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1. Association between Adult Height and Risk of Colorectal, Lung, and Prostate Cancer: Results from Meta-analyses of Prospective Studies and Mendelian Randomization Analyses.

Author

Nikhil K Khankari, Xiao-Ou Shu, Wanqing Wen, Peter Kraft, Sara Lindström, Ulrike Peters, Joellen Schildkraut, Fredrick Schumacher, Paolo Bofetta, Angela Risch, Heike Bickeböller, Christopher I Amos, Douglas Easton, Rosalind A Eeles, Stephen B Gruber, Christopher A Haiman, David J Hunter, Stephen J Chanock, Brandon L Pierce, Wei Zheng, Colorectal Transdisciplinary Study (CORECT), Discovery, Biology, and Risk of Inherited Variants in Breast Cancer (DRIVE), Elucidating Loci Involved in Prostate Cancer Susceptibility (ELLIPSE), and Transdisciplinary Research in Cancer of the Lung (TRICL)

Subjects
Medicine
Abstract

BackgroundObservational studies examining associations between adult height and risk of colorectal, prostate, and lung cancers have generated mixed results. We conducted meta-analyses using data from prospective cohort studies and further carried out Mendelian randomization analyses, using height-associated genetic variants identified in a genome-wide association study (GWAS), to evaluate the association of adult height with these cancers.Methods and findingsA systematic review of prospective studies was conducted using the PubMed, Embase, and Web of Science databases. Using meta-analyses, results obtained from 62 studies were summarized for the association of a 10-cm increase in height with cancer risk. Mendelian randomization analyses were conducted using summary statistics obtained for 423 genetic variants identified from a recent GWAS of adult height and from a cancer genetics consortium study of multiple cancers that included 47,800 cases and 81,353 controls. For a 10-cm increase in height, the summary relative risks derived from the meta-analyses of prospective studies were 1.12 (95% CI 1.10, 1.15), 1.07 (95% CI 1.05, 1.10), and 1.06 (95% CI 1.02, 1.11) for colorectal, prostate, and lung cancers, respectively. Mendelian randomization analyses showed increased risks of colorectal (odds ratio [OR] = 1.58, 95% CI 1.14, 2.18) and lung cancer (OR = 1.10, 95% CI 1.00, 1.22) associated with each 10-cm increase in genetically predicted height. No association was observed for prostate cancer (OR = 1.03, 95% CI 0.92, 1.15). Our meta-analysis was limited to published studies. The sample size for the Mendelian randomization analysis of colorectal cancer was relatively small, thus affecting the precision of the point estimate.ConclusionsOur study provides evidence for a potential causal association of adult height with the risk of colorectal and lung cancers and suggests that certain genetic factors and biological pathways affecting adult height may also affect the risk of these cancers.

Published
2016
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2. Investigating the genetic relationship between Alzheimer’s disease and cancer using GWAS summary statistics

Author

Feng, Yen-Chen Anne, Cho, Kelly, Lindstrom, Sara, Kraft, Peter, Cormack, Jean, Liang, Liming, Driver, Jane A., Blalock, Kendra, Campbell, Peter T., Casey, Graham, Conti, David V., Edlund, Christopher K., Figueiredo, Jane, James Gauderman, W., Gong, Jian, Green, Roger C., Gruber, Stephen B., Harju, John F., Harrison, Tabitha A., Jacobs, Eric J., Jenkins, Mark A., Jiao, Shuo, Li, Li, Lin, Yi, Manion, Frank J., Moreno, Victor, Mukherjee, Bhramar, Peters, Ulrike, Raskin, Leon, Schumacher, Fredrick R., Seminara, Daniela, Severi, Gianluca, Stenzel, Stephanie L., Thomas, Duncan C., Hopper, John L., Southey, Melissa C., Makalic, Enes, Schmidt, Daniel F., Fletcher, Olivia, Peto, Julian, Gibson, Lorna, dos Santos Silva, Isabel, Hunter, David J., Lindström, Sara, Kraft, Peter, Ahsan, Habib, Whittemore, Alice, Waisfisz, Quinten, Meijers-Heijboer, Hanne, Adank, Muriel, van der Luijt, Rob B., Uitterlinden, Andre G., Hofman, Albert, Meindl, Alfons, Schmutzler, Rita K., Müller-Myhsok, Bertram, Lichtner, Peter, Nevanlinna, Heli, Muranen, Taru A., Aittomäki, Kristiina, Blomqvist, Carl, Chang-Claude, Jenny, Hein, Rebecca, Dahmen, Norbert, Beckman, Lars, Crisponi, Laura, Hall, Per, Czene, Kamila, Irwanto, Astrid, Liu, Jianjun, Easton, Douglas F., Turnbull, Clare, Rahman, Nazneen, Kote-Jarai, Zsofia, Muir, Kenneth, Giles, Graham, Severi, Gianluca, Neal, David, Donovan, Jenny L., Hamdy, Freddie C., Wiklund, Fredrik, Gronberg, Henrik, Haiman, Christopher, Schumacher, Fred, Travis, Ruth, Riboli, Elio, Kraft, Peter, Hunter, David, Gapstur, Susan, Berndt, Sonja, Chanock, Stephen, Han, Younghun, Su, Li, Wei, Yongyue, Hung, Rayjean J., Brhane, Yonathan, McLaughlin, John, Brennan, Paul, McKay, James D., Bickeböller, Heike, Rosenberger, Albert, Houlston, Richard S., Caporaso, Neil, Landi, Maria Teresa, Heinrich, Joachim, Risch, Angela, Wu, Xifeng, Ye, Yuanqing, Christiani, David C., Amos, Christopher I., IGAP Consortium, Colorectal Transdisciplinary Study (CORECT), Discovery, Biology, and Risk of Inherited Variants in Breast Cancer (DRIVE), Elucidating Loci Involved in Prostate Cancer Susceptibility (ELLIPSE), and Transdisciplinary Research in Cancer of the Lung (TRICL)

Published
2017
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3. Investigating the genetic relationship between Alzheimer’s disease and cancer using GWAS summary statistics

Author

Feng, Yen Chen Anne, Cho, Kelly, Lindstrom, Sara, Kraft, Peter, Cormack, Jean, Blalock, Kendra, Campbell, Peter T., Casey, Graham, Conti, David V., Edlund, Christopher K., Figueiredo, Jane, James Gauderman, W., Gong, Jian, Green, Roger C., Gruber, Stephen B., Harju, John F., Harrison, Tabitha A., Jacobs, Eric J, Jenkins, Mark A., Jiao, Shuo, Li, Li, Lin, Yi, Manion, Frank J., Moreno, Victor, Mukherjee, Bhramar, Peters, Ulrike, Raskin, Leon, Schumacher, Fredrick R., Seminara, Daniela, Severi, Gianluca, Stenzel, Stephanie L., Thomas, Duncan C., Hopper, John L., Southey, Melissa C., Makalic, Enes, Schmidt, Daniel F., Fletcher, Olivia, Peto, Julian, Gibson, Lorna, Dos-Santos-Silva, Isabel, Hunter, David J., Lindström, Sara, Ahsan, Habib, Whittemore, Alice S., Waisfisz, Quinten, Meijers-Heijboer, Hanne, Adank, Muriel A., van der Luijt, Rob B., Uitterlinden, Andre G, IGAP Consortium, Colorectal Transdisciplinary Study (CORECT), Discovery, Biology, and Risk of Inherited Variants in Breast Cancer (DRIVE), Elucidating Loci Involved in Prostate Cancer Susceptibility (ELLIPSE), and Transdisciplinary Research in Cancer of the Lung (TRICL)

Subjects
Genetics, Genetics(clinical)
Abstract

Growing evidence from both epidemiology and basic science suggest an inverse association between Alzheimer’s disease (AD) and cancer. We examined the genetic relationship between AD and various cancer types using GWAS summary statistics from the IGAP and GAME-ON consortia. Sample size ranged from 9931 to 54,162; SNPs were imputed to the 1000 Genomes European panel. Our results based on cross-trait LD Score regression showed a significant positive genetic correlation between AD and five cancers combined (colon, breast, prostate, ovarian, lung; rg = 0.17, P = 0.04), and specifically with breast cancer (ER-negative and overall; rg = 0.21 and 0.18, P = 0.035 and 0.034) and lung cancer (adenocarcinoma, squamous cell carcinoma and overall; rg = 0.31, 0.38 and 0.30, P = 0.029, 0.016, and 0.006). Estimating the genetic correlation in specific functional categories revealed mixed positive and negative signals, notably stronger at annotations associated with increased enhancer activity. This suggests a role of gene expression regulators in the shared genetic etiology between AD and cancer, and that some shared variants modulate disease risk concordantly while others have effects in opposite directions. Due to power issues, we did not detect cross-phenotype associations at individual SNPs. This genetic overlap is not likely driven by a handful of major loci. Our study is the first to examine the co-heritability of AD and cancer leveraging large-scale GWAS results. The functional categories highlighted in this study need further investigation to illustrate the details of the genetic sharing and to bridge between different levels of associations.

Published
2017

4. Investigating the genetic relationship between Alzheimer’s disease and cancer using GWAS summary statistics

Author

Genetica Sectie Genoomdiagnostiek, Cancer, Feng, Yen Chen Anne, Cho, Kelly, Lindstrom, Sara, Kraft, Peter, Cormack, Jean, Blalock, Kendra, Campbell, Peter T., Casey, Graham, Conti, David V., Edlund, Christopher K., Figueiredo, Jane, James Gauderman, W., Gong, Jian, Green, Roger C., Gruber, Stephen B., Harju, John F., Harrison, Tabitha A., Jacobs, Eric J, Jenkins, Mark A., Jiao, Shuo, Li, Li, Lin, Yi, Manion, Frank J., Moreno, Victor, Mukherjee, Bhramar, Peters, Ulrike, Raskin, Leon, Schumacher, Fredrick R., Seminara, Daniela, Severi, Gianluca, Stenzel, Stephanie L., Thomas, Duncan C., Hopper, John L., Southey, Melissa C., Makalic, Enes, Schmidt, Daniel F., Fletcher, Olivia, Peto, Julian, Gibson, Lorna, Dos-Santos-Silva, Isabel, Hunter, David J., Lindström, Sara, Ahsan, Habib, Whittemore, Alice S., Waisfisz, Quinten, Meijers-Heijboer, Hanne, Adank, Muriel A., van der Luijt, Rob B., Uitterlinden, Andre G, IGAP Consortium, Colorectal Transdisciplinary Study (CORECT), Discovery, Biology, and Risk of Inherited Variants in Breast Cancer (DRIVE), Elucidating Loci Involved in Prostate Cancer Susceptibility (ELLIPSE), Transdisciplinary Research in Cancer of the Lung (TRICL), Genetica Sectie Genoomdiagnostiek, Cancer, Feng, Yen Chen Anne, Cho, Kelly, Lindstrom, Sara, Kraft, Peter, Cormack, Jean, Blalock, Kendra, Campbell, Peter T., Casey, Graham, Conti, David V., Edlund, Christopher K., Figueiredo, Jane, James Gauderman, W., Gong, Jian, Green, Roger C., Gruber, Stephen B., Harju, John F., Harrison, Tabitha A., Jacobs, Eric J, Jenkins, Mark A., Jiao, Shuo, Li, Li, Lin, Yi, Manion, Frank J., Moreno, Victor, Mukherjee, Bhramar, Peters, Ulrike, Raskin, Leon, Schumacher, Fredrick R., Seminara, Daniela, Severi, Gianluca, Stenzel, Stephanie L., Thomas, Duncan C., Hopper, John L., Southey, Melissa C., Makalic, Enes, Schmidt, Daniel F., Fletcher, Olivia, Peto, Julian, Gibson, Lorna, Dos-Santos-Silva, Isabel, Hunter, David J., Lindström, Sara, Ahsan, Habib, Whittemore, Alice S., Waisfisz, Quinten, Meijers-Heijboer, Hanne, Adank, Muriel A., van der Luijt, Rob B., Uitterlinden, Andre G, IGAP Consortium, Colorectal Transdisciplinary Study (CORECT), Discovery, Biology, and Risk of Inherited Variants in Breast Cancer (DRIVE), Elucidating Loci Involved in Prostate Cancer Susceptibility (ELLIPSE), and Transdisciplinary Research in Cancer of the Lung (TRICL)

Published
2017

5. Modeling Linkage Disequilibrium Increases Accuracy of Polygenic Risk Scores.

Author

Vilhjálmsson, Bjarni J, Vilhjálmsson, Bjarni J, Yang, Jian, Finucane, Hilary K, Gusev, Alexander, Lindström, Sara, Ripke, Stephan, Genovese, Giulio, Loh, Po-Ru, Bhatia, Gaurav, Do, Ron, Hayeck, Tristan, Won, Hong-Hee, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Discovery, Biology, and Risk of Inherited Variants in Breast Cancer (DRIVE) study, Kathiresan, Sekar, Pato, Michele, Pato, Carlos, Tamimi, Rulla, Stahl, Eli, Zaitlen, Noah, Pasaniuc, Bogdan, Belbin, Gillian, Kenny, Eimear E, Schierup, Mikkel H, De Jager, Philip, Patsopoulos, Nikolaos A, McCarroll, Steve, Daly, Mark, Purcell, Shaun, Chasman, Daniel, Neale, Benjamin, Goddard, Michael, Visscher, Peter M, Kraft, Peter, Patterson, Nick, Price, Alkes L, Vilhjálmsson, Bjarni J, Vilhjálmsson, Bjarni J, Yang, Jian, Finucane, Hilary K, Gusev, Alexander, Lindström, Sara, Ripke, Stephan, Genovese, Giulio, Loh, Po-Ru, Bhatia, Gaurav, Do, Ron, Hayeck, Tristan, Won, Hong-Hee, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Discovery, Biology, and Risk of Inherited Variants in Breast Cancer (DRIVE) study, Kathiresan, Sekar, Pato, Michele, Pato, Carlos, Tamimi, Rulla, Stahl, Eli, Zaitlen, Noah, Pasaniuc, Bogdan, Belbin, Gillian, Kenny, Eimear E, Schierup, Mikkel H, De Jager, Philip, Patsopoulos, Nikolaos A, McCarroll, Steve, Daly, Mark, Purcell, Shaun, Chasman, Daniel, Neale, Benjamin, Goddard, Michael, Visscher, Peter M, Kraft, Peter, Patterson, Nick, and Price, Alkes L

Abstract

Polygenic risk scores have shown great promise in predicting complex disease risk and will become more accurate as training sample sizes increase. The standard approach for calculating risk scores involves linkage disequilibrium (LD)-based marker pruning and applying a p value threshold to association statistics, but this discards information and can reduce predictive accuracy. We introduce LDpred, a method that infers the posterior mean effect size of each marker by using a prior on effect sizes and LD information from an external reference panel. Theory and simulations show that LDpred outperforms the approach of pruning followed by thresholding, particularly at large sample sizes. Accordingly, predicted R(2) increased from 20.1% to 25.3% in a large schizophrenia dataset and from 9.8% to 12.0% in a large multiple sclerosis dataset. A similar relative improvement in accuracy was observed for three additional large disease datasets and for non-European schizophrenia samples. The advantage of LDpred over existing methods will grow as sample sizes increase.

Published
2015

6. Association between Adult Height and Risk of Colorectal, Lung, and Prostate Cancer: Results from Meta-analyses of Prospective Studies and Mendelian Randomization Analyses

Author

Khankari, Nikhil K, Shu, Xiao-Ou, Wen, Wanqing, Kraft, Peter, Lindström, Sara, Peters, Ulrike, Schildkraut, Joellen, Schumacher, Fredrick, Bofetta, Paolo, Risch, Angela, Bickeböller, Heike, Amos, Christopher I, Easton, Douglas, Eeles, Rosalind A, Gruber, Stephen B, Haiman, Christopher A, Hunter, David J, Chanock, Stephen J, Pierce, Brandon L, Zheng, Wei, Colorectal Transdisciplinary Study (CORECT), Discovery, Biology, And Risk Of Inherited Variants In Breast Cancer (DRIVE), Elucidating Loci Involved In Prostate Cancer Susceptibility (ELLIPSE), and Transdisciplinary Research In Cancer Of The Lung (TRICL)

Subjects
Adult, Aged, 80 and over, Male, Lung Neoplasms, Genetic Variation, Prostatic Neoplasms, Mendelian Randomization Analysis, Middle Aged, Body Height, 3. Good health, Young Adult, Risk Factors, Odds Ratio, Humans, Female, Prospective Studies, Colorectal Neoplasms, Aged, Genome-Wide Association Study
Abstract

BACKGROUND: Observational studies examining associations between adult height and risk of colorectal, prostate, and lung cancers have generated mixed results. We conducted meta-analyses using data from prospective cohort studies and further carried out Mendelian randomization analyses, using height-associated genetic variants identified in a genome-wide association study (GWAS), to evaluate the association of adult height with these cancers. METHODS AND FINDINGS: A systematic review of prospective studies was conducted using the PubMed, Embase, and Web of Science databases. Using meta-analyses, results obtained from 62 studies were summarized for the association of a 10-cm increase in height with cancer risk. Mendelian randomization analyses were conducted using summary statistics obtained for 423 genetic variants identified from a recent GWAS of adult height and from a cancer genetics consortium study of multiple cancers that included 47,800 cases and 81,353 controls. For a 10-cm increase in height, the summary relative risks derived from the meta-analyses of prospective studies were 1.12 (95% CI 1.10, 1.15), 1.07 (95% CI 1.05, 1.10), and 1.06 (95% CI 1.02, 1.11) for colorectal, prostate, and lung cancers, respectively. Mendelian randomization analyses showed increased risks of colorectal (odds ratio [OR] = 1.58, 95% CI 1.14, 2.18) and lung cancer (OR = 1.10, 95% CI 1.00, 1.22) associated with each 10-cm increase in genetically predicted height. No association was observed for prostate cancer (OR = 1.03, 95% CI 0.92, 1.15). Our meta-analysis was limited to published studies. The sample size for the Mendelian randomization analysis of colorectal cancer was relatively small, thus affecting the precision of the point estimate. CONCLUSIONS: Our study provides evidence for a potential causal association of adult height with the risk of colorectal and lung cancers and suggests that certain genetic factors and biological pathways affecting adult height may also affect the risk of these cancers.

7. Modeling Linkage Disequilibrium Increases Accuracy of Polygenic Risk Scores

Author

Bjarni J. Vilhjálmsson, Jian Yang, Hilary K. Finucane, Alexander Gusev, Sara Lindström, Stephan Ripke, Giulio Genovese, Po-Ru Loh, Gaurav Bhatia, Ron Do, Tristan Hayeck, Hong-Hee Won, Sekar Kathiresan, Michele Pato, Carlos Pato, Rulla Tamimi, Eli Stahl, Noah Zaitlen, Bogdan Pasaniuc, Gillian Belbin, Eimear E. Kenny, Mikkel H. Schierup, Philip De Jager, Nikolaos A. Patsopoulos, Steve McCarroll, Mark Daly, Shaun Purcell, Daniel Chasman, Benjamin Neale, Michael Goddard, Peter M. Visscher, Peter Kraft, Nick Patterson, Alkes L. Price, Benjamin M. Neale, Aiden Corvin, James T.R. Walters, Kai-How Farh, Peter A. Holmans, Phil Lee, Brendan Bulik-Sullivan, David A. Collier, Hailiang Huang, Tune H. Pers, Ingrid Agartz, Esben Agerbo, Margot Albus, Madeline Alexander, Farooq Amin, Silviu A. Bacanu, Martin Begemann, Richard A. Belliveau, Judit Bene, Sarah E. Bergen, Elizabeth Bevilacqua, Tim B. Bigdeli, Donald W. Black, Richard Bruggeman, Nancy G. Buccola, Randy L. Buckner, William Byerley, Wiepke Cahn, Guiqing Cai, Dominique Campion, Rita M. Cantor, Vaughan J. Carr, Noa Carrera, Stanley V. Catts, Kimberly D. Chambert, Raymond C.K. Chan, Ronald Y.L. Chen, Eric Y.H. Chen, Wei Cheng, Eric F.C. Cheung, Siow Ann Chong, C. Robert Cloninger, David Cohen, Nadine Cohen, Paul Cormican, Nick Craddock, James J. Crowley, David Curtis, Michael Davidson, Kenneth L. Davis, Franziska Degenhardt, Jurgen Del Favero, Lynn E. DeLisi, Ditte Demontis, Dimitris Dikeos, Timothy Dinan, Srdjan Djurovic, Gary Donohoe, Elodie Drapeau, Jubao Duan, Frank Dudbridge, Naser Durmishi, Peter Eichhammer, Johan Eriksson, Valentina Escott-Price, Laurent Essioux, Ayman H. Fanous, Martilias S. Farrell, Josef Frank, Lude Franke, Robert Freedman, Nelson B. Freimer, Marion Friedl, Joseph I. Friedman, Menachem Fromer, Lyudmila Georgieva, Elliot S. Gershon, Ina Giegling, Paola Giusti-Rodrguez, Stephanie Godard, Jacqueline I. Goldstein, Vera Golimbet, Srihari Gopal, Jacob Gratten, Jakob Grove, Lieuwe de Haan, Christian Hammer, Marian L. Hamshere, Mark Hansen, Thomas Hansen, Vahram Haroutunian, Annette M. Hartmann, Frans A. Henskens, Stefan Herms, Joel N. Hirschhorn, Per Hoffmann, Andrea Hofman, Mads V. Hollegaard, David M. Hougaard, Masashi Ikeda, Inge Joa, Antonio Julia, Rene S. Kahn, Luba Kalaydjieva, Sena Karachanak-Yankova, Juha Karjalainen, David Kavanagh, Matthew C. Keller, Brian J. Kelly, James L. Kennedy, Andrey Khrunin, Yunjung Kim, Janis Klovins, James A. Knowles, Bettina Konte, Vaidutis Kucinskas, Zita Ausrele Kucinskiene, Hana Kuzelova-Ptackova, Anna K. Kahler, Claudine Laurent, Jimmy Lee Chee Keong, S. Hong Lee, Sophie E. Legge, Bernard Lerer, Miaoxin Li, Tao Li, Kung-Yee Liang, Jeffrey Lieberman, Svetlana Limborska, Carmel M. Loughland, Jan Lubinski, Jouko Lnnqvist, Milan Macek, Patrik K.E. Magnusson, Brion S. Maher, Wolfgang Maier, Jacques Mallet, Sara Marsal, Manuel Mattheisen, Morten Mattingsdal, Robert W. McCarley, Colm McDonald, Andrew M. McIntosh, Sandra Meier, Carin J. Meijer, Bela Melegh, Ingrid Melle, Raquelle I. Mesholam-Gately, Andres Metspalu, Patricia T. Michie, Lili Milani, Vihra Milanova, Younes Mokrab, Derek W. Morris, Ole Mors, Preben B. Mortensen, Kieran C. Murphy, Robin M. Murray, Inez Myin-Germeys, Bertram Mller-Myhsok, Mari Nelis, Igor Nenadic, Deborah A. Nertney, Gerald Nestadt, Kristin K. Nicodemus, Liene Nikitina-Zake, Laura Nisenbaum, Annelie Nordin, Eadbhard O’Callaghan, Colm O’Dushlaine, F. Anthony O’Neill, Sang-Yun Oh, Ann Olincy, Line Olsen, Jim Van Os, Christos Pantelis, George N. Papadimitriou, Sergi Papiol, Elena Parkhomenko, Michele T. Pato, Tiina Paunio, Milica Pejovic-Milovancevic, Diana O. Perkins, Olli Pietilinen, Jonathan Pimm, Andrew J. Pocklington, John Powell, Alkes Price, Ann E. Pulver, Shaun M. Purcell, Digby Quested, Henrik B. Rasmussen, Abraham Reichenberg, Mark A. Reimers, Alexander L. Richards, Joshua L. Roffman, Panos Roussos, Douglas M. Ruderfer, Veikko Salomaa, Alan R. Sanders, Ulrich Schall, Christian R. Schubert, Thomas G. Schulze, Sibylle G. Schwab, Edward M. Scolnick, Rodney J. Scott, Larry J. Seidman, Jianxin Shi, Engilbert Sigurdsson, Teimuraz Silagadze, Jeremy M. Silverman, Kang Sim, Petr Slominsky, Jordan W. Smoller, Hon-Cheong So, Chris C.A. Spencer, Eli A. Stahl, Hreinn Stefansson, Stacy Steinberg, Elisabeth Stogmann, Richard E. Straub, Eric Strengman, Jana Strohmaier, T. Scott Stroup, Mythily Subramaniam, Jaana Suvisaari, Dragan M. Svrakic, Jin P. Szatkiewicz, Erik Sderman, Srinivas Thirumalai, Draga Toncheva, Paul A. Tooney, Sarah Tosato, Juha Veijola, John Waddington, Dermot Walsh, Dai Wang, Qiang Wang, Bradley T. Webb, Mark Weiser, Dieter B. Wildenauer, Nigel M. Williams, Stephanie Williams, Stephanie H. Witt, Aaron R. Wolen, Emily H.M. Wong, Brandon K. Wormley, Jing Qin Wu, Hualin Simon Xi, Clement C. Zai, Xuebin Zheng, Fritz Zimprich, Naomi R. Wray, Kari Stefansson, Rolf Adolfsson, Ole A. Andreassen, Douglas H.R. Blackwood, Elvira Bramon, Joseph D. Buxbaum, Anders D. Børglum, Sven Cichon, Ariel Darvasi, Enrico Domenici, Hannelore Ehrenreich, Tonu Esko, Pablo V. Gejman, Michael Gill, Hugh Gurling, Christina M. Hultman, Nakao Iwata, Assen V. Jablensky, Erik G. Jonsson, Kenneth S. Kendler, George Kirov, Jo Knight, Todd Lencz, Douglas F. Levinson, Qingqin S. Li, Jianjun Liu, Anil K. Malhotra, Steven A. McCarroll, Andrew McQuillin, Jennifer L. Moran, Bryan J. Mowry, Markus M. Nthen, Roel A. Ophoff, Michael J. Owen, Aarno Palotie, Carlos N. Pato, Tracey L. Petryshen, Danielle Posthuma, Marcella Rietschel, Brien P. Riley, Dan Rujescu, Pak C. Sham, Pamela Sklar, David St. Clair, Daniel R. Weinberger, Jens R. Wendland, Thomas Werge, Mark J. Daly, Patrick F. Sullivan, Michael C. O’Donovan, David J. Hunter, Muriel Adank, Habibul Ahsan, Kristiina Aittomäki, Laura Baglietto, Sonja Berndt, Carl Blomquist, Federico Canzian, Jenny Chang-Claude, Stephen J. Chanock, Laura Crisponi, Kamila Czene, Norbert Dahmen, Isabel dos Santos Silva, Douglas Easton, A. Heather Eliassen, Jonine Figueroa, Olivia Fletcher, Montserrat Garcia-Closas, Mia M. Gaudet, Lorna Gibson, Christopher A. Haiman, Per Hall, Aditi Hazra, Rebecca Hein, Brian E. Henderson, Albert Hofman, John L. Hopper, Astrid Irwanto, Mattias Johansson, Rudolf Kaaks, Muhammad G. Kibriya, Peter Lichtner, Eiliv Lund, Enes Makalic, Alfons Meindl, Hanne Meijers-Heijboer, Bertram Müller-Myhsok, Taru A. Muranen, Heli Nevanlinna, Petra H. Peeters, Julian Peto, Ross L. Prentice, Nazneen Rahman, María José Sánchez, Daniel F. Schmidt, Rita K. Schmutzler, Melissa C. Southey, Ruth Travis, Clare Turnbull, Andre G. Uitterlinden, Rob B. van der Luijt, Quinten Waisfisz, Zhaoming Wang, Alice S. Whittemore, Rose Yang, Wei Zheng, ANS - Amsterdam Neuroscience, Adult Psychiatry, Other departments, CCA -Cancer Center Amsterdam, ARD - Amsterdam Reproduction and Development, Human Genetics, Grove, Jakob, Complex Trait Genetics, Neuroscience Campus Amsterdam - Neurobiology of Mental Health, Vilhjalmsson, Bjarni J, Yang, Jian, Finucane, Hilary K, Gusev, Alexander, Lee, SH, Price, Alkes L, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Discovery, Biology, and Risk of Inherited Variants in Breast Cancer (DRIVE) study, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Discovery, Biology, and Risk of Inherited Variants in Breast Cancer (DRIVE) Study, Psychosis Endophenotype International Consortium, Wellcome Trust Case Control Consortium, Hereditary Breast and Ovarian Cancer Research Group Netherlands (HEBON), Human genetics, NCA - Brain mechanisms in health and disease, CCA - Oncogenesis, CCA - Quality of life, CCA - Cancer biology and immunology, Psychiatry, Department of Technology and Operations Management, Department of Organisation and Personnel Management, Child and Adolescent Psychiatry / Psychology, Clinical Genetics, Cell biology, and Internal Medicine

Subjects
Multifactorial Inheritance, Linkage disequilibrium, Complex disease, heritability, Bioinformatics, Medical and Health Sciences, Linkage Disequilibrium, 0302 clinical medicine, Theoretical, External reference, Models, Statistics, GWAS, Genetics(clinical), Genetics (clinical), Mathematics, Genetics & Heredity, Schizophrenia Working Group of the Psychiatric Genomics Consortium, 0303 health sciences, Single Nucleotide, Biological Sciences, Serious Mental Illness, Prognosis, Thresholding, Regression, Mental Health, Phenotype, polygenic risk scores, Mixed model, Multiple Sclerosis, Genotype, Quantitative Trait Loci, polygenic risk score, schizophrenia, GWAS, Discovery, Quantitative trait locus, Biology, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, SDG 3 - Good Health and Well-being, Genetics, Humans, p-value, Pruning (decision trees), Polymorphism, Genome-Wide Association Study, Schizophrenia, Models, Theoretical, 030304 developmental biology, genome-wide association study, and Risk of Inherited Variants in Breast Cancer (DRIVE) study, Brain Disorders, Data set, schizophrenia, Sample size determination, polygenic risk score, Polygenic risk score, 030217 neurology & neurosurgery, linkage disequilibrium
Abstract

Polygenic risk scores have shown great promise in predicting complex disease risk and will become more accurate as training sample sizes increase. The standard approach for calculating risk scores involves linkage disequilibrium (LD)-based marker pruning and applying a p value threshold to association statistics, but this discards information and can reduce predictive accuracy. We introduce LDpred, a method that infers the posterior mean effect size of each marker by using a prior on effect sizes and LD information from an external reference panel. Theory and simulations show that LDpred outperforms the approach of pruning followed by thresholding, particularly at large sample sizes. Accordingly, predicted R-2 increased from 20.1% to 25.3% in a large schizophrenia dataset and from 9.8% to 12.0% in a large multiple sclerosis dataset. A similar relative improvement in accuracy was observed for three additional large disease datasets and for non-European schizophrenia samples. The advantage of LDpred over existing methods will grow as sample sizes increase. Refereed/Peer-reviewed

Published
2015

8. Fine-mapping of 150 breast cancer risk regions identifies 191 likely target genes

Author

Fachal, L., Aschard, H., Beesley, J., Barnes, D.R., Allen, J., Kar, S., Pooley, K.A., Dennis, J., Michailidou, K., Turman, C., Soucy, P., Lemaçon, A., Lush, M., Tyrer, J.P., Ghoussaini, M., Marjaneh, M.M., Jiang, X., Agata, S., Aittomäki, K., Alonso, M.R., Andrulis, I.L., Anton-Culver, H., Antonenkova, N.N., Arason, A., Arndt, V., Aronson, K.J., Arun, B.K., Auber, B., Auer, P.L., Azzollini, J., Balmaña, J., Barkardottir, R.B., Barrowdale, D., Beeghly-Fadiel, A., Benitez, J., Bermisheva, M., Białkowska, K., Blanco, A.M., Blomqvist, C., Blot, W., Bogdanova, N.V., Bojesen, S.E., Bolla, M.K., Bonanni, B., Borg, A., Bosse, K., Brauch, H., Brenner, H., Briceno, I., Brock, I.W., Brooks-Wilson, A., Brüning, T., Burwinkel, B., Buys, S.S., Cai, Q., Caldés, T., Caligo, M.A., Camp, N.J., Campbell, I., Canzian, F., Carroll, J.S., Carter, B.D., Castelao, J.E., Chiquette, J., Christiansen, H., Chung, W.K., Claes, K.B.M., Clarke, C.L., Mari, V., Berthet, P., Castera, L., Vaur, D., Lallaoui, H., Bignon, Y.-J., Uhrhammer, N., Bonadona, V., Lasset, C., Révillion, F., Vennin, P., Muller, D., Gomes, D.M., Ingster, O., Coupier, I., Pujol, P., Collonge-Rame, M.-A., Mortemousque, I., Bera, O., Rose, M., Baurand, A., Bertolone, G., Faivre, L., Dreyfus, H., Leroux, D., Venat-Bouvet, L., Bézieau, S., Delnatte, C., Chiesa, J., Gilbert-Dussardier, B., Gesta, P., Prieur, F.P., Bronner, M., Sokolowska, J., Coulet, F., Boutry-Kryza, N., Calender, A., Giraud, S., Leone, M., Fert-Ferrer, S., Stoppa-Lyonnet, D., Jiao, Y., Lesueur, F.L., Mebirouk, N., Barouk-Simonet, E., Bubien, V., Longy, M., Sevenet, N., Gladieff, L., Toulas, C., Reimineras, A., Sobol, H., Paillerets, B.B.-D., Cabaret, O., Caron, O., Guillaud-Bataille, M., Rouleau, E., Belotti, M., Buecher, B., Caputo, S., Colas, C., Pauw, A.D., Fourme, E., Gauthier-Villars, M., Golmard, L., Moncoutier, V., Saule, C., Donaldson, A., Murray, A., Brady, A., Brewer, C., Pottinger, C., Miller, C., Gallagher, D., Gregory, H., Cook, J., Eason, J., Adlard, J., Barwell, J., Ong, K.-R., Snape, K., Walker, L., Izatt, L., Side, L., Tischkowitz, M., Rogers, M.T., Porteous, M.E., Ahmed, M., Morrison, P.J., Brennan, P., Eeles, R., Davidson, R., Collée, M., Cornelissen, S., Couch, F.J., Cox, A., Cross, S.S., Cybulski, C., Czene, K., Daly, M.B., de la Hoya, M., Devilee, P., Diez, O., Ding, Y.C., Dite, G.S., Domchek, S.M., Dörk, T., dos-Santos-Silva, I., Droit, A., Dubois, S., Dumont, M., Duran, M., Durcan, L., Dwek, M., Eccles, D.M., Engel, C., Eriksson, M., Evans, D.G., Fasching, P.A., Fletcher, O., Floris, G., Flyger, H., Foretova, L., Foulkes, W.D., Friedman, E., Fritschi, L., Frost, D., Gabrielson, M., Gago-Dominguez, M., Gambino, G., Ganz, P.A., Gapstur, S.M., Garber, J., García-Sáenz, J.A., Gaudet, M.M., Georgoulias, V., Giles, G., Glendon, G., Godwin, A.K., Goldberg, M.S., Goldgar, D.E., González-Neira, A., Tibiletti, M.G., Greene, M.H., Grip, M., Gronwald, J., Grundy, A., Guénel, P., Hahnen, E., Haiman, C.A., Håkansson, N., Hall, P., Hamann, U., Harrington, P.A., Hartikainen, J.M., Hartman, M., He, W., Healey, C.S., Heemskerk-Gerritsen, B.A.M., Heyworth, J., Hillemanns, P., Hogervorst, F.B.L., Hollestelle, A., Hooning, M., Hopper, J., Howell, A., Huang, G., Hulick, P.J., Imyanitov, E.N., Sexton, A., Christian, A., Trainer, A., Spigelman, A., Fellows, A., Shelling, A., Fazio, A.D., Blackburn, A., Crook, A., Meiser, B., Patterson, B., Clarke, C., Saunders, C., Hunt, C., Scott, C., Amor, D., Marsh, D., Edkins, E., Salisbury, E., Haan, E., Neidermayr, E., Macrea, F., Farshid, G., Lindeman, G., Chenevix-Trench, G., Mann, G., Gill, G., Thorne, H., Hickie, I., Winship, I., Flanagan, J., Kollias, J., Visvader, J., Stone, J., Taylor, J., Burke, J., Saunus, J., Forbes, J., Kirk, J., French, J., Tucker, K., Wu, K., Phillips, K., Lipton, L., Andrews, L., Lobb, L., Kentwell, M., Spurdle, M., Cummings, M., Gleeson, M., Harris, M., Jenkins, M., Young, M.A., Delatycki, M., Wallis, M., Burgess, M., Price, M., Brown, M., Southey, M., Bogwitz, M., Field, M., Friedlander, M., Gattas, M., Saleh, M., Hayward, N., Pachter, N., Cohen, P., Duijf, P., James, P., Simpson, P., Fong, P., Butow, P., Williams, R., Kefford, R., Scott, R., Milne, R.L., Balleine, R., Dawson, S.–J., Lok, S., O’Connell, S., Greening, S., Nightingale, S., Edwards, S., Fox, S., McLachlan, S.-A., Lakhani, S., Antill, Y., Aalfs, C., Meijers-Heijboer, H., van Engelen, K., Gille, H., Boere, I., van Deurzen, C., Obdeijn, I.-M., van den Ouweland, A., Seynaeve, C., Siesling, S., Verloop, J., van Asperen, C.J., van Cronenburg, T., Blok, R., de Boer, M., Garcia, E.G., Adank, M., Hogervorst, F., Jenner, D., van Leeuwen, F., Rookus, M., Russell, N., Schmidt, M., van den Belt-Dusebout, S., Kets, C., Mensenkamp, A., de Bock, T., van der Hout, A., Mourits, M., Oosterwijk, J., Ausems, M., Koudijs, M., Baxter, R., Yip, D., Carpenter, J., Davis, A., Pathmanathan, N., Graham, D., Sachchithananthan, M., Isaacs, C., Iwasaki, M., Jager, A., Jakimovska, M., Jakubowska, A., James, P.A., Janavicius, R., Jankowitz, R.C., John, E.M., Johnson, N., Jones, M.E., Jukkola-Vuorinen, A., Jung, A., Kaaks, R., Kang, D., Kapoor, P.M., Karlan, B.Y., Keeman, R., Kerin, M.J., Khusnutdinova, E., Kiiski, J.I., Kitahara, C.M., Ko, Y.-D., Konstantopoulou, I., Kosma, V.-M., Koutros, S., Kubelka-Sabit, K., Kwong, A., Kyriacou, K., Laitman, Y., Lambrechts, D., Lee, E., Leslie, G., Lester, J., Lesueur, F., Lindblom, A., Lo, W.-Y., Long, J., Lophatananon, A., Loud, J.T., Lubiński, J., MacInnis, R.J., Maishman, T., Makalic, E., Mannermaa, A., Manoochehri, M., Manoukian, S., Margolin, S., Martinez, M.E., Matsuo, K., Maurer, T., Mavroudis, D., Mayes, R., McGuffog, L., McLean, C., Meindl, A., Miller, A., Miller, N., Montagna, M., Moreno, F., Muir, K., Mulligan, A.M., Muñoz-Garzon, V.M., Muranen, T.A., Narod, S.A., Nassir, R., Nathanson, K.L., Neuhausen, S.L., Nevanlinna, H., Neven, P., Nielsen, F.C., Nikitina-Zake, L., Norman, A., Offit, K., Olah, E., Olopade, O.I., Olsson, H., Orr, N., Osorio, A., Pankratz, V.S., Papp, J., Park, S.K., Park-Simon, T.-W., Parsons, M.T., Paul, J., Pedersen, I.S., Peissel, B., Peshkin, B., Peterlongo, P., Peto, J., Plaseska-Karanfilska, D., Prajzendanc, K., Prentice, R., Presneau, N., Prokofyeva, D., Pujana, M.A., Pylkäs, K., Radice, P., Ramus, S.J., Rantala, J., Rau-Murthy, R., Rennert, G., Risch, H.A., Robson, M., Romero, A., Rossing, M., Saloustros, E., Sánchez-Herrero, E., Sandler, D.P., Santamariña, M., Sawyer, E.J., Scheuner, M.T., Schmidt, D.F., Schmutzler, R.K., Schneeweiss, A., Schoemaker, M.J., Schöttker, B., Schürmann, P., Scott, R.J., Senter, L., Seynaeve, C.M., Shah, M., Sharma, P., Shen, C.-Y., Shu, X.-O., Singer, C.F., Slavin, T.P., Smichkoska, S., Southey, M.C., Spinelli, J.J., Spurdle, A.B., Sutter, C., Swerdlow, A.J., Tamimi, R.M., Tan, Y.Y., Tapper, W.J., Taylor, J.A., Teixeira, M.R., Tengström, M., Teo, S.H., Terry, M.B., Teulé, A., Thomassen, M., Thull, D.L., Toland, A.E., Tollenaar, R.A.E.M., Tomlinson, I., Torres, D., Torres-Mejía, G., Troester, M.A., Truong, T., Tung, N., Tzardi, M., Ulmer, H.-U., Vachon, C.M., van der Kolk, L.E., van Rensburg, E.J., Vega, A., Viel, A., Vijai, J., Vogel, M.J., Wang, Q., Wappenschmidt, B., Weinberg, C.R., Weitzel, J.N., Wendt, C., Wildiers, H., Winqvist, R., Wolk, A., Wu, A.H., Yannoukakos, D., Zhang, Y., Zheng, W., Hunter, D., Pharoah, P.D.P., Chang-Claude, J., García-Closas, M., Schmidt, M.K., Kristensen, V.N., French, J.D., Edwards, S.L., Antoniou, A.C., Simard, J., Easton, D.F., Kraft, P., Dunning, A.M., Collaborators, GEMO Study, Collaborators, EMBRACE, Investigators, KConFab, Investigators, HEBON, Investigators, ABCTB, Fachal, Laura, Aschard, Hugues, Beesley, Jonathan, Barnes, Daniel R, Duijf, Pascal, Dunning, Alison M, GEMO Study Collaborators, EMBRACE Collaborators, KConFab Investigators, HEBON Investigators, ABCTB Investigators, MUMC+: MA Medische Oncologie (9), RS: GROW - R3 - Innovative Cancer Diagnostics & Therapy, Klinische Genetica, MUMC+: DA KG Polikliniek (9), RS: GROW - R4 - Reproductive and Perinatal Medicine, MUMC+: DA KG Lab Centraal Lab (9), European Commission, Government of Canada, Canadian Institutes of Health Research, National Institutes of Health (US), Cancer Research UK, Département de Biologie Computationnelle - Department of Computational Biology, Institut Pasteur [Paris]-Centre National de la Recherche Scientifique (CNRS), QIMR Berghofer Medical Research Institute, University of Cambridge [UK] (CAM), NSCAD, University of Cyprus [Nicosia], Harvard T.H. Chan School of Public Health, This work was supported by the European Union’s Horizon 2020 Research and Innovation Programme under Marie Sklodowska-Curie grant agreement number 656144. Genotyping of the OncoArray was principally funded from three sources: the PERSPECTIVE project (funded by the Government of Canada through Genome Canada and the Canadian Institutes of Health Research, the ‘Ministère de l’Économie de la Science et de l’Innovation du Québec’ (through Genome Québec) and the Quebec Breast Cancer Foundation), the NCI Genetic Associations and Mechanisms in Oncology (GAME-ON) initiative and the Discovery, Biology and Risk of Inherited Variants in Breast Cancer (DRIVE) project (NIH grants U19 CA148065 and X01HG007492), and Cancer Research UK (C1287/A10118, C8197/A16565 and C1287/A16563). BCAC is funded by Cancer Research UK (C1287/A16563), by the European Community’s Seventh Framework Programme under grant agreement 223175 (HEALTH-F2-2009-223175) (COGS) and by the European Union’s Horizon 2020 Research and Innovation Programme under grant agreements 633784 (B-CAST) and 634935 (BRIDGES). Genotyping of the iCOGS array was funded by the European Union (HEALTH-F2-2009-223175), Cancer Research UK (C1287/A10710), the Canadian Institutes of Health Research for the ‘CIHR Team in Familial Risks of Breast Cancer’ program, and the Ministry of Economic Development, Innovation and Export Trade of Quebec (grant PSR-SIIRI-701). Combining of the GWAS data was supported in part by NIH Cancer Post-Cancer GWAS initiative grant U19 CA 148065 (DRIVE, part of the GAME-ON initiative). For a full description of funding and acknowledgments, see the Supplementary Note., We thank all of the individuals who took part in these studies, as well as all of the researchers, clinicians, technicians and administrative staff who enabled this work to be carried out, European Project: 656144,H2020,H2020-MSCA-IF-2014,RADIOGENFF(2016), European Project: 223175,EC:FP7:HEALTH,FP7-HEALTH-2007-B,COGS(2009), European Project: 633784,H2020,H2020-PHC-2014-two-stage,B-CAST(2015), European Project: 634935,H2020,H2020-PHC-2014-two-stage,BRIDGES(2015), Clinical Genetics, Medical Oncology, Pathology, Radiology & Nuclear Medicine, Institut Pasteur [Paris] (IP)-Centre National de la Recherche Scientifique (CNRS), University of Cyprus [Nicosia] (UCY), Centre de recherche en épidémiologie et santé des populations (CESP), Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Hôpital Paul Brousse-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Paris-Saclay, Damage and Repair in Cancer Development and Cancer Treatment (DARE), Life Course Epidemiology (LCE), Targeted Gynaecologic Oncology (TARGON), ​Basic and Translational Research and Imaging Methodology Development in Groningen (BRIDGE), Aschard, Hugues [0000-0002-7554-6783], Barnes, Daniel R [0000-0002-3781-7570], Dennis, Joe [0000-0003-4591-1214], Michailidou, Kyriaki [0000-0001-7065-1237], Lemaçon, Audrey [0000-0002-1817-7029], Andrulis, Irene L [0000-0002-4226-6435], Arason, Adalgeir [0000-0003-0480-886X], Arndt, Volker [0000-0001-9320-8684], Auber, Bernd [0000-0003-1880-291X], Azzollini, Jacopo [0000-0002-9364-9778], Bojesen, Stig E [0000-0002-4061-4133], Bonanni, Bernardo [0000-0003-3589-2128], Brauch, Hiltrud [0000-0001-7531-2736], Campbell, Ian [0000-0002-7773-4155], Carroll, Jason S [0000-0003-3643-0080], Claes, Kathleen BM [0000-0003-0841-7372], Collée, J Margriet [0000-0002-9272-9346], Devilee, Peter [0000-0002-8023-2009], Dörk, Thilo [0000-0002-9458-0282], Dwek, Miriam [0000-0001-7184-2932], Fletcher, Olivia [0000-0001-9387-7116], Floris, Giuseppe [0000-0003-2391-5425], Foulkes, William D [0000-0001-7427-4651], García-Sáenz, José A [0000-0001-6880-0301], Greene, Mark H [0000-0003-1852-9239], Guénel, Pascal [0000-0002-8359-518X], Heemskerk-Gerritsen, Bernadette AM [0000-0002-9724-6693], Hollestelle, Antoinette [0000-0003-1166-1966], Hulick, Peter J [0000-0001-8397-4078], Jakimovska, Milena [0000-0002-1506-0669], Jakubowska, Anna [0000-0002-5650-0501], James, Paul A [0000-0002-4361-4657], Jones, Michael E [0000-0001-7479-3451], Kapoor, Pooja Middha [0000-0001-5503-8215], Keeman, Renske [0000-0002-5452-9933], Konstantopoulou, Irene [0000-0002-0470-0309], Leslie, Goska [0000-0001-5756-6222], Lesueur, Fabienne [0000-0001-7404-4549], Matsuo, Keitaro [0000-0003-1761-6314], McLean, Catriona [0000-0002-0302-5727], Miller, Austin [0000-0001-9739-8462], Muir, Kenneth [0000-0001-6429-988X], Muranen, Taru A [0000-0002-5895-1808], Nathanson, Katherine L [0000-0002-6740-0901], Nevanlinna, Heli [0000-0002-0916-2976], Olopade, Olufunmilayo I [0000-0002-9936-1599], Orr, Nick [0000-0003-2866-942X], Pankratz, V Shane [0000-0002-3742-040X], Parsons, Michael T [0000-0003-3242-8477], Paul, James [0000-0001-7367-5816], Peshkin, Beth [0000-0002-2997-4701], Peterlongo, Paolo [0000-0001-6951-6855], Peto, Julian [0000-0002-1685-8912], Plaseska-Karanfilska, Dijana [0000-0001-8877-2416], Pylkäs, Katri [0000-0002-2449-0521], Radice, Paolo [0000-0001-6298-4111], Rennert, Gad [0000-0002-8512-068X], Robson, Mark [0000-0002-3109-1692], Romero, Atocha [0000-0002-1634-7397], Saloustros, Emmanouil [0000-0002-0485-0120], Scott, Christopher [0000-0003-1340-0647], Scott, Rodney J [0000-0001-7724-3404], Spurdle, Amanda B [0000-0003-1337-7897], Stone, Jennifer [0000-0001-5077-0124], Sutter, Christian [0000-0003-4051-5888], Tan, Yen Yen [0000-0003-1063-5352], Teixeira, Manuel R [0000-0002-4896-5982], Toland, Amanda E [0000-0002-0271-1792], Tomlinson, Ian [0000-0003-3037-1470], Viel, Alessandra [0000-0003-2804-0840], Vijai, Joseph [0000-0002-7933-151X], Wolk, Alicja [0000-0001-7387-6845], Yannoukakos, Drakoulis [0000-0001-7509-3510], Pharoah, Paul DP [0000-0001-8494-732X], Schmidt, Marjanka K [0000-0002-2228-429X], Milne, Roger L [0000-0001-5764-7268], Edwards, Stacey L [0000-0001-7428-4139], Simard, Jacques [0000-0001-6906-3390], Easton, Douglas F [0000-0003-2444-3247], Kraft, Peter [0000-0002-4472-8103], Dunning, Alison M [0000-0001-6651-7166], Apollo - University of Cambridge Repository, Academic Medical Center, ARD - Amsterdam Reproduction and Development, Human genetics, CCA - Cancer biology and immunology, Molecular cell biology and Immunology, Medicum, Kristiina Aittomäki / Principal Investigator, HUSLAB, Department of Medical and Clinical Genetics, University of Helsinki, HUS Comprehensive Cancer Center, Department of Oncology, Clinicum, Doctoral Programme in Clinical Research, Staff Services, INDIVIDRUG - Individualized Drug Therapy, HUS Gynecology and Obstetrics, and Department of Obstetrics and Gynecology

Subjects
CHROMATIN, Linkage disequilibrium, Genome-wide association study, Regulatory Sequences, Nucleic Acid, Genome-wide association studies, Linkage Disequilibrium, Basic medicine, 0302 clinical medicine, Breast cancer, MESH: Risk Factors, Risk Factors, COMPREHENSIVE MOLECULAR PORTRAITS, 11 Medical and Health Sciences, HEBON Investigators, Genetics & Heredity, 0303 health sciences, [STAT.AP]Statistics [stat]/Applications [stat.AP], PROTEIN FUNCTION, Tumor, breast tumor, MESH: Polymorphism, Single Nucleotide, 1184 Genetics, developmental biology, physiology, MESH: Genetic Predisposition to Disease, apoptosis, Chromosome Mapping, Single Nucleotide, 3. Good health, MESH: Linkage Disequilibrium, Female, MESH: Biomarkers, Tumor, Biomarkers, Tumor/genetics, [STAT.ME]Statistics [stat]/Methodology [stat.ME], Life Sciences & Biomedicine, SUSCEPTIBILITY LOCI, MESH: Bayes Theorem, Quantitative Trait Loci, ABCTB Investigators, INTEGRATIVE ANALYSIS, Breast Neoplasms, Computational biology, Biology, Quantitative trait locus, Breast Neoplasms/genetics, Polymorphism, Single Nucleotide, Article, ENHANCER, GEMO Study Collaborators, 03 medical and health sciences, breast cancer, SDG 3 - Good Health and Well-being, REVEALS, Genetics, Biomarkers, Tumor, MESH: Regulatory Sequences, Nucleic Acid, Humans, Genetic Predisposition to Disease, Polymorphism, GENOME-WIDE ASSOCIATION, FUNCTIONAL VARIANTS, EMBRACE Collaborators, Gene, 030304 developmental biology, Genetic association, Bayes Theorem, Genome-Wide Association Study, MESH: Humans, Science & Technology, Nucleic Acid, gene mapping, 06 Biological Sciences, MESH: Quantitative Trait Loci, DNA binding site, ESTROGEN-RECEPTOR, [SDV.GEN.GH]Life Sciences [q-bio]/Genetics/Human genetics, Clinical medicine, Expression quantitative trait loci, MESH: Genome-Wide Association Study, Human genome, [SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie, KConFab Investigators, [INFO.INFO-BI]Computer Science [cs]/Bioinformatics [q-bio.QM], MESH: Chromosome Mapping, Chromosome Mapping/methods, Regulatory Sequences, MESH: Female, Biomarkers, 030217 neurology & neurosurgery, MESH: Breast Neoplasms, Developmental Biology
Abstract

Genome-wide association studies have identified breast cancer risk variants in over 150 genomic regions, but the mechanisms underlying risk remain largely unknown. These regions were explored by combining association analysis with in silico genomic feature annotations. We defined 205 independent risk-associated signals with the set of credible causal variants in each one. In parallel, we used a Bayesian approach (PAINTOR) that combines genetic association, linkage disequilibrium and enriched genomic features to determine variants with high posterior probabilities of being causal. Potentially causal variants were significantly over-represented in active gene regulatory regions and transcription factor binding sites. We applied our INQUSIT pipeline for prioritizing genes as targets of those potentially causal variants, using gene expression (expression quantitative trait loci), chromatin interaction and functional annotations. Known cancer drivers, transcription factors and genes in the developmental, apoptosis, immune system and DNA integrity checkpoint gene ontology pathways were over-represented among the highest-confidence target genes., This work was supported by the European Union’s Horizon 2020 Research and Innovation Programme under Marie Sklodowska-Curie grant agreement number 656144. Genotyping of the OncoArray was principally funded from three sources: the PERSPECTIVE project (funded by the Government of Canada through Genome Canada and the Canadian Institutes of Health Research, the ‘Ministère de l’Économie de la Science et de l’Innovation du Québec’ (through Genome Québec) and the Quebec Breast Cancer Foundation); the NCI Genetic Associations and Mechanisms in Oncology (GAME-ON) initiative and the Discovery, Biology and Risk of Inherited Variants in Breast Cancer (DRIVE) project (NIH grants U19 CA148065 and X01HG007492); and Cancer Research UK (C1287/A10118, C8197/A16565 and C1287/A16563). BCAC is funded by Cancer Research UK (C1287/A16563), by the European Community’s Seventh Framework Programme under grant agreement 223175 (HEALTH-F2-2009-223175) (COGS) and by the European Union’s Horizon 2020 Research and Innovation Programme under grant agreements 633784 (B-CAST) and 634935 (BRIDGES). Genotyping of the iCOGS array was funded by the European Union (HEALTH-F2-2009-223175), Cancer Research UK (C1287/A10710), the Canadian Institutes of Health Research for the ‘CIHR Team in Familial Risks of Breast Cancer’ program, and the Ministry of Economic Development, Innovation and Export Trade of Quebec (grant PSR-SIIRI-701). Combining of the GWAS data was supported in part by NIH Cancer Post-Cancer GWAS initiative grant U19 CA 148065 (DRIVE; part of the GAME-ON initiative).

Published
2020

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