Assessing the risk stratification of breast cancer polygenic risk scores in two Brazilian samples
Barreiro, R. A.; Almeida, T. F.; Gomes, C. S.; Monfardini, F.; Farias, A. A.; Tunes, G. C.; Souza, G. M.; Duim, E.; Correia, J. S.; Coelho, A. V.; Caraciolo, M. P.; Duarte, Y. A.; Zatz, M.; Amaro, E.; Oliveira, J. B.; Bitarello, B. D.; Brentani, H.; Naslavsky, M. S.
Show abstract
Polygenic risk scores (PRS) for breast cancer (BC) have a clear clinical utility in risk prediction. PRS transferability across populations and ancestry groups is hampered by population-specific factors, ultimately leading to differences in variant effects, such as linkage disequilibrium (LD) and differences in variant frequency (AF-diff). Thus, locally-sourced population-based phenotypic and genomic datasets are essential to assess the validity of PRS derived from signals detected across populations. Here, assess the transferability of a BC PRS composed of 313 risk variants (313-PRS) in two Brazilian tri-hybrid admixed ancestries (European, African and Native American) whole-genome sequenced cohorts. We computed 313-PRS in both cohorts (n=753 and n=853) versus the UK Biobank (UKBB, n=264,307) as reference. We show that although the Brazilian cohorts have a high European (EA) component, with AF-diff and to a lesser extent LD patterns like those found in EA populations, the 313-PRS distribution is inflated when compared to that of the UKBB, leading to potential overestimation of PRS-based risk if EA is taken as a standard. Interestingly, we find that case-controls lead to equivalent predictive power when compared to UKBB-EA samples with AUROC values of 0.66-0.62 compared to 0.63 for UKBB.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Clinical case study meets population cohort: Identification of a BRCA1 pathogenic founder variant in Orcadians 95%
- An expanded analysis framework for multivariate GWAS connects inflammatory biomarkers to functional variants and disease 94%
- Limitations in next-generation sequencing-based genotyping of breast cancer polygenic risk score loci 94%
Similar papers in this journal
- Evaluating Genomic Polygenic Risk Scores for Childhood Acute Lymphoblastic Leukemia in Latinos 94%
- Inclusion of Variants Discovered from Diverse Populations Improves Polygenic Risk Score Transferability 94%
- A year of COVID-19 GWAS results from the GRASP portal reveals potential SARS-CoV-2 modifiers 94%
Similar papers in this journal
- Heritable genetic variants in key cancer genes link cancer risk with anthropometric traits 95%
- A Comprehensive Epithelial Tubo-Ovarian Cancer Risk Prediction Model Incorporating Genetic and Epidemiological Risk Factors 94%
- Estimating cancer risk in carriers of Lynch syndrome variants in UK Biobank 92%
Similar papers in this journal
- Segregation analysis of 17,425 population-based breast cancer families: evidence for genetic susceptibility and risk prediction 95%
- Widespread recessive effects on common diseases in a cohort of 44,000 British Pakistanis and Bangladeshis with high autozygosity 95%
- The contribution of coding variants to the heritability of multiple cancer types using UK Biobank whole-exome sequencing data 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.