis, J.; Zanti, M.; Wang, Q.; Bolla, M.K.; Abubakar, M.; +123 Authors

Polygenic score distribution differences across European ancestry populations: implications for breast cancer risk prediction

Abstract

BACKGROUND: The 313-variant polygenic risk score (PRS313) provides a promising tool for clinical breast cancer risk prediction. However, evaluation of the PRS313 across different European populations which could influence risk estimation has not been performed. METHODS: We explored the distribution of PRS313 across European populations using genotype data from 94,072 females without breast cancer diagnosis, of European-ancestry from 21 countries participating in the Breast Cancer Association Consortium (BCAC) and 223,316 females without breast cancer diagnosis from the UK Biobank. The mean PRS was calculated by country in the BCAC dataset and by country of birth in the UK Biobank. We explored different approaches to reduce the observed heterogeneity in the mean PRS across the countries, and investigated the implications of the distribution variability in risk prediction. RESULTS: The mean PRS313 differed markedly across European countries, being highest in individuals from Greece and Italy and lowest in individuals from Ireland. Using the overall European PRS313 distribution to define risk categories, leads to overestimation and underestimation of risk in some individuals from these countries. Adjustment for principal components explained most of the observed heterogeneity in the mean PRS. The mean estimates derived when using an empirical Bayes approach were similar to the predicted means after principal component adjustment. CONCLUSIONS: Our results demonstrate that PRS distribution differs even within European ancestry populations leading to underestimation or overestimation of risk in specific European countries, which could potentially influence clinical management of some individuals if is not appropriately accounted for. Population-specific PRS distributions may be used in breast cancer risk estimation to ensure predicted risks are correctly calibrated across risk categories.

Keywords

Multifactorial Inheritance, Genotype, LOCI, ABCTB Investigators, 610, Breast Neoplasms, Breast Neoplasms/genetics, Risk Assessment, Polymorphism, Single Nucleotide, White People, NBCS Collaborators, Europe/epidemiology, Breast cancer, SDG 3 - Good Health and Well-being, Risk Factors, 3211 Oncology and carcinogenesis, Humans, 1112 Oncology and Carcinogenesis, Genetic Predisposition to Disease, Oncology & Carcinogenesis, Polymorphism, Risk Assessment/methods, Risk calibration, RC254-282, Science & Technology, Research, Neoplasms. Tumors. Oncology. Including cancer and carcinogens, Single Nucleotide, Middle Aged, Risk prediction, Europe, ASSOCIATION ANALYSIS, Polygenic risk scores, Oncology, kConFab Investigators, Genetic Predisposition to Disease [MeSH] ; Female [MeSH] ; Polymorphism, Single Nucleotide [MeSH] ; Humans [MeSH] ; Polygenic risk scores ; Breast Neoplasms/genetics [MeSH] ; Breast cancer ; Risk calibration ; Middle Aged [MeSH] ; Risk Factors [MeSH] ; Multifactorial Inheritance [MeSH] ; Risk prediction ; Breast Neoplasms/epidemiology [MeSH] ; Genome-Wide Association Study [MeSH] ; Europe/epidemiology [MeSH] ; Research ; White People/genetics [MeSH] ; Genotype [MeSH] ; Risk Assessment/methods [MeSH], Female, Life Sciences & Biomedicine, White People/genetics, Genome-Wide Association Study

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
7
Top 10%
Average
Top 10%
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gold
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