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4. KidneyNetwork: using kidney-derived gene expression data to predict and prioritize novel genes involved in kidney disease

Author

Boulogne, Floranne, Claus, Laura R., Wiersma, Henry, Oelen, Roy, Schukking, Floor, de Klein, Niek, Li, Shuang, Westra, Harm-Jan, van der Zwaag, Bert, van Reekum, Franka, Sierks, Dana, Schönauer, Ria, Li, Zhigui, Bijlsma, Emilia K., Bos, Willem Jan W., Halbritter, Jan, Knoers, Nine V. A. M., Besse, Whitney, Deelen, Patrick, Franke, Lude, and van Eerde, Albertien M.

Published
2023
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6. Single-cell RNA-sequencing of peripheral blood mononuclear cells reveals widespread, context-specific gene expression regulation upon pathogenic exposure

Author

Oelen, Roy, de Vries, Dylan H, Brugge, Harm, Gordon, M Grace, Vochteloo, Martijn, Ye, Chun J, Westra, Harm-Jan, Franke, Lude, and van der Wijst, Monique GP

Subjects
Biological Sciences, Genetics, Biotechnology, Human Genome, Aetiology, 2.1 Biological and endogenous factors, 2.2 Factors relating to the physical environment, Inflammatory and immune system, Infection, Gene Expression Regulation, Humans, Lectins, C-Type, Leukocytes, Mononuclear, Lupus Erythematosus, Systemic, RNA, Receptors, Mitogen, Signal Transduction, single-cell eQTLGen consortium, BIOS Consortium
Abstract

The host's gene expression and gene regulatory response to pathogen exposure can be influenced by a combination of the host's genetic background, the type of and exposure time to pathogens. Here we provide a detailed dissection of this using single-cell RNA-sequencing of 1.3M peripheral blood mononuclear cells from 120 individuals, longitudinally exposed to three different pathogens. These analyses indicate that cell-type-specificity is a more prominent factor than pathogen-specificity regarding contexts that affect how genetics influences gene expression (i.e., eQTL) and co-expression (i.e., co-expression QTL). In monocytes, the strongest responder to pathogen stimulations, 71.4% of the genetic variants whose effect on gene expression is influenced by pathogen exposure (i.e., response QTL) also affect the co-expression between genes. This indicates widespread, context-specific changes in gene expression level and its regulation that are driven by genetics. Pathway analysis on the CLEC12A gene that exemplifies cell-type-, exposure-time- and genetic-background-dependent co-expression interactions, shows enrichment of the interferon (IFN) pathway specifically at 3-h post-exposure in monocytes. Similar genetic background-dependent association between IFN activity and CLEC12A co-expression patterns is confirmed in systemic lupus erythematosus by in silico analysis, which implies that CLEC12A might be an IFN-regulated gene. Altogether, this study highlights the importance of context for gaining a better understanding of the mechanisms of gene regulation in health and disease.

Published
2022

7. Common and rare variant association analyses in amyotrophic lateral sclerosis identify 15 risk loci with distinct genetic architectures and neuron-specific biology

Author

van Rheenen, Wouter, van der Spek, Rick AA, Bakker, Mark K, van Vugt, Joke JFA, Hop, Paul J, Zwamborn, Ramona AJ, de Klein, Niek, Westra, Harm-Jan, Bakker, Olivier B, Deelen, Patrick, Shireby, Gemma, Hannon, Eilis, Moisse, Matthieu, Baird, Denis, Restuadi, Restuadi, Dolzhenko, Egor, Dekker, Annelot M, Gawor, Klara, Westeneng, Henk-Jan, Tazelaar, Gijs HP, van Eijk, Kristel R, Kooyman, Maarten, Byrne, Ross P, Doherty, Mark, Heverin, Mark, Al Khleifat, Ahmad, Iacoangeli, Alfredo, Shatunov, Aleksey, Ticozzi, Nicola, Cooper-Knock, Johnathan, Smith, Bradley N, Gromicho, Marta, Chandran, Siddharthan, Pal, Suvankar, Morrison, Karen E, Shaw, Pamela J, Hardy, John, Orrell, Richard W, Sendtner, Michael, Meyer, Thomas, Başak, Nazli, van der Kooi, Anneke J, Ratti, Antonia, Fogh, Isabella, Gellera, Cinzia, Lauria, Giuseppe, Corti, Stefania, Cereda, Cristina, Sproviero, Daisy, D’Alfonso, Sandra, Sorarù, Gianni, Siciliano, Gabriele, Filosto, Massimiliano, Padovani, Alessandro, Chiò, Adriano, Calvo, Andrea, Moglia, Cristina, Brunetti, Maura, Canosa, Antonio, Grassano, Maurizio, Beghi, Ettore, Pupillo, Elisabetta, Logroscino, Giancarlo, Nefussy, Beatrice, Osmanovic, Alma, Nordin, Angelica, Lerner, Yossef, Zabari, Michal, Gotkine, Marc, Baloh, Robert H, Bell, Shaughn, Vourc’h, Patrick, Corcia, Philippe, Couratier, Philippe, Millecamps, Stéphanie, Meininger, Vincent, Salachas, François, Mora Pardina, Jesus S, Assialioui, Abdelilah, Rojas-García, Ricardo, Dion, Patrick A, Ross, Jay P, Ludolph, Albert C, Weishaupt, Jochen H, Brenner, David, Freischmidt, Axel, Bensimon, Gilbert, Brice, Alexis, Durr, Alexandra, Payan, Christine AM, Saker-Delye, Safa, Wood, Nicholas W, Topp, Simon, Rademakers, Rosa, Tittmann, Lukas, Lieb, Wolfgang, Franke, Andre, Ripke, Stephan, Braun, Alice, and Kraft, Julia

Subjects
Human Genome, Neurodegenerative, Clinical Research, Rare Diseases, Prevention, ALS, Neurosciences, Genetics, Brain Disorders, Aetiology, 2.1 Biological and endogenous factors, Neurological, Amyotrophic Lateral Sclerosis, Brain, Cholesterol, Disease Progression, Female, Genome-Wide Association Study, Glutamine, Humans, Male, Mendelian Randomization Analysis, Microsatellite Repeats, Mutation, Neurodegenerative Diseases, Neurons, Quantitative Trait Loci, RNA-Seq, Risk Factors, SLALOM Consortium, PARALS Consortium, SLAGEN Consortium, SLAP Consortium, Biological Sciences, Medical and Health Sciences, Developmental Biology
Abstract

Amyotrophic lateral sclerosis (ALS) is a fatal neurodegenerative disease with a lifetime risk of one in 350 people and an unmet need for disease-modifying therapies. We conducted a cross-ancestry genome-wide association study (GWAS) including 29,612 patients with ALS and 122,656 controls, which identified 15 risk loci. When combined with 8,953 individuals with whole-genome sequencing (6,538 patients, 2,415 controls) and a large cortex-derived expression quantitative trait locus (eQTL) dataset (MetaBrain), analyses revealed locus-specific genetic architectures in which we prioritized genes either through rare variants, short tandem repeats or regulatory effects. ALS-associated risk loci were shared with multiple traits within the neurodegenerative spectrum but with distinct enrichment patterns across brain regions and cell types. Of the environmental and lifestyle risk factors obtained from the literature, Mendelian randomization analyses indicated a causal role for high cholesterol levels. The combination of all ALS-associated signals reveals a role for perturbations in vesicle-mediated transport and autophagy and provides evidence for cell-autonomous disease initiation in glutamatergic neurons.

Published
2021

8. Brain expression quantitative trait locus and network analyses reveal downstream effects and putative drivers for brain-related diseases

Author

de Klein, Niek, Tsai, Ellen A., Vochteloo, Martijn, Baird, Denis, Huang, Yunfeng, Chen, Chia-Yen, van Dam, Sipko, Oelen, Roy, Deelen, Patrick, Bakker, Olivier B., El Garwany, Omar, Ouyang, Zhengyu, Marshall, Eric E., Zavodszky, Maria I., van Rheenen, Wouter, Bakker, Mark K., Veldink, Jan, Gaunt, Tom R., Runz, Heiko, Franke, Lude, and Westra, Harm-Jan

Published
2023
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9. Large-scale association analyses identify host factors influencing human gut microbiome composition

Author

Kurilshikov, Alexander, Medina-Gomez, Carolina, Bacigalupe, Rodrigo, Radjabzadeh, Djawad, Wang, Jun, Demirkan, Ayse, Le Roy, Caroline I, Raygoza Garay, Juan Antonio, Finnicum, Casey T, Liu, Xingrong, Zhernakova, Daria V, Bonder, Marc Jan, Hansen, Tue H, Frost, Fabian, Rühlemann, Malte C, Turpin, Williams, Moon, Jee-Young, Kim, Han-Na, Lüll, Kreete, Barkan, Elad, Shah, Shiraz A, Fornage, Myriam, Szopinska-Tokov, Joanna, Wallen, Zachary D, Borisevich, Dmitrii, Agreus, Lars, Andreasson, Anna, Bang, Corinna, Bedrani, Larbi, Bell, Jordana T, Bisgaard, Hans, Boehnke, Michael, Boomsma, Dorret I, Burk, Robert D, Claringbould, Annique, Croitoru, Kenneth, Davies, Gareth E, van Duijn, Cornelia M, Duijts, Liesbeth, Falony, Gwen, Fu, Jingyuan, van der Graaf, Adriaan, Hansen, Torben, Homuth, Georg, Hughes, David A, Ijzerman, Richard G, Jackson, Matthew A, Jaddoe, Vincent WV, Joossens, Marie, Jørgensen, Torben, Keszthelyi, Daniel, Knight, Rob, Laakso, Markku, Laudes, Matthias, Launer, Lenore J, Lieb, Wolfgang, Lusis, Aldons J, Masclee, Ad AM, Moll, Henriette A, Mujagic, Zlatan, Qibin, Qi, Rothschild, Daphna, Shin, Hocheol, Sørensen, Søren J, Steves, Claire J, Thorsen, Jonathan, Timpson, Nicholas J, Tito, Raul Y, Vieira-Silva, Sara, Völker, Uwe, Völzke, Henry, Võsa, Urmo, Wade, Kaitlin H, Walter, Susanna, Watanabe, Kyoko, Weiss, Stefan, Weiss, Frank U, Weissbrod, Omer, Westra, Harm-Jan, Willemsen, Gonneke, Payami, Haydeh, Jonkers, Daisy MAE, Arias Vasquez, Alejandro, de Geus, Eco JC, Meyer, Katie A, Stokholm, Jakob, Segal, Eran, Org, Elin, Wijmenga, Cisca, Kim, Hyung-Lae, Kaplan, Robert C, Spector, Tim D, Uitterlinden, Andre G, Rivadeneira, Fernando, Franke, Andre, Lerch, Markus M, Franke, Lude, Sanna, Serena, D’Amato, Mauro, and Pedersen, Oluf

Subjects
Microbiology, Biological Sciences, Genetics, Human Genome, Biotechnology, Clinical Research, Digestive Diseases, Nutrition, 2.1 Biological and endogenous factors, Aetiology, Oral and gastrointestinal, Adolescent, Adult, Bifidobacterium, Child, Child, Preschool, Cohort Studies, Female, Gastrointestinal Microbiome, Genetic Variation, Genome-Wide Association Study, Humans, Lactase, Linkage Disequilibrium, Male, Mendelian Randomization Analysis, Metabolism, Quantitative Trait Loci, RNA, Ribosomal, 16S, Medical and Health Sciences, Developmental Biology, Agricultural biotechnology, Bioinformatics and computational biology
Abstract

To study the effect of host genetics on gut microbiome composition, the MiBioGen consortium curated and analyzed genome-wide genotypes and 16S fecal microbiome data from 18,340 individuals (24 cohorts). Microbial composition showed high variability across cohorts: only 9 of 410 genera were detected in more than 95% of samples. A genome-wide association study of host genetic variation regarding microbial taxa identified 31 loci affecting the microbiome at a genome-wide significant (P

Published
2021

11. Phantom epistasis between unlinked loci

Author

Hemani, Gibran, Powell, Joseph E., Wang, Huanwei, Shakhbazov, Konstantin, Westra, Harm-Jan, Esko, Tonu, Henders, Anjali K., McRae, Allan F., Martin, Nicholas G., Metspalu, Andres, Franke, Lude, Montgomery, Grant W., Goddard, Michael E., Gibson, Greg, Yang, Jian, and Visscher, Peter M.

Published
2021
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12. Genetic variants associated with subjective well-being, depressive symptoms, and neuroticism identified through genome-wide analyses

Author

Okbay, Aysu, Baselmans, Bart ML, De Neve, Jan-Emmanuel, Turley, Patrick, Nivard, Michel G, Fontana, Mark Alan, Meddens, S Fleur W, Linnér, Richard Karlsson, Rietveld, Cornelius A, Derringer, Jaime, Gratten, Jacob, Lee, James J, Liu, Jimmy Z, de Vlaming, Ronald, Ahluwalia, Tarunveer S, Buchwald, Jadwiga, Cavadino, Alana, Frazier-Wood, Alexis C, Furlotte, Nicholas A, Garfield, Victoria, Geisel, Marie Henrike, Gonzalez, Juan R, Haitjema, Saskia, Karlsson, Robert, van der Laan, Sander W, Ladwig, Karl-Heinz, Lahti, Jari, van der Lee, Sven J, Lind, Penelope A, Liu, Tian, Matteson, Lindsay, Mihailov, Evelin, Miller, Michael B, Minica, Camelia C, Nolte, Ilja M, Mook-Kanamori, Dennis, van der Most, Peter J, Oldmeadow, Christopher, Qian, Yong, Raitakari, Olli, Rawal, Rajesh, Realo, Anu, Rueedi, Rico, Schmidt, Börge, Smith, Albert V, Stergiakouli, Evie, Tanaka, Toshiko, Taylor, Kent, Thorleifsson, Gudmar, Wedenoja, Juho, Wellmann, Juergen, Westra, Harm-Jan, Willems, Sara M, Zhao, Wei, Amin, Najaf, Bakshi, Andrew, Bergmann, Sven, Bjornsdottir, Gyda, Boyle, Patricia A, Cherney, Samantha, Cox, Simon R, Davies, Gail, Davis, Oliver SP, Ding, Jun, Direk, Nese, Eibich, Peter, Emeny, Rebecca T, Fatemifar, Ghazaleh, Faul, Jessica D, Ferrucci, Luigi, Forstner, Andreas J, Gieger, Christian, Gupta, Richa, Harris, Tamara B, Harris, Juliette M, Holliday, Elizabeth G, Hottenga, Jouke-Jan, De Jager, Philip L, Kaakinen, Marika A, Kajantie, Eero, Karhunen, Ville, Kolcic, Ivana, Kumari, Meena, Launer, Lenore J, Franke, Lude, Li-Gao, Ruifang, Liewald, David C, Koini, Marisa, Loukola, Anu, Marques-Vidal, Pedro, Montgomery, Grant W, Mosing, Miriam A, Paternoster, Lavinia, Pattie, Alison, Petrovic, Katja E, Pulkki-Råback, Laura, Quaye, Lydia, Räikkönen, Katri, Rudan, Igor, and Scott, Rodney J

Subjects
Biological Sciences, Genetics, Mental Health, Human Genome, Depression, Anxiety Disorders, Bayes Theorem, Genome-Wide Association Study, Humans, Neuroticism, Phenotype, Polymorphism, Single Nucleotide, LifeLines Cohort Study, Medical and Health Sciences, Developmental Biology, Agricultural biotechnology, Bioinformatics and computational biology
Abstract

Very few genetic variants have been associated with depression and neuroticism, likely because of limitations on sample size in previous studies. Subjective well-being, a phenotype that is genetically correlated with both of these traits, has not yet been studied with genome-wide data. We conducted genome-wide association studies of three phenotypes: subjective well-being (n = 298,420), depressive symptoms (n = 161,460), and neuroticism (n = 170,911). We identify 3 variants associated with subjective well-being, 2 variants associated with depressive symptoms, and 11 variants associated with neuroticism, including 2 inversion polymorphisms. The two loci associated with depressive symptoms replicate in an independent depression sample. Joint analyses that exploit the high genetic correlations between the phenotypes (|ρ^| ≈ 0.8) strengthen the overall credibility of the findings and allow us to identify additional variants. Across our phenotypes, loci regulating expression in central nervous system and adrenal or pancreas tissues are strongly enriched for association.

Published
2016

13. Genome-wide association study identifies 74 loci associated with educational attainment

Author

Okbay, Aysu, Beauchamp, Jonathan P, Fontana, Mark Alan, Lee, James J, Pers, Tune H, Rietveld, Cornelius A, Turley, Patrick, Chen, Guo-Bo, Emilsson, Valur, Meddens, S Fleur W, Oskarsson, Sven, Pickrell, Joseph K, Thom, Kevin, Timshel, Pascal, de Vlaming, Ronald, Abdellaoui, Abdel, Ahluwalia, Tarunveer S, Bacelis, Jonas, Baumbach, Clemens, Bjornsdottir, Gyda, Brandsma, Johannes H, Pina Concas, Maria, Derringer, Jaime, Furlotte, Nicholas A, Galesloot, Tessel E, Girotto, Giorgia, Gupta, Richa, Hall, Leanne M, Harris, Sarah E, Hofer, Edith, Horikoshi, Momoko, Huffman, Jennifer E, Kaasik, Kadri, Kalafati, Ioanna P, Karlsson, Robert, Kong, Augustine, Lahti, Jari, Lee, Sven J van der, deLeeuw, Christiaan, Lind, Penelope A, Lindgren, Karl-Oskar, Liu, Tian, Mangino, Massimo, Marten, Jonathan, Mihailov, Evelin, Miller, Michael B, van der Most, Peter J, Oldmeadow, Christopher, Payton, Antony, Pervjakova, Natalia, Peyrot, Wouter J, Qian, Yong, Raitakari, Olli, Rueedi, Rico, Salvi, Erika, Schmidt, Börge, Schraut, Katharina E, Shi, Jianxin, Smith, Albert V, Poot, Raymond A, St Pourcain, Beate, Teumer, Alexander, Thorleifsson, Gudmar, Verweij, Niek, Vuckovic, Dragana, Wellmann, Juergen, Westra, Harm-Jan, Yang, Jingyun, Zhao, Wei, Zhu, Zhihong, Alizadeh, Behrooz Z, Amin, Najaf, Bakshi, Andrew, Baumeister, Sebastian E, Biino, Ginevra, Bønnelykke, Klaus, Boyle, Patricia A, Campbell, Harry, Cappuccio, Francesco P, Davies, Gail, De Neve, Jan-Emmanuel, Deloukas, Panos, Demuth, Ilja, Ding, Jun, Eibich, Peter, Eisele, Lewin, Eklund, Niina, Evans, David M, Faul, Jessica D, Feitosa, Mary F, Forstner, Andreas J, Gandin, Ilaria, Gunnarsson, Bjarni, Halldórsson, Bjarni V, Harris, Tamara B, Heath, Andrew C, Hocking, Lynne J, Holliday, Elizabeth G, Homuth, Georg, and Horan, Michael A

Subjects
Biological Sciences, Genetics, Epidemiology, Health Sciences, Statistics, Mathematical Sciences, Human Genome, Clinical Research, Alzheimer Disease, Bipolar Disorder, Brain, Cognition, Computational Biology, Educational Status, Fetus, Gene Expression Regulation, Gene-Environment Interaction, Genome-Wide Association Study, Humans, Molecular Sequence Annotation, Polymorphism, Single Nucleotide, Schizophrenia, United Kingdom, LifeLines Cohort Study, General Science & Technology
Abstract

Educational attainment is strongly influenced by social and other environmental factors, but genetic factors are estimated to account for at least 20% of the variation across individuals. Here we report the results of a genome-wide association study (GWAS) for educational attainment that extends our earlier discovery sample of 101,069 individuals to 293,723 individuals, and a replication study in an independent sample of 111,349 individuals from the UK Biobank. We identify 74 genome-wide significant loci associated with the number of years of schooling completed. Single-nucleotide polymorphisms associated with educational attainment are disproportionately found in genomic regions regulating gene expression in the fetal brain. Candidate genes are preferentially expressed in neural tissue, especially during the prenatal period, and enriched for biological pathways involved in neural development. Our findings demonstrate that, even for a behavioural phenotype that is mostly environmentally determined, a well-powered GWAS identifies replicable associated genetic variants that suggest biologically relevant pathways. Because educational attainment is measured in large numbers of individuals, it will continue to be useful as a proxy phenotype in efforts to characterize the genetic influences of related phenotypes, including cognition and neuropsychiatric diseases.

Published
2016

14. Analysis of five chronic inflammatory diseases identifies 27 new associations and highlights disease-specific patterns at shared loci

Author

Ellinghaus, David, Jostins, Luke, Spain, Sarah L, Cortes, Adrian, Bethune, Jörn, Han, Buhm, Park, Yu Rang, Raychaudhuri, Soumya, Pouget, Jennie G, Hübenthal, Matthias, Folseraas, Trine, Wang, Yunpeng, Esko, Tonu, Metspalu, Andres, Westra, Harm-Jan, Franke, Lude, Pers, Tune H, Weersma, Rinse K, Collij, Valerie, D'Amato, Mauro, Halfvarson, Jonas, Jensen, Anders Boeck, Lieb, Wolfgang, Degenhardt, Franziska, Forstner, Andreas J, Hofmann, Andrea, Schreiber, Stefan, Mrowietz, Ulrich, Juran, Brian D, Lazaridis, Konstantinos N, Brunak, Søren, Dale, Anders M, Trembath, Richard C, Weidinger, Stephan, Weichenthal, Michael, Ellinghaus, Eva, Elder, James T, Barker, Jonathan NWN, Andreassen, Ole A, McGovern, Dermot P, Karlsen, Tom H, Barrett, Jeffrey C, Parkes, Miles, Brown, Matthew A, and Franke, Andre

Subjects
Biological Sciences, Genetics, Prevention, 2.1 Biological and endogenous factors, Aetiology, Inflammatory and immune system, Bayes Theorem, Cholangitis, Sclerosing, Chronic Disease, Colitis, Ulcerative, Comorbidity, Crohn Disease, Genetic Heterogeneity, Genetic Pleiotropy, Genetic Variation, Genome-Wide Association Study, Genotype, Humans, Inflammation, Psoriasis, Quantitative Trait Loci, Spondylitis, Ankylosing, International IBD Genetics Consortium, International Genetics of Ankylosing Spondylitis Consortium, International PSC Study Group, Genetic Analysis of Psoriasis Consortium, Psoriasis Association Genetics Extension, Medical and Health Sciences, Developmental Biology, Agricultural biotechnology, Bioinformatics and computational biology
Abstract

We simultaneously investigated the genetic landscape of ankylosing spondylitis, Crohn's disease, psoriasis, primary sclerosing cholangitis and ulcerative colitis to investigate pleiotropy and the relationship between these clinically related diseases. Using high-density genotype data from more than 86,000 individuals of European ancestry, we identified 244 independent multidisease signals, including 27 new genome-wide significant susceptibility loci and 3 unreported shared risk loci. Complex pleiotropy was supported when contrasting multidisease signals with expression data sets from human, rat and mouse together with epigenetic and expressed enhancer profiles. The comorbidities among the five immune diseases were best explained by biological pleiotropy rather than heterogeneity (a subgroup of cases genetically identical to those with another disease, possibly owing to diagnostic misclassification, molecular subtypes or excessive comorbidity). In particular, the strong comorbidity between primary sclerosing cholangitis and inflammatory bowel disease is likely the result of a unique disease, which is genetically distinct from classical inflammatory bowel disease phenotypes.

Published
2016

15. Genomic and drug target evaluation of 90 cardiovascular proteins in 30,931 individuals

Author

Folkersen, Lasse, Gustafsson, Stefan, Wang, Qin, Hansen, Daniel Hvidberg, Hedman, Åsa K., Schork, Andrew, Page, Karen, Zhernakova, Daria V., Wu, Yang, Peters, James, Eriksson, Niclas, Bergen, Sarah E., Boutin, Thibaud S., Bretherick, Andrew D., Enroth, Stefan, Kalnapenkis, Anette, Gådin, Jesper R., Suur, Bianca E., Chen, Yan, Matic, Ljubica, Gale, Jeremy D., Lee, Julie, Zhang, Weidong, Quazi, Amira, Ala-Korpela, Mika, Choi, Seung Hoan, Claringbould, Annique, Danesh, John, Davey Smith, George, de Masi, Federico, Elmståhl, Sölve, Engström, Gunnar, Fauman, Eric, Fernandez, Celine, Franke, Lude, Franks, Paul W., Giedraitis, Vilmantas, Haley, Chris, Hamsten, Anders, Ingason, Andres, Johansson, Åsa, Joshi, Peter K., Lind, Lars, Lindgren, Cecilia M., Lubitz, Steven, Palmer, Tom, Macdonald-Dunlop, Erin, Magnusson, Martin, Melander, Olle, Michaelsson, Karl, Morris, Andrew P., Mägi, Reedik, Nagle, Michael W., Nilsson, Peter M., Nilsson, Jan, Orho-Melander, Marju, Polasek, Ozren, Prins, Bram, Pålsson, Erik, Qi, Ting, Sjögren, Marketa, Sundström, Johan, Surendran, Praveen, Võsa, Urmo, Werge, Thomas, Wernersson, Rasmus, Westra, Harm-Jan, Yang, Jian, Zhernakova, Alexandra, Ärnlöv, Johan, Fu, Jingyuan, Smith, J. Gustav, Esko, Tõnu, Hayward, Caroline, Gyllensten, Ulf, Landen, Mikael, Siegbahn, Agneta, Wilson, James F., Wallentin, Lars, Butterworth, Adam S., Holmes, Michael V., Ingelsson, Erik, and Mälarstig, Anders

Published
2020
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16. The transcriptional landscape of age in human peripheral blood.

Author

Peters, Marjolein J, Joehanes, Roby, Pilling, Luke C, Schurmann, Claudia, Conneely, Karen N, Powell, Joseph, Reinmaa, Eva, Sutphin, George L, Zhernakova, Alexandra, Schramm, Katharina, Wilson, Yana A, Kobes, Sayuko, Tukiainen, Taru, NABEC/UKBEC Consortium, Ramos, Yolande F, Göring, Harald HH, Fornage, Myriam, Liu, Yongmei, Gharib, Sina A, Stranger, Barbara E, De Jager, Philip L, Aviv, Abraham, Levy, Daniel, Murabito, Joanne M, Munson, Peter J, Huan, Tianxiao, Hofman, Albert, Uitterlinden, André G, Rivadeneira, Fernando, van Rooij, Jeroen, Stolk, Lisette, Broer, Linda, Verbiest, Michael MPJ, Jhamai, Mila, Arp, Pascal, Metspalu, Andres, Tserel, Liina, Milani, Lili, Samani, Nilesh J, Peterson, Pärt, Kasela, Silva, Codd, Veryan, Peters, Annette, Ward-Caviness, Cavin K, Herder, Christian, Waldenberger, Melanie, Roden, Michael, Singmann, Paula, Zeilinger, Sonja, Illig, Thomas, Homuth, Georg, Grabe, Hans-Jörgen, Völzke, Henry, Steil, Leif, Kocher, Thomas, Murray, Anna, Melzer, David, Yaghootkar, Hanieh, Bandinelli, Stefania, Moses, Eric K, Kent, Jack W, Curran, Joanne E, Johnson, Matthew P, Williams-Blangero, Sarah, Westra, Harm-Jan, McRae, Allan F, Smith, Jennifer A, Kardia, Sharon LR, Hovatta, Iiris, Perola, Markus, Ripatti, Samuli, Salomaa, Veikko, Henders, Anjali K, Martin, Nicholas G, Smith, Alicia K, Mehta, Divya, Binder, Elisabeth B, Nylocks, K Maria, Kennedy, Elizabeth M, Klengel, Torsten, Ding, Jingzhong, Suchy-Dicey, Astrid M, Enquobahrie, Daniel A, Brody, Jennifer, Rotter, Jerome I, Chen, Yii-Der I, Houwing-Duistermaat, Jeanine, Kloppenburg, Margreet, Slagboom, P Eline, Helmer, Quinta, den Hollander, Wouter, Bean, Shannon, Raj, Towfique, Bakhshi, Noman, Wang, Qiao Ping, Oyston, Lisa J, Psaty, Bruce M, Tracy, Russell P, Montgomery, Grant W, and Turner, Stephen T

Subjects
NABEC/UKBEC Consortium, Humans, Gene Expression Profiling, DNA Methylation, Aging, European Continental Ancestry Group, Transcriptome, Biomarkers
Abstract

Disease incidences increase with age, but the molecular characteristics of ageing that lead to increased disease susceptibility remain inadequately understood. Here we perform a whole-blood gene expression meta-analysis in 14,983 individuals of European ancestry (including replication) and identify 1,497 genes that are differentially expressed with chronological age. The age-associated genes do not harbor more age-associated CpG-methylation sites than other genes, but are instead enriched for the presence of potentially functional CpG-methylation sites in enhancer and insulator regions that associate with both chronological age and gene expression levels. We further used the gene expression profiles to calculate the 'transcriptomic age' of an individual, and show that differences between transcriptomic age and chronological age are associated with biological features linked to ageing, such as blood pressure, cholesterol levels, fasting glucose, and body mass index. The transcriptomic prediction model adds biological relevance and complements existing epigenetic prediction models, and can be used by others to calculate transcriptomic age in external cohorts.

Published
2015

17. The Influence of Age and Sex on Genetic Associations with Adult Body Size and Shape: A Large-Scale Genome-Wide Interaction Study.

Author

Winkler, Thomas W, Justice, Anne E, Graff, Mariaelisa, Barata, Llilda, Feitosa, Mary F, Chu, Su, Czajkowski, Jacek, Esko, Tõnu, Fall, Tove, Kilpeläinen, Tuomas O, Lu, Yingchang, Mägi, Reedik, Mihailov, Evelin, Pers, Tune H, Rüeger, Sina, Teumer, Alexander, Ehret, Georg B, Ferreira, Teresa, Heard-Costa, Nancy L, Karjalainen, Juha, Lagou, Vasiliki, Mahajan, Anubha, Neinast, Michael D, Prokopenko, Inga, Simino, Jeannette, Teslovich, Tanya M, Jansen, Rick, Westra, Harm-Jan, White, Charles C, Absher, Devin, Ahluwalia, Tarunveer S, Ahmad, Shafqat, Albrecht, Eva, Alves, Alexessander Couto, Bragg-Gresham, Jennifer L, de Craen, Anton JM, Bis, Joshua C, Bonnefond, Amélie, Boucher, Gabrielle, Cadby, Gemma, Cheng, Yu-Ching, Chiang, Charleston WK, Delgado, Graciela, Demirkan, Ayse, Dueker, Nicole, Eklund, Niina, Eiriksdottir, Gudny, Eriksson, Joel, Feenstra, Bjarke, Fischer, Krista, Frau, Francesca, Galesloot, Tessel E, Geller, Frank, Goel, Anuj, Gorski, Mathias, Grammer, Tanja B, Gustafsson, Stefan, Haitjema, Saskia, Hottenga, Jouke-Jan, Huffman, Jennifer E, Jackson, Anne U, Jacobs, Kevin B, Johansson, Åsa, Kaakinen, Marika, Kleber, Marcus E, Lahti, Jari, Mateo Leach, Irene, Lehne, Benjamin, Liu, Youfang, Lo, Ken Sin, Lorentzon, Mattias, Luan, Jian'an, Madden, Pamela AF, Mangino, Massimo, McKnight, Barbara, Medina-Gomez, Carolina, Monda, Keri L, Montasser, May E, Müller, Gabriele, Müller-Nurasyid, Martina, Nolte, Ilja M, Panoutsopoulou, Kalliope, Pascoe, Laura, Paternoster, Lavinia, Rayner, Nigel W, Renström, Frida, Rizzi, Federica, Rose, Lynda M, Ryan, Kathy A, Salo, Perttu, Sanna, Serena, Scharnagl, Hubert, Shi, Jianxin, Smith, Albert Vernon, Southam, Lorraine, Stančáková, Alena, Steinthorsdottir, Valgerdur, Strawbridge, Rona J, Sung, Yun Ju, and Tachmazidou, Ioanna

Subjects
CHARGE Consortium, DIAGRAM Consortium, GLGC Consortium, Global-BPGen Consortium, ICBP Consortium, MAGIC Consortium, Humans, Genetic Predisposition to Disease, Body Mass Index, Body Size, Waist-Hip Ratio, Chromosome Mapping, Age Factors, Sex Characteristics, Polymorphism, Single Nucleotide, Adult, Aged, Middle Aged, European Continental Ancestry Group, Female, Male, Genome-Wide Association Study, Developmental Biology, Genetics
Abstract

Genome-wide association studies (GWAS) have identified more than 100 genetic variants contributing to BMI, a measure of body size, or waist-to-hip ratio (adjusted for BMI, WHRadjBMI), a measure of body shape. Body size and shape change as people grow older and these changes differ substantially between men and women. To systematically screen for age- and/or sex-specific effects of genetic variants on BMI and WHRadjBMI, we performed meta-analyses of 114 studies (up to 320,485 individuals of European descent) with genome-wide chip and/or Metabochip data by the Genetic Investigation of Anthropometric Traits (GIANT) Consortium. Each study tested the association of up to ~2.8M SNPs with BMI and WHRadjBMI in four strata (men ≤50y, men >50y, women ≤50y, women >50y) and summary statistics were combined in stratum-specific meta-analyses. We then screened for variants that showed age-specific effects (G x AGE), sex-specific effects (G x SEX) or age-specific effects that differed between men and women (G x AGE x SEX). For BMI, we identified 15 loci (11 previously established for main effects, four novel) that showed significant (FDR

Published
2015

19. Defining the role of common variation in the genomic and biological architecture of adult human height

Author

Wood, Andrew R, Esko, Tonu, Yang, Jian, Vedantam, Sailaja, Pers, Tune H, Gustafsson, Stefan, Chu, Audrey Y, Estrada, Karol, Luan, Jian'an, Kutalik, Zoltán, Amin, Najaf, Buchkovich, Martin L, Croteau-Chonka, Damien C, Day, Felix R, Duan, Yanan, Fall, Tove, Fehrmann, Rudolf, Ferreira, Teresa, Jackson, Anne U, Karjalainen, Juha, Lo, Ken Sin, Locke, Adam E, Mägi, Reedik, Mihailov, Evelin, Porcu, Eleonora, Randall, Joshua C, Scherag, André, Vinkhuyzen, Anna AE, Westra, Harm-Jan, Winkler, Thomas W, Workalemahu, Tsegaselassie, Zhao, Jing Hua, Absher, Devin, Albrecht, Eva, Anderson, Denise, Baron, Jeffrey, Beekman, Marian, Demirkan, Ayse, Ehret, Georg B, Feenstra, Bjarke, Feitosa, Mary F, Fischer, Krista, Fraser, Ross M, Goel, Anuj, Gong, Jian, Justice, Anne E, Kanoni, Stavroula, Kleber, Marcus E, Kristiansson, Kati, Lim, Unhee, Lotay, Vaneet, Lui, Julian C, Mangino, Massimo, Leach, Irene Mateo, Medina-Gomez, Carolina, Nalls, Michael A, Nyholt, Dale R, Palmer, Cameron D, Pasko, Dorota, Pechlivanis, Sonali, Prokopenko, Inga, Ried, Janina S, Ripke, Stephan, Shungin, Dmitry, Stancáková, Alena, Strawbridge, Rona J, Sung, Yun Ju, Tanaka, Toshiko, Teumer, Alexander, Trompet, Stella, van der Laan, Sander W, van Setten, Jessica, Van Vliet-Ostaptchouk, Jana V, Wang, Zhaoming, Yengo, Loïc, Zhang, Weihua, Afzal, Uzma, Ärnlöv, Johan, Arscott, Gillian M, Bandinelli, Stefania, Barrett, Amy, Bellis, Claire, Bennett, Amanda J, Berne, Christian, Blüher, Matthias, Bolton, Jennifer L, Böttcher, Yvonne, Boyd, Heather A, Bruinenberg, Marcel, Buckley, Brendan M, Buyske, Steven, Caspersen, Ida H, Chines, Peter S, Clarke, Robert, Claudi-Boehm, Simone, Cooper, Matthew, Daw, E Warwick, De Jong, Pim A, Deelen, Joris, and Delgado, Graciela

Subjects
Biological Sciences, Genetics, Biotechnology, Human Genome, 2.1 Biological and endogenous factors, Aetiology, Adult, Analysis of Variance, Body Height, Genetic Variation, Genetics, Population, Genome-Wide Association Study, Humans, Oligonucleotide Array Sequence Analysis, Polymorphism, Single Nucleotide, White People, Electronic Medical Records and Genomics (eMEMERGEGE) Consortium, MIGen Consortium, PAGEGE Consortium, LifeLines Cohort Study, Medical and Health Sciences, Developmental Biology, Agricultural biotechnology, Bioinformatics and computational biology
Abstract

Using genome-wide data from 253,288 individuals, we identified 697 variants at genome-wide significance that together explained one-fifth of the heritability for adult height. By testing different numbers of variants in independent studies, we show that the most strongly associated ∼2,000, ∼3,700 and ∼9,500 SNPs explained ∼21%, ∼24% and ∼29% of phenotypic variance. Furthermore, all common variants together captured 60% of heritability. The 697 variants clustered in 423 loci were enriched for genes, pathways and tissue types known to be involved in growth and together implicated genes and pathways not highlighted in earlier efforts, such as signaling by fibroblast growth factors, WNT/β-catenin and chondroitin sulfate-related genes. We identified several genes and pathways not previously connected with human skeletal growth, including mTOR, osteoglycin and binding of hyaluronic acid. Our results indicate a genetic architecture for human height that is characterized by a very large but finite number (thousands) of causal variants.

Published
2014

20. OTTERS:a powerful TWAS framework leveraging summary-level reference data

Author

Dai, Qile, Zhou, Geyu, Zhao, Hongyu, Võsa, Urmo, Franke, Lude, Battle, Alexis, Teumer, Alexander, Lehtimäki, Terho, Raitakari, Olli T., Esko, Tõnu, Agbessi, Mawussé, Ahsan, Habibul, Alves, Isabel, Andiappan, Anand Kumar, Arindrarto, Wibowo, Awadalla, Philip, Beutner, Frank, Jan Bonder, Marc, Boomsma, Dorret I., Christiansen, Mark W., Claringbould, Annique, Deelen, Patrick, Favé, Marie-Julie, Frayling, Timothy, Gharib, Sina A., Gibson, Greg, Heijmans, Bastiaan T., Hemani, Gibran, Jansen, Rick, Kähönen, Mika, Kalnapenkis, Anette, Kasela, Silva, Kettunen, Johannes, Kim, Yungil, Kirsten, Holger, Kovacs, Peter, Krohn, Knut, Kronberg, Jaanika, Kukushkina, Viktorija, Kutalik, Zoltan, Lee, Bernett, Loeffler, Markus, Marigorta, Urko M., Mei, Hailang, Milani, Lili, Montgomery, Grant W., Müller-Nurasyid, Martina, Nauck, Matthias, Nivard, Michel G., Penninx, Brenda, Perola, Markus, Pervjakova, Natalia, Pierce, Brandon L., Powell, Joseph, Prokisch, Holger, Psaty, Bruce M., Ripatti, Samuli, Rotzschke, Olaf, Rüeger, Sina, Saha, Ashis, Scholz, Markus, Schramm, Katharina, Seppälä, Ilkka, Slagboom, Eline P., Stehouwer, Coen D. A., Stumvoll, Michael, Sullivan, Patrick, ‘t Hoen, Peter A. C., Thiery, Joachim, Tong, Lin, Tönjes, Anke, van Dongen, Jenny, van Iterson, Maarten, van Meurs, Joyce, Veldink, Jan H., Verlouw, Joost, Visscher, Peter M., Völker, Uwe, Westra, Harm-Jan, Wijmenga, Cisca, Yaghootkar, Hanieh, Yang, Jian, Zeng, Biao, Zhang, Futao, Epstein, Michael P., Yang, Jingjing, Psychiatry, APH - Mental Health, Amsterdam Neuroscience - Complex Trait Genetics, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Digital Health, Biological Psychology, Amsterdam Reproduction & Development, APH - Methodology, APH - Personalized Medicine, Internal Medicine, Tampere University, Department of Clinical Chemistry, and Clinical Medicine

Subjects
Multidisciplinary, 1182 Biochemistry, cell and molecular biology, General Physics and Astronomy, 3111 Biomedicine, General Chemistry, Medical Genetics, General Biochemistry, Genetics and Molecular Biology, Medicinsk genetik
Abstract

Most existing TWAS tools require individual-level eQTL reference data and thus are not applicable to summary-level reference eQTL datasets. The development of TWAS methods that can harness summary-level reference data is valuable to enable TWAS in broader settings and enhance power due to increased reference sample size. Thus, we develop a TWAS framework called OTTERS (Omnibus Transcriptome Test using Expression Reference Summary data) that adapts multiple polygenic risk score (PRS) methods to estimate eQTL weights from summary-level eQTL reference data and conducts an omnibus TWAS. We show that OTTERS is a practical and powerful TWAS tool by both simulations and application studies. Godkänd;2023;Nivå 0;2023-04-06 (hanlid);Funder: for more funders see the article https://doi.org/10.1038/s41467-023-36862-w

Published
2023

21. Genetics of rheumatoid arthritis contributes to biology and drug discovery.

Author

Okada, Yukinori, Wu, Di, Trynka, Gosia, Raj, Towfique, Terao, Chikashi, Ikari, Katsunori, Kochi, Yuta, Ohmura, Koichiro, Suzuki, Akari, Yoshida, Shinji, Graham, Robert, Manoharan, Arun, Ortmann, Ward, Bhangale, Tushar, Denny, Joshua, Carroll, Robert, Eyler, Anne, Greenberg, Jeffrey, Kremer, Joel, Pappas, Dimitrios, Jiang, Lei, Yin, Jian, Ye, Lingying, Su, Ding-Feng, Yang, Jian, Xie, Gang, Keystone, Ed, Westra, Harm-Jan, Esko, Tõnu, Metspalu, Andres, Zhou, Xuezhong, Gupta, Namrata, Mirel, Daniel, Stahl, Eli, Diogo, Dorothée, Cui, Jing, Liao, Katherine, Guo, Michael, Myouzen, Keiko, Kawaguchi, Takahisa, Coenen, Marieke, van Riel, Piet, van de Laar, Mart, Guchelaar, Henk-Jan, Huizinga, Tom, Dieudé, Philippe, Mariette, Xavier, Bridges, S, Zhernakova, Alexandra, Toes, Rene, Tak, Paul, Miceli-Richard, Corinne, Bang, So-Young, Lee, Hye-Soon, Martin, Javier, Gonzalez-Gay, Miguel, Rodriguez-Rodriguez, Luis, Rantapää-Dahlqvist, Solbritt, Arlestig, Lisbeth, Choi, Hyon, Kamatani, Yoichiro, Galan, Pilar, Lathrop, Mark, Eyre, Steve, Bowes, John, Barton, Anne, de Vries, Niek, Moreland, Larry, Karlson, Elizabeth, Taniguchi, Atsuo, Yamada, Ryo, Kubo, Michiaki, Liu, Jun, Bae, Sang-Cheol, Worthington, Jane, Padyukov, Leonid, Klareskog, Lars, Gregersen, Peter, Raychaudhuri, Soumya, Stranger, Barbara, De Jager, Philip, Franke, Lude, Visscher, Peter, Brown, Matthew, Yamanaka, Hisashi, Mimori, Tsuneyo, Takahashi, Atsushi, Xu, Huji, Behrens, Timothy, Siminovitch, Katherine, Momohara, Shigeki, Matsuda, Fumihiko, Yamamoto, Kazuhiko, Plenge, Robert, and Criswell, Lindsey

Subjects
Alleles, Animals, Arthritis, Rheumatoid, Asian People, Case-Control Studies, Computational Biology, Drug Discovery, Drug Repositioning, Female, Genetic Predisposition to Disease, Genome-Wide Association Study, Hematologic Neoplasms, Humans, Male, Mice, Mice, Knockout, Molecular Targeted Therapy, Polymorphism, Single Nucleotide, White People
Abstract

A major challenge in human genetics is to devise a systematic strategy to integrate disease-associated variants with diverse genomic and biological data sets to provide insight into disease pathogenesis and guide drug discovery for complex traits such as rheumatoid arthritis (RA). Here we performed a genome-wide association study meta-analysis in a total of >100,000 subjects of European and Asian ancestries (29,880 RA cases and 73,758 controls), by evaluating ∼10 million single-nucleotide polymorphisms. We discovered 42 novel RA risk loci at a genome-wide level of significance, bringing the total to 101 (refs 2 - 4). We devised an in silico pipeline using established bioinformatics methods based on functional annotation, cis-acting expression quantitative trait loci and pathway analyses--as well as novel methods based on genetic overlap with human primary immunodeficiency, haematological cancer somatic mutations and knockout mouse phenotypes--to identify 98 biological candidate genes at these 101 risk loci. We demonstrate that these genes are the targets of approved therapies for RA, and further suggest that drugs approved for other indications may be repurposed for the treatment of RA. Together, this comprehensive genetic study sheds light on fundamental genes, pathways and cell types that contribute to RA pathogenesis, and provides empirical evidence that the genetics of RA can provide important information for drug discovery.

Published
2014

22. Author Correction: Common and rare variant association analyses in amyotrophic lateral sclerosis identify 15 risk loci with distinct genetic architectures and neuron-specific biology

Author

van Rheenen, Wouter, van der Spek, Rick A. A., Bakker, Mark K., van Vugt, Joke J. F. A., Hop, Paul J., Zwamborn, Ramona A. J., de Klein, Niek, Westra, Harm-Jan, Bakker, Olivier B., Deelen, Patrick, Shireby, Gemma, Hannon, Eilis, Moisse, Matthieu, Baird, Denis, Restuadi, Restuadi, Dolzhenko, Egor, Dekker, Annelot M., Gawor, Klara, Westeneng, Henk-Jan, Tazelaar, Gijs H. P., van Eijk, Kristel R., Kooyman, Maarten, Byrne, Ross P., Doherty, Mark, Heverin, Mark, Al Khleifat, Ahmad, Iacoangeli, Alfredo, Shatunov, Aleksey, Ticozzi, Nicola, Cooper-Knock, Johnathan, Smith, Bradley N., Gromicho, Marta, Chandran, Siddharthan, Pal, Suvankar, Morrison, Karen E., Shaw, Pamela J., Hardy, John, Orrell, Richard W., Sendtner, Michael, Meyer, Thomas, Başak, Nazli, van der Kooi, Anneke J., Ratti, Antonia, Fogh, Isabella, Gellera, Cinzia, Lauria, Giuseppe, Corti, Stefania, Cereda, Cristina, Sproviero, Daisy, D’Alfonso, Sandra, Sorarù, Gianni, Siciliano, Gabriele, Filosto, Massimiliano, Padovani, Alessandro, Chiò, Adriano, Calvo, Andrea, Moglia, Cristina, Brunetti, Maura, Canosa, Antonio, Grassano, Maurizio, Beghi, Ettore, Pupillo, Elisabetta, Logroscino, Giancarlo, Nefussy, Beatrice, Osmanovic, Alma, Nordin, Angelica, Lerner, Yossef, Zabari, Michal, Gotkine, Marc, Baloh, Robert H., Bell, Shaughn, Vourc’h, Patrick, Corcia, Philippe, Couratier, Philippe, Millecamps, Stéphanie, Meininger, Vincent, Salachas, François, Mora Pardina, Jesus S., Assialioui, Abdelilah, Rojas-García, Ricardo, Dion, Patrick A., Ross, Jay P., Ludolph, Albert C., Weishaupt, Jochen H., Brenner, David, Freischmidt, Axel, Bensimon, Gilbert, Brice, Alexis, Durr, Alexandra, Payan, Christine A. M., Saker-Delye, Safa, Wood, Nicholas W., Topp, Simon, Rademakers, Rosa, Tittmann, Lukas, Lieb, Wolfgang, Franke, Andre, Ripke, Stephan, Braun, Alice, Kraft, Julia, Whiteman, David C., Olsen, Catherine M., Uitterlinden, Andre G., Hofman, Albert, Rietschel, Marcella, Cichon, Sven, Nöthen, Markus M., Amouyel, Philippe, Traynor, Bryan J., Singleton, Andrew B., Mitne Neto, Miguel, Cauchi, Ruben J., Ophoff, Roel A., Wiedau-Pazos, Martina, Lomen-Hoerth, Catherine, van Deerlin, Vivianna M., Grosskreutz, Julian, Roediger, Annekathrin, Gaur, Nayana, Jörk, Alexander, Barthel, Tabea, Theele, Erik, Ilse, Benjamin, Stubendorff, Beatrice, Witte, Otto W., Steinbach, Robert, Hübner, Christian A., Graff, Caroline, Brylev, Lev, Fominykh, Vera, Demeshonok, Vera, Ataulina, Anastasia, Rogelj, Boris, Koritnik, Blaž, Zidar, Janez, Ravnik-Glavač, Metka, Glavač, Damjan, Stević, Zorica, Drory, Vivian, Povedano, Monica, Blair, Ian P., Kiernan, Matthew C., Benyamin, Beben, Henderson, Robert D., Furlong, Sarah, Mathers, Susan, McCombe, Pamela A., Needham, Merrilee, Ngo, Shyuan T., Nicholson, Garth A., Pamphlett, Roger, Rowe, Dominic B., Steyn, Frederik J., Williams, Kelly L., Mather, Karen A., Sachdev, Perminder S., Henders, Anjali K., Wallace, Leanne, de Carvalho, Mamede, Pinto, Susana, Petri, Susanne, Weber, Markus, Rouleau, Guy A., Silani, Vincenzo, Curtis, Charles J., Breen, Gerome, Glass, Jonathan D., Brown, Jr., Robert H., Landers, John E., Shaw, Christopher E., Andersen, Peter M., Groen, Ewout J. N., van Es, Michael A., Pasterkamp, R. Jeroen, Fan, Dongsheng, Garton, Fleur C., McRae, Allan F., Davey Smith, George, Gaunt, Tom R., Eberle, Michael A., Mill, Jonathan, McLaughlin, Russell L., Hardiman, Orla, Kenna, Kevin P., Wray, Naomi R., Tsai, Ellen, Runz, Heiko, Franke, Lude, Al-Chalabi, Ammar, Van Damme, Philip, van den Berg, Leonard H., and Veldink, Jan H.

Published
2022
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23. Fine-mapping and functional studies highlight potential causal variants for rheumatoid arthritis and type 1 diabetes

Author

Westra, Harm-Jan, Martínez-Bonet, Marta, Onengut-Gumuscu, Suna, Lee, Annette, Luo, Yang, Teslovich, Nikola, Worthington, Jane, Martin, Javier, Huizinga, Tom, Klareskog, Lars, Rantapaa-Dahlqvist, Solbritt, Chen, Wei-Min, Quinlan, Aaron, Todd, John A., Eyre, Steve, Nigrovic, Peter A., Gregersen, Peter K., Rich, Stephen S., and Raychaudhuri, Soumya

Published
2018
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24. Unraveling the regulatory mechanisms underlying tissue-dependent genetic variation of gene expression.

Author

Fu, Jingyuan, Wolfs, Marcel GM, Deelen, Patrick, Westra, Harm-Jan, Fehrmann, Rudolf SN, Te Meerman, Gerard J, Buurman, Wim A, Rensen, Sander SM, Groen, Harry JM, Weersma, Rinse K, van den Berg, Leonard H, Veldink, Jan, Ophoff, Roel A, Snieder, Harold, van Heel, David, Jansen, Ritsert C, Hofker, Marten H, Wijmenga, Cisca, and Franke, Lude

Subjects
Muscle, Skeletal, Liver, Subcutaneous Tissue, Humans, Blood Proteins, Gene Expression Profiling, Organ Specificity, Gene Expression Regulation, Regulatory Sequences, Nucleic Acid, Genotype, Polymorphism, Single Nucleotide, Alleles, Quantitative Trait Loci, Genome, Human, Adolescent, Adult, Aged, Middle Aged, Female, Male, Intra-Abdominal Fat, Genome, Human, Muscle, Skeletal, Polymorphism, Single Nucleotide, Regulatory Sequences, Nucleic Acid, Genetics, Developmental Biology
Abstract

It is known that genetic variants can affect gene expression, but it is not yet completely clear through what mechanisms genetic variation mediate this expression. We therefore compared the cis-effect of single nucleotide polymorphisms (SNPs) on gene expression between blood samples from 1,240 human subjects and four primary non-blood tissues (liver, subcutaneous, and visceral adipose tissue and skeletal muscle) from 85 subjects. We characterized four different mechanisms for 2,072 probes that show tissue-dependent genetic regulation between blood and non-blood tissues: on average 33.2% only showed cis-regulation in non-blood tissues; 14.5% of the eQTL probes were regulated by different, independent SNPs depending on the tissue of investigation. 47.9% showed a different effect size although they were regulated by the same SNPs. Surprisingly, we observed that 4.4% were regulated by the same SNP but with opposite allelic direction. We show here that SNPs that are located in transcriptional regulatory elements are enriched for tissue-dependent regulation, including SNPs at 3' and 5' untranslated regions (P = 1.84×10(-5) and 4.7×10(-4), respectively) and SNPs that are synonymous-coding (P = 9.9×10(-4)). SNPs that are associated with complex traits more often exert a tissue-dependent effect on gene expression (P = 2.6×10(-10)). Our study yields new insights into the genetic basis of tissue-dependent expression and suggests that complex trait associated genetic variants have even more complex regulatory effects than previously anticipated.

Published
2012

25. Trans-eQTLs reveal that independent genetic variants associated with a complex phenotype converge on intermediate genes, with a major role for the HLA.

Author

Fehrmann, Rudolf SN, Jansen, Ritsert C, Veldink, Jan H, Westra, Harm-Jan, Arends, Danny, Bonder, Marc Jan, Fu, Jingyuan, Deelen, Patrick, Groen, Harry JM, Smolonska, Asia, Weersma, Rinse K, Hofstra, Robert MW, Buurman, Wim A, Rensen, Sander, Wolfs, Marcel GM, Platteel, Mathieu, Zhernakova, Alexandra, Elbers, Clara C, Festen, Eleanora M, Trynka, Gosia, Hofker, Marten H, Saris, Christiaan GJ, Ophoff, Roel A, van den Berg, Leonard H, van Heel, David A, Wijmenga, Cisca, Te Meerman, Gerard J, and Franke, Lude

Subjects
Monocytes, Humans, HLA Antigens, Chromosome Mapping, Gene Expression Profiling, Gene Expression Regulation, Genotype, Phenotype, Polymorphism, Single Nucleotide, Quantitative Trait Loci, Genetic Variation, Genome-Wide Association Study, Polymorphism, Single Nucleotide, Genetics, Developmental Biology
Abstract

For many complex traits, genetic variants have been found associated. However, it is still mostly unclear through which downstream mechanism these variants cause these phenotypes. Knowledge of these intermediate steps is crucial to understand pathogenesis, while also providing leads for potential pharmacological intervention. Here we relied upon natural human genetic variation to identify effects of these variants on trans-gene expression (expression quantitative trait locus mapping, eQTL) in whole peripheral blood from 1,469 unrelated individuals. We looked at 1,167 published trait- or disease-associated SNPs and observed trans-eQTL effects on 113 different genes, of which we replicated 46 in monocytes of 1,490 different individuals and 18 in a smaller dataset that comprised subcutaneous adipose, visceral adipose, liver tissue, and muscle tissue. HLA single-nucleotide polymorphisms (SNPs) were 10-fold enriched for trans-eQTLs: 48% of the trans-acting SNPs map within the HLA, including ulcerative colitis susceptibility variants that affect plausible candidate genes AOAH and TRBV18 in trans. We identified 18 pairs of unlinked SNPs associated with the same phenotype and affecting expression of the same trans-gene (21 times more than expected, P

Published
2011

26. Meta-analysis identifies 29 additional ulcerative colitis risk loci, increasing the number of confirmed associations to 47

Author

Anderson, Carl A, Boucher, Gabrielle, Lees, Charlie W, Franke, Andre, D'Amato, Mauro, Taylor, Kent D, Lee, James C, Goyette, Philippe, Imielinski, Marcin, Latiano, Anna, Lagacé, Caroline, Scott, Regan, Amininejad, Leila, Bumpstead, Suzannah, Baidoo, Leonard, Baldassano, Robert N, Barclay, Murray, Bayless, Theodore M, Brand, Stephan, Büning, Carsten, Colombel, Jean-Frédéric, Denson, Lee A, De Vos, Martine, Dubinsky, Marla, Edwards, Cathryn, Ellinghaus, David, Fehrmann, Rudolf SN, Floyd, James AB, Florin, Timothy, Franchimont, Denis, Franke, Lude, Georges, Michel, Glas, Jürgen, Glazer, Nicole L, Guthery, Stephen L, Haritunians, Talin, Hayward, Nicholas K, Hugot, Jean-Pierre, Jobin, Gilles, Laukens, Debby, Lawrance, Ian, Lémann, Marc, Levine, Arie, Libioulle, Cecile, Louis, Edouard, McGovern, Dermot P, Milla, Monica, Montgomery, Grant W, Morley, Katherine I, Mowat, Craig, Ng, Aylwin, Newman, William, Ophoff, Roel A, Papi, Laura, Palmieri, Orazio, Peyrin-Biroulet, Laurent, Panés, Julián, Phillips, Anne, Prescott, Natalie J, Proctor, Deborah D, Roberts, Rebecca, Russell, Richard, Rutgeerts, Paul, Sanderson, Jeremy, Sans, Miquel, Schumm, Philip, Seibold, Frank, Sharma, Yashoda, Simms, Lisa A, Seielstad, Mark, Steinhart, A Hillary, Targan, Stephan R, van den Berg, Leonard H, Vatn, Morten, Verspaget, Hein, Walters, Thomas, Wijmenga, Cisca, Wilson, David C, Westra, Harm-Jan, Xavier, Ramnik J, Zhao, Zhen Z, Ponsioen, Cyriel Y, Andersen, Vibeke, Torkvist, Leif, Gazouli, Maria, Anagnou, Nicholas P, Karlsen, Tom H, Kupcinskas, Limas, Sventoraityte, Jurgita, Mansfield, John C, Kugathasan, Subra, Silverberg, Mark S, Halfvarson, Jonas, Rotter, Jerome I, Mathew, Christopher G, Griffiths, Anne M, Gearry, Richard, Ahmad, Tariq, Brant, Steven R, and Chamaillard, Mathias

Subjects
Biological Sciences, Genetics, Autoimmune Disease, Human Genome, Crohn's Disease, Digestive Diseases, Nutrition, Inflammatory Bowel Disease, Prevention, Oral and gastrointestinal, Colitis, Ulcerative, Crohn Disease, Genome-Wide Association Study, Humans, Risk, Medical and Health Sciences, Developmental Biology, Agricultural biotechnology, Bioinformatics and computational biology
Abstract

Genome-wide association studies and candidate gene studies in ulcerative colitis have identified 18 susceptibility loci. We conducted a meta-analysis of six ulcerative colitis genome-wide association study datasets, comprising 6,687 cases and 19,718 controls, and followed up the top association signals in 9,628 cases and 12,917 controls. We identified 29 additional risk loci (P < 5 × 10(-8)), increasing the number of ulcerative colitis-associated loci to 47. After annotating associated regions using GRAIL, expression quantitative trait loci data and correlations with non-synonymous SNPs, we identified many candidate genes that provide potentially important insights into disease pathogenesis, including IL1R2, IL8RA-IL8RB, IL7R, IL12B, DAP, PRDM1, JAK2, IRF5, GNA12 and LSP1. The total number of confirmed inflammatory bowel disease risk loci is now 99, including a minimum of 28 shared association signals between Crohn's disease and ulcerative colitis.

Published
2011

29. Genetic associations with radiological damage in rheumatoid arthritis: Meta-analysis of seven genome-wide association studies of 2,775 cases.

Author

Matthew Traylor, Rachel Knevel, Jing Cui, John Taylor, Westra Harm-Jan, Philip G Conaghan, Andrew P Cope, Charles Curtis, Paul Emery, Stephen Newhouse, Hamel Patel, Sophia Steer, Peter Gregersen, Nancy A Shadick, Michael E Weinblatt, Annette Van Der Helm-van Mil, Jennifer H Barrett, Ann W Morgan, Cathryn M Lewis, and Ian C Scott

Subjects
Medicine, Science
Abstract

BackgroundPrevious studies of radiological damage in rheumatoid arthritis (RA) have used candidate-gene approaches, or evaluated single genome-wide association studies (GWAS). We undertook the first meta-analysis of GWAS of RA radiological damage to: (1) identify novel genetic loci for this trait; and (2) test previously validated variants.MethodsSeven GWAS (2,775 RA cases, of a range of ancestries) were combined in a meta-analysis. Radiological damage was assessed using modified Larsen scores, Sharp van Der Heijde scores, and erosive status. Single nucleotide polymophsim (SNP) associations with radiological damage were tested at a single time-point using regression models. Primary analyses included age and disease duration as covariates. Secondary analyses also included rheumatoid factor (RF). Meta-analyses were undertaken in trans-ethnic and European-only cases.ResultsIn the trans-ethnic primary meta-analysis, one SNP (rs112112734) in close proximity to HLA-DRB1, and strong linkage disequilibrium with the shared-epitope, attained genome-wide significance (P = 4.2x10-8). In the secondary analysis (adjusting for RF) the association was less significant (P = 1.7x10-6). In both trans-ethnic primary and secondary meta-analyses 14 regions contained SNPs with associations reaching PConclusionsOur meta-analysis confirms the known association between the HLA-DRB1 shared epitope and RA radiological damage. The lack of replication of previously validated non-HLA markers highlights a requirement for further research to deliver clinically-useful prognostic genetic markers.

Published
2019
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30. Additional file 16 of Identification of genetic variants that impact gene co-expression relationships using large-scale single-cell data

Author

Li, Shuang, Schmid, Katharina T., de Vries, Dylan H., Korshevniuk, Maryna, Losert, Corinna, Oelen, Roy, van Blokland, Irene V., Groot, Hilde E., Swertz, Morris A., van der Harst, Pim, Westra, Harm-Jan, van der Wijst, Monique G.P., Heinig, Matthias, and Franke, Lude

Abstract

Additional file 16. Review history.

Published
2023
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31. Additional file 2 of Identification of genetic variants that impact gene co-expression relationships using large-scale single-cell data

Author

Li, Shuang, Schmid, Katharina T., de Vries, Dylan H., Korshevniuk, Maryna, Losert, Corinna, Oelen, Roy, van Blokland, Irene V., Groot, Hilde E., Swertz, Morris A., van der Harst, Pim, Westra, Harm-Jan, van der Wijst, Monique G.P., Heinig, Matthias, and Franke, Lude

Abstract

Additional file 2: Supplementary Figures. Collection of all Fig. S1-34.

Published
2023
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32. Additional file 3 of Identification of genetic variants that impact gene co-expression relationships using large-scale single-cell data

Author

Li, Shuang, Schmid, Katharina T., de Vries, Dylan H., Korshevniuk, Maryna, Losert, Corinna, Oelen, Roy, van Blokland, Irene V., Groot, Hilde E., Swertz, Morris A., van der Harst, Pim, Westra, Harm-Jan, van der Wijst, Monique G.P., Heinig, Matthias, and Franke, Lude

Abstract

Additional file 3: Supplementary Note. More extensive description of meta-cell evaluation, alternative GRN construction methods and interpretation of additional co-eQTL examples.

Published
2023
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33. Polygenic prediction of educational attainment within and between families from genome-wide association analyses in 3 million individuals

Author

Okbay, Aysu, Wu, Yeda, Wang, Nancy, Jayashankar, Hariharan, Bennett, Michael, Nehzati, Seyed Moeen, Sidorenko, Julia, Kweon, Hyeokmoon, Goldman, Grant, Gjorgjieva, Tamara, Jiang, Yunxuan, Hicks, Barry, Tian, Chao, Hinds, David A., Ahlskog, Rafael, Magnusson, Patrik K. E., Oskarsson, Sven, Hayward, Caroline, Campbell, Archie, Porteous, David J., Freese, Jeremy, Herd, Pamela, Agee, Michelle, Alipanahi, Babak, Auton, Adam, Bell, Robert K., Bryc, Katarzyna, Elson, Sarah L., Fontanillas, Pierre, Furlotte, Nicholas A., Huber, Karen E., Kleinman, Aaron, Litterman, Nadia K., McCreight, Jennifer C., McIntyre, Matthew H., Mountain, Joanna L., Northover, Carrie A. M., Pitts, Steven J., Sathirapongsasuti, J. Fah, Sazonova, Olga V., Shelton, Janie F., Shringarpure, Suyash, Tung, Joyce Y., Vacic, Vladimir, Wilson, Catherine H., Fontana, Mark Alan, Pers, Tune H., Rietveld, Cornelius A., Chen, Guo-Bo, Emilsson, Valur, Meddens, S. Fleur W., Pickrell, Joseph K., Thom, Kevin, Timshel, Pascal, de Vlaming, Ronald, Abdellaoui, Abdel, Ahluwalia, Tarunveer S., Bacelis, Jonas, Baumbach, Clemens, Bjornsdottir, Gyda, Brandsma, Johannes H., Concas, Maria Pina, Derringer, Jaime, Galesloot, Tessel E., Girotto, Giorgia, Gupta, Richa, Hall, Leanne M., Harris, Sarah E., Hofer, Edith, Horikoshi, Momoko, Huffman, Jennifer E., Kaasik, Kadri, Kalafati, Ioanna P., Karlsson, Robert, Lahti, Jari, van der Lee, Sven J., de Leeuw, Christiaan, Lind, Penelope A., Lindgren, Karl-Oskar, Liu, Tian, Mangino, Massimo, Marten, Jonathan, Mihailov, Evelin, Miller, Michael B., van der Most, Peter J., Oldmeadow, Christopher, Payton, Antony, Pervjakova, Natalia, Peyrot, Wouter J., Qian, Yong, Raitakari, Olli, Rueedi, Rico, Salvi, Erika, Schmidt, Börge, Schraut, Katharina E., Shi, Jianxin, Smith, Albert V., Poot, Raymond A., Pourcain, Beate St, Teumer, Alexander, Thorleifsson, Gudmar, Verweij, Niek, Vuckovic, Dragana, Wellmann, Juergen, Westra, Harm-Jan, Yang, Jingyun, Zhao, Wei, Zhu, Zhihong, Alizadeh, Behrooz Z., Amin, Najaf, Bakshi, Andrew, Baumeister, Sebastian E., Biino, Ginevra, Bønnelykke, Klaus, Boyle, Patricia A., Campbell, Harry, Cappuccio, Francesco P., Davies, Gail, De Neve, Jan-Emmanuel, Deloukas, Panos, Demuth, Ilja, Ding, Jun, Eibich, Peter, Eisele, Lewin, Eklund, Niina, Evans, David M., Faul, Jessica D., Feitosa, Mary F., Forstner, Andreas J., Gandin, Ilaria, Gunnarsson, Bjarni, Halldórsson, Bjarni V., Harris, Tamara B., Heath, Andrew C., Hocking, Lynne J., Holliday, Elizabeth G., Homuth, Georg, Horan, Michael A., Hottenga, Jouke-Jan, de Jager, Philip L., Joshi, Peter K., Jugessur, Astanand, Kaakinen, Marika A., Kähönen, Mika, Kanoni, Stavroula, Keltigangas-Järvinen, Liisa, Kiemeney, Lambertus A. L. M., Kolcic, Ivana, Koskinen, Seppo, Kraja, Aldi T., Kroh, Martin, Kutalik, Zoltan, Latvala, Antti, Launer, Lenore J., Lebreton, Maël P., Levinson, Douglas F., Lichtenstein, Paul, Lichtner, Peter, Liewald, David C. M., Loukola, Anu, Madden, Pamela A., Mägi, Reedik, Mäki-Opas, Tomi, Marioni, Riccardo E., Marques-Vidal, Pedro, Meddens, Gerardus A., McMahon, George, Meisinger, Christa, Meitinger, Thomas, Milaneschi, Yusplitri, Milani, Lili, Montgomery, Grant W., Myhre, Ronny, Nelson, Christopher P., Nyholt, Dale R., Ollier, William E. R., Palotie, Aarno, Paternoster, Lavinia, Pedersen, Nancy L., Petrovic, Katja E., Räikkönen, Katri, Ring, Susan M., Robino, Antonietta, Rostapshova, Olga, Rudan, Igor, Rustichini, Aldo, Salomaa, Veikko, Sanders, Alan R., Sarin, Antti-Pekka, Schmidt, Helena, Scott, Rodney J., Smith, Blair H., Smith, Jennifer A., Staessen, Jan A., Steinhagen-Thiessen, Elisabeth, Strauch, Konstantin, Terracciano, Antonio, Tobin, Martin D., Ulivi, Sheila, Vaccargiu, Simona, Quaye, Lydia, van Rooij, Frank J. A., Venturini, Cristina, Vinkhuyzen, Anna A. E., Völker, Uwe, Völzke, Henry, Vonk, Judith M., Vozzi, Diego, Waage, Johannes, Ware, Erin B., Willemsen, Gonneke, Attia, John R., Bennett, David A., Berger, Klaus, Bertram, Lars, Bisgaard, Hans, Boomsma, Dorret I., Borecki, Ingrid B., Bültmann, Ute, Chabris, Christopher F., Cucca, Francesco, Cusi, Daniele, Deary, Ian J., Dedoussis, George V., van Duijn, Cornelia M., Eriksson, Johan G., Franke, Barbara, Franke, Lude, Gasparini, Paolo, Gejman, Pablo V., Gieger, Christian, Grabe, Hans-Jörgen, Gratten, Jacob, Groenen, Patrick J. F., Gudnason, Vilmundur, van der Harst, Pim, Hoffmann, Wolfgang, Hyppönen, Elina, Iacono, William G., Jacobsson, Bo, Järvelin, Marjo-Riitta, Jöckel, Karl-Heinz, Kaprio, Jaakko, Kardia, Sharon L. R., Lehtimäki, Terho, Lehrer, Steven F., Martin, Nicholas G., McGue, Matt, Metspalu, Andres, Pendleton, Neil, Penninx, Brenda W. J. H., Perola, Markus, Pirastu, Nicola, Pirastu, Mario, Polasek, Ozren, Posthuma, Danielle, Power, Christine, Province, Michael A., Samani, Nilesh J., Schlessinger, David, Schmidt, Reinhold, Sørensen, Thorkild I. A., Spector, Tim D., Stefansson, Kari, Thorsteinsdottir, Unnur, Thurik, A. Roy, Timpson, Nicholas J., Tiemeier, Henning, Uitterlinden, André G., Vitart, Veronique, Vollenweider, Peter, Weir, David R., Wilson, James F., Wright, Alan F., Conley, Dalton C., Krueger, Robert F., Smith, George Davey, Hofman, Albert, Laibson, David I., Medland, Sarah E., Yang, Jian, Esko, Tõnu, Watson, Chelsea, Jala, Jonathan, Conley, Dalton, Koellinger, Philipp D., Johannesson, Magnus, Laibson, David, Meyer, Michelle N., Lee, James J., Kong, Augustine, Yengo, Loic, Cesarini, David, Turley, Patrick, Visscher, Peter M., Beauchamp, Jonathan P., Benjamin, Daniel J., Young, Alexander I., Economics, Tinbergen Institute, Amsterdam Neuroscience - Complex Trait Genetics, 23andMe Research Team [Member of the MPIB: Tian Liu], Social Science Genetic Association Consortium, Okbay, Aysu, Wu, Yeda, Wang, Nancy, Jayashankar, Hariharan, Bennett, Michael, Moeen Nehzati, Seyed, Sidorenko, Julia, Kweon, Hyeokmoon, Goldman, Grant, Gjorgjieva, Tamara, Jiang, Yunxuan, Hicks, Barry, Tian, Chao, Hinds, David A., Ahlskog, Rafael, Magnusson, Patrik K. E., Oskarsson, Sven, Hayward, Caroline, Campbell, Archie, Porteous, David J., Freese, Jeremy, Herd, Pamela, Agee, Michelle, Alipanahi, Babak, Auton, Adam, Bell, Robert K., Bryc, Katarzyna, Elson, Sarah L., Fontanillas, Pierre, Furlotte, Nicholas A., Huber, Karen E., Kleinman, Aaron, Litterman, Nadia K., Mccreight, Jennifer C., Mcintyre, Matthew H., Mountain, Joanna L., Northover, Carrie A. M., Pitts, Steven J., Fah Sathirapongsasuti, J., Sazonova, Olga V., Shelton, Janie F., Shringarpure, Suyash, Tung, Joyce Y., Vacic, Vladimir, Wilson, Catherine H., Alan Fontana, Mark, Pers, Tune H., Rietveld, Cornelius A., Chen, Guo-Bo, Emilsson, Valur, Meddens, S. Fleur W., Pickrell, Joseph K., Thom, Kevin, Timshel, Pascal, de Vlaming, Ronald, Abdellaoui, Abdel, Ahluwalia, Tarunveer S., Bacelis, Jona, Baumbach, Clemen, Bjornsdottir, Gyda, Brandsma, Johannes H., Concas, MARIA PINA, Derringer, Jaime, Galesloot, Tessel E., Girotto, Giorgia, Gupta, Richa, Hall, Leanne M., Harris, Sarah E., Hofer, Edith, Horikoshi, Momoko, Huffman, Jennifer E., Kaasik, Kadri, Kalafati, Ioanna P., Karlsson, Robert, Lahti, Jari, van der Lee, Sven J., de Leeuw, Christiaan, Lind, Penelope A., Lindgren, Karl-Oskar, Liu, Tian, Mangino, Massimo, Marten, Jonathan, Mihailov, Evelin, Miller, Michael B., van der Most, Peter J., Oldmeadow, Christopher, Payton, Antony, Pervjakova, Natalia, Peyrot, Wouter J., Qian, Yong, Raitakari, Olli, Rueedi, Rico, Salvi, Erika, Schmidt, B??rge, Schraut, Katharina E., Shi, Jianxin, Smith, Albert V., Poot, Raymond A., St Pourcain, Beate, Teumer, Alexander, Thorleifsson, Gudmar, Verweij, Niek, Vuckovic, Dragana, Wellmann, Juergen, Westra, Harm-Jan, Yang, Jingyun, Zhao, Wei, Zhu, Zhihong, Alizadeh, Behrooz Z., Amin, Najaf, Bakshi, Andrew, Baumeister, Sebastian E., Biino, Ginevra, B??nnelykke, Klau, Boyle, Patricia A., Campbell, Harry, Cappuccio, Francesco P., Davies, Gail, De Neve, Jan-Emmanuel, Deloukas, Pano, Demuth, Ilja, Ding, Jun, Eibich, Peter, Eisele, Lewin, Eklund, Niina, Evans, David M., Faul, Jessica D., Feitosa, Mary F., Forstner, Andreas J., Gandin, Ilaria, Gunnarsson, Bjarni, Halld??rsson, Bjarni V., Harris, Tamara B., Heath, Andrew C., Hocking, Lynne J., Holliday, Elizabeth G., Homuth, Georg, Horan, Michael A., Hottenga, Jouke-Jan, de Jager, Philip L., Joshi, Peter K., Jugessur, Astanand, Kaakinen, Marika A., K??h??nen, Mika, Kanoni, Stavroula, Keltigangas-J??rvinen, Liisa, Kiemeney, Lambertus A. L. M., Kolcic, Ivana, Koskinen, Seppo, Kraja, Aldi T., Kroh, Martin, Kutalik, Zoltan, Latvala, Antti, Launer, Lenore J., Lebreton, Ma??l P., Levinson, Douglas F., Lichtenstein, Paul, Lichtner, Peter, Liewald, David C. M., Loukola, Anu, Madden, Pamela A., M??gi, Reedik, M??ki-Opas, Tomi, Marioni, Riccardo E., Marques-Vidal, Pedro, Meddens, Gerardus A., Mcmahon, George, Meisinger, Christa, Meitinger, Thoma, Milaneschi, Yusplitri, Milani, Lili, Montgomery, Grant W., Myhre, Ronny, Nelson, Christopher P., Nyholt, Dale R., Ollier, William E. R., Palotie, Aarno, Paternoster, Lavinia, Pedersen, Nancy L., Petrovic, Katja E., R??ikk??nen, Katri, Ring, Susan M., Robino, Antonietta, Rostapshova, Olga, Rudan, Igor, Rustichini, Aldo, Salomaa, Veikko, Sanders, Alan R., Sarin, Antti-Pekka, Schmidt, Helena, Scott, Rodney J., Smith, Blair H., Smith, Jennifer A., Staessen, Jan A., Steinhagen-Thiessen, Elisabeth, Strauch, Konstantin, Terracciano, Antonio, Tobin, Martin D., Ulivi, Sheila, Vaccargiu, Simona, Quaye, Lydia, van Rooij, Frank J. A., Venturini, Cristina, Vinkhuyzen, Anna A. E., V??lker, Uwe, V??lzke, Henry, Vonk, Judith M., Vozzi, Diego, Waage, Johanne, Ware, Erin B., Willemsen, Gonneke, Attia, John R., Bennett, David A., Berger, Klau, Bertram, Lar, Bisgaard, Han, Boomsma, Dorret I., Borecki, Ingrid B., B??ltmann, Ute, Chabris, Christopher F., Cucca, Francesco, Cusi, Daniele, Deary, Ian J., Dedoussis, George V., van Duijn, Cornelia M., Eriksson, Johan G., Franke, Barbara, Franke, Lude, Gasparini, Paolo, Gejman, Pablo V., Gieger, Christian, Grabe, Hans-J??rgen, Gratten, Jacob, Groenen, Patrick J. F., Gudnason, Vilmundur, van der Harst, Pim, Hoffmann, Wolfgang, Hypp??nen, Elina, Iacono, William G., Jacobsson, Bo, J??rvelin, Marjo-Riitta, J??ckel, Karl-Heinz, Kaprio, Jaakko, Kardia, Sharon L. R., Lehtim??ki, Terho, Lehrer, Steven F., Martin, Nicholas G., Mcgue, Matt, Metspalu, Andre, Pendleton, Neil, Penninx, Brenda W. J. H., Perola, Marku, Pirastu, Nicola, Pirastu, Mario, Polasek, Ozren, Posthuma, Danielle, Power, Christine, Province, Michael A., Samani, Nilesh J., Schlessinger, David, Schmidt, Reinhold, S??rensen, Thorkild I. A., Spector, Tim D., Stefansson, Kari, Thorsteinsdottir, Unnur, Roy Thurik, A., Timpson, Nicholas J., Tiemeier, Henning, Uitterlinden, Andr?? G., Vitart, Veronique, Vollenweider, Peter, Weir, David R., Wilson, James F., Wright, Alan F., Conley, Dalton C., Krueger, Robert F., Davey Smith, George, Hofman, Albert, Laibson, David I., Medland, Sarah E., Yang, Jian, Esko, T??nu, Watson, Chelsea, Jala, Jonathan, Conley, Dalton, Koellinger, Philipp D., Johannesson, Magnu, Laibson, David, Meyer, Michelle N., Lee, James J., Kong, Augustine, Yengo, Loic, Cesarini, David, Turley, Patrick, Visscher, Peter M., Beauchamp, Jonathan P., Benjamin, Daniel J., Young, Alexander I., VU University medical center, Psychiatry, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, Human genetics, Amsterdam Neuroscience - Compulsivity, Impulsivity & Attention, APH - Mental Health, APH - Digital Health, Schmidt, Börge (Beitragende*r), Eisele, Lewin (Beitragende*r), Jöckel, Karl-Heinz (Beitragende*r), Life Course Epidemiology (LCE), Real World Studies in PharmacoEpidemiology, -Genetics, -Economics and -Therapy (PEGET), Groningen Research Institute for Asthma and COPD (GRIAC), Public Health Research (PHR), Stem Cell Aging Leukemia and Lymphoma (SALL), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Cardiovascular Centre (CVC), Adult Psychiatry, Applied Economics, Epidemiology, Cell biology, Econometrics, Erasmus School of Economics, Child and Adolescent Psychiatry / Psychology, Internal Medicine, Department of Public Health, Institute for Molecular Medicine Finland, Department of Psychology and Logopedics, Doctoral Programme in Human Behaviour, Doctoral Programme in Cognition, Learning, Instruction and Communication, Department of Diagnostics and Therapeutics, Doctoral Programme Brain & Mind, Doctoral Programme in Population Health, HUSLAB, Research Programs Unit, Centre of Excellence in Complex Disease Genetics, Aarno Palotie / Principal Investigator, Genomics of Neurological and Neuropsychiatric Disorders, Doctoral Programme in Integrative Life Science, Doctoral Programme in Clinical Research, Department of General Practice and Primary Health Care, Johan Eriksson / Principal Investigator, Doctoral Programme in Oral Sciences, Clinicum, and Doctoral Programme in Biomedicine

Subjects
Multifactorial Inheritance, Medizin, HUMAN COMPLEX TRAITS, COHORT PROFILE, BIOBANK, GENETICS, MODELS, HEALTH, LOCI, GWAS, Polymorphism, Single Nucleotide/genetics, genome-wide-significant single-nucleotide polymorphisms (SNPs), Polymorphism, Single Nucleotide, educational attainment, Genetics, Humans, 3111 Biomedicine, ddc:610, Medical Genetics, Multifactorial Inheritance/genetics, Medicinsk genetik, Genome-Wide Association Study
Abstract

We conduct a genome-wide association study (GWAS) of educational attainment (EA) in a sample of similar to 3 million individuals and identify 3,952 approximately uncorrelated genome-wide-significant single-nucleotide polymorphisms (SNPs). A genome-wide polygenic predictor, or polygenic index (PGI), explains 12-16% of EA variance and contributes to risk prediction for ten diseases. Direct effects (i.e., controlling for parental PGIs) explain roughly half the PGI's magnitude of association with EA and other phenotypes. The correlation between mate-pair PGIs is far too large to be consistent with phenotypic assortment alone, implying additional assortment on PGI-associated factors. In an additional GWAS of dominance deviations from the additive model, we identify no genome-wide-significant SNPs, and a separate X-chromosome additive GWAS identifies 57. Karl-Oskar Lindgren ingår i gruppen Social Science Genetic Association Consortium

Published
2022

36. A functional brain-derived neurotrophic factor (BDNF) gene variant increases the risk of moderate-to-severe allergic rhinitis

Author

Jin, Peng, Andiappan, Anand Kumar, Quek, Jia Min, Lee, Bernett, Au, Bijin, Sio, Yang Yie, Irwanto, Astrid, Schurmann, Claudia, Grabe, Hans Jörgen, Suri, Bani Kaur, Matta, Sri Anusha, Westra, Harm-Jan, Franke, Lude, Esko, Tonu, Sun, Liangdan, Zhang, Xuejun, Liu, Hong, Zhang, Furen, Larbi, Anis, Xu, Xin, Poidinger, Michael, Liu, Jianjun, Chew, Fook Tim, Rotzschke, Olaf, Shi, Li, and Wang, De Yun

Published
2015
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37. Non-coding autoimmune risk variant accelerates T peripheral helper cell development via ICOS

Author

Kim, Taehyeung, primary, Martínez-Bonet, Marta, additional, Wang, Qiang, additional, Hackert, Nicolaj, additional, Sparks, Jeffrey A., additional, Baglaenko, Yuriy, additional, Koh, Byung-Hee, additional, Darbousset, Roxane, additional, Laza-Briviesca, Raquel, additional, Chen, Xiaoting, additional, Gutierrez-Arcelus, Maria, additional, Westra, Harm-Jan, additional, Weirauch, Matthew T., additional, Raychaudhuri, Soumya, additional, Rao, Deepak A., additional, and Nigrovic, Peter A., additional

Published
2022
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38. CINECA - Meta-analysis of splicing and expression QTLs across three cohorts D4.4

Author

Alasoo, Kaur, Warmerdam, Robert, and Westra, Harm-Jan

Subjects
federated, cohorts, genetic analysis, eQTL
Abstract

The aim of the CINECA project is to develop common infrastructure to support federated data analysis across national cohorts in Europe, Canada and Africa. In this deliverable, we report on the progress that we have made over the past four years to streamline the federated genetic analysis of molecular traits across multiple international cohorts. The previous state of the art for federated genetic analysis of molecular traits is exemplified by the approach taken by the eQTLGen consortium, which relied on manual installation of software dependencies, manual execution of complex analysis steps, and sharing of large summary files between cohorts. Inspired by these limitations, we have designed and implemented six modular workflows to quantify and normalise molecular traits (such as gene expression or RNA splicing levels) from sequencing data (workflows 1-2), pre-process genotype data (workflow 3) and test for associations between molecular traits and genotypes (workflows 4-6). Our approach improves on the previous state of the art by packaging software dependencies into Docker/Singularity containers, using the Nextflow language to orchestrate complex multi-step workflows, and using the HASE(1) framework to significantly reduce the amount of data that need to be transferred between cohorts. To encourage the adoption and re-use of our workflows by third parties, we have developed comprehensive training materials and prepared realistic open access datasets to test execution in diverse compute infrastructures. Finally, we demonstrate how our workflows can be used to perform federated analysis across multiple real cohorts located in Switzerland, Germany, the Netherlands and Estonia.&nbsp

Published
2022
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39. KidneyNetwork: Using kidney-derived gene expression data to predict and prioritize novel genes involved in kidney disease

Author

Boulogne, Floranne, primary, Claus, Laura, additional, Wiersma, Henry, additional, Oelen, Roy, additional, Schukking, Floor, additional, de Klein, Niek, additional, Li, Shuang, additional, Westra, Harm-Jan, additional, Zwaag, Bert van der, additional, Reekum, Franka van, additional, Sierks, Dana, additional, Schönauer, Ria, additional, Li, Zhigui, additional, Bijlsma, Emilia, additional, Bos, Willem Jan, additional, Halbritter, Jan, additional, Knoers, Nine, additional, Besse, Whitney, additional, Deelen, Patrick, additional, Franke, Lude, additional, and Eerde, Albertien van, additional

Published
2022
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40. Identification of 371 genetic variants for age at first sex and birth linked to externalising behaviour

Author

Mills, Melinda C., Tropf, Felix C., Brazel, David M., van Zuydam, Natalie, Vaez, Ahmad, Agbessi, Mawussé, Ahsan, Habibul, Alves, Isabel, Andiappan, Anand Kumar, Arindrarto, Wibowo, Awadalla, Philip, Battle, Alexis, Beutner, Frank, Jan Bonder, Marc, Boomsma, Dorret I., Christiansen, Mark W., Claringbould, Annique, Deelen, Patrick, Esko, Tõnu, Favé, Marie-Julie, Franke, Lude, Frayling, Timothy, Gharib, Sina A., Gibson, Greg, Heijmans, Bastiaan T., Hemani, Gibran, Jansen, Rick, Kähönen, Mika, Kalnapenkis, Anette, Kasela, Silva, Kettunen, Johannes, Kim, Yungil, Kirsten, Holger, Kovacs, Peter, Krohn, Knut, Kronberg, Jaanika, Kukushkina, Viktorija, Kutalik, Zoltan, Lee, Bernett, Lehtimäki, Terho, Loeffler, Markus, Marigorta, Urko M., Mei, Hailang, Milani, Lili, Montgomery, Grant W., Müller-Nurasyid, Martina, Nauck, Matthias, Nivard, Michel G., Penninx, Brenda W. J. H., Perola, Markus, Pervjakova, Natalia, Pierce, Brandon L., Powell, Joseph, Prokisch, Holger, Psaty, Bruce M., Raitakari, Olli T., Ripatti, Samuli, Rotzschke, Olaf, Rüeger, Sina, Saha, Ashis, Scholz, Markus, Schramm, Katharina, Seppälä, Ilkka, Slagboom, Eline P., Stehouwer, Coen D. A., Stumvoll, Michael, Sullivan, Patrick, ‘t Hoen, Peter A. C., Teumer, Alexander, Thiery, Joachim, Tong, Lin, Tönjes, Anke, van Dongen, Jenny, van Iterson, Maarten, van Meurs, Joyce, Veldink, Jan H., Verlouw, Joost, Visscher, Peter M., Völker, Uwe, Võsa, Urmo, Westra, Harm-Jan, Wijmenga, Cisca, Yaghootkar, Hanieh, Yang, Jian, Zeng, Biao, Zhang, Futao, Isaacs, Aaron, Pool, René, Jan Hottenga, Jouke, van Greevenbroek, Marleen M. J., van der Kallen, Carla J. H., Schalkwijk, Casper G., Zhernakova, Sasha, Tigchelaar, Ettje F., Beekman, Marian, Deelen, Joris, van Heemst, Diana, van den Berg, Leonard H., van Duijn, Cornelia M., Hofman, Bert A., Uitterlinden, André G., Jhamai, P. Mila, Verbiest, Michael, Suchiman, H. Eka D., Verkerk, Marijn, van der Breggen, Ruud, van Rooij, Jeroen, Lakenberg, Nico, Mei, Hailiang, van Galen, Michiel, Bot, Jan, Zhernakova, Dasha V., van ’t Hof, Peter, Nooren, Irene, Moed, Matthijs, Vermaat, Martijn, Luijk, René, van Dijk, Freerk, Kielbasa, Szymon M., Swertz, Morris A., van Zwet, Erik. W., Akimova, Evelina T., Bergmann, Sven, Boardman, Jason D., Brumat, Marco, Buring, Julie E., Cesarini, David, Chasman, Daniel I., Chavarro, Jorge E., Cocca, Massimiliano, Concas, Maria Pina, Davey-Smith, George, Davies, Gail, Deary, Ian J., Franco, Oscar, Gaskins, Audrey J., de Geus, Eco J. C., Gieger, Christian, Girotto, Giorgia, Grabe, Hans Jörgen, Gunderson, Erica P., Harris, Kathleen Mullan, Hartwig, Fernando P., He, Chunyan, Hill, W. David, Homuth, Georg, Horta, Bernando Lessa, Huang, Hongyang, Hyppӧnen, Elina, Ikram, M. Arfan, Johannesson, Magnus, Kamali, Zoha, Kavousi, Maryam, Kraft, Peter, Kühnel, Brigitte, Langenberg, Claudia, Lind, Penelope A., Luan, Jian’an, Mägi, Reedik, Magnusson, Patrik K. E., Mahajan, Anubha, Martin, Nicholas G., Mbarek, Hamdi, McCarthy, Mark I., McMahon, George, McQueen, Matthew B., Medland, Sarah E., Meitinger, Thomas, Metspalu, Andres, Mihailov, Evelin, Missmer, Stacey A., Møllegaard, Stine, Mook-Kanamori, Dennis O., Morgan, Anna, van der Most, Peter J., de Mutsert, Renée, Nolte, Ilja M., Noordam, Raymond, Peters, Annette, Power, Chris, Redmond, Paul, Rich-Edwards, Janet W., Ridker, Paul M., Rietveld, Cornelius A., Ring, Susan M., Rose, Lynda M., Rueedi, Rico, Stefánsson, Kári, Stöckl, Doris, Strauch, Konstantin, Thorleifsson, Gudmar, Thorsteinsdottir, Unnur, Thurik, A. Roy, Timpson, Nicholas J., Turman, Constance, Waldenberger, Melanie, Wareham, Nicholas J., Willemsen, Gonneke, Zhao, Jing Hau, Pers, Tune H., Snieder, Harold, Perry, John R. B., Ong, Ken K., den Hoed, Marcel, Barban, Nicola, Day, Felix R., Mills, M. C., Tropf, F. C., Brazel, D. M., van Zuydam, N., Vaez, A., Agbessi, M., Ahsan, H., Alves, I., Andiappan, A. K., Arindrarto, W., Awadalla, P., Battle, A., Beutner, F., Jan Bonder, M., Boomsma, D. I., Christiansen, M. W., Claringbould, A., Deelen, P., Esko, T., Fave, M. -J., Franke, L., Frayling, T., Gharib, S. A., Gibson, G., Heijmans, B. T., Hemani, G., Jansen, R., Kahonen, M., Kalnapenkis, A., Kasela, S., Kettunen, J., Kim, Y., Kirsten, H., Kovacs, P., Krohn, K., Kronberg, J., Kukushkina, V., Kutalik, Z., Lee, B., Lehtimaki, T., Loeffler, M., Marigorta, U. M., Mei, H., Milani, L., Montgomery, G. W., Muller-Nurasyid, M., Nauck, M., Nivard, M. G., Penninx, B. W. J. H., Perola, M., Pervjakova, N., Pierce, B. L., Powell, J., Prokisch, H., Psaty, B. M., Raitakari, O. T., Ripatti, S., Rotzschke, O., Rueger, S., Saha, A., Scholz, M., Schramm, K., Seppala, I., Slagboom, E. P., Stehouwer, C. D. A., Stumvoll, M., Sullivan, P., 't Hoen, P. A. C., Teumer, A., Thiery, J., Tong, L., Tonjes, A., van Dongen, J., van Iterson, M., van Meurs, J., Veldink, J. H., Verlouw, J., Visscher, P. M., Volker, U., Vosa, U., Westra, H. -J., Wijmenga, C., Yaghootkar, H., Yang, J., Zeng, B., Zhang, F., van Greevenbroek, M. M. J., Schalkwijk, C. G., Deelen, J., van Heemst, D., van Duijn, C. M., Hofman, B. A., Isaacs, A., Uitterlinden, A. G., Verbiest, M., Suchiman, H. E. D., Verkerk, M., van der Breggen, R., van Rooij, J., Lakenberg, N., Bot, J., Zhernakova, D. V., Luijk, R., Bonder, M. J., Swertz, M. A., van Zwet, E. W., Akimova, E. T., Bergmann, S., Boardman, J. D., Buring, J. E., Cesarini, D., Chasman, D. I., Chavarro, J. E., Cocca, M., Concas, M. P., Davey-Smith, G., Davies, G., Deary, I. J., Gaskins, A. J., de Geus, E. J. C., Gieger, C., Girotto, G., Grabe, H. J., Gunderson, E. P., Harris, K. M., Hartwig, F. P., He, C., Homuth, G., Horta, B. L., Jan Hottenga, J., Huang, H., Hyppӧnen, E., Ikram, M. A., Johannesson, M., Kamali, Z., Kavousi, M., Kraft, P., Kuhnel, B., Langenberg, C., Study, L. C., Lind, P. A., Luan, J., Magi, R., Magnusson, P. K. E., Mahajan, A., Martin, N. G., Mbarek, H., Mccarthy, M. I., Mcmahon, G., Mcqueen, M. B., Medland, S. E., Meitinger, T., Metspalu, A., Mihailov, E., Missmer, S. A., Mollegaard, S., Mook-Kanamori, D. O., Morgan, A., van der Most, P. J., de Mutsert, R., Noordam, R., Power, C., Redmond, P., Rich-Edwards, J. W., Ridker, P. M., Rietveld, C. A., Ring, S. M., Rose, L. M., Rueedi, R., Stefansson, K., Stockl, D., Strauch, K., Thurik, A. R., Timpson, N. J., Turman, C., Wareham, N. J., Willemsen, G., Zhao, J. H., Pers, T. H., Snieder, H., Perry, J. R. B., Ong, K. K., den Hoed, M., Barban, N., Day, F. R., Mills, Melinda C, Tropf, Felix C, Brazel, David M, van Zuydam, Natalie, Vaez, Ahmad, Pers, Tune H, Snieder, Harold, Perry, John RB, Ong, Ken K, den Hoed, Marcel, Barban, Nicola, Day, Felix R, Hyppӧnen, Elina, eQTLGen Consortium, BIOS Consortium, Human Reproductive Behaviour Consortium, Psychiatry, APH - Mental Health, Amsterdam Neuroscience - Complex Trait Genetics, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Digital Health, Consortium, eQTLGen, Consortium, BIOS, Consortium, Human Reproductive Behaviour, Mahajan, A, McCarthy, MI, Mills, Melinda C., Tropf, Felix C., Brazel, David M., Agbessi, Mawussé, Ahsan, Habibul, Alves, Isabel, Andiappan, Anand Kumar, Arindrarto, Wibowo, Awadalla, Philip, Battle, Alexi, Beutner, Frank, Jan Bonder, Marc, Boomsma, Dorret I., Christiansen, Mark W., Claringbould, Annique, Deelen, Patrick, Esko, Tõnu, Favé, Marie-Julie, Franke, Lude, Frayling, Timothy, Gharib, Sina A., Gibson, Greg, Heijmans, Bastiaan T., Hemani, Gibran, Jansen, Rick, Kähönen, Mika, Kalnapenkis, Anette, Kasela, Silva, Kettunen, Johanne, Kim, Yungil, Kirsten, Holger, Kovacs, Peter, Krohn, Knut, Kronberg, Jaanika, Kukushkina, Viktorija, Kutalik, Zoltan, Lee, Bernett, Lehtimäki, Terho, Loeffler, Marku, Marigorta, Urko M., Mei, Hailang, Milani, Lili, Montgomery, Grant W., Müller-Nurasyid, Martina, Nauck, Matthia, Nivard, Michel G., Penninx, Brenda W. J. H., Perola, Marku, Pervjakova, Natalia, Pierce, Brandon L., Powell, Joseph, Prokisch, Holger, Psaty, Bruce M., Raitakari, Olli T., Ripatti, Samuli, Rotzschke, Olaf, Rüeger, Sina, Saha, Ashi, Scholz, Marku, Schramm, Katharina, Seppälä, Ilkka, Slagboom, Eline P., Stehouwer, Coen D. A., Stumvoll, Michael, Sullivan, Patrick, ‘t Hoen, Peter A. C., Teumer, Alexander, Thiery, Joachim, Tong, Lin, Tönjes, Anke, van Dongen, Jenny, van Iterson, Maarten, van Meurs, Joyce, Veldink, Jan H., Verlouw, Joost, Visscher, Peter M., Völker, Uwe, Võsa, Urmo, Westra, Harm-Jan, Wijmenga, Cisca, Yaghootkar, Hanieh, Yang, Jian, Zeng, Biao, Zhang, Futao, Isaacs, Aaron, Pool, René, Jan Hottenga, Jouke, van Greevenbroek, Marleen M. J., van der Kallen, Carla J. H., Schalkwijk, Casper G., Zhernakova, Sasha, Tigchelaar, Ettje F., Beekman, Marian, Deelen, Jori, van Heemst, Diana, van den Berg, Leonard H., van Duijn, Cornelia M., Hofman, Bert A., Uitterlinden, André G., Jhamai, P. Mila, Verbiest, Michael, Suchiman, H. Eka D., Verkerk, Marijn, van der Breggen, Ruud, van Rooij, Jeroen, Lakenberg, Nico, Mei, Hailiang, van Galen, Michiel, Bot, Jan, Zhernakova, Dasha V., van ’t Hof, Peter, Nooren, Irene, Moed, Matthij, Vermaat, Martijn, Luijk, René, van Dijk, Freerk, Kielbasa, Szymon M., Swertz, Morris A., van Zwet, Erik. W., Akimova, Evelina T., Bergmann, Sven, Boardman, Jason D., Brumat, Marco, Buring, Julie E., Cesarini, David, Chasman, Daniel I., Chavarro, Jorge E., Cocca, Massimiliano, Concas, Maria Pina, Davey-Smith, George, Davies, Gail, Deary, Ian J., Franco, Oscar, Gaskins, Audrey J., de Geus, Eco J. C., Gieger, Christian, Girotto, Giorgia, Grabe, Hans Jörgen, Gunderson, Erica P., Harris, Kathleen Mullan, Hartwig, Fernando P., He, Chunyan, Hill, W. David, Homuth, Georg, Horta, Bernando Lessa, Huang, Hongyang, Ikram, M. Arfan, Johannesson, Magnu, Kamali, Zoha, Kavousi, Maryam, Kraft, Peter, Kühnel, Brigitte, Langenberg, Claudia, Lind, Penelope A., Luan, Jian’an, Mägi, Reedik, Magnusson, Patrik K. E., Mahajan, Anubha, Martin, Nicholas G., Mbarek, Hamdi, McCarthy, Mark I., McMahon, George, McQueen, Matthew B., Medland, Sarah E., Meitinger, Thoma, Metspalu, Andre, Mihailov, Evelin, Missmer, Stacey A., Møllegaard, Stine, Mook-Kanamori, Dennis O., Morgan, Anna, van der Most, Peter J., de Mutsert, Renée, Nolte, Ilja M., Noordam, Raymond, Peters, Annette, Power, Chri, Redmond, Paul, Rich-Edwards, Janet W., Ridker, Paul M., Rietveld, Cornelius A., Ring, Susan M., Rose, Lynda M., Rueedi, Rico, Stefánsson, Kári, Stöckl, Dori, Strauch, Konstantin, Thorleifsson, Gudmar, Thorsteinsdottir, Unnur, Thurik, A. Roy, Timpson, Nicholas J., Turman, Constance, Waldenberger, Melanie, Wareham, Nicholas J., Willemsen, Gonneke, Zhao, Jing Hau, Pers, Tune H., Perry, John R. B., Ong, Ken K., Day, Felix R., Sociology [until 2010], Biological Psychology, APH - Methodology, Sociology and Social Gerontology, APH - Personalized Medicine, APH - Health Behaviors & Chronic Diseases, Management and Organisation, Urology, Medical Informatics, Department of Marketing Management, Epidemiology, Internal Medicine, Radiology & Nuclear Medicine, Neurology, Applied Economics, and Life Course Epidemiology (LCE)

Subjects
Male, demography, genetic variants, reproductive biology, externalising behavior, environmental effects, Disease, Genome-wide association studies, Behavioral Neuroscience, 0302 clinical medicine, genetics, media_common, fertility, 0303 health sciences, Reproduction, Incidence (epidemiology), Coitus, Age Factors, Longevity, sexual intercourse, health, Spermatid differentiation, Single Nucleotide, Reproduction/genetics, 3. Good health, Behavioural genetics, Parturition/genetics, Female, infertility, Infertility, genetic variant, Adolescent, Social Psychology, media_common.quotation_subject, Experimental and Cognitive Psychology, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, SDG 3 - Good Health and Well-being, Reproductive biology, medicine, Humans, Polymorphism, behavioural genetics, first sexual intercourse, Genetic Association Studies, Demography, 030304 developmental biology, Parturition, Coitus/physiology, medicine.disease, externalising behaviour, Sexual intercourse, Fertility, age, 030217 neurology & neurosurgery, first birth
Abstract

Age at first sexual intercourse and age at first birth have implications for health and evolutionary fitness. In this genome-wide association study (age at first sexual intercourse, N = 387,338; age at first birth, N = 542,901), we identify 371 single-nucleotide polymorphisms, 11 sex-specific, with a 5–6% polygenic score prediction. Heritability of age at first birth shifted from 9% [CI = 4–14%] for women born in 1940 to 22% [CI = 19–25%] for those born in 1965. Signals are driven by the genetics of reproductive biology and externalising behaviour, with key genes related to follicle stimulating hormone (FSHB), implantation (ESR1), infertility and spermatid differentiation. Our findings suggest that polycystic ovarian syndrome may lead to later age at first birth, linking with infertility. Late age at first birth is associated with parental longevity and reduced incidence of type 2 diabetes and cardiovascular disease. Higher childhood socioeconomic circumstances and those in the highest polygenic score decile (90%+) experience markedly later reproductive onset. Results are relevant for improving teenage and late-life health, understanding longevity and guiding experimentation into mechanisms of infertility.

Published
2021

41. GWAS of 126,559 Individuals Identifies Genetic Variants Associated with Educational Attainment

Author

The LifeLines Cohort Study, Rietveld, Cornelius A., Medland, Sarah E., Derringer, Jaime, Yang, Jian, Esko, Tõnu, Martin, Nicolas W., Westra, Harm-Jan, Shakhbazov, Konstantin, Abdellaoui, Abdel, Agrawal, Arpana, Albrecht, Eva, Alizadeh, Behrooz Z., Amin, Najaf, Barnard, John, Baumeister, Sebastian E., Benke, Kelly S., Bielak, Lawrence F., Boatman, Jeffrey A., Boyle, Patricia A., Davies, Gail, de Leeuw, Christiaan, Eklund, Niina, Evans, Daniel S., Ferhmann, Rudolf, Fischer, Krista, Gieger, Christian, Gjessing, Håkon K., Hägg, Sara, Harris, Jennifer R., Hayward, Caroline, Holzapfel, Christina, Ibrahim-Verbaas, Carla A., Ingelsson, Erik, Jacobsson, Bo, Joshi, Peter K., Jugessur, Astanand, Kaakinen, Marika, Kanoni, Stavroula, Karjalainen, Juha, Kolcic, Ivana, Kristiansson, Kati, Kutalik, Zoltán, Lahti, Jari, Lee, Sang H., Lin, Peng, Lind, Penelope A., Liu, Yongmei, Lohman, Kurt, Loitfelder, Marisa, McMahon, George, Vidal, Pedro Marques, Meirelles, Osorio, Milani, Lili, Myhre, Ronny, Nuotio, Marja-Liisa, Oldmeadow, Christopher J., Petrovic, Katja E., Peyrot, Wouter J., Polašek, Ozren, Quaye, Lydia, Reinmaa, Eva, Rice, John P., Rizzi, Thais S., Schmidt, Helena, Schmidt, Reinhold, Smith, Albert V., Smith, Jennifer A., Tanaka, Toshiko, Terracciano, Antonio, van der Loos, Matthijs J. H. M., Vitart, Veronique, Völzke, Henry, Wellmann, Jürgen, Yu, Lei, Zhao, Wei, Allik, Jüri, Attia, John R., Bandinelli, Stefania, Bastardot, François, Beauchamp, Jonathan, Bennett, David A., Berger, Klaus, Bierut, Laura J., Boomsma, Dorret I., Bültmann, Ute, Campbell, Harry, Chabris, Christopher F., Cherkas, Lynn, Chung, Mina K., Cueca, Francesco, de Andrade, Mariza, De Jager, Philip L., De Neve, Jan-Emmanuel, Deary, Ian J., Dedoussis, George V., Deloukas, Panos, Dimitriou, Maria, Eiríksdóttir, Guðný, Elderson, Martin F., Eriksson, Johan G., Evans, David M., Faul, Jessica D., Ferrucci, Luigi, Garcia, Melissa E., Grönberg, Henrik, Guðnason, Vilmundur, Hall, Per, Harris, Juliette M., Harris, Tamara B., Hastie, Nicholas D., Heath, Andrew C., Hernandez, Dena G., Hoffmann, Wolfgang, Hofman, Adriaan, Holle, Rolf, Holliday, Elizabeth G., Hottenga, Jouke-Jan, Iacono, William G., Illig, Thomas, Järvelin, Marjo-Riitta, Kähönen, Mika, Kaprio, Jaakko, Kirkpatrick, Robert M., Kowgier, Matthew, Latvala, Antti, Launer, Lenore J., Lawior, Debbie A., Lehtimäki, Terho, Li, Jingmei, Lichtenstein, Paul, Lichtner, Peter, Liewald, David C., Madden, Pamela A., Magnusson, Patrik K. E., Mäkinen, Tomi E., Masala, Marco, McGue, Matt, Metspalu, Andres, Mielck, Andreas, Miller, Michael B., Montgomery, Grant W., Mukherjee, Sutapa, Nyholt, Dale R., Oostra, Ben A., Palmer, Lyle J., Palotie, Aarno, Penninx, Brenda W. J. H., Perola, Markus, Peyser, Patricia A., Preisig, Martin, Räikkönen, Katri, Raitakari, Olli T., Realo, Anu, Ring, Susan M., Ripatti, Samuli, Rivadeneira, Fernando, Rudan, Igor, Rustichini, Aldo, Salomaa, Veikko, Sarin, Antti-Pekka, Schlessinger, David, Scott, Rodney J., Snieder, Harold, St Pourcain, Beate, Starr, John M., Sul, Jae Hoon, Surakka, Ida, Svento, Rauli, Teumer, Alexander, Tiemeier, Henning, van Rooij, Frank J. A., Van Wagoner, David R., Vartiainen, Erkki, Viikari, Jorma, Vollenweider, Peter, Vonk, Judith M., Waeber, Gérard, Weir, David R., Wichmann, H.-Erich, Widen, Elisabeth, Willemsen, Gonneke, Wilson, James F., Wright, Alan F., Conley, Dalton, Davey-Smith, George, Franke, Lude, Groenen, Patrick J. F., Hofman, Albert, Johannesson, Magnus, Kardia, Sharon L. R., Krueger, Robert F., Laibson, David, Martin, Nicholas G., Meyer, Michelle N., Posthuma, Danielle, Thurik, A. Roy, Timpson, Nicholas J., Uitterlinden, André G., van Duijn, Cornelia M., Visscher, Peter M., Benjamin, Daniel J., Cesarini, David, and Koellinger, Philipp D.

Published
2013
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42. Association analyses identify 38 susceptibility loci for inflammatory bowel disease and highlight shared genetic risk across populations

Author

Liu, Jimmy Z, van Sommeren, Suzanne, Huang, Hailiang, Ng, Siew C, Alberts, Rudi, Takahashi, Atsushi, Ripke, Stephan, Lee, James C, Jostins, Luke, Shah, Tejas, Abedian, Shifteh, Cheon, Jae Hee, Cho, Judy, Daryani, Naser E, Franke, Lude, Fuyuno, Yuta, Hart, Ailsa, Juyal, Ramesh C, Juyal, Garima, Kim, Won Ho, Morris, Andrew P, Poustchi, Hossein, Newman, William G, Midha, Vandana, Orchard, Timothy R, Vahedi, Homayon, Sood, Ajit, Sung, Joseph J Y, Malekzadeh, Reza, Westra, Harm-Jan, Yamazaki, Keiko, Yang, Suk-Kyun, Barrett, Jeffrey C, Franke, Andre, Alizadeh, Behrooz Z, Parkes, Miles, B K, Thelma, Daly, Mark J, Kubo, Michiaki, Anderson, Carl A, and Weersma, Rinse K

Published
2015
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43. Common and rare variant association analyses in amyotrophic lateral sclerosis identify 15 risk loci with distinct genetic architectures and neuron-specific biology

Author

Rheenen, Wouter van, Spek, Rick A. A. van der, Bakker, Mark K., Vugt, Joke J. F. A. van, Hop, Paul J., Zwamborn, Ramona A. J., Klein, Niek de, Westra, Harm Jan, Bakker, Olivier B., Deelen, Patrick, Shireby, Gemma, Needham, Merrilee, Ceroni, Mauro, Simoncini, Costanza, Gagliardi, Stella, Corrado, Lucia, Garton, Fleur C., Mazzini, Letizia, Westeneng, Henk Jan, Ross, Jay P., Valluzzi, Francesco, Aguggia, Marco, Raggi, Flavia, Rini, Augusto, Traynor, Bryan J., Singleton, Andrew B., Ngo, Shyuan T., Corcia, Philippe, Olsen, Catherine M., Hofman, Albert, Van Eijk, Kristel R., Pasterkamp, R. Jeroen, Tittmann, Lukas, Iacoangeli, Alfredo, Mitne Neto, Miguel, Sproviero, Daisy, Cauchi, Ruben J., Ophoff, Roel A., Wiedau Pazos, Martina, Lomen-Hoerth, Catherine, Deerlin, Vivianna M. van, Nicholson, Garth A., Brylev, Lev, Whiteman, David C., Grosskreutz, Julian, Fan, Dongsheng, Couratier, Philippe, Roediger, Annekathrin, Gaur, Nayana, D’alfonso, Sandra, Uitterlinden, André G., Pamphlett, Roger, Fominykh, Vera, Byrne, Ross P., Lieb, Wolfgang, Iazzolino, Barbara, Dekker, Annelot M., Slap Consortium, Demeshonok, Vera, Millecamps, Stéphanie, Ataulina, Anastasia, Rogelj, Boris, Koritnik, Blaž, Zidar, Janez, Ravnik-Glavač, Metka, Franke, Andre, Mcrae, Allan F., Rowe, Dominic B., Peotta, Laura, Cooper-Knock, Johnathan, Glavač, Damjan, Doherty, Mark, Rietschel, Marcella, Stević, Zorica, Drory, Vivian, Meininger, Vincent, Zarrelli, Michele, Povedano, Monica, Gaunt, Tom R., Steyn, Frederik J., Williams, Kelly L., Smith, Bradley N., Cugnasco, Paolo, Papurello, Diego Maria, Nozzoli, Cecilia, Sorarù, Gianni, Mather, Karen A., Ripke, Stephan, Nöthen, Markus M., Sachdev, Perminder S., Henders, Anjali K., Wallace, Leanne, Carvalho, Mamede de, Gromicho, Marta, Pinto, Susana, Marco, Giovanni de, Al Khleifat, Ahmad, Eberle, Michael A., Braun, Alice, Gusmaroli, Graziano, Siciliano, Gabriele, Petri, Susanne, Breen, Gerome, Weber, Markus, Rouleau, Guy A., Rojas García, Ricardo, Silani, Vincenzo, Amouyel, Philippe, Ghiglione, Paolo, Davey Smith, George, Curtis, Charles J., Shatunov, Aleksey, Mill, Jonathan, Mclaughlin, Russell L., Filosto, Massimiliano, Comi, Cristoforo, Gerfo, Annalisa lo, Ferlini, Alessandra, Riva, Nilo, Mora Pardina, Jesus S., Chiveri, Luca, Hardiman, Orla, Torrieri, Maria Claudia, Kenna, Kevin P., Wray, Naomi R., Tsai, Ellen, Runz, Heiko, Franke, Lude, Padovani, Alessandro, Chandran, Siddharthan, Al Chalabi, Ammar, Assialioui, Abdelilah, Labate, Carmelo, Damme, Philip van, Ticozzi, Nicola, Palumbo, Francesca, Inghilleri, Maurizio, Chiò, Adriano, Pal, Suvankar, Lunetta, Christian, Jörk, Alexander, Cichon, Sven, Kraft, Julia, Morrison, Karen E., Ruiz, Luigi, Shaw, Pamela J., Hardy, John, Orrell, Richard W., Sendtner, Michael, Meyer, Thomas, Dion, Patrick A., Calvo, Andrea, Kooyman, Maarten, Başak, Nazli, Gerardi, Francesca, Simone, Isabella L., Kooi, Anneke J. van der, Ratti, Antonia, Ferrandi, Delfina, Fogh, Isabella, Ludolph, Albert C., Moglia, Cristina, Brunetti, Maura, Diamanti, Luca, Barthel, Tabea, Blair, Ian P., Es, Michael A. van, Gallone, Salvatore, Canosa, Antonio, Guerra, Vito, Grassano, Maurizio, Beghi, Ettore, Pupillo, Elisabetta, Logroscino, Giancarlo, Ferrarese, Carlo, Nefussy, Beatrice, Theele, Erik, Rinaldi, Fabrizio, Weishaupt, Jochen H., Kiernan, Matthew C., Barberis, Marco, Osmanovic, Alma, Baloh, Robert H., Nordin, Angelica, Lerner, Yossef, Vito, Nicoletta di, Zabari, Michal, Zoccolella, Stefano, Heverin, Mark, Gotkine, Marc, Guaita, Maria Cristina, Brenner, David, Freischmidt, Axel, Sbaiz, Luca, Benyamin, Beben, Glass, Jonathan D., Landers, John E., Tazelaar, Gijs H. P., Rota, Eugenia, Bensimon, Gilbert, Ilse, Benjamin, Brice, Alexis, Durr, Alexandra, Payan, Christine A. M., Saker-Delye, Safa, Wood, Nicholas W., Gentile, Salvatore, Moisse, Matthieu, Topp, Simon, Henderson, Robert D., Rademakers, Rosa, Perrone, Patrizia, Stubendorff, Beatrice, Brown, Robert H., Restuadi, Restuadi, Tremolizzo, Lucio, Mundi, Ciro, Berg, Leonard H. van den, Passarella, Bruno, Delodovici, Maria Luisa, Furlong, Sarah, Bono, Giorgio, Manera, Umberto, Vasta, Rosario, Bombaci, Alessandro, Meineri, Piero, Mauro, Alessandro, Hannon, Eilis, Casale, Federico, Leone, Maurizio, Shaw, Christopher E., Fuda, Giuseppe, Salamone, Paolina, Mathers, Susan, Baird, Denis, Launaro, Nicola, Marchi, Fabiola de, Veldink, Jan H., Gellera, Cinzia, Salachas, François, Witte, Otto W., Andersen, Peter M., Bertolotto, Antonio, Gionco, Maurizio, Leotta, Daniela, Odddenino, Enrico, Slalom Consortium, Tamma, Filippo, Dotta, Michele, Lauria, Giuseppe, Steinbach, Robert, Imperiale, Daniele, Geda, Claudio, Dolzhenko, Egor, Cavallo, Roberto, Pignatta, Pietro, Groen, Ewout J. N., Cotelli, Maria Sofia, Mattei, Marco de, Calabrese, Gianluigi, Sapio, Alessia di, Giardini, Guido, Hübner, Christian A., Corti, Stefania, Bell, Shaughn, Comi, Giancarlo, Mccombe, Pamela A., Tiloca, Cinzia, Parals Consortium, Gawor, Klara, Peverelli, Silvia, Taroni, Franco, Pensato, Viviana, Castellotti, Barbara, Graff, Caroline, Comi, Giacomo P., Cereda, Cristina, Bo, Roberto del, Boero, Giovanni, Slagen Consortium, Vourc’h, Patrick, Stem Cell Aging Leukemia and Lymphoma (SALL), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), van Rheenen, Wouter, van der Spek, Rick AA, Bakker, Mark K, van Vugt, Joke JFA, Benyamin, Beben, Veldink, Jan H, SLALOM Consortium, PARALS Consortium, SLAGEN Consortium, SLAP Consortium, van Rheenen, W, van der Spek, R, Bakker, M, van Vugt, J, Hop, P, Zwamborn, R, de Klein, N, Westra, H, Bakker, O, Deelen, P, Shireby, G, Hannon, E, Moisse, M, Baird, D, Restuadi, R, Dolzhenko, E, Dekker, A, Gawor, K, Westeneng, H, Tazelaar, G, van Eijk, K, Kooyman, M, Byrne, R, Doherty, M, Heverin, M, Al Khleifat, A, Iacoangeli, A, Shatunov, A, Ticozzi, N, Cooper-Knock, J, Smith, B, Gromicho, M, Chandran, S, Pal, S, Morrison, K, Shaw, P, Hardy, J, Orrell, R, Sendtner, M, Meyer, T, Basak, N, van der Kooi, A, Ratti, A, Fogh, I, Gellera, C, Lauria, G, Corti, S, Cereda, C, Sproviero, D, D'Alfonso, S, Soraru, G, Siciliano, G, Filosto, M, Padovani, A, Chio, A, Calvo, A, Moglia, C, Brunetti, M, Canosa, A, Grassano, M, Beghi, E, Pupillo, E, Logroscino, G, Nefussy, B, Osmanovic, A, Nordin, A, Lerner, Y, Zabari, M, Gotkine, M, Baloh, R, Bell, S, Vourc'H, P, Corcia, P, Couratier, P, Millecamps, S, Meininger, V, Salachas, F, Mora Pardina, J, Assialioui, A, Rojas-Garcia, R, Dion, P, Ross, J, Ludolph, A, Weishaupt, J, Brenner, D, Freischmidt, A, Bensimon, G, Brice, A, Durr, A, Payan, C, Saker-Delye, S, Wood, N, Topp, S, Rademakers, R, Tittmann, L, Lieb, W, Franke, A, Ripke, S, Braun, A, Kraft, J, Whiteman, D, Olsen, C, Uitterlinden, A, Hofman, A, Rietschel, M, Cichon, S, Nothen, M, Amouyel, P, Traynor, B, Singleton, A, Mitne Neto, M, Cauchi, R, Ophoff, R, Wiedau-Pazos, M, Lomen-Hoerth, C, van Deerlin, V, Grosskreutz, J, Roediger, A, Gaur, N, Jork, A, Barthel, T, Theele, E, Ilse, B, Stubendorff, B, Witte, O, Steinbach, R, Hubner, C, Graff, C, Brylev, L, Fominykh, V, Demeshonok, V, Ataulina, A, Rogelj, B, Koritnik, B, Zidar, J, Ravnik-Glavac, M, Glavac, D, Stevic, Z, Drory, V, Povedano, M, Blair, I, Kiernan, M, Benyamin, B, Henderson, R, Furlong, S, Mathers, S, Mccombe, P, Needham, M, Ngo, S, Nicholson, G, Pamphlett, R, Rowe, D, Steyn, F, Williams, K, Mather, K, Sachdev, P, Henders, A, Wallace, L, de Carvalho, M, Pinto, S, Petri, S, Weber, M, Rouleau, G, Silani, V, Curtis, C, Breen, G, Glass, J, Brown, R, Landers, J, Shaw, C, Andersen, P, Groen, E, van Es, M, Pasterkamp, R, Fan, D, Garton, F, Mcrae, A, Davey Smith, G, Gaunt, T, Eberle, M, Mill, J, Mclaughlin, R, Hardiman, O, Kenna, K, Wray, N, Tsai, E, Runz, H, Franke, L, Al-Chalabi, A, Van Damme, P, van den Berg, L, Veldink, J, Ferrarese, C, Neurology, ANS - Neuroinfection & -inflammation, APH - Methodology, APH - Quality of Care, EURO-NMD, Internal Medicine, Epidemiology, Başak, Ayşe Nazlı (ORCID 0000-0001-9257-3540 & YÖK ID 1512), van Rheenen, W., Van der Spek, R.A.A., Bakker, M.K., van Vugt, J.J.F.A., Hop, P.J., Zwamborn, R.A.J., de Klein, N., Westra, H.J., Bakker, O.B., Deelen, P., Shireby, G., Hannon, E., Moisse, M., Baird, D., Restuadi, R., Dolzhenko, E., Dekker, A.M., Gawor, K., Westeneng, H.J., Tazelaar, G.H.P., van Eijk, K.R., Kooyman, M., Byrne, R.P., Doherty, M., Heverin, M., Al Khleifat, A., Iacoangeli, A., Shatunov, A., Ticozzi, N., Cooper-Knock, J., Smith, B.N., Gromicho, M., Chandran, S., Pal, S., Morrison, K.E., Shaw, P.J., Hardy, J., Orrell, R.W., Sendtner, M., Meyer, T., van der Kooi, A.J., Ratti, A., Fogh, I., Gellera, C., Lauria, G., Corti, S., Cereda, C., Sproviero, D., D'Alfonso, S., Sorarù, G., Siciliano, G., Filosto, M., Padovani, A., Chiò, A., Calvo, A., Moglia, C., Brunetti, M., Canosa, A., Grassano, M., Beghi, E., Pupillo, E., Logroscino, G., Nefussy, B., Osmanovic, A., Nordin, A., Lerner, Y., Zabari, M., Gotkine, M., Baloh, R.H., Bell, S., Vourc'h, P., Corcia, P., Couratier, P., Millecamps, S., Meininger, V., Salachas, F., Mora Pardina, J.S., Assialioui, A., Rojas-García, R., Dion, P.A., Ross, J.P., Ludolph, A.C., Weishaupt, J.H., Brenner, D., Freischmidt, A., Bensimon, G., Brice, A., Durr, A., Payan, C.A.M., Saker-Delye, S., Wood, N.W., Topp, S., Rademakers, R., Tittmann, L., Lieb, W., Franke, A., Ripke, S., Kraft, J.,Whiteman, David C., Olsen, Catherine M., Uitterlinden, A.G., Hofman, A., Rietschel, M., Cichon, S., Nothen, M.M., Amouyel, P., Comi, G., Riva, N., Lunetta, C., Gerardi, F., Cotelli, M.S., Rinaldi, F., Chiveri, L., Guaita, M.C., Perrone, P., Ceroni, M., Diamanti, L., Ferrarese, C., Tremolizzo, L., Delodovici, M.L., Bono, G., Manera, U., Vasta, R., Bombaci, A., Casale, F., Fuda, G., Salamone, P., Iazzolino, B., Peotta, L., Cugnasco, P., De Marco, G., Torrieri, M.C., Palumbo, F., Gallone, S., Barberis, M., Sbaiz, L., Gentile, S., Mauro, A., Mazzini, L., De Marchi, F., Corrado, L., Bertolotto, A., Gionco, M., Leotta, D., Odddenino, E., Imperiale, D., Cavallo, R., Pignatta, P., De Mattei, M., Geda, C., Papurello, D.M., Gusmaroli, G., Comi, C., Labate, C., Ruiz, L., Ferrandi, D., Rota, E., Aguggia, M., Di Vito, N., Meineri, P., Ghiglione, P., Launaro, N., Dotta, M., Di Sapio, A., Giardini, G., Tiloca, C., Peverelli, S., Taroni, F., Pensato, V., Castellotti, B., Comi, G.P., Del Bo, R., Gagliardi, S., Raggi, F., Simoncini, C., Lo Gerfo, A., Inghilleri, M., Ferlini, A., Simone, I.L., Passarella, B., Guerra, V., Zoccolella, S., Nozzoli, C., Mundi, C., Leone, M., Zarrelli, M., Tamma, F., Valluzzi, F., Calabrese, G., Boero, G., Rini, A., Traynor, B.J., Singleton, A.B., Neto, M.M., Cauchi, R.J., Ophoff, R.A., Wiedau-Pazos, M., Lomen-Hoerth, C., van Deerlin, V.M., Grosskreutz, J., Roediger, A., Gaur, N., Jork, A., Barthel, T., Theele, E., Ilse, B., Stubendorff, B., Witte, O.W., Steinbach, R., Hubner, C.A., Graff, C., Brylev, L., Fominykh, V., Demeshonok, V., Ataulina, A., Rogelj, B., Koritnik, B., Zidar, J., Ravnik-Glavac, M., Glavac, D., Stevic, Z., Drory, V., Povedano, M., Blair, I.P., Kiernan, M.C., Benyamin, B., Henderson, R.D., Furlong, S., Mathers, S., McCombe, P.A, Needham, M., Ngo, S.T., Nicholson, G.A., Pamphlett, R., Rowe, D.B., Steyn, F.J., Williams, K.L., Mather, K.A., Sachdev, P.S., Henders, A.K., Wallace, L., de Carvalho, M., Pinto, S., Petri, S., Weber, M., Rouleau, G.A., Silani, V., Curtis, C.J., Breen, G., Glass, J.D., Brown, R.H., Landers, J.E., Shaw, C.E., Andersen, P.M., Groen, E.J.N, van Es, M.A., Pasterkamp, R.J., Fan, D.S., Garton, F.C., McRae, A.F., Smith, G.D., Gaunt, T.R., Eberle, M.A., Mill, J., McLaughlin, R.L., Hardiman, O., Kenna, K.P., Wray, N.R., Tsai, E.L., Runz, H., Franke, L., Al-Chalabi, A., Van Damme, P., van den Berg, L.H., Veldink, J.H., Koç University Research Center for Translational Medicine (KUTTAM) / Koç Üniversitesi Translasyonel Tıp Araştırma Merkezi (KUTTAM), and School of Medicine

Subjects
Male, Genetics and heredity, amyotrophic lateral sclerosis, Neurologi, Glutamine, Medizin, Genome-wide association study, Disease, SUSCEPTIBILITY, Genome-wide association studies, DISEASE, Genètica mèdica, 0302 clinical medicine, neurodegenerative disease, genome-wide association study, ALS, gene, autophagy, Risk Factors, amyotrophic lateral sclerosi, RNA-Seq, Amyotrophic lateral sclerosis, disease-modifying therapies, blood [Cholesterol], Genetics, Genetics & Heredity, Neurons, 0303 health sciences, Medical genetics, Neurodegenerative diseases, Genome-wide association, Mendelian randomization, Frontotemporal dementia, Hexanucleotide repeat, Mutant SOD1, Metaanalysis, ALS, Susceptibility, Identification, Brain, Amyotrophic Lateral Sclerosis, Cholesterol, Disease Progression, Female, Humans, Mendelian Randomization Analysis, Microsatellite Repeats, Neurodegenerative Diseases, Quantitative Trait Loci, Genome-Wide Association Study, Mutation, MUTANT SOD1, genetics [Amyotrophic Lateral Sclerosis], medicine.anatomical_structure, Neurology, risk factor, metabolism [Neurons], MENDELIAN RANDOMIZATION, nerve cell, Life Sciences & Biomedicine, quantitative trait locu, Biology, 03 medical and health sciences, Amyotrophic lateral sclerosis -- Diagnosis, blood, ddc:570, medicine, degenerative disease, Motor neuron disease, human, Genomes, GENOME-WIDE ASSOCIATION, gene, Gene, metabolism [Glutamine], METAANALYSIS, 030304 developmental biology, Mendelian randomization analysi, Science & Technology, HEXANUCLEOTIDE REPEAT, meta analysi, IDENTIFICATION, metabolism [Amyotrophic Lateral Sclerosis], FRONTOTEMPORAL DEMENTIA, medicine.disease, metabolism [Brain], genetics [Neurodegenerative Diseases], Expression quantitative trait loci, disease exacerbation, Neuron, gemone, genetic, Vesicle-mediated transport, metabolism, Nervous system -- Degeneration, Esclerosi lateral amiotròfica, 030217 neurology & neurosurgery
Abstract

Amyotrophic lateral sclerosis (ALS) is a fatal neurodegenerative disease with a lifetime risk of one in 350 people and an unmet need for disease-modifying therapies. We conducted a cross-ancestry genome-wide association study (GWAS) including 29,612 patients with ALS and 122,656 controls, which identified 15 risk loci. When combined with 8,953 individuals with whole-genome sequencing (6,538 patients, 2,415 controls) and a large cortex-derived expression quantitative trait locus (eQTL) dataset (MetaBrain), analyses revealed locus-specific genetic architectures in which we prioritized genes either through rare variants, short tandem repeats or regulatory effects. ALS-associated risk loci were shared with multiple traits within the neurodegenerative spectrum but with distinct enrichment patterns across brain regions and cell types. Of the environmental and lifestyle risk factors obtained from the literature, Mendelian randomization analyses indicated a causal role for high cholesterol levels. The combination of all ALS-associated signals reveals a role for perturbations in vesicle-mediated transport and autophagy and provides evidence for cell-autonomous disease initiation in glutamatergic neurons., Dutch Research Council (NWO); VENI Scheme Grant; VIDI Grant; Prinses Beatrix Spierfonds; Neuromuscular Fellowship Grant; Medical Research Council (MRC); Clinical Infrastructure Award; Epidemiology Unit; Integrative Epidemiology Unit; Canadian Institutes of Health Research; IWT; National Institute on Aging; National Health and Medical Research Council (NHMRC); Enabling Grant; NHMRC/Australian Research Council Strategic Award; NHMRC; NHMRC Centre of Research Excellence Grant; National Health and Medical Research Council of Australia (NHMRC) Research Fellowship; United Kingdom, Medical Research Council; Economic and Social Research Council; European Union (EU); Horizon 2020; European Community's Health Seventh Framework Programme; EuroMOTOR; European Research Council (ERC); Research and Innovation Programme; EScORIAL; ALS Foundation Netherlands; Alzheimer’s Society PhD Studentship; ARSla Funding; Biogen; University of Bristol; Motor Neurone Disease Association (MNDA); NIHR Maudsley Biomedical Research Centre; Dutch Ministry of Education, Culture, and Science; Netherlands Organization for Scientific Research (NWO; BRAINSCAPES); Gravitation Program; ALS Liga België; National Lottery of Belgium; KU Leuven Opening the Future Fund; KU Leuven Funds, “Een Hart voor ALS”, “Laeversfonds voor ALS Onderzoek” and the “Valéry Perrier Race against ALS Fund”; E. von Behring Chair for Neuromuscular and Neurodegenerative Disorders; ALS Liga België; “Live now” Charity Foundation; Moscow ALS palliative Care Service; Canadian Institutes of Health; Research Australia; Ice Bucket Challenge Grant; NIH Intramural Research Programs; FightMND Mid-Career Fellowship; NIHR Senior Investigator; Sheffield NIHR Biomedical Research Centre; Motor Neurone Disease Association; National Institute for Health Research (NIHR) Biomedical Research Centre; Maudsley NHS Foundation Trust; King’s College London; NIHR Senior Investigator Award; Netherlands Organization for Health Research and Development; Vici Scheme; Netherlands Organization for Health Research and Development STRENGTH Project; PPP Allowance

Published
2021

45. Detection and replication of epistasis influencing transcription in humans

Author

Hemani, Gibran, Shakhbazov, Konstantin, Westra, Harm-Jan, Esko, Tonu, Henders, Anjali K., McRae, Allan F., Yang, Jian, Gibson, Greg, Martin, Nicholas G., Metspalu, Andres, Franke, Lude, Montgomery, Grant W., Visscher, Peter M., and Powell, Joseph E.

Subjects
Genetic polymorphisms -- Physiological aspects -- Research, Genetic epistasis -- Physiological aspects -- Genetic aspects -- Research, Genetic transcription -- Physiological aspects -- Research, Environmental issues, Science and technology, Zoology and wildlife conservation
Abstract

Epistasis is the phenomenon whereby one polymorphism's effect on a trait depends on other polymorphisms present in the genome. The extent to which epistasis influences complex traits (1) and contributes to their variation (2,3) is a fundamental question in evolution and human genetics. Although often demonstrated in artificial gene manipulation studies in model organisms (4,5), and some examples have been reported in other species (6), few examples exist for epistasis among natural polymorphisms in human traits (7,8). Its absence from empirical findings may simply be due to lowincidence in the genetic control of complex traits (2,3), but an alternative view is that it has previously been too technically challenging to detect owing to statistical and computational issues (9). Here we show, using advanced computation (10) and a gene expression study design, that many instances of epistasis are found between common single nucleotide polymorphisms (SNPs). In a cohort of 846 individuals with 7,339 gene expression levels measured in peripheral blood, we found 501 significant pairwise interactions between common SNPs influencing the expression of 238 genes (P < 2.91 x [10.sup.-16]). Replication of these interactions in two independent data sets (11,12) showed both concordance of direction of epistatic effects (P = 5.56 x [10.sup.-31]) and enrichment of interaction P values, with 30 being significant at a conservative threshold of P < 9.98 x [10.sup.-5]. Forty-four of the genetic interactions are located within 5 megabases of regions of known physical chromosome interactions (13) (P = 1.8 x [10.sup.-1]). Epistatic networks of three SNPs or more influence the expression levels of 129 genes, whereby one cis-acting SNP is modulated by several trans-acting SNPs. For example, MBNL1is influenced by an additive effect at rs13069559, which itself is masked by trans-SNPs on 14 different chromosomes, with nearly identical genotype-phenotype maps for each cis-trans interaction. This study presents the first evidence, to our knowledge, for many instances of segregating common polymorphisms interacting to influence human traits., In the genetic analysis of complex traits it is usual for SNP effects to be estimated using an additive model in which they are assumed to contribute independently and cumulatively [...]

Published
2014

47. Genome-wide association analyses of risk tolerance and risky behaviors in over 1 million individuals identify hundreds of loci and shared genetic influences

Author

Karlsson Linnér, Richard, Biroli, Pietro, Kong, Edward, Meddens, S. Fleur W., Wedow, Robbee, Fontana, Mark Alan, Lebreton, Maël, Tino, Stephen P., Abdellaoui, Abdel, Hammerschlag, Anke R., Nivard, Michel G., Okbay, Aysu, Rietveld, Cornelius A., Timshel, Pascal N., Trzaskowski, Maciej, Vlaming, Ronald de, Zünd, Christian L., Bao, Yanchun, Buzdugan, Laura, Caplin, Ann H., Chen, Chia-Yen, Eibich, Peter, Fontanillas, Pierre, Gonzalez, Juan R., Joshi, Peter K., Karhunen, Ville, Kleinman, Aaron, Levin, Remy Z., Lill, Christina M., Meddens, Gerardus A., Muntané, Gerard, Sanchez-Roige, Sandra, Rooij, Frank J. van, Taskesen, Erdogan, Yang, Wu, Zhang, Futao, Agee, Michelle, Alipanahi, Babak, Bell, Robert K., Bryc, Katarzyna, Elson, Sarah L., Furlotte, Nicholas A., Huber, Karen E., Litterman, Nadia K., Mccreight, Jennifer C., Mcintyre, Matthew H., Mountain, Joanna L., Northover, Carrie A. M., Pitts, Steven J., Sathirapongsasuti, J. Fah, Sazonova, Olga V., Shelton, Janie F., Shringarpure, Suyash, Tian, Chao, Tung, Joyce Y., Vacic, Vladimir, Wilson, Catherine H., Agbessi, Mawussé, Ahsan, Habibul, Alves, Isabel, Andiappan, Anand, Awadalla, Philip, Battle, Alexis, Beutner, Frank, Jan Bonder, Marc, Boomsma, Dorret I., Christiansen, Mark, Claringbould, Annique, Deelen, Patrick, Esko, Tõnu, Favé, Marie-Julie, Franke, Lude, Frayling, Timothy, Gharib, Sina A., Gibson, Gregory, Heijmans, Bastiaan, Hemani, Gibran, Jansen, Rick, Kähönen, Mika, Kalnapenkis, Anette, Kasela, Silva, Kettunen, Johannes, Kim, Yungil, Kirsten, Holger, Kovacs, Peter, Krohn, Knut, Kronberg-Guzman, Jaanika, Kukushkina, Viktorija, Kutalik, Zoltan, Lee, Bernett, Lehtimäki, Terho, Loeffler, Markus, Marigorta, Urko M., Metspalu, Andres, Milani, Lili, Montgomery, Grant W., Müller-Nurasyid, Martina, Nauck, Matthias, Penninx, Brenda, Perola, Markus, Pervjakova, Natalia, Pierce, Brandon, Powell, Joseph, Prokisch, Holger, Psaty, Bruce M., Raitakari, Olli, Ring, Susan, Ripatti, Samuli, Rotzchke, Olaf, Rüeger, Sina, Saha, Ashis, Scholz, Markus, Schramm, Katharina, Seppälä, Ilkka, Stumvoll, Michael, Sullivan, Patrick, Hoen, Peter-Bram t, Teumer, Alexander, Thiery, Joachim, Tong, Lin, Tönjes, Anke, Dongen, Jenny van, Meurs, Joyce van, Verlouw, Joost, Visscher, Peter M., Völker, Uwe, Võsa, Urmo, Westra, Harm-Jan, Yaghootkar, Hanieh, Yang, Jian, Zeng, Biao, Beauchamp, Jonathan P., Lee, James J., Pers, Tune H., Turley, Patrick, Chen, Guo-Bo, Emilsson, Valur, Oskarsson, Sven, Pickrell, Joseph K., Thom, Kevin, Timshel, Pascal, de Vlaming, Ronald, Ahluwalia, Tarunveer S., Bacelis, Jonas, Baumbach, Clemens, Bjornsdottir, Gyda, Brandsma, Johannes H., Concas, Maria Pina, Derringer, Jaime, Galesloot, Tessel E., Girotto, Giorgia, Gupta, Richa, Hall, Leanne M., Harris, Sarah E., Hofer, Edith, Horikoshi, Momoko, Huffman, Jennifer E., Kaasik, Kadri, Kalafati, Ioanna P., Karlsson, Robert, Kong, Augustine, Lahti, Jari, Lee, Sven J. van der, de Leeuw, Christiaan, Lind, Penelope A., Lindgren, Karl-Oskar, Liu, Tian, Mangino, Massimo, Marten, Jonathan, Mihailov, Evelin, Miller, Michael B., Most, Peter J. van der, Oldmeadow, Christopher, Payton, Antony, Peyrot, Wouter J., Qian, Yong, Rueedi, Rico, Salvi, Erika, Schmidt, Börge, Schraut, Katharina E., Shi, Jianxin, Smith, Albert V., Poot, Raymond A., Pourcain, Beate St, Thorleifsson, Gudmar, Verweij, Niek, Vuckovic, Dragana, Wellmann, Juergen, Yang, Jingyun, Zhao, Wei, Zhu, Zhihong, Alizadeh, Behrooz Z., Amin, Najaf, Bakshi, Andrew, Baumeister, Sebastian E., Biino, Ginevra, Bønnelykke, Klaus, Boyle, Patricia A., Campbell, Harry, Cappuccio, Francesco P., Davies, Gail, De Neve, Jan-Emmanuel, Deloukas, Panos, Demuth, Ilja, Ding, Jun, Eisele, Lewin, Eklund, Niina, Evans, David M., Faul, Jessica D., Feitosa, Mary F., Forstner, Andreas J., Gandin, Ilaria, Gunnarsson, Bjarni, Halldórsson, Bjarni V., Harris, Tamara B., Heath, Andrew C., Hocking, Lynne J., Holliday, Elizabeth G., Homuth, Georg, Horan, Michael A., Hottenga, Jouke-Jan, de Jager, Philip L., Jugessur, Astanand, Kaakinen, Marika A., Kanoni, Stavroula, Keltigangas-Järvinen, Liisa, Kiemeney, Lambertus A. L. M., Kolcic, Ivana, Koskinen, Seppo, Kraja, Aldi T., Kroh, Martin, Latvala, Antti, Launer, Lenore J., Lebreton, Maël P., Levinson, Douglas F., Lichtenstein, Paul, Lichtner, Peter, Liewald, David C. M., Loukola, Anu, Madden, Pamela A., Mägi, Reedik, Mäki-Opas, Tomi, Marioni, Riccardo E., Marques-Vidal, Pedro, Mcmahon, George, Meisinger, Christa, Meitinger, Thomas, Milaneschi, Yusplitri, Myhre, Ronny, Nelson, Christopher P., Nyholt, Dale R., Ollier, William E. R., Palotie, Aarno, Paternoster, Lavinia, Pedersen, Nancy L., Petrovic, Katja E., Porteous, David J., Räikkönen, Katri, Ring, Susan M., Robino, Antonietta, Rostapshova, Olga, Rudan, Igor, Rustichini, Aldo, Salomaa, Veikko, Sanders, Alan R., Sarin, Antti-Pekka, Schmidt, Helena, Scott, Rodney J., Smith, Blair H., Smith, Jennifer A., Staessen, Jan A., Steinhagen-Thiessen, Elisabeth, Strauch, Konstantin, Terracciano, Antonio, Tobin, Martin D., Ulivi, Sheila, Vaccargiu, Simona, Quaye, Lydia, Venturini, Cristina, Vinkhuyzen, Anna A. E., Völzke, Henry, Vonk, Judith M., Vozzi, Diego, Waage, Johannes, Ware, Erin B., Willemsen, Gonneke, Attia, John R., Bennett, David A., Berger, Klaus, Bertram, Lars, Bisgaard, Hans, Borecki, Ingrid B, Bültmann, Ute, Chabris, Christopher F., Cucca, Francesco, Cusi, Daniele, Deary, Ian J., Dedoussis, George V., Duijn, Cornelia M. van, Eriksson, Johan G., Franke, Barbara, Gasparini, Paolo, Gejman, Pablo V., Gieger, Christian, Grabe, Hans-Jörgen, Gratten, Jacob, Groenen, Patrick J. F., Gudnason, Vilmundur, Harst, Pim van der, Hayward, Caroline, Hinds, David A., Hoffmann, Wolfgang, Hyppönen, Elina, Iacono, William G., Jacobsson, Bo, Järvelin, Marjo-Riitta, Jöckel, Karl-Heinz, Kaprio, Jaakko, Kardia, Sharon L. R., Lehrer, Steven F., Magnusson, Patrik K. 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J., Ursano, Robert J., Wagner, Gert G., Adult Psychiatry, APH - Mental Health, Psychiatry, Amsterdam Neuroscience - Complex Trait Genetics, Human genetics, Amsterdam Reproduction & Development (AR&D), APH - Digital Health, 23and Me Research Team, eQTLgen Consortium, International Cannabis Consortium, Economics, Biological Psychology, Complex Trait Genetics, APH - Methodology, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Health Behaviors & Chronic Diseases, APH - Personalized Medicine, Tinbergen Institute, 23andme Research Team, Psychiatric Genomics Consortium, Social Science Genetic Association Consortium, Linner Richard Karlsson, Biroli P, Kong Edward, Meddens Fleur W., Wedow Robbee, Fontana Mark Alan, Lebreton Mael, Tino Stephen P., Abdellaoui Abdel, Hammerschlag Anke R., Nivard Michel G., Okbay Aysu, Rietveld Cornelius A., Timshel Pascal N., Trzaskowski Maciej, de Vlaming Ronald, Zund Christian L., Bao Yanchun, Buzdugan Laura, Caplin Ann H., Chen Chia-Yen, Eibich Peter, Fontanillas Pierre, Gonzalez Juan R., Joshi Peter K., Karhunen Ville, Kleinman Aaron, Levin Remy Z., Lill Christina M., Meddens Gerardus A., Muntane Gerard, Sanchez-Roige Sandra, van Rooij Frank J., Taskesen Erdogan, Wu Yang, Zhang Futao, Agee Michelle, Alipanahi Babak, Bell Robert K., Bryc Katarzyna, Elson Sarah L., Furlotte Nicholas A., Huber Karen E., Litterman Nadia K., McCreight Jennifer C., McIntyre Matthew H., Mountain Joanna L., Northover Carrie A. 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L. M., Kolcic Ivana, Koskinen Seppo, Kraja Aldi T., Kroh Martin, Latvala Antti, Launer Lenore J., Lebreton Mael P., Levinson Douglas F., Lichtenstein Paul, Lichtner Peter, Liewald David C. M., Loukola Anu, Madden Pamela A., Magi Reedik, Maki-Opas Tomi, Marioni Riccardo E., Marques-Vidal Pedro, McMahon George, Meisinger Christa, Meitinger Thoma, Milaneschi Yusplitri, Myhre Ronny, Nelson Christopher P., Nyholt Dale R., Ollier William E. R., Palotie Aarno, Paternoster Lavinia, Pedersen Nancy L., Petrovic Katja E., Porteous David J., Raikkonen Katri, Ring Susan M., Robino Antonietta, Rostapshova Olga, Rudan Igor, Rustichini Aldo, Salomaa Veikko, Sanders Alan R., Sarin Antti-Pekka, Schmidt Helena, Scott Rodney J., Smith Blair H., Smith Jennifer A., Staessen Jan A., Steinhagen-Thiessen Elisabeth, Strauch Konstantin, Terracciano Antonio, Tobin Martin D., Ulivi Sheila, Vaccargiu Simona, Quaye Lydia, Venturini Cristina, Vinkhuyzen Anna A. E., Voelzke Henry, Vonk Judith M., Vozzi Diego, Waage Johanne, Ware Erin B., Willemsen Gonneke, Attia John R., Bennett David A., Berger Klau, Bertram Lar, Bisgaard Han, Borecki Ingrid B., Bultmann Ute, Chabris Christopher F., Cucca Francesco, Cusi Daniele, Deary J., Dedoussis George V., van Duijn Cornelia M., Eriksson Johan G., Franke Barbara, Gasparini Paolo, Gejman Pablo V., Gieger Christian, Grabe Hans-Joergen, Gratten Jacob, Gudnason Vilmundur, van der Harst Pim, Hayward Caroline, Hinds David A., Hoffmann Wolfgang, Hypponen Elina, Iacono William G., Jacobsson Bo, Jarvelin Marjo-Riitta, Jockel Karl-Heinz, Kaprio Jaakko, Kardia Sharon L. R., Lehrer Steven F., Magnusson Patrik K. E., Martin Nicholas G., McGue Matt, Pendleton Neil, Pirastu Nicola, Pirastu Mario, Polasek Ozren, Posthuma Danielle, Power Christine, Province Michael A., Samani Nilesh J., Schlessinger David, Schmidt Reinhold, Sorensen Thorkild I. A., Spector Tim D., Stefansson Kari, Thorsteinsdottir Unnur, Thurik A. Roy, Timpson Nicholas J., Tiemeier Henning, Uitterlinden Andre G., Vitart Veronique, Vollenweider Peter, Weir David R., Wilson James F., Wright Alan F., Conley Dalton C., Krueger Robert F., Smith George Davey, Laibson David I., Medland Sarah E., Johannesson Magnu, Koellinger Philipp D., Cesarini David, Benjamin Daniel J., Auton Adam, Boardman Jason D., Clark David W., Conlin Andrew, Dolan Conor C., Fischbacher Ur, Groenen Patrick J. F., Harris Kathleen Mullan, Hasler Gregor, Hofman Albert, Ikram Mohammad A., Jain Sonia, Karlsson Robert, Kessler Ronald C., Kooyman Maarten, MacKillop Jame, Mannikko Minna, Morcillo-Suarez Carlo, McQueen Matthew B., Schmidt Klaus M., Smart Melissa C., Sutter Matthia, White Jon, de Wit Harriet, Fehr Ernst, Kumari Meena, Laibson David, Meyer Michelle N., Navarro Arcadi, Palmer Abraham A., Schunk Daniel, Stein Murray B., Svento Rauli, Timmers Paul R. H. J., Ursano Robert J., Wagner Gert G., Beauchamp Jonathan P., Karlsson Linnér, Richard, Biroli, Pietro, Kong, Edward, Meddens, S. Fleur W., Wedow, Robbee, Fontana, Mark Alan, Lebreton, Maël, Tino, Stephen P., Abdellaoui, Abdel, Hammerschlag, Anke R., Nivard, Michel G., Okbay, Aysu, Rietveld, Cornelius A., Timshel, Pascal N., Trzaskowski, Maciej, Vlaming, Ronald de, Zünd, Christian L., Bao, Yanchun, Buzdugan, Laura, Caplin, Ann H., Chen, Chia-Yen, Eibich, Peter, Fontanillas, Pierre, Gonzalez, Juan R., Joshi, Peter K., Karhunen, Ville, Kleinman, Aaron, Levin, Remy Z., Lill, Christina M., Meddens, Gerardus A., Muntané, Gerard, Sanchez-Roige, Sandra, Rooij, Frank J. van, Taskesen, Erdogan, Wu, Yang, Zhang, Futao, Agee, Michelle, Alipanahi, Babak, Bell, Robert K., Bryc, Katarzyna, Elson, Sarah L., Furlotte, Nicholas A., Huber, Karen E., Litterman, Nadia K., Mccreight, Jennifer C., Mcintyre, Matthew H., Mountain, Joanna L., Northover, Carrie A. M., Pitts, Steven J., Sathirapongsasuti, J. Fah, Sazonova, Olga V., Shelton, Janie F., Shringarpure, Suyash, Tian, Chao, Tung, Joyce Y., Vacic, Vladimir, Wilson, Catherine H., Agbessi, Mawussé, Ahsan, Habibul, Alves, Isabel, Andiappan, Anand, Awadalla, Philip, Battle, Alexi, Beutner, Frank, Jan Bonder, Marc, Boomsma, Dorret I., Christiansen, Mark, Claringbould, Annique, Deelen, Patrick, Esko, Tõnu, Favé, Marie-Julie, Franke, Lude, Frayling, Timothy, Gharib, Sina A., Gibson, Gregory, Heijmans, Bastiaan, Hemani, Gibran, Jansen, Rick, Kähönen, Mika, Kalnapenkis, Anette, Kasela, Silva, Kettunen, Johanne, Kim, Yungil, Kirsten, Holger, Kovacs, Peter, Krohn, Knut, Kronberg-Guzman, Jaanika, Kukushkina, Viktorija, Kutalik, Zoltan, Lee, Bernett, Lehtimäki, Terho, Loeffler, Marku, Marigorta, Urko M., Metspalu, Andre, Milani, Lili, Montgomery, Grant W., Müller-Nurasyid, Martina, Nauck, Matthia, Penninx, Brenda, Perola, Marku, Pervjakova, Natalia, Pierce, Brandon, Powell, Joseph, Prokisch, Holger, Psaty, Bruce M., Raitakari, Olli, Ring, Susan, Ripatti, Samuli, Rotzchke, Olaf, Rüeger, Sina, Saha, Ashi, Scholz, Marku, Schramm, Katharina, Seppälä, Ilkka, Stumvoll, Michael, Sullivan, Patrick, Hoen, Peter-Bram t, Teumer, Alexander, Thiery, Joachim, Tong, Lin, Tönjes, Anke, Dongen, Jenny van, Meurs, Joyce van, Verlouw, Joost, Visscher, Peter M., Völker, Uwe, Võsa, Urmo, Westra, Harm-Jan, Yaghootkar, Hanieh, Yang, Jian, Zeng, Biao, Beauchamp, Jonathan P., Lee, James J., Pers, Tune H., Turley, Patrick, Chen, Guo-Bo, Emilsson, Valur, Oskarsson, Sven, Pickrell, Joseph K., Thom, Kevin, Timshel, Pascal, de Vlaming, Ronald, Ahluwalia, Tarunveer S., Bacelis, Jona, Baumbach, Clemen, Bjornsdottir, Gyda, Brandsma, Johannes H., Concas, Maria Pina, Derringer, Jaime, Galesloot, Tessel E., Girotto, Giorgia, Gupta, Richa, Hall, Leanne M., Harris, Sarah E., Hofer, Edith, Horikoshi, Momoko, Huffman, Jennifer E., Kaasik, Kadri, Kalafati, Ioanna P., Karlsson, Robert, Kong, Augustine, Lahti, Jari, Lee, Sven J. van der, de Leeuw, Christiaan, Lind, Penelope A., Lindgren, Karl-Oskar, Liu, Tian, Mangino, Massimo, Marten, Jonathan, Mihailov, Evelin, Miller, Michael B., Most, Peter J. van der, Oldmeadow, Christopher, Payton, Antony, Peyrot, Wouter J., Qian, Yong, Rueedi, Rico, Salvi, Erika, Schmidt, Börge, Schraut, Katharina E., Shi, Jianxin, Smith, Albert V., Poot, Raymond A., Pourcain, Beate St, Thorleifsson, Gudmar, Verweij, Niek, Vuckovic, Dragana, Wellmann, Juergen, Yang, Jingyun, Zhao, Wei, Zhu, Zhihong, Alizadeh, Behrooz Z., Amin, Najaf, Bakshi, Andrew, Baumeister, Sebastian E., Biino, Ginevra, Bønnelykke, Klau, Boyle, Patricia A., Campbell, Harry, Cappuccio, Francesco P., Davies, Gail, De Neve, Jan-Emmanuel, Deloukas, Pano, Demuth, Ilja, Ding, Jun, Eisele, Lewin, Eklund, Niina, Evans, David M., Faul, Jessica D., Feitosa, Mary F., Forstner, Andreas J., Gandin, Ilaria, Gunnarsson, Bjarni, Halldórsson, Bjarni V., Harris, Tamara B., Heath, Andrew C., Hocking, Lynne J., Holliday, Elizabeth G., Homuth, Georg, Horan, Michael A., Hottenga, Jouke-Jan, de Jager, Philip L., Jugessur, Astanand, Kaakinen, Marika A., Kanoni, Stavroula, Keltigangas-Järvinen, Liisa, Kiemeney, Lambertus A. L. M., Kolcic, Ivana, Koskinen, Seppo, Kraja, Aldi T., Kroh, Martin, Latvala, Antti, Launer, Lenore J., Lebreton, Maël P., Levinson, Douglas F., Lichtenstein, Paul, Lichtner, Peter, Liewald, David C. M., Loukola, Anu, Madden, Pamela A., Mägi, Reedik, Mäki-Opas, Tomi, Marioni, Riccardo E., Marques-Vidal, Pedro, Mcmahon, George, Meisinger, Christa, Meitinger, Thoma, Milaneschi, Yusplitri, Myhre, Ronny, Nelson, Christopher P., Nyholt, Dale R., Ollier, William E. R., Palotie, Aarno, Paternoster, Lavinia, Pedersen, Nancy L., Petrovic, Katja E., Porteous, David J., Räikkönen, Katri, Ring, Susan M., Robino, Antonietta, Rostapshova, Olga, Rudan, Igor, Rustichini, Aldo, Salomaa, Veikko, Sanders, Alan R., Sarin, Antti-Pekka, Schmidt, Helena, Scott, Rodney J., Smith, Blair H., Smith, Jennifer A., Staessen, Jan A., Steinhagen-Thiessen, Elisabeth, Strauch, Konstantin, Terracciano, Antonio, Tobin, Martin D., Ulivi, Sheila, Vaccargiu, Simona, Quaye, Lydia, Venturini, Cristina, Vinkhuyzen, Anna A. E., Völzke, Henry, Vonk, Judith M., Vozzi, Diego, Waage, Johanne, Ware, Erin B., Willemsen, Gonneke, Attia, John R., Bennett, David A., Berger, Klau, Bertram, Lar, Bisgaard, Han, Borecki, Ingrid B, Bültmann, Ute, Chabris, Christopher F., Cucca, Francesco, Cusi, Daniele, Deary, Ian J., Dedoussis, George V., Duijn, Cornelia M. van, Eriksson, Johan G., Franke, Barbara, Gasparini, Paolo, Gejman, Pablo V., Gieger, Christian, Grabe, Hans-Jörgen, Gratten, Jacob, Groenen, Patrick J. F., Gudnason, Vilmundur, Harst, Pim van der, Hayward, Caroline, Hinds, David A., Hoffmann, Wolfgang, Hyppönen, Elina, Iacono, William G., Jacobsson, Bo, Järvelin, Marjo-Riitta, Jöckel, Karl-Heinz, Kaprio, Jaakko, Kardia, Sharon L. R., Lehrer, Steven F., Magnusson, Patrik K. E., Martin, Nicholas G., Mcgue, Matt, Pendleton, Neil, Pirastu, Nicola, Pirastu, Mario, Polasek, Ozren, Posthuma, Danielle, Power, Christine, Province, Michael A., Samani, Nilesh J., Schlessinger, David, Schmidt, Reinhold, Sørensen, Thorkild I. A., Spector, Tim D., Stefansson, Kari, Thorsteinsdottir, Unnur, Thurik, A. Roy, Timpson, Nicholas J., Tiemeier, Henning, Uitterlinden, André G., Vitart, Veronique, Vollenweider, Peter, Weir, David R., Wilson, James F., Wright, Alan F., Conley, Dalton C., Krueger, Robert F., Smith, George Davey, Hofman, Albert, Laibson, David I., Medland, Sarah E., Meyer, Michelle N., Johannesson, Magnu, Koellinger, Philipp D., Cesarini, David, Benjamin, Daniel J., Auton, Adam, Boardman, Jason D., Clark, David W., Conlin, Andrew, Dolan, Conor C., Fischbacher, Ur, Harris, Kathleen Mullan, Hasler, Gregor, Ikram, Mohammad A., Jain, Sonia, Kessler, Ronald C., Kooyman, Maarten, Mackillop, Jame, Männikkö, Minna, Morcillo-Suarez, Carlo, Mcqueen, Matthew B., Schmidt, Klaus M., Smart, Melissa C., Sutter, Matthia, White, Jon, Wit, Harriet de, Fehr, Ernst, Kumari, Meena, Laibson, David, Navarro, Arcadi, Palmer, Abraham A., Schunk, Daniel, Stein, Murray B., Svento, Rauli, Timmers, Paul R. H. J., Ursano, Robert J., Wagner, Gert G., Applied Economics, Hematology, Epidemiology, Urology, Department of Marketing Management, Internal Medicine, Medical Informatics, Cell biology, Erasmus MC other, Molecular Genetics, Econometrics, Child and Adolescent Psychiatry / Psychology, Radiology & Nuclear Medicine, Epidemiologie, RS: CARIM - R3.02 - Hypertension and target organ damage, RS: Carim - V02 Hypertension and target organ damage, Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Groningen Research Institute for Asthma and COPD (GRIAC), Public Health Research (PHR), Cardiovascular Centre (CVC), Life Course Epidemiology (LCE), Stem Cell Aging Leukemia and Lymphoma (SALL), Real World Studies in PharmacoEpidemiology, -Genetics, -Economics and -Therapy (PEGET), Linnér, Richard Karlsson, Biroli , Pietro, Meddens, S Fleur W, and Beauchamp, Jonathan P

Subjects
Netherlands Twin Register (NTR), Male, LD, Medizin, Poison control, Genome-wide association study, DETERMINANTS, Cathie Marsh Institute, PREFERENCES, Q1, Genome-wide association studies, HV, 0302 clinical medicine, Genetics, Behavioral/methods, GWAS, Genetics & Heredity, Genetics, 0303 health sciences, PERSONALITY, Genetic Predisposition to Disease/genetics, Behavior/physiology, Polymorphism, Single Nucleotide/genetics, 3. Good health, Manchester Institute for Collaborative Research on Ageing, Meta-analysis, Urological cancers Radboud Institute for Health Sciences [Radboudumc 15], Genetic Loci/genetics, Behavioural genetics, Genome-Wide Association Study/methods, Medical genetics, Female, Life Sciences & Biomedicine, Single Nucleotide/genetics, medicine.medical_specialty, ResearchInstitutes_Networks_Beacons/MICRA, Genotype, Single-nucleotide polymorphism, Genetics, Behavioral, Biology, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, All institutes and research themes of the Radboud University Medical Center, SDG 3 - Good Health and Well-being, ddc:330, medicine, GENDER-DIFFERENCES, SNP, Humans, Genetic Predisposition to Disease, Polymorphism, behavioural genetics, Behavioral/methods, 030304 developmental biology, Genetic association, Behavior, Science & Technology, Neurodevelopmental disorders Donders Center for Medical Neuroscience [Radboudumc 7], Data Science, Case-control study, risk tolerance, GWAS, genetic architechture, Genetic Loci, Case-Control Studies, genome-wide association studies, ResearchInstitutes_Networks_Beacons/cathie_marsh_institute, Nanomedicine Radboud Institute for Molecular Life Sciences [Radboudumc 19], 030217 neurology & neurosurgery, Genome-Wide Association Study
Abstract

Humans vary substantially in their willingness to take risks. In a combined sample of over 1 million individuals, we conducted genome-wide association studies (GWAS) of general risk tolerance, adventurousness, and risky behaviors in the driving, drinking, smoking, and sexual domains. Across all GWAS, we identified hundreds of associated loci, including 99 loci associated with general risk tolerance. We report evidence of substantial shared genetic influences across risk tolerance and the risky behaviors: 46 of the 99 general risk tolerance loci contain a lead SNP for at least one of our other GWAS, and general risk tolerance is genetically correlated ([Formula: see text] ~ 0.25 to 0.50) with a range of risky behaviors. Bioinformatics analyses imply that genes near SNPs associated with general risk tolerance are highly expressed in brain tissues and point to a role for glutamatergic and GABAergic neurotransmission. We found no evidence of enrichment for genes previously hypothesized to relate to risk tolerance. This research was carried out under the auspices of the Social Science Genetic Association Consortium. The research was also conducted using the UK Biobank Resource under application number 11425. The study was supported by funding from the Ragnar Söderberg Foundation (E9/11 and E42/15); the Swedish Research Council (421-2013-1061); the Jan Wallander and Tom Hedelius Foundation; an ERC Consolidator Grant to Philipp Koellinger (647648 EdGe); the Pershing Square Fund of the Foundations of Human Behavior; the Open Philanthropy Project; the National Institute on Aging, National Institutes of Health through grants P01-AG005842, P01-AG005842-20S2, P30-AG012810, and T32-AG000186-23 to the National Bureau of Economic Research and R01-AG042568-02 to the University of Southern California; the government of Canada through Genome Canada and the Ontario Genomics Institute (OGI-152); and the Social Sciences and Humanities Research Council of Canada. We thank the International Cannabis Consortium, the eQTLgen Consortium, and the Psychiatric Genomics Consortium for sharing summary statistics from the GWAS of lifetime cannabis use, eQTL summary statistics, and summary statistics from the GWAS of ADHD, respectively. A full list of acknowledgments is provided in the Supplementary Note.

Published
2019

48. Genetic studies of body mass index yield new insights for obesity biology

Author

Locke, Adam E., Kahali, Bratati, Berndt, Sonja I., Justice, Anne E., Pers, Tune H., Day, Felix R., Powell, Corey, Vedantam, Sailaja, Buchkovich, Martin L., Yang, Jian, Croteau-Chonka, Damien C., Esko, Tonu, Fall, Tove, Ferreira, Teresa, Gustafsson, Stefan, Kutalik, Zoltán, Luan, Jianʼan, Mägi, Reedik, Randall, Joshua C., Winkler, Thomas W., Wood, Andrew R., Workalemahu, Tsegaselassie, Faul, Jessica D., Smith, Jennifer A., Hua Zhao, Jing, Zhao, Wei, Chen, Jin, Fehrmann, Rudolf, Hedman, Åsa K., Karjalainen, Juha, Schmidt, Ellen M., Absher, Devin, Amin, Najaf, Anderson, Denise, Beekman, Marian, Bolton, Jennifer L., Bragg-Gresham, Jennifer L., Buyske, Steven, Demirkan, Ayse, Deng, Guohong, Ehret, Georg B., Feenstra, Bjarke, Feitosa, Mary F., Fischer, Krista, Goel, Anuj, Gong, Jian, Jackson, Anne U., Kanoni, Stavroula, Kleber, Marcus E., Kristiansson, Kati, Lim, Unhee, Lotay, Vaneet, Mangino, Massimo, Mateo Leach, Irene, Medina-Gomez, Carolina, Medland, Sarah E., Nalls, Michael A., Palmer, Cameron D., Pasko, Dorota, Pechlivanis, Sonali, Peters, Marjolein J., Prokopenko, Inga, Shungin, Dmitry, Stančáková, Alena, Strawbridge, Rona J., Ju Sung, Yun, Tanaka, Toshiko, Teumer, Alexander, Trompet, Stella, van der Laan, Sander W., van Setten, Jessica, Van Vliet-Ostaptchouk, Jana V., Wang, Zhaoming, Yengo, Loïc, Zhang, Weihua, Isaacs, Aaron, Albrecht, Eva, Ärnlöv, Johan, Arscott, Gillian M., Attwood, Antony P., Bandinelli, Stefania, Barrett, Amy, Bas, Isabelita N., Bellis, Claire, Bennett, Amanda J., Berne, Christian, Blagieva, Roza, Blüher, Matthias, Böhringer, Stefan, Bonnycastle, Lori L., Böttcher, Yvonne, Boyd, Heather A., Bruinenberg, Marcel, Caspersen, Ida H., Ida Chen, Yii-Der, Clarke, Robert, Warwick Daw, E., de Craen, Anton J. M., Delgado, Graciela, Dimitriou, Maria, Doney, Alex S. F., Eklund, Niina, Estrada, Karol, Eury, Elodie, Folkersen, Lasse, Fraser, Ross M., Garcia, Melissa E., Geller, Frank, Giedraitis, Vilmantas, Gigante, Bruna, Go, Alan S., Golay, Alain, Goodall, Alison H., Gordon, Scott D., Gorski, Mathias, Grabe, Hans-Jörgen, Grallert, Harald, Grammer, Tanja B., Gräler, Jürgen, Grönberg, Henrik, Groves, Christopher J., Gusto, Gaëlle, Haessler, Jeffrey, Hall, Per, Haller, Toomas, Hallmans, Goran, Hartman, Catharina A., Hassinen, Maija, Hayward, Caroline, Heard-Costa, Nancy L., Helmer, Quinta, Hengstenberg, Christian, Holmen, Oddgeir, Hottenga, Jouke-Jan, James, Alan L., Jeff, Janina M., Johansson, Åsa, Jolley, Jennifer, Juliusdottir, Thorhildur, Kinnunen, Leena, Koenig, Wolfgang, Koskenvuo, Markku, Kratzer, Wolfgang, Laitinen, Jaana, Lamina, Claudia, Leander, Karin, Lee, Nanette R., Lichtner, Peter, Lind, Lars, Lindström, Jaana, Sin Lo, Ken, Lobbens, Stéphane, Lorbeer, Roberto, Lu, Yingchang, Mach, François, Magnusson, Patrik K. E., Mahajan, Anubha, McArdle, Wendy L., McLachlan, Stela, Menni, Cristina, Merger, Sigrun, Mihailov, Evelin, Milani, Lili, Moayyeri, Alireza, Monda, Keri L., Morken, Mario A., Mulas, Antonella, Müller, Gabriele, Müller-Nurasyid, Martina, Musk, Arthur W., Nagaraja, Ramaiah, Nöthen, Markus M., Nolte, Ilja M., Pilz, Stefan, Rayner, Nigel W., Renstrom, Frida, Rettig, Rainer, Ried, Janina S., Ripke, Stephan, Robertson, Neil R., Rose, Lynda M., Sanna, Serena, Scharnagl, Hubert, Scholtens, Salome, Schumacher, Fredrick R., Scott, William R., Seufferlein, Thomas, Shi, Jianxin, Vernon Smith, Albert, Smolonska, Joanna, Stanton, Alice V., Steinthorsdottir, Valgerdur, Stirrups, Kathleen, Stringham, Heather M., Sundström, Johan, Swertz, Morris A., Swift, Amy J., Syvänen, Ann-Christine, Tan, Sian-Tsung, Tayo, Bamidele O., Thorand, Barbara, Thorleifsson, Gudmar, Tyrer, Jonathan P., Uh, Hae-Won, Vandenput, Liesbeth, Verhulst, Frank C., Vermeulen, Sita H., Verweij, Niek, Vonk, Judith M., Waite, Lindsay L., Warren, Helen R., Waterworth, Dawn, Weedon, Michael N., Wilkens, Lynne R., Willenborg, Christina, Wilsgaard, Tom, Wojczynski, Mary K., Wong, Andrew, Wright, Alan F., Zhang, Qunyuan, Brennan, Eoin P., Choi, Murim, Dastani, Zari, Drong, Alexander W., Eriksson, Per, Franco-Cereceda, Anders, Gådin, Jesper R., Gharavi, Ali G., Goddard, Michael E., Handsaker, Robert E., Huang, Jinyan, Karpe, Fredrik, Kathiresan, Sekar, Keildson, Sarah, Kiryluk, Krzysztof, Kubo, Michiaki, Lee, Jong-Young, Liang, Liming, Lifton, Richard P., Ma, Baoshan, McCarroll, Steven A., McKnight, Amy J., Min, Josine L., Moffatt, Miriam F., Montgomery, Grant W., Murabito, Joanne M., Nicholson, George, Nyholt, Dale R., Okada, Yukinori, Perry, John R. B., Dorajoo, Rajkumar, Reinmaa, Eva, Salem, Rany M., Sandholm, Niina, Scott, Robert A., Stolk, Lisette, Takahashi, Atsushi, Tanaka, Toshihiro, vanʼt Hooft, Ferdinand M., Vinkhuyzen, Anna A. E., Westra, Harm-Jan, Zheng, Wei, Zondervan, Krina T., Heath, Andrew C., Arveiler, Dominique, Bakker, Stephan J. L., Beilby, John, Bergman, Richard N., Blangero, John, Bovet, Pascal, Campbell, Harry, Caulfield, Mark J., Cesana, Giancarlo, Chakravarti, Aravinda, Chasman, Daniel I., Chines, Peter S., Collins, Francis S., Crawford, Dana C., Adrienne Cupples, L., Cusi, Daniele, Danesh, John, de Faire, Ulf, den Ruijter, Hester M., Dominiczak, Anna F., Erbel, Raimund, Erdmann, Jeanette, Eriksson, Johan G., Farrall, Martin, Felix, Stephan B., Ferrannini, Ele, Ferrières, Jean, Ford, Ian, Forouhi, Nita G., Forrester, Terrence, Franco, Oscar H., Gansevoort, Ron T., Gejman, Pablo V., Gieger, Christian, Gottesman, Omri, Gudnason, Vilmundur, Gyllensten, Ulf, Hall, Alistair S., Harris, Tamara B., Hattersley, Andrew T., Hicks, Andrew A., Hindorff, Lucia A., Hingorani, Aroon D., Hofman, Albert, Homuth, Georg, Kees Hovingh, G., Humphries, Steve E., Hunt, Steven C., Hyppönen, Elina, Illig, Thomas, Jacobs, Kevin B., Jarvelin, Marjo-Riitta, Jöckel, Karl-Heinz, Johansen, Berit, Jousilahti, Pekka, Wouter Jukema, J., Jula, Antti M., Kaprio, Jaakko, Kastelein, John J. P., Keinanen-Kiukaanniemi, Sirkka M., Kiemeney, Lambertus A., Knekt, Paul, Kooner, Jaspal S., Kooperberg, Charles, Kovacs, Peter, Kraja, Aldi T., Kumari, Meena, Kuusisto, Johanna, Lakka, Timo A., Langenberg, Claudia, Le Marchand, Loic, Lehtimäki, Terho, Lyssenko, Valeriya, Männistö, Satu, Marette, André, Matise, Tara C., McKenzie, Colin A., McKnight, Barbara, Moll, Frans L., Morris, Andrew D., Morris, Andrew P., Murray, Jeffrey C., Nelis, Mari, Ohlsson, Claes, Oldehinkel, Albertine J., Ong, Ken K., Madden, Pamela A. F., Pasterkamp, Gerard, Peden, John F., Peters, Annette, Postma, Dirkje S., Pramstaller, Peter P., Price, Jackie F., Qi, Lu, Raitakari, Olli T., Rankinen, Tuomo, Rao, D. C., Rice, Treva K., Ridker, Paul M., Rioux, John D., Ritchie, Marylyn D., Rudan, Igor, Salomaa, Veikko, Samani, Nilesh J., Saramies, Jouko, Sarzynski, Mark A., Schunkert, Heribert, Schwarz, Peter E. H., Sever, Peter, Shuldiner, Alan R., Sinisalo, Juha, Stolk, Ronald P., Strauch, Konstantin, Tönjes, Anke, Trégouët, David-Alexandre, Tremblay, Angelo, Tremoli, Elena, Virtamo, Jarmo, Vohl, Marie-Claude, Völker, Uwe, Waeber, Gérard, Willemsen, Gonneke, Witteman, Jacqueline C., Carola Zillikens, M., Adair, Linda S., Amouyel, Philippe, Asselbergs, Folkert W., Assimes, Themistocles L., Bochud, Murielle, Boehm, Bernhard O., Boerwinkle, Eric, Bornstein, Stefan R., Bottinger, Erwin P., Bouchard, Claude, Cauchi, Stéphane, Chambers, John C., Chanock, Stephen J., Cooper, Richard S., de Bakker, Paul I. W., Dedoussis, George, Ferrucci, Luigi, Franks, Paul W., Froguel, Philippe, Groop, Leif C., Haiman, Christopher A., Hamsten, Anders, Hui, Jennie, Hunter, David J., Hveem, Kristian, Kaplan, Robert C., Kivimaki, Mika, Kuh, Diana, Laakso, Markku, Liu, Yongmei, Martin, Nicholas G., März, Winfried, Melbye, Mads, Metspalu, Andres, Moebus, Susanne, Munroe, Patricia B., Njølstad, Inger, Oostra, Ben A., Palmer, Colin N. A., Pedersen, Nancy L., Perola, Markus, Pérusse, Louis, Peters, Ulrike, Power, Chris, Quertermous, Thomas, Rauramaa, Rainer, Rivadeneira, Fernando, Saaristo, Timo E., Saleheen, Danish, Sattar, Naveed, Schadt, Eric E., Schlessinger, David, Eline Slagboom, P., Snieder, Harold, Spector, Tim D., Thorsteinsdottir, Unnur, Stumvoll, Michael, Tuomilehto, Jaakko, Uitterlinden, André G., Uusitupa, Matti, van der Harst, Pim, Walker, Mark, Wallaschofski, Henri, Wareham, Nicholas J., Watkins, Hugh, Weir, David R., Wichmann, H-Erich, Wilson, James F., Zanen, Pieter, Borecki, Ingrid B., Deloukas, Panos, Fox, Caroline S., Heid, Iris M., OʼConnell, Jeffrey R., Strachan, David P., Stefansson, Kari, van Duijn, Cornelia M., Abecasis, Gonçalo R., Franke, Lude, Frayling, Timothy M., McCarthy, Mark I., Visscher, Peter M., Scherag, André, Willer, Cristen J., Boehnke, Michael, Mohlke, Karen L., Lindgren, Cecilia M., Beckmann, Jacques S., Barroso, Inês, North, Kari E., Ingelsson, Erik, Hirschhorn, Joel N., Loos, Ruth J. F., and Speliotes, Elizabeth K.

Published
2015
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49. New genetic loci link adipose and insulin biology to body fat distribution

Author

Shungin, Dmitry, Winkler, Thomas W., Croteau-Chonka, Damien C., Ferreira, Teresa, Locke, Adam E., Mägi, Reedik, Strawbridge, Rona J., Pers, Tune H., Fischer, Krista, Justice, Anne E., Workalemahu, Tsegaselassie, Wu, Joseph M. W., Buchkovich, Martin L., Heard-Costa, Nancy L., Roman, Tamara S., Drong, Alexander W., Song, Ci, Gustafsson, Stefan, Day, Felix R., Esko, Tonu, Fall, Tove, Kutalik, Zoltán, Luan, Jianʼan, Randall, Joshua C., Scherag, André, Vedantam, Sailaja, Wood, Andrew R., Chen, Jin, Fehrmann, Rudolf, Karjalainen, Juha, Kahali, Bratati, Liu, Ching-Ti, Schmidt, Ellen M., Absher, Devin, Amin, Najaf, Anderson, Denise, Beekman, Marian, Bragg-Gresham, Jennifer L., Buyske, Steven, Demirkan, Ayse, Ehret, Georg B., Feitosa, Mary F., Goel, Anuj, Jackson, Anne U., Johnson, Toby, Kleber, Marcus E., Kristiansson, Kati, Mangino, Massimo, Mateo Leach, Irene, Medina-Gomez, Carolina, Palmer, Cameron D., Pasko, Dorota, Pechlivanis, Sonali, Peters, Marjolein J., Prokopenko, Inga, Stančáková, Alena, Ju Sung, Yun, Tanaka, Toshiko, Teumer, Alexander, Van Vliet-Ostaptchouk, Jana V., Yengo, Loïc, Zhang, Weihua, Albrecht, Eva, Ärnlöv, Johan, Arscott, Gillian M., Bandinelli, Stefania, Barrett, Amy, Bellis, Claire, Bennett, Amanda J., Berne, Christian, Blüher, Matthias, Böhringer, Stefan, Bonnet, Fabrice, Böttcher, Yvonne, Bruinenberg, Marcel, Carba, Delia B., Caspersen, Ida H., Clarke, Robert, Warwick Daw, E., Deelen, Joris, Deelman, Ewa, Delgado, Graciela, Doney, Alex S. F., Eklund, Niina, Erdos, Michael R., Estrada, Karol, Eury, Elodie, Friedrich, Nele, Garcia, Melissa E., Giedraitis, Vilmantas, Gigante, Bruna, Go, Alan S., Golay, Alain, Grallert, Harald, Grammer, Tanja B., Gräler, Jürgen, Grewal, Jagvir, Groves, Christopher J., Haller, Toomas, Hallmans, Goran, Hartman, Catharina A., Hassinen, Maija, Hayward, Caroline, Heikkilä, Kauko, Herzig, Karl-Heinz, Helmer, Quinta, Hillege, Hans L., Holmen, Oddgeir, Hunt, Steven C., Isaacs, Aaron, Ittermann, Till, James, Alan L., Johansson, Ingegerd, Juliusdottir, Thorhildur, Kalafati, Ioanna-Panagiota, Kinnunen, Leena, Koenig, Wolfgang, Kooner, Ishminder K., Kratzer, Wolfgang, Lamina, Claudia, Leander, Karin, Lee, Nanette R., Lichtner, Peter, Lind, Lars, Lindström, Jaana, Lobbens, Stéphane, Lorentzon, Mattias, Mach, François, Magnusson, Patrik K. E., Mahajan, Anubha, McArdle, Wendy L., Menni, Cristina, Merger, Sigrun, Mihailov, Evelin, Milani, Lili, Mills, Rebecca, Moayyeri, Alireza, Monda, Keri L., Mooijaart, Simon P., Mühleisen, Thomas W., Mulas, Antonella, Müller, Gabriele, Müller-Nurasyid, Martina, Nagaraja, Ramaiah, Nalls, Michael A., Narisu, Narisu, Glorioso, Nicola, Nolte, Ilja M., Olden, Matthias, Rayner, Nigel W., Renstrom, Frida, Ried, Janina S., Robertson, Neil R., Rose, Lynda M., Sanna, Serena, Scharnagl, Hubert, Scholtens, Salome, Sennblad, Bengt, Seufferlein, Thomas, Sitlani, Colleen M., Vernon Smith, Albert, Stirrups, Kathleen, Stringham, Heather M., Sundström, Johan, Swertz, Morris A., Swift, Amy J., Syvänen, Ann-Christine, Tayo, Bamidele O., Thorand, Barbara, Thorleifsson, Gudmar, Tomaschitz, Andreas, Troffa, Chiara, van Oort, Floor V. A., Verweij, Niek, Vonk, Judith M., Waite, Lindsay L., Wennauer, Roman, Wilsgaard, Tom, Wojczynski, Mary K., Wong, Andrew, Zhang, Qunyuan, Hua Zhao, Jing, Brennan, Eoin P., Choi, Murim, Eriksson, Per, Folkersen, Lasse, Franco-Cereceda, Anders, Gharavi, Ali G., Hedman, Åsa K., Hivert, Marie-France, Huang, Jinyan, Kanoni, Stavroula, Karpe, Fredrik, Keildson, Sarah, Kiryluk, Krzysztof, Liang, Liming, Lifton, Richard P., Ma, Baoshan, McKnight, Amy J., McPherson, Ruth, Metspalu, Andres, Min, Josine L., Moffatt, Miriam F., Montgomery, Grant W., Murabito, Joanne M., Nicholson, George, Nyholt, Dale R., Olsson, Christian, Perry, John R. B., Reinmaa, Eva, Salem, Rany M., Sandholm, Niina, Schadt, Eric E., Scott, Robert A., Stolk, Lisette, Vallejo, Edgar E., Westra, Harm-Jan, Zondervan, Krina T., Amouyel, Philippe, Arveiler, Dominique, Bakker, Stephan J. L., Beilby, John, Bergman, Richard N., Blangero, John, Brown, Morris J., Burnier, Michel, Campbell, Harry, Chakravarti, Aravinda, Chines, Peter S., Claudi-Boehm, Simone, Collins, Francis S., Crawford, Dana C., Danesh, John, de Faire, Ulf, de Geus, Eco J. C., Dörr, Marcus, Erbel, Raimund, Eriksson, Johan G., Farrall, Martin, Ferrannini, Ele, Ferrières, Jean, Forouhi, Nita G., Forrester, Terrence, Franco, Oscar H., Gansevoort, Ron T., Gieger, Christian, Gudnason, Vilmundur, Haiman, Christopher A., Harris, Tamara B., Hattersley, Andrew T., Heliövaara, Markku, Hicks, Andrew A., Hingorani, Aroon D., Hoffmann, Wolfgang, Hofman, Albert, Homuth, Georg, Humphries, Steve E., Hyppönen, Elina, Illig, Thomas, Jarvelin, Marjo-Riitta, Johansen, Berit, Jousilahti, Pekka, Jula, Antti M., Kaprio, Jaakko, Kee, Frank, Keinanen-Kiukaanniemi, Sirkka M., Kooner, Jaspal S., Kooperberg, Charles, Kovacs, Peter, Kraja, Aldi T., Kumari, Meena, Kuulasmaa, Kari, Kuusisto, Johanna, Lakka, Timo A., Langenberg, Claudia, Le Marchand, Loic, Lehtimäki, Terho, Lyssenko, Valeriya, Männistö, Satu, Marette, André, Matise, Tara C., McKenzie, Colin A., McKnight, Barbara, Musk, Arthur W., Möhlenkamp, Stefan, Morris, Andrew D., Nelis, Mari, Ohlsson, Claes, Oldehinkel, Albertine J., Ong, Ken K., Palmer, Lyle J., Penninx, Brenda W., Peters, Annette, Pramstaller, Peter P., Raitakari, Olli T., Rankinen, Tuomo, Rao, D. C., Rice, Treva K., Ridker, Paul M., Ritchie, Marylyn D., Rudan, Igor, Salomaa, Veikko, Samani, Nilesh J., Saramies, Jouko, Sarzynski, Mark A., Schwarz, Peter E. H., Shuldiner, Alan R., Staessen, Jan A., Steinthorsdottir, Valgerdur, Stolk, Ronald P., Strauch, Konstantin, Tönjes, Anke, Tremblay, Angelo, Tremoli, Elena, Vohl, Marie-Claude, Völker, Uwe, Vollenweider, Peter, Wilson, James F., Witteman, Jacqueline C., Adair, Linda S., Bochud, Murielle, Boehm, Bernhard O., Bornstein, Stefan R., Bouchard, Claude, Cauchi, Stéphane, Caulfield, Mark J., Chambers, John C., Chasman, Daniel I., Cooper, Richard S., Dedoussis, George, Ferrucci, Luigi, Froguel, Philippe, Grabe, Hans-Jörgen, Hamsten, Anders, Hui, Jennie, Hveem, Kristian, Jöckel, Karl-Heinz, Kivimaki, Mika, Kuh, Diana, Laakso, Markku, Liu, Yongmei, März, Winfried, Munroe, Patricia B., Njølstad, Inger, Oostra, Ben A., Palmer, Colin N. A., Pedersen, Nancy L., Perola, Markus, Pérusse, Louis, Peters, Ulrike, Power, Chris, Quertermous, Thomas, Rauramaa, Rainer, Rivadeneira, Fernando, Saaristo, Timo E., Saleheen, Danish, Sinisalo, Juha, Eline Slagboom, P., Snieder, Harold, Spector, Tim D., Thorsteinsdottir, Unnur, Stumvoll, Michael, Tuomilehto, Jaakko, Uitterlinden, André G., Uusitupa, Matti, van der Harst, Pim, Veronesi, Giovanni, Walker, Mark, Wareham, Nicholas J., Watkins, Hugh, Wichmann, H-Erich, Abecasis, Goncalo R., Assimes, Themistocles L., Berndt, Sonja I., Boehnke, Michael, Borecki, Ingrid B., Deloukas, Panos, Franke, Lude, Frayling, Timothy M., Groop, Leif C., Hunter, David J., Kaplan, Robert C., OʼConnell, Jeffrey R., Qi, Lu, Schlessinger, David, Strachan, David P., Stefansson, Kari, van Duijn, Cornelia M., Willer, Cristen J., Visscher, Peter M., Yang, Jian, Hirschhorn, Joel N., Carola Zillikens, M., McCarthy, Mark I., Speliotes, Elizabeth K., North, Kari E., Fox, Caroline S., Barroso, Inês, Franks, Paul W., Ingelsson, Erik, Heid, Iris M., Loos, Ruth J. F., Cupples, Adrienne L., Morris, Andrew P., Lindgren, Cecilia M., and Mohlke, Karen L

Published
2015
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50. Genetic variants of inducible costimulator are associated with allergic asthma susceptibility

Author

Andiappan, Anand Kumar, Narayanan, Sriram, Myers, Rachel A., Lee, Bernett, Nieuwenhuis, Maartje A., Nardin, Alessandra, Park, Choon-Sik, Shin, Hyoung Doo, Kim, Jeong-Hyun, Westra, Harm-Jan, Franke, Lude, Esko, Tonu, Metspalu, Andres, Teo, Yik-Ying, Saw, Seang Mei, Khor, Chiea Chuen, Liu, Jianjun, Koppelman, Gerard H., Postma, Dirkje S., Poidinger, Michael, Connolly, John E., Wang, De Yun, Rotzschke, Olaf, Curotto de Lafaille, Maria A., and Chew, Fook Tim

Published
2015
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