Large-scale transcriptome-wide association study identifies new prostate cancer risk regions

被引:105
作者
Mancuso, Nicholas [1 ]
Gayther, Simon [2 ]
Gusev, Alexander [3 ]
Zheng, Wei [4 ]
Penney, Kathryn L. [5 ,6 ]
Kote-Jarai, Zsofia [7 ,8 ]
Eeles, Rosalind [7 ,8 ]
Freedman, Matthew [9 ,10 ]
Haiman, Christopher [11 ]
Pasaniuc, Bogdan [1 ,12 ,13 ]
机构
[1] Univ Calif Los Angeles, David Geffen Sch Med, Dept Pathol & Lab Med, Los Angeles, CA 90095 USA
[2] Cedars Sinai Med Ctr, Ctr Bioinformat & Funct Genom, Los Angeles, CA 90048 USA
[3] Dana Farber Canc Inst, Boston, MA 02215 USA
[4] Vanderbilt Univ, Sch Med, Vanderbilt Ingram Canc Ctr, Vanderbilt Epidemiol Ctr,Dept Med,Div Epidemiol, Nashville, TN 37232 USA
[5] Harvard TH Chan Sch Publ Hlth, Dept Epidemiol, Boston, MA 02115 USA
[6] Harvard Med Sch, Brigham & Womens Hosp, Dept Med, Channing Div Network Med, Boston, MA 02115 USA
[7] Inst Canc Res, Div Genet & Epidemiol, London SW7 3RP, England
[8] Royal Marsden NHS Fdn Trust, London SW3 6JJ, England
[9] Dana Farber Canc Inst, Dept Med Oncol, Boston, MA 02215 USA
[10] Harvard Med Sch, Boston, MA 02215 USA
[11] Univ Southern Calif, Keck Sch Med, Norris Comprehens Canc Ctr, Dept Prevent Med, Los Angeles, CA 90015 USA
[12] Univ Calif Los Angeles, David Geffen Sch Med, Dept Human Genet, Los Angeles, CA 90095 USA
[13] Univ Calif Los Angeles, Bioinformat Interdept Program, Los Angeles, CA 90095 USA
基金
美国国家卫生研究院; 瑞典研究理事会; 加拿大健康研究院; 英国医学研究理事会;
关键词
GENE-EXPRESSION; SUSCEPTIBILITY LOCI; CARDIOVASCULAR RISK; CAUSAL GENES; HERITABILITY; MULTIPLE; VARIANTS; COMMON; GWAS;
D O I
10.1038/s41467-018-06302-1
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Although genome-wide association studies (GWAS) for prostate cancer (PrCa) have identified more than 100 risk regions, most of the risk genes at these regions remain largely unknown. Here we integrate the largest PrCa GWAS (N = 142,392) with gene expression measured in 45 tissues (N = 4458), including normal and tumor prostate, to perform a multi-tissue transcriptome-wide association study (TWAS) for PrCa. We identify 217 genes at 84 independent 1 Mb regions associated with PrCa risk, 9 of which are regions with no genome-wide significant SNP within 2 Mb. 23 genes are significant in TWAS only for alternative splicing models in prostate tumor thus supporting the hypothesis of splicing driving risk for continued oncogenesis. Finally, we use a Bayesian probabilistic approach to estimate credible sets of genes containing the causal gene at a pre-defined level; this reduced the list of 217 associations to 109 genes in the 90% credible set. Overall, our findings highlight the power of integrating expression with PrCa GWAS to identify novel risk loci and prioritize putative causal genes at known risk loci.
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页数:11
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共 57 条
  • [31] Mutations in Mlph, encoding a member of the Rab effector family, cause the melanosome transport defects observed in leaden mice
    Matesic, LE
    Yip, R
    Reuss, AE
    Swing, DA
    O'Sullivan, TN
    Fletcher, CF
    Copeland, NG
    Jenkins, NA
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2001, 98 (18) : 10238 - 10243
  • [32] Systematic Localization of Common Disease-Associated Variation in Regulatory DNA
    Maurano, Matthew T.
    Humbert, Richard
    Rynes, Eric
    Thurman, Robert E.
    Haugen, Eric
    Wang, Hao
    Reynolds, Alex P.
    Sandstrom, Richard
    Qu, Hongzhu
    Brody, Jennifer
    Shafer, Anthony
    Neri, Fidencio
    Lee, Kristen
    Kutyavin, Tanya
    Stehling-Sun, Sandra
    Johnson, Audra K.
    Canfield, Theresa K.
    Giste, Erika
    Diegel, Morgan
    Bates, Daniel
    Hansen, R. Scott
    Neph, Shane
    Sabo, Peter J.
    Heimfeld, Shelly
    Raubitschek, Antony
    Ziegler, Steven
    Cotsapas, Chris
    Sotoodehnia, Nona
    Glass, Ian
    Sunyaev, Shamil R.
    Kaul, Rajinder
    Stamatoyannopoulos, John A.
    [J]. SCIENCE, 2012, 337 (6099) : 1190 - 1195
  • [33] A reference panel of 64,976 haplotypes for genotype imputation
    McCarthy, Shane
    Das, Sayantan
    Kretzschmar, Warren
    Delaneau, Olivier
    Wood, Andrew R.
    Teumer, Alexander
    Kang, Hyun Min
    Fuchsberger, Christian
    Danecek, Petr
    Sharp, Kevin
    Luo, Yang
    Sidorel, Carlo
    Kwong, Alan
    Timpson, Nicholas
    Koskinen, Seppo
    Vrieze, Scott
    Scott, Laura J.
    Zhang, He
    Mahajan, Anubha
    Veldink, Jan
    Peters, Ulrike
    Pato, Carlos
    van Duijn, Cornelia M.
    Gillies, Christopher E.
    Gandin, Ilaria
    Mezzavilla, Massimo
    Gilly, Arthur
    Cocca, Massimiliano
    Traglia, Michela
    Angius, Andrea
    Barrett, Jeffrey C.
    Boomsma, Dorrett
    Branham, Kari
    Breen, Gerome
    Brummett, Chad M.
    Busonero, Fabio
    Campbell, Harry
    Chan, Andrew
    Che, Sai
    Chew, Emily
    Collins, Francis S.
    Corbin, Laura J.
    Smith, George Davey
    Dedoussis, George
    Dorr, Marcus
    Farmaki, Aliki-Eleni
    Ferrucci, Luigi
    Forer, Lukas
    Fraser, Ross M.
    Gabriel, Stacey
    [J]. NATURE GENETICS, 2016, 48 (10) : 1279 - 1283
  • [34] Familial Risk and Heritability of Cancer Among Twins in Nordic Countries
    Mucci, Lorelei A.
    Hjelmborg, Jacob B.
    Harris, Jennifer R.
    Czene, Kamila
    Havelick, David J.
    Scheike, Thomas
    Graff, Rebecca E.
    Holst, Klaus
    Moeller, Soeren
    Unger, Robert H.
    McIntosh, Christina
    Nuttall, Elizabeth
    Brandt, Ingunn
    Penney, Kathryn L.
    Hartman, Mikael
    Kraft, Peter
    Parmigiani, Giovanni
    Christensen, Kaare
    Koskenvuo, Markku
    Holm, Niels V.
    Heikkila, Kauko
    Pukkala, Eero
    Skytthe, Axel
    Adami, Hans-Olov
    Kaprio, Jaakko
    [J]. JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2016, 315 (01): : 68 - 76
  • [35] Trait-Associated SNPs Are More Likely to Be eQTLs: Annotation to Enhance Discovery from GWAS
    Nicolae, Dan L.
    Gamazon, Eric
    Zhang, Wei
    Duan, Shiwei
    Dolan, M. Eileen
    Cox, Nancy J.
    [J]. PLOS GENETICS, 2010, 6 (04)
  • [36] Cardiovascular risk factors in 2011 and secular trends since 2007: The Cardiovascular Risk in Young Finns Study
    Nuotio, Joel
    Oikonen, Mervi
    Magnussen, Costan G.
    Jokinen, Eero
    Laitinen, Tomi
    Hutri-Kahonen, Nina
    Kahonen, Mika
    Lehtimaki, Terho
    Taittonen, Leena
    Tossavainen, Paivi
    Jula, Antti
    Loo, Britt-Marie
    Viikari, Jorma S. A.
    Raitakari, Olli T.
    Juonala, Markus
    [J]. SCANDINAVIAN JOURNAL OF PUBLIC HEALTH, 2014, 42 (07) : 563 - 571
  • [37] Predicting gene targets from integrative analyses of summary data from GWAS and eQTL studies for 28 human complex traits
    Pavlides, Jennifer M. Whitehead
    Zhu, Zhihong
    Gratten, Jacob
    Mcrae, Allan F.
    Wray, Naomi R.
    Yang, Jian
    [J]. GENOME MEDICINE, 2016, 8
  • [38] Association of Prostate Cancer Risk Variants with Gene Expression in Normal and Tumor Tissue
    Penney, Kathryn L.
    Sinnott, Jennifer A.
    Tyekucheva, Svitlana
    Gerke, Travis
    Shui, Irene M.
    Kraft, Peter
    Sesso, Howard D.
    Freedman, Matthew L.
    Loda, Massimo
    Mucci, Lorelei A.
    Stampfer, Meir J.
    [J]. CANCER EPIDEMIOLOGY BIOMARKERS & PREVENTION, 2015, 24 (01) : 255 - 260
  • [39] Analysis of the 10q11 Cancer Risk Locus Implicates MSMB and NCOA4 in Human Prostate Tumorigenesis
    Pomerantz, Mark M.
    Shrestha, Yashaswi
    Flavin, Richard J.
    Regan, Meredith M.
    Penney, Kathryn L.
    Mucci, Lorelei A.
    Stampfer, Meir J.
    Hunter, David J.
    Chanock, Stephen J.
    Schafer, Eric J.
    Chan, Jennifer A.
    Tabernero, Josep
    Baselga, Jose
    Richardson, Andrea L.
    Loda, Massimo
    Oh, William K.
    Kantoff, Philip W.
    Hahn, William C.
    Freedman, Matthew L.
    [J]. PLOS GENETICS, 2010, 6 (11):
  • [40] Cohort Profile: The Cardiovascular Risk in Young Finns Study
    Raitakari, Olli T.
    Juonala, Markus
    Ronnemaa, Tapani
    Keltikangas-Jarvinen, Liisa
    Rasanen, Leena
    Pietikainen, Matti
    Hutri-Kahonen, Nina
    Taittonen, Leena
    Jokinen, Eero
    Marniemi, Jukka
    Jula, Antti
    Telama, Risto
    Kahonen, Mika
    Lehtimaki, Terho
    Akerblom, Hans K.
    Viikari, Jorma S. A.
    [J]. INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2008, 37 (06) : 1220 - 1226