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PRState: Incorporating genetic ancestry in prostate cancer risk scores for men of African ancestry
BACKGROUND: Prostate cancer (PrCa) is one of the most genetically driven solid cancers with heritability estimates as high as 57%. Men of African ancestry are at an increased risk of PrCa; however, current polygenic risk score (PRS) models are based on European ancestry groups and may not be broadly...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9733391/ https://www.ncbi.nlm.nih.gov/pubmed/36494783 http://dx.doi.org/10.1186/s12885-022-10258-3 |
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author | Pagadala, Meghana S. Linscott, Joshua A. Talwar, James V. Seibert, Tyler M. Rose, Brent Lynch, Julie Panizzon, Matthew Hauger, Richard Hansen, Moritz H. Sammon, Jesse D. Hayn, Matthew H. Kader, Karim Carter, Hannah Ryan, Stephen T. |
author_facet | Pagadala, Meghana S. Linscott, Joshua A. Talwar, James V. Seibert, Tyler M. Rose, Brent Lynch, Julie Panizzon, Matthew Hauger, Richard Hansen, Moritz H. Sammon, Jesse D. Hayn, Matthew H. Kader, Karim Carter, Hannah Ryan, Stephen T. |
author_sort | Pagadala, Meghana S. |
collection | PubMed |
description | BACKGROUND: Prostate cancer (PrCa) is one of the most genetically driven solid cancers with heritability estimates as high as 57%. Men of African ancestry are at an increased risk of PrCa; however, current polygenic risk score (PRS) models are based on European ancestry groups and may not be broadly applicable. The objective of this study was to construct an African ancestry-specific PrCa PRS (PRState) and evaluate its performance. METHODS: African ancestry group of 4,533 individuals in ELLIPSE consortium was used for discovery of African ancestry-specific PrCa SNPs. PRState was constructed as weighted sum of genotypes and effect sizes from genome-wide association study (GWAS) of PrCa in African ancestry group. Performance was evaluated using ROC-AUC analysis. RESULTS: We identified African ancestry-specific PrCa risk loci on chromosomes 3, 8, and 11 and constructed a polygenic risk score (PRS) from 10 African ancestry-specific PrCa risk SNPs, achieving an AUC of 0.61 [0.60–0.63] and 0.65 [0.64–0.67], when combined with age and family history. Performance dropped significantly when using ancestry-mismatched PRS models but remained comparable when using trans-ancestry models. Importantly, we validated the PRState score in the Million Veteran Program (MVP), demonstrating improved prediction of PrCa and metastatic PrCa in individuals of African ancestry. CONCLUSIONS: African ancestry-specific PRState improves PrCa prediction in African ancestry groups in ELLIPSE consortium and MVP. This study underscores the need for inclusion of individuals of African ancestry in gene variant discovery to optimize PRSs and identifies African ancestry-specific variants for use in future studies. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12885-022-10258-3. |
format | Online Article Text |
id | pubmed-9733391 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-97333912022-12-10 PRState: Incorporating genetic ancestry in prostate cancer risk scores for men of African ancestry Pagadala, Meghana S. Linscott, Joshua A. Talwar, James V. Seibert, Tyler M. Rose, Brent Lynch, Julie Panizzon, Matthew Hauger, Richard Hansen, Moritz H. Sammon, Jesse D. Hayn, Matthew H. Kader, Karim Carter, Hannah Ryan, Stephen T. BMC Cancer Research Article BACKGROUND: Prostate cancer (PrCa) is one of the most genetically driven solid cancers with heritability estimates as high as 57%. Men of African ancestry are at an increased risk of PrCa; however, current polygenic risk score (PRS) models are based on European ancestry groups and may not be broadly applicable. The objective of this study was to construct an African ancestry-specific PrCa PRS (PRState) and evaluate its performance. METHODS: African ancestry group of 4,533 individuals in ELLIPSE consortium was used for discovery of African ancestry-specific PrCa SNPs. PRState was constructed as weighted sum of genotypes and effect sizes from genome-wide association study (GWAS) of PrCa in African ancestry group. Performance was evaluated using ROC-AUC analysis. RESULTS: We identified African ancestry-specific PrCa risk loci on chromosomes 3, 8, and 11 and constructed a polygenic risk score (PRS) from 10 African ancestry-specific PrCa risk SNPs, achieving an AUC of 0.61 [0.60–0.63] and 0.65 [0.64–0.67], when combined with age and family history. Performance dropped significantly when using ancestry-mismatched PRS models but remained comparable when using trans-ancestry models. Importantly, we validated the PRState score in the Million Veteran Program (MVP), demonstrating improved prediction of PrCa and metastatic PrCa in individuals of African ancestry. CONCLUSIONS: African ancestry-specific PRState improves PrCa prediction in African ancestry groups in ELLIPSE consortium and MVP. This study underscores the need for inclusion of individuals of African ancestry in gene variant discovery to optimize PRSs and identifies African ancestry-specific variants for use in future studies. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12885-022-10258-3. BioMed Central 2022-12-09 /pmc/articles/PMC9733391/ /pubmed/36494783 http://dx.doi.org/10.1186/s12885-022-10258-3 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Article Pagadala, Meghana S. Linscott, Joshua A. Talwar, James V. Seibert, Tyler M. Rose, Brent Lynch, Julie Panizzon, Matthew Hauger, Richard Hansen, Moritz H. Sammon, Jesse D. Hayn, Matthew H. Kader, Karim Carter, Hannah Ryan, Stephen T. PRState: Incorporating genetic ancestry in prostate cancer risk scores for men of African ancestry |
title | PRState: Incorporating genetic ancestry in prostate cancer risk scores for men of African ancestry |
title_full | PRState: Incorporating genetic ancestry in prostate cancer risk scores for men of African ancestry |
title_fullStr | PRState: Incorporating genetic ancestry in prostate cancer risk scores for men of African ancestry |
title_full_unstemmed | PRState: Incorporating genetic ancestry in prostate cancer risk scores for men of African ancestry |
title_short | PRState: Incorporating genetic ancestry in prostate cancer risk scores for men of African ancestry |
title_sort | prstate: incorporating genetic ancestry in prostate cancer risk scores for men of african ancestry |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9733391/ https://www.ncbi.nlm.nih.gov/pubmed/36494783 http://dx.doi.org/10.1186/s12885-022-10258-3 |
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