PRState: Incorporating genetic ancestry in prostate cancer risk scores for men of African ancestry

被引:4
|
作者
Pagadala, Meghana S. [1 ,2 ,3 ]
Linscott, Joshua A. [4 ]
Talwar, James V. [5 ]
Seibert, Tyler M. [6 ,7 ,8 ,9 ]
Rose, Brent [6 ,7 ,10 ]
Lynch, Julie [11 ,12 ]
Panizzon, Matthew [7 ,13 ]
Hauger, Richard [7 ,13 ,14 ]
Hansen, Moritz H. [4 ]
Sammon, Jesse D. [4 ]
Hayn, Matthew H. [4 ]
Kader, Karim [10 ]
Carter, Hannah [1 ]
Ryan, Stephen T. [4 ]
机构
[1] Univ Calif San Diego, Dept Med, Div Med Genet, 9500 Gilman Dr, La Jolla, CA 92093 USA
[2] Univ Calif San Diego, Med Scientist Training Program, La Jolla, CA USA
[3] Univ Calif San Diego, Biomed Sci Program, La Jolla, CA USA
[4] Maine Med Ctr, Div Urol, Portland, ME USA
[5] Univ Calif San Diego, Bioinformat & Syst Biol Program, La Jolla, CA USA
[6] Univ Calif San Diego, Dept Radiat Med & Appl Sci, La Jolla, CA USA
[7] VA San Diego Healthcare Syst, La Jolla, CA USA
[8] Univ Calif San Diego, Dept Radiol, La Jolla, CA USA
[9] Univ Calif San Diego, Dept Bioengn, La Jolla, CA USA
[10] Univ Calif San Diego, Dept Urol, La Jolla, CA USA
[11] VA Salt Lake City Healthcare Syst, Salt Lake City, UT USA
[12] Univ Utah, Sch Med, Salt Lake City, UT USA
[13] Univ Calif San Diego, Ctr Behav Genet Aging, La Jolla, CA USA
[14] San Diego Healthcare Syst, Ctr Excellence Stress & Mental Hlth CESAMH, San Diego, CA USA
基金
美国国家卫生研究院;
关键词
Prostate Cancer; Prostate Cancer Risk; Single nucleotide polymorphism (SNP); Ancestry; African; Polygenic Risk Score (PRS); ASSOCIATION; HERITABILITY; DISEASE; TWINS; BASE;
D O I
10.1186/s12885-022-10258-3
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
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 genomewide 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 poly genic 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.
引用
收藏
页数:11
相关论文
共 50 条
  • [21] Copy Number Profiles of Prostate Cancer in Men of Middle Eastern Ancestry
    Albawardi, Alia
    Livingstone, Julie
    Almarzooqi, Saeeda
    Palanisamy, Nallasivam
    Houlahan, Kathleen E.
    Awwad, Aktham Adnan Ahmad
    Abdelsalam, Ramy A.
    Boutros, Paul C.
    Bismar, Tarek A.
    CANCERS, 2021, 13 (10)
  • [22] Correlates of Trabecular and Cortical Volumetric BMD in Men of African Ancestry
    Sheu, Yahtyng
    Cauley, Jane A.
    Bunker, Clareann H.
    Wheeler, Victor W.
    Patrick, Alan L.
    Gordon, Christopher L.
    Kammerer, Candace M.
    Zmuda, Joseph M.
    JOURNAL OF BONE AND MINERAL RESEARCH, 2009, 24 (12) : 1960 - 1968
  • [23] Benchmarking multi-ancestry prostate cancer polygenic risk scores in a real-world cohort
    Shah, Yajas
    Kulm, Scott
    Nauseef, Jones T.
    Chen, Zhengming
    Elemento, Olivier
    Kensler, Kevin H.
    Sharaf, Ravi N.
    PLOS COMPUTATIONAL BIOLOGY, 2024, 20 (04)
  • [24] Effects of cholesterol, C-reactive protein, and interleukin-6 on prostate cancer risk in a population of African ancestry
    Tulloch-Reid, Marshall K.
    McFarlane-Anderson, Norma
    Bennett, Franklyn I.
    Aiken, William D.
    Jackson, Maria D.
    CANCER CAUSES & CONTROL, 2017, 28 (11) : 1313 - 1321
  • [25] A Germline Variant at 8q24 Contributes to Familial Clustering of Prostate Cancer in Men of African Ancestry
    Darst, Burcu F.
    Wan, Peggy
    Sheng, Xin
    Bensen, Jeannette T.
    Ingles, Sue A.
    Rybicki, Benjamin A.
    Nemesure, Barbara
    John, Esther M.
    Fowke, Jay H.
    Stevens, Victoria L.
    Berndt, Sonja, I
    Huff, Chad D.
    Strom, Sara S.
    Park, Jong Y.
    Zheng, Wei
    Ostrander, Elaine A.
    Walsh, Patrick C.
    Srivastava, Shiv
    Carpten, John
    Sellers, Thomas A.
    Yamoah, Kosj
    Murphy, Adam B.
    Sanderson, Maureen
    Crawford, Dana C.
    Gapstur, Susan M.
    Bush, William S.
    Aldrich, Melinda C.
    Cussenot, Olivier
    Yeager, Meredith
    Petrovics, Gyorgy
    Cullen, Jennifer
    Neslund-Dudas, Christine
    Kittles, Rick A.
    Xu, Jianfeng
    Stern, Mariana C.
    Kote-Jarai, Zsofia
    Govindasami, Koveela
    Chokkalingam, Anand P.
    Multigner, Luc
    Parent, Marie-Elise
    Menegaux, Florence
    Cancel-Tassin, Geraldine
    Kibel, Adam S.
    Klein, Eric A.
    Goodman, Phyllis J.
    Drake, Bettina F.
    Hu, Jennifer J.
    Clark, Peter E.
    Blanchet, Pascal
    Casey, Graham
    EUROPEAN UROLOGY, 2020, 78 (03) : 316 - 320
  • [26] Association of Genetic Ancestry With DNA Methylation Changes in Prostate Cancer Disparity
    Apprey, Victor
    Wang, Songping
    Tang, Wei
    Kittles, Rick A.
    Southerland, William M.
    Ittmann, Michael
    Kwabi-Addo, Bernard
    ANTICANCER RESEARCH, 2019, 39 (11) : 5861 - 5866
  • [27] The Role of Genetic Ancestry as a Risk Factor for Primary Open-angle Glaucoma in African Americans
    Cole, Brian S.
    Gudiseva, Harini V.
    Pistilli, Maxwell
    Salowe, Rebecca
    McHugh, Caitlin P.
    Zody, Michael C.
    Chavali, Venkata R. M.
    Ying, Gui Shuang
    Moore, Jason H.
    O'Brien, Joan M.
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2021, 62 (02)
  • [28] Integrative comparison of the genomic and transcriptomic landscape between prostate cancer patients of predominantly African or European genetic ancestry
    Yuan, Jiao
    Kensler, Kevin H.
    Hu, Zhongyi
    Zhang, Youyou
    Zhang, Tianli
    Jiang, Junjie
    Xu, Mu
    Pan, Yutian
    Long, Meixiao
    Montone, Kathleen T.
    Tanyi, Janos L.
    Fan, Yi
    Zhang, Rugang
    Hu, Xiaowen
    Rebbeck, Timothy R.
    Zhang, Lin
    PLOS GENETICS, 2020, 16 (02):
  • [29] African Ancestry is a Risk Factor for Asthma and High Total IgE Levels in African Admixed Populations
    Vergara, Candelaria
    Murray, Tanda
    Rafaels, Nicholas
    Lewis, Rachel
    Campbell, Monica
    Foster, Cassandra
    Gao, Li
    Faruque, Mezbah
    Oliveira, Ricardo Riccio
    Carvalho, Edgar
    Araujo, Maria Ilma
    Cruz, Alvaro A.
    Watson, Harold
    Mercado, Dilia
    Knight-Madden, Jennifer
    Ruczinski, Ingo
    Dunston, Georgia
    Ford, Jean
    Caraballo, Luis
    Beaty, Terri H.
    Mathias, Rasika A.
    Barnes, Kathleen C.
    GENETIC EPIDEMIOLOGY, 2013, 37 (04) : 393 - 401
  • [30] European Ancestry as a Risk Factor for Atrial Fibrillation in African Americans
    Marcus, Gregory M.
    Alonso, Alvaro
    Peralta, Carmen A.
    Lettre, Guillaume
    Vittinghoff, Eric
    Lubitz, Steven A.
    Fox, Ervin R.
    Levitzky, Yamini S.
    Mehra, Reena
    Kerr, Kathleen F.
    Deo, Rajat
    Sotoodehnia, Nona
    Akylbekova, Meggie
    Ellinor, Patrick T.
    Paltoo, Dina N.
    Soliman, Elsayed Z.
    Benjamin, Emelia J.
    Heckbert, Susan R.
    CIRCULATION, 2010, 122 (20) : 2009 - 2015