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51. Lessons learned during the process of reporting individual genomic results to participants of a population-based biobank

Author: Liis Leitsalu, Anu Reigo, Marili Palover, Tiit Nikopensius, Kristi Läll, Kristi Krebs, Sulev Reisberg, Reedik Mägi, Mart Kals, Helene Alavere, Margit Nõukas, Anneli Kolk, Ivi Normet, Mari-Liis Tammesoo, Ene Käärik, Mairo Puusepp, Kristjan Metsalu, Annely Allik, Lili Milani, Krista Fischer, Neeme Tõnisson, and Andres Metspalu
Subjects: Genetics, Genetics (clinical)
Abstract: The return of individual genomic results (ROR) to research participants is still in its early phase, and insight on how individuals respond to ROR is scarce. Studies contributing to the evidence base for best practices are crucial before these can be established. Here, we describe a ROR procedure conducted at a population-based biobank, followed by surveying the responses of almost 3000 participants to a range of results, and discuss lessons learned from the process, with the aim of facilitating large-scale expansion. Overall, participants perceived the information that they received with counseling as valuable, even when the reporting of high risks initially caused worry. The face-to-face delivery of results limited the number of participants who received results. Although the participants highly valued this type of communication, additional means of communication need to be considered to improve the feasibility of large-scale ROR. The feedback collected sheds light on the value judgements of the participants and on potential responses to the receipt of genetic risk information. Biobanks in other countries are planning or conducting similar projects, and the sharing of lessons learned may provide valuable insight and aid such endeavors.
Published: 2022

52. Identifying the Common Genetic Basis of Antidepressant Response

Author: Sara A. Paciga, Richard M. Weinshilboum, Andrew M. McIntosh, Tim B. Bigdeli, Stephanie H. Witt, Sven Cichon, Glyn Lewis, Henning Teismann, Brenda W.J.H. Penninx, Gerome Breen, Roseann E. Peterson, Saira Saeed Mirza, Diego Albani, Lisa Jones, Andreas J. Forstner, Sara Mostafavi, Julien Bryois, Qingqin S. Li, Kenneth S. Kendler, Thomas Damm Als, Fernando S. Goes, Marie Bækvad-Hansen, Nancy L. Pedersen, Gianluigi Forloni, Per Qvist, Carsten Horn, Per Hoffmann, Steven P. Hamilton, Georg Homuth, Michael Gill, Julien Mendlewicz, Katharina Domschke, Volker Arolt, Adrian I. Campos, Christine Søholm Hansen, Scott D. Gordon, Hogni Oskarsson, Peter McGuffin, Oliver Pain, Eric Jorgenson, Victoria S. Marshe, Stacy Steinberg, Bertram Müller-Myhsok, Mark Adams, J. Raymond DePaulo, Rick Jansen, Katherine J. Aitchison, Vassily Trubetskoy, Henry Völzke, Manuel Mattheisen, Bernard Ng, James A. Knowles, Dorret I. Boomsma, Tracy Air, Elisabeth B. Binder, Ian B. Hickie, Christel M. Middeldorp, Tõnu Esko, David M. Hougaard, E.J.C. de Geus, Toni-Kim Clarke, Helena Gaspar, Bernhard T. Baune, Abdel Abdellaoui, Engilbert Sigurdsson, Andres Metspalu, Klaus Berger, Jorge A. Quiroz, Patrick F. Sullivan, Aartjan T.F. Beekman, Thomas Hansen, Panagiotis Ferentinos, Jürgen Wellmann, Miguel E. Rentería, Daniel Umbricht, Marcella Rietschel, Stanley I. Shyn, Chiara Fabbri, Hreinn Stefansson, Jerome C. Foo, Daniel Souery, Zoltán Kutalik, Yu-Li Liu, Paul F. O'Reilly, Michael John Owen, Nese Direk, Douglas F. Levinson, Stuart Montgomery, Hamdi Mbarek, David M. Howard, Guido Bondolfi, Lucía Colodro-Conde, Pippa A. Thomson, Merete Nordentoft, Stefan Kloiber, Yunpeng Wang, Michael Conlon O'Donovan, Grant C.B. Sinnamon, Alexander Viktorin, Hilary K. Finucane, Esben Agerbo, Stefan Herms, Markus M. Nöthen, Till F. M. Andlauer, Divya Mehta, Bradley T. Webb, Joanna M. Biernacka, David J. Porteous, Jordan W. Smoller, Jonathan R. I. Coleman, Dean F. MacKinnon, Farnush Farhadi Hassan Kiadeh, Baptiste Couvy-Duchesne, Evelin Mihailov, Eleanor M. Wigmore, Franziska Degenhardt, Jianxin Shi, Dale R. Nyholt, Enda M. Byrne, Stephan Ripke, Ole Mors, Patrik K. E. Magnusson, Eric J. Lenze, Warren W. Kretzschmar, Masaki Kato, Marcus Ising, Ian Jones, Lynsey S. Hall, Wouter J. Peyrot, Ling Shen, Nader Perroud, Na Cai, Maciej Trzaskowski, Matthias Nauck, Isaac S. Kohane, Enrico Domenici, Fabian Streit, James L. Kennedy, Peter M. Visscher, Valentina Escott-Price, Donald J. MacIntyre, Enrique Castelao, Margarita Rivera, Mojca Z. Dernovsek, John P. Rice, Joseph Zohar, Gail Davies, Andrew C. Heath, Josef Frank, Wesley K. Thompson, Caroline Hayward, Penelope A. Lind, Thorgeir E. Thorgeirsson, Rudolf Uher, Jana Strohmaier, Henriette N. Buttenschøn, Erin C. Dunn, Jonas Bybjerg-Grauholm, Alexander Teumer, Jakob Grove, Eske M. Derks, Nicholas G. Martin, Jodie N. Painter, Myrna M. Weissman, Preben Bo Mortensen, Michel G. Nivard, Catherine Schaefer, Yihan Li, Daniel J. Smith, Shih-Jen Tsai, Niamh Mullins, Jian Yang, Marianne Giørtz Pedersen, Dan Rujescu, Thomas G. Schulze, Lili Milani, Yuri Milaneschi, Giorgio Pistis, James B. Potash, Neven Henigsberg, Nicholas John Craddock, Karen Hodgson, Silviu-Alin Bacanu, Shantel Weinsheimer, Charles F. Reynolds, Johannes H. Smit, Gonneke Willemsen, Futao Zhang, Henning Tiemeier, Grant W. Montgomery, Martin Preisig, Udo Dannlowski, Thalia C. Eley, Thomas Werge, Katherine E. Tansey, Jane H. Christensen, Julia Kraft, Ian J. Deary, Cathryn M. Lewis, Sarah E. Medland, André G. Uitterlinden, Daniel J. Müller, Carsten Bøcker Pedersen, Gustavo Turecki, Hans J. Grabe, Matthew Traylor, Brien P. Riley, Roy H. Perlis, Patrick J. McGrath, Conor V. Dolan, Hualin S. Xi, Jonathan Marchini, Robert A. Schoevers, Albert M. van Hemert, Anders D. Børglum, Susanne Lucae, Jouke-Jan Hottenga, Kari Stefansson, Benoit H. Mulsant, Francis M. Mondimore, Naomi R. Wray, Yang Wu, Wolfgang Maier, Danielle Posthuma, Annamaria Cattaneo, Gregory E. Crawford, Siegfried Kasper, Alessandro Serretti, Tania Carrillo-Roa, Robert Maier, Pamela A. F. Madden, Eva C. Schulte, Jens Treutlein, Joanna Hauser, Sandra Van der Auwera, Psychiatry, APH - Mental Health, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, Amsterdam Neuroscience - Complex Trait Genetics, APH - Methodology, Human genetics, Amsterdam Neuroscience - Compulsivity, Impulsivity & Attention, Amsterdam Reproduction & Development (AR&D), Adult Psychiatry, Clinical Cognitive Neuropsychiatry Research Program (CCNP), Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Epidemiology, Child and Adolescent Psychiatry / Psychology, and Internal Medicine
Subjects: Oncology, MDD, medicine.medical_specialty, Single-nucleotide polymorphism, Genome-wide association study, Biology, Antidepressant response, Depression, GWAS, Genetics, Polygenic score, SDG 3 - Good Health and Well-being, Internal medicine, Genetic variation, medicine, ddc:610, Genetic association, General Medicine, Heritability, medicine.disease, Schizophrenia, Sample size determination, Settore BIO/14 - Farmacologia, Major depressive disorder
Abstract: Background: Antidepressants are a first-line treatment for depression. However, only a third of individuals experience remission after the first treatment. Common genetic variation, in part, likely regulates antidepressant response, yet the success of previous genome-wide association studies has been limited by sample size. This study performs the largest genetic analysis of prospectively assessed antidepressant response in major depressive disorder to gain insight into the underlying biology and enable out-of-sample prediction.Methods: Genome-wide analysis of remission (nremit = 1852, nnonremit = 3299) and percentage improvement (n = 5218) was performed. Single nucleotide polymorphism–based heritability was estimated using genome-wide complex trait analysis. Genetic covariance with eight mental health phenotypes was estimated using polygenic scores/AVENGEME. Out-of-sample prediction of antidepressant response polygenic scores was assessed. Gene-level association analysis was performed using MAGMA and transcriptome-wide association study. Tissue, pathway, and drug binding enrichment were estimated using MAGMA.Results: Neither genome-wide association study identified genome-wide significant associations. Single nucleotide polymorphism–based heritability was significantly different from zero for remission (h2 = 0.132, SE = 0.056) but not for percentage improvement (h2 = −0.018, SE = 0.032). Better antidepressant response was negatively associated with genetic risk for schizophrenia and positively associated with genetic propensity for educational attainment. Leave-one-out validation of antidepressant response polygenic scores demonstrated significant evidence of out-of-sample prediction, though results varied in external cohorts. Gene-based analyses identified ETV4 and DHX8 as significantly associated with antidepressant response.Conclusions: This study demonstrates that antidepressant response is influenced by common genetic variation, has a genetic overlap schizophrenia and educational attainment, and provides a useful resource for future research. Larger sample sizes are required to attain the potential of genetics for understanding and predicting antidepressant response.
Published: 2022

53. Rare coding variants in ten genes confer substantial risk for schizophrenia

Author: Tarjinder Singh, Timothy Poterba, David Curtis, Huda Akil, Mariam Al Eissa, Jack D. Barchas, Nicholas Bass, Tim B. Bigdeli, Gerome Breen, Evelyn J. Bromet, Peter F. Buckley, William E. Bunney, Jonas Bybjerg-Grauholm, William F. Byerley, Sinéad B. Chapman, Wei J. Chen, Claire Churchhouse, Nicholas Craddock, Caroline M. Cusick, Lynn DeLisi, Sheila Dodge, Michael A. Escamilla, Saana Eskelinen, Ayman H. Fanous, Stephen V. Faraone, Alessia Fiorentino, Laurent Francioli, Stacey B. Gabriel, Diane Gage, Sarah A. Gagliano Taliun, Andrea Ganna, Giulio Genovese, David C. Glahn, Jakob Grove, Mei-Hua Hall, Eija Hämäläinen, Henrike O. Heyne, Matti Holi, David M. Hougaard, Daniel P. Howrigan, Hailiang Huang, Hai-Gwo Hwu, René S. Kahn, Hyun Min Kang, Konrad J. Karczewski, George Kirov, James A. Knowles, Francis S. Lee, Douglas S. Lehrer, Francesco Lescai, Dolores Malaspina, Stephen R. Marder, Steven A. McCarroll, Andrew M. McIntosh, Helena Medeiros, Lili Milani, Christopher P. Morley, Derek W. Morris, Preben Bo Mortensen, Richard M. Myers, Merete Nordentoft, Niamh L. O’Brien, Ana Maria Olivares, Dost Ongur, Willem H. Ouwehand, Duncan S. Palmer, Tiina Paunio, Digby Quested, Mark H. Rapaport, Elliott Rees, Brandi Rollins, F. Kyle Satterstrom, Alan Schatzberg, Edward Scolnick, Laura J. Scott, Sally I. Sharp, Pamela Sklar, Jordan W. Smoller, Janet L. Sobell, Matthew Solomonson, Eli A. Stahl, Christine R. Stevens, Jaana Suvisaari, Grace Tiao, Stanley J. Watson, Nicholas A. Watts, Douglas H. Blackwood, Anders D. Børglum, Bruce M. Cohen, Aiden P. Corvin, Tõnu Esko, Nelson B. Freimer, Stephen J. Glatt, Christina M. Hultman, Andrew McQuillin, Aarno Palotie, Carlos N. Pato, Michele T. Pato, Ann E. Pulver, David St. Clair, Ming T. Tsuang, Marquis P. Vawter, James T. Walters, Thomas M. Werge, Roel A. Ophoff, Patrick F. Sullivan, Michael J. Owen, Michael Boehnke, Michael C. O’Donovan, Benjamin M. Neale, Mark J. Daly, Psychiatry, HUS Psychiatry, Clinicum, University of Helsinki, Institute for Molecular Medicine Finland, Genomics of Neurological and Neuropsychiatric Disorders, Department of Psychiatry, Centre of Excellence in Complex Disease Genetics, Research Programs Unit, and Aarno Palotie / Principal Investigator
Subjects: Multidisciplinary, Schizophrenia/genetics, MUTATIONS, Receptors, N-Methyl-D-Aspartate/genetics, Genetic Predisposition to Disease/genetics, 3112 Neurosciences, ASSOCIATION, Neurodevelopmental Disorders/genetics, Receptors, N-Methyl-D-Aspartate, INDIVIDUALS, Neurodevelopmental Disorders, Case-Control Studies, Mutation, Schizophrenia, Humans, Genetic Predisposition to Disease, Exome, 3111 Biomedicine, BURDEN
Abstract: Rare coding variation has historically provided the most direct connections between gene function and disease pathogenesis. By meta-analysing the whole exomes of 24,248 schizophrenia cases and 97,322 controls, we implicate ultra-rare coding variants (URVs) in 10 genes as conferring substantial risk for schizophrenia (odds ratios of 3–50, P < 2.14 × 10−6) and 32 genes at a false discovery rate of 1, epilepsy and severe neurodevelopmental disorders2, although different mutation types are implicated in some shared genes. Most genes described here, however, are not implicated in neurodevelopment. We demonstrate that genes prioritized from common variant analyses of schizophrenia are enriched in rare variant risk3, suggesting that common and rare genetic risk factors converge at least partially on the same underlying pathogenic biological processes. Even after excluding significantly associated genes, schizophrenia cases still carry a substantial excess of URVs, which indicates that more risk genes await discovery using this approach.
Published: 2022

54. FinnGen: Unique genetic insights from combining isolated population and national health register data

Author: Mitja I. Kurki, Juha Karjalainen, Priit Palta, Timo P. Sipilä, Kati Kristiansson, Kati Donner, Mary P. Reeve, Hannele Laivuori, Mervi Aavikko, Mari A. Kaunisto, Anu Loukola, Elisa Lahtela, Hannele Mattsson, Päivi Laiho, Pietro Della Briotta Parolo, Arto Lehisto, Masahiro Kanai, Nina Mars, Joel Rämö, Tuomo Kiiskinen, Henrike O. Heyne, Kumar Veerapen, Sina Rüeger, Susanna Lemmelä, Wei Zhou, Sanni Ruotsalainen, Kalle Pärn, Tero Hiekkalinna, Sami Koskelainen, Teemu Paajanen, Vincent Llorens, Javier Gracia-Tabuenca, Harri Siirtola, Kadri Reis, Abdelrahman G. Elnahas, Katriina Aalto-Setälä, Kaur Alasoo, Mikko Arvas, Kirsi Auro, Shameek Biswas, Argyro Bizaki-Vallaskangas, Olli Carpen, Chia-Yen Chen, Oluwaseun A. Dada, Zhihao Ding, Margaret G. Ehm, Kari Eklund, Martti Färkkilä, Hilary Finucane, Andrea Ganna, Awaisa Ghazal, Robert R. Graham, Eric Green, Antti Hakanen, Marco Hautalahti, Åsa Hedman, Mikko Hiltunen, Reetta Hinttala, Iiris Hovatta, Xinli Hu, Adriana Huertas-Vazquez, Laura Huilaja, Julie Hunkapiller, Howard Jacob, Jan-Nygaard Jensen, Heikki Joensuu, Sally John, Valtteri Julkunen, Marc Jung, Juhani Junttila, Kai Kaarniranta, Mika Kähönen, Risto M. Kajanne, Lila Kallio, Reetta Kälviäinen, Jaakko Kaprio, Nurlan Kerimov, Johannes Kettunen, Elina Kilpeläinen, Terhi Kilpi, Katherine Klinger, Veli-Matti Kosma, Teijo Kuopio, Venla Kurra, Triin Laisk, Jari Laukkanen, Nathan Lawless, Aoxing Liu, Simonne Longerich, Reedik Mägi, Johanna Mäkelä, Antti Mäkitie, Anders Malarstig, Arto Mannermaa, Joseph Maranville, Athena Matakidou, Tuomo Meretoja, Sahar V. Mozaffari, Mari EK. Niemi, Marianna Niemi, Teemu Niiranen, Christopher J. O’Donnell, Ma’en Obeidat, George Okafo, Hanna M. Ollila, Antti Palomäki, Tuula Palotie, Jukka Partanen, Dirk S. Paul, Margit Pelkonen, Rion K. Pendergrass, Slavé Petrovski, Anne Pitkäranta, Adam Platt, David Pulford, Eero Punkka, Pirkko Pussinen, Neha Raghavan, Fedik Rahimov, Deepak Rajpal, Nicole A. Renaud, Bridget Riley-Gillis, Rodosthenis Rodosthenous, Elmo Saarentaus, Aino Salminen, Eveliina Salminen, Veikko Salomaa, Johanna Schleutker, Raisa Serpi, Huei-yi Shen, Richard Siegel, Kaisa Silander, Sanna Siltanen, Sirpa Soini, Hilkka Soininen, Jae H. Sul, Ioanna Tachmazidou, Kaisa Tasanen, Pentti Tienari, Sanna Toppila-Salmi, Taru Tukiainen, Tiinamaija Tuomi, Joni A. Turunen, Jacob C. Ulirsch, Felix Vaura, Petri Virolainen, Jeffrey Waring, Dawn Waterworth, Robert Yang, Mari Nelis, Anu Reigo, Andres Metspalu, Lili Milani, Tõnu Esko, Caroline Fox, Aki S. Havulinna, Markus Perola, Samuli Ripatti, Anu Jalanko, Tarja Laitinen, Tomi Mäkelä, Robert Plenge, Mark McCarthy, Heiko Runz, Mark J. Daly, and Aarno Palotie
Abstract: Population isolates such as Finland provide benefits in genetic studies because the allelic spectrum of damaging alleles in any gene is often concentrated on a small number of low-frequency variants (0.1% ≤ minor allele frequency < 5%), which survived the founding bottleneck, as opposed to being distributed over a much larger number of ultra--rare variants. While this advantage is well-- established in Mendelian genetics, its value in common disease genetics has been less explored. FinnGen aims to study the genome and national health register data of 500,000 Finns, already reaching 224,737 genotyped and phenotyped participants. Given the relatively high median age of participants (63 years) and dominance of hospital-based recruitment, FinnGen is enriched for many disease endpoints often underrepresented in population-based studies (e.g., rarer immune-mediated diseases and late onset degenerative and ophthalmologic endpoints). We report here a genome-wide association study (GWAS) of 1,932 clinical endpoints defined from nationwide health registries. We identify genome--wide significant associations at 2,491 independent loci. Among these, finemapping implicates 148 putatively causal coding variants associated with 202 endpoints, 104 with low allele frequency (AFWe studied a benchmark set of 15 diseases that had previously been investigated in large genome-wide association studies. FinnGen discovery analyses were meta-analysed in Estonian and UK biobanks. We identify 30 novel associations, primarily low-frequency variants strongly enriched, in or specific to, the Finnish population and Uralic language family neighbors in Estonia and Russia.These findings demonstrate the power of bottlenecked populations to find unique entry points into the biology of common diseases through low-frequency, high impact variants. Such high impact variants have a potential to contribute to medical translation including drug discovery.
Published: 2022

55. Genome-wide Study Identifies Association between HLA-B∗55:01 and Self-Reported Penicillin Allergy

Author: Kristi Krebs, Jonas Bovijn, Neil Zheng, Maarja Lepamets, Jenny C. Censin, Tuuli Jürgenson, Dage Särg, Erik Abner, Triin Laisk, Yang Luo, Line Skotte, Frank Geller, Bjarke Feenstra, Wei Wang, Adam Auton, Soumya Raychaudhuri, Tõnu Esko, Andres Metspalu, Sven Laur, Dan M. Roden, Wei-Qi Wei, Michael V. Holmes, Cecilia M. Lindgren, Elizabeth J. Phillips, Reedik Mägi, Lili Milani, João Fadista, Michelle Agee, Stella Aslibekyan, Robert K. Bell, Katarzyna Bryc, Sarah K. Clark, Sarah L. Elson, Kipper Fletez-Brant, Pierre Fontanillas, Nicholas A. Furlotte, Pooja M. Gandhi, Karl Heilbron, Barry Hicks, David A. Hinds, Karen E. Huber, Ethan M. Jewett, Yunxuan Jiang, Aaron Kleinman, Keng-Han Lin, Nadia K. Litterman, Marie K. Luff, Jennifer C. McCreight, Matthew H. McIntyre, Kimberly F. McManus, Joanna L. Mountain, Sahar V. Mozaffari, Priyanka Nandakumar, Elizabeth S. Noblin, Carrie A.M. Northover, Jared O’Connell, Aaron A. Petrakovitz, Steven J. Pitts, G. David Poznik, J. Fah Sathirapongsasuti, Anjali J. Shastri, Janie F. Shelton, Suyash Shringarpure, Chao Tian, Joyce Y. Tung, Robert J. Tunney, Vladimir Vacic, Xin Wang, Amir S. Zare, Institute for Molecular Medicine Finland, and University of Helsinki
Subjects: 0301 basic medicine, Genome-wide association study, Human leukocyte antigen, HYPERSENSITIVITY REACTIONS, FREQUENCY, BIOBANK, MECHANISMS, PTPN22, 03 medical and health sciences, 0302 clinical medicine, MANAGEMENT, Genetics, medicine, SNP, Allele, METAANALYSIS, Genetics (clinical), business.industry, 1184 Genetics, developmental biology, physiology, ADVERSE DRUG-REACTIONS, POLYMORPHISM, HLA-B, 3. Good health, HLA, Penicillin, 030104 developmental biology, 030220 oncology & carcinogenesis, Pharmacogenomics, Immunology, T-CELLS, business, medicine.drug
Abstract: Hypersensitivity reactions to drugs are often unpredictable and can be life threatening, underscoring a need for understanding their underlying mechanisms and risk factors. The extent to which germline genetic variation influences the risk of commonly reported drug allergies such as penicillin allergy remains largely unknown. We extracted data from the electronic health records of more than 600,000 participants from the UK, Estonian, and Vanderbilt University Medical Center's BioVU biobanks to study the role of genetic variation in the occurrence of self-reported penicillin hypersensitivity reactions. We used imputed SNP to HLA typing data from these cohorts to further fine map the human leukocyte antigen (HLA) association and replicated our results in 23andMe's research cohort involving a total of 1.12 million individuals. Genome-wide meta-analysis of penicillin allergy revealed two loci, including one located in the HLA region on chromosome 6. This signal was further fine-mapped to the HLA-B∗55:01 allele (OR 1.41 95% CI 1.33-1.49, p value 2.04 × 10-31) and confirmed by independent replication in 23andMe's research cohort (OR 1.30 95% CI 1.25-1.34, p value 1.00 × 10-47). The lead SNP was also associated with lower lymphocyte counts and in silico follow-up suggests a potential effect on T-lymphocytes at HLA-B∗55:01. We also observed a significant hit in PTPN22 and the GWAS results correlated with the genetics of rheumatoid arthritis and psoriasis. We present robust evidence for the role of an allele of the major histocompatibility complex (MHC) I gene HLA-B in the occurrence of penicillin allergy.
Published: 2020

56. Genome-wide association meta-analysis identifies 48 risk variants and highlights the role of the stria vascularis in hearing loss

Author: Natalia Trpchevska, Maxim B. Freidin, Linda Broer, Berthe C. Oosterloo, Shuyang Yao, Yitian Zhou, Barbara Vona, Charles Bishop, Argyro Bizaki-Vallaskangas, Barbara Canlon, Fabio Castellana, Daniel I. Chasman, Stacey Cherny, Kaare Christensen, Maria Pina Concas, Adolfo Correa, Ran Elkon, Jonas Mengel-From, Yan Gao, Anne B.S. Giersch, Giorgia Girotto, Alexander Gudjonsson, Vilmundur Gudnason, Nancy L. Heard-Costa, Ronna Hertzano, Jacob v.B. Hjelmborg, Jens Hjerling-Leffler, Howard J. Hoffman, Jaakko Kaprio, Johannes Kettunen, Kristi Krebs, Anna K. Kähler, Francois Lallemend, Lenore J. Launer, I-Min Lee, Hampton Leonard, Chuan-Ming Li, Hubert Lowenheim, Patrik K.E. Magnusson, Joyce van Meurs, Lili Milani, Cynthia C. Morton, Antti Mäkitie, Mike A. Nalls, Giuseppe Giovanni Nardone, Marianne Nygaard, Teemu Palviainen, Sheila Pratt, Nicola Quaranta, Joel Rämö, Elmo Saarentaus, Rodolfo Sardone, Claudia L. Satizabal, John M. Schweinfurth, Sudha Seshadri, Eric Shiroma, Eldad Shulman, Eleanor Simonsick, Christopher Spankovich, Anke Tropitzsch, Volker M. Lauschke, Patrick F. Sullivan, Andre Goedegebure, Christopher R. Cederroth, Frances M.K. Williams, Andries Paul Nagtegaal, Andres Metspalu, Mari Nelis, Reedik Mägi, Tõnu Esko, Tampere University, Clinical Medicine, Department of Otology and Oral Diseases, Institute for Molecular Medicine Finland, HUS Head and Neck Center, Clinicum, Korva-, nenä- ja kurkkutautien klinikka, Genetic Epidemiology, Genomics of Neurological and Neuropsychiatric Disorders, Complex Disease Genetics, Trpchevska, Natalia, Freidin, Maxim B, Broer, Linda, Oosterloo, Berthe C, Yao, Shuyang, Zhou, Yitian, Vona, Barbara, Bishop, Charle, Bizaki-Vallaskangas, Argyro, Canlon, Barbara, Castellana, Fabio, Chasman, Daniel I, Cherny, Stacey, Christensen, Kaare, Concas, Maria Pina, Correa, Adolfo, Elkon, Ran, Mengel-From, Jona, Gao, Yan, Giersch, Anne B S, Girotto, Giorgia, Gudjonsson, Alexander, Gudnason, Vilmundur, Heard-Costa, Nancy L, Hertzano, Ronna, Hjelmborg, Jacob V B, Hjerling-Leffler, Jen, Hoffman, Howard J, Kaprio, Jaakko, Kettunen, Johanne, Krebs, Kristi, Kähler, Anna K, Lallemend, Francoi, Launer, Lenore J, Lee, I-Min, Leonard, Hampton, Li, Chuan-Ming, Lowenheim, Hubert, Magnusson, Patrik K E, van Meurs, Joyce, Milani, Lili, Morton, Cynthia C, Mäkitie, Antti, Nalls, Mike A, Nardone, Giuseppe Giovanni, Nygaard, Marianne, Palviainen, Teemu, Pratt, Sheila, Quaranta, Nicola, Rämö, Joel, Saarentaus, Elmo, Sardone, Rodolfo, Satizabal, Claudia L, Schweinfurth, John M, Seshadri, Sudha, Shiroma, Eric, Shulman, Eldad, Simonsick, Eleanor, Spankovich, Christopher, Tropitzsch, Anke, Lauschke, Volker M, Sullivan, Patrick F, Goedegebure, Andre, Cederroth, Christopher R, Williams, Frances M K, Nagtegaal, Andries Paul, Internal Medicine, and Otorhinolaryngology and Head and Neck Surgery
Subjects: basal cells, hair cells, cochlea, spindle cell, ARHL, GWAS, genetics, hearing loss, root cells, spindle cells, stria vascularis, Animals, Cochlea, Genome-Wide Association Study, Humans, Mice, Stria Vascularis, Deafness, Hearing Loss, basal cell, hair cell, Hair-cells, Heritability, otorhinolaryngologic diseases, Genetics, Pathogenicity, Gwas data, Deafne, Ld score regression, Ganglion neurons, Genetics (clinical), Animal, 1184 Genetics, developmental biology, physiology, hearing lo, Stria Vasculari, Inner, 3142 Public health care science, environmental and occupational health, root cell, Differentiation, Degeneration, 3111 Biomedicine, genetic, Noise, Human
Abstract: Hearing loss is one of the top contributors to years lived with disability and is a risk factor for dementia. Molecular evidence on the cellular origins of hearing loss in humans is growing. Here, we performed a genome-wide association meta-analysis of clinically diagnosed and self-reported hearing impairment on 723,266 individuals and identified 48 significant loci, 10 of which are novel. A large proportion of associations comprised missense variants, half of which lie within known familial hearing loss loci. We used single-cell RNA-sequencing data from mouse cochlea and brain and mapped common-variant genomic results to spindle, root, and basal cells from the stria vascularis, a structure in the cochlea necessary for normal hearing. Our findings indicate the importance of the stria vascularis in the mechanism of hearing impairment, providing future paths for developing targets for therapeutic intervention in hearing loss. publishedVersion
Published: 2022

57. Sex-Dependent Shared and Nonshared Genetic Architecture Across Mood and Psychotic Disorders

Author: Gabriëlla A.M. Blokland, Jakob Grove, Chia-Yen Chen, Chris Cotsapas, Stuart Tobet, Robert Handa, David St Clair, Todd Lencz, Bryan J. Mowry, Sathish Periyasamy, Murray J. Cairns, Paul A. Tooney, Jing Qin Wu, Brian Kelly, George Kirov, Patrick F. Sullivan, Aiden Corvin, Brien P. Riley, Tõnu Esko, Lili Milani, Erik G. Jönsson, Aarno Palotie, Hannelore Ehrenreich, Martin Begemann, Agnes Steixner-Kumar, Pak C. Sham, Nakao Iwata, Daniel R. Weinberger, Pablo V. Gejman, Alan R. Sanders, Joseph D. Buxbaum, Dan Rujescu, Ina Giegling, Bettina Konte, Annette M. Hartmann, Elvira Bramon, Robin M. Murray, Michele T. Pato, Jimmy Lee, Ingrid Melle, Espen Molden, Roel A. Ophoff, Andrew McQuillin, Nicholas J. Bass, Rolf Adolfsson, Anil K. Malhotra, Nicholas G. Martin, Janice M. Fullerton, Philip B. Mitchell, Peter R. Schofield, Andreas J. Forstner, Franziska Degenhardt, Sabrina Schaupp, Ashley L. Comes, Manolis Kogevinas, José Guzman-Parra, Andreas Reif, Fabian Streit, Lea Sirignano, Sven Cichon, Maria Grigoroiu-Serbanescu, Joanna Hauser, Jolanta Lissowska, Fermin Mayoral, Bertram Müller-Myhsok, Beata Świątkowska, Thomas G. Schulze, Markus M. Nöthen, Marcella Rietschel, John Kelsoe, Marion Leboyer, Stéphane Jamain, Bruno Etain, Frank Bellivier, John B. Vincent, Martin Alda, Claire O’Donovan, Pablo Cervantes, Joanna M. Biernacka, Mark Frye, Susan L. McElroy, Laura J. Scott, Eli A. Stahl, Mikael Landén, Marian L. Hamshere, Olav B. Smeland, Srdjan Djurovic, Arne E. Vaaler, Ole A. Andreassen, Bernhard T. Baune, Tracy Air, Martin Preisig, Rudolf Uher, Douglas F. Levinson, Myrna M. Weissman, James B. Potash, Jianxin Shi, James A. Knowles, Roy H. Perlis, Susanne Lucae, Dorret I. Boomsma, Brenda W.J.H. Penninx, Jouke-Jan Hottenga, Eco J.C. de Geus, Gonneke Willemsen, Yuri Milaneschi, Henning Tiemeier, Hans J. Grabe, Alexander Teumer, Sandra Van der Auwera, Uwe Völker, Steven P. Hamilton, Patrik K.E. Magnusson, Alexander Viktorin, Divya Mehta, Niamh Mullins, Mark J. Adams, Gerome Breen, Andrew M. McIntosh, Cathryn M. Lewis, David M. Hougaard, Merete Nordentoft, Ole Mors, Preben B. Mortensen, Thomas Werge, Thomas D. Als, Anders D. Børglum, Tracey L. Petryshen, Jordan W. Smoller, Jill M. Goldstein, Stephan Ripke, Benjamin M. Neale, James T.R. Walters, Kai-How Farh, Peter A. Holmans, Phil Lee, Brendan Bulik-Sullivan, David A. Collier, Hailiang Huang, Tune H. Pers, Ingrid Agartz, Esben Agerbo, Margot Albus, Madeline Alexander, Farooq Amin, Silviu A. Bacanu, Richard A. Belliveau, Judit Bene, Sarah E. Bergen, Elizabeth Bevilacqua, Tim B. Bigdeli, Donald W. Black, Richard Bruggeman, Nancy G. Buccola, Randy L. Buckner, William Byerley, Wiepke Cahn, Guiqing Cai, Dominique Campion, Rita M. Cantor, Vaughan J. Carr, Noa Carrera, Stanley V. Catts, Kimberly D. Chambert, Raymond C.K. Chan, Ronald Y.L. Chen, Eric Y.H. Chen, Wei Cheng, Eric F.C. Cheung, Siow Ann Chong, C. Robert Cloninger, David Cohen, Nadine Cohen, Paul Cormican, Nick Craddock, James J. Crowley, David Curtis, Michael Davidson, Kenneth L. Davis, Jurgen Del Favero, Ditte Demontis, Dimitris Dikeos, Timothy Dinan, Gary Donohoe, Elodie Drapeau, Jubao Duan, Frank Dudbridge, Naser Durmishi, Peter Eichhammer, Johan Eriksson, Valentina Escott-Price, Laurent Essioux, Ayman H. Fanous, Martilias S. Farrell, Josef Frank, Lude Franke, Robert Freedman, Nelson B. Freimer, Marion Friedl, Joseph I. Friedman, Menachem Fromer, Giulio Genovese, Lyudmila Georgieva, Paola Giusti-Rodríguez, Stephanie Godard, Jacqueline I. Goldstein, Vera Golimbet, Srihari Gopal, Jacob Gratten, Lieuwe de Haan, Christian Hammer, Mark Hansen, Thomas Hansen, Vahram Haroutunian, Frans A. Henskens, Stefan Herms, Joel N. Hirschhorn, Per Hoffmann, Andrea Hofman, Mads V. Hollegaard, Masashi Ikeda, Inge Joa, Antonio Julià, René S. Kahn, Luba Kalaydjieva, Sena Karachanak-Yankova, Juha Karjalainen, David Kavanagh, Matthew C. Keller, James L. Kennedy, Andrey Khrunin, Yunjung Kim, Janis Klovins, Vaidutis Kucinskas, Zita Ausrele Kucinskiene, Hana Kuzelova-Ptackova, Anna K. Kähler, Claudine Laurent, Jimmy Lee Chee Keong, S. Hong Lee, Sophie E. Legge, Bernard Lerer, Miaoxin Li, Tao Li, Kung-Yee Liang, Jeffrey Lieberman, Svetlana Limborska, Carmel M. Loughland, Jan Lubinski, Jouko Lönnqvist, Milan Macek, Brion S. Maher, Wolfgang Maier, Jacques Mallet, Sara Marsal, Manuel Mattheisen, Morten Mattingsdal, Robert W. McCarley, Colm McDonald, Sandra Meier, Carin J. Meijer, Bela Melegh, Raquelle I. Mesholam-Gately, Andres Metspalu, Patricia T. Michie, Vihra Milanova, Younes Mokrab, Derek W. Morris, Kieran C. Murphy, Inez Myin-Germeys, Mari Nelis, Igor Nenadic, Deborah A. Nertney, Gerald Nestadt, Kristin K. Nicodemus, Liene Nikitina-Zake, Laura Nisenbaum, Annelie Nordin, Eadbhard O’Callaghan, Colm O’Dushlaine, F. Anthony O’Neill, Sang-Yun Oh, Ann Olincy, Line Olsen, Jim Van Os, Christos Pantelis, George N. Papadimitriou, Sergi Papiol, Elena Parkhomenko, Tiina Paunio, Milica Pejovic-Milovancevic, Diana O. Perkins, Olli Pietiläinen, Jonathan Pimm, Andrew J. Pocklington, John Powell, Alkes Price, Ann E. Pulver, Shaun M. Purcell, Digby Quested, Henrik B. Rasmussen, Abraham Reichenberg, Mark A. Reimers, Alexander L. Richards, Joshua L. Roffman, Panos Roussos, Douglas M. Ruderfer, Veikko Salomaa, Ulrich Schall, Christian R. Schubert, Sibylle G. Schwab, Edward M. Scolnick, Rodney J. Scott, Larry J. Seidman, Engilbert Sigurdsson, Teimuraz Silagadze, Jeremy M. Silverman, Kang Sim, Petr Slominsky, Hon-Cheong So, Chris C.A. Spencer, Hreinn Stefansson, Stacy Steinberg, Elisabeth Stogmann, Richard E. Straub, Eric Strengman, Jana Strohmaier, T. Scott Stroup, Mythily Subramaniam, Jaana Suvisaari, Dragan M. Svrakic, Jin P. Szatkiewicz, Erik Söderman, Srinivas Thirumalai, Draga Toncheva, Sarah Tosato, Juha Veijola, John Waddington, Dermot Walsh, Dai Wang, Qiang Wang, Bradley T. Webb, Mark Weiser, Dieter B. Wildenauer, Nigel M. Williams, Stephanie Williams, Stephanie H. Witt, Aaron R. Wolen, Emily H.M. Wong, Brandon K. Wormley, Hualin Simon Xi, Clement C. Zai, Xuebin Zheng, Fritz Zimprich, Naomi R. Wray, Kari Stefansson, Peter M. Visscher, Douglas H.R. Blackwood, Ariel Darvasi, Enrico Domenici, Michael Gill, Hugh Gurling, Christina M. Hultman, Assen V. Jablensky, Kenneth S. Kendler, Jo Knight, Qingqin S. Li, Jianjun Liu, Steven A. McCarroll, Jennifer L. Moran, Michael J. Owen, Carlos N. Pato, Danielle Posthuma, Pamela Sklar, Jens R. Wendland, Mark J. Daly, Michael C. O’Donovan, Peter Donnelly, Ines Barroso, Jenefer M. Blackwell, Matthew A. Brown, Juan P. Casas, Panos Deloukas, Audrey Duncanson, Janusz Jankowski, Hugh S. Markus, Christopher G. Mathew, Colin N.A. Palmer, Robert Plomin, Anna Rautanen, Stephen J. Sawcer, Richard C. Trembath, Ananth C. Viswanathan, Nicholas W. Wood, Gavin Band, Céline Bellenguez, Colin Freeman, Eleni Giannoulatou, Garrett Hellenthal, Richard Pearson, Matti Pirinen, Amy Strange, Zhan Su, Damjan Vukcevic, Cordelia Langford, Hannah Blackburn, Suzannah J. Bumpstead, Serge Dronov, Sarah Edkins, Matthew Gillman, Emma Gray, Rhian Gwilliam, Naomi Hammond, Sarah E. Hunt, Alagurevathi Jayakumar, Jennifer Liddle, Owen T. McCann, Simon C. Potter, Radhi Ravindrarajah, Michelle Ricketts, Avazeh Tashakkori-Ghanbaria, Matthew Waller, Paul Weston, Pamela Whittaker, Sara Widaa, Mark I. McCarthy, Maria J. Arranz, Steven Bakker, Stephan Bender, Benedicto Crespo-Facorro, Jeremy Hall, Conrad Iyegbe, Stephen Lawrie, Kuang Lin, Don H. Linszen, Ignacio Mata, Muriel Walshe, Matthias Weisbrod, Durk Wiersma, Vassily Trubetskoy, Yunpeng Wang, Jonathan R.I. Coleman, Héléna A. Gaspar, Christiaan A. de Leeuw, Jennifer M. Whitehead Pavlides, Maciej Trzaskowski, Enda M. Byrne, Liam Abbott, Huda Akil, Diego Albani, Ney Alliey-Rodriguez, Adebayo Anjorin, Verneri Antilla, Swapnil Awasthi, Judith A. Badner, Marie Bækvad-Hansen, Jack D. Barchas, Nicholas Bass, Michael Bauer, Richard Belliveau, Carsten Bøcker Pedersen, Erlend Bøen, Marco P. Boks, James Boocock, Monika Budde, William Bunney, Margit Burmeister, Jonas Bybjerg-Grauholm, Miquel Casas, Felecia Cerrato, Kimberly Chambert, Alexander W. Charney, Danfeng Chen, Claire Churchhouse, Toni-Kim Clarke, William Coryell, David W. Craig, Cristiana Cruceanu, Piotr M. Czerski, Anders M. Dale, Simone de Jong, Jurgen Del-Favero, J. Raymond DePaulo, Amanda L. Dobbyn, Ashley Dumont, Torbjørn Elvsåshagen, Chun Chieh Fan, Sascha B. Fischer, Matthew Flickinger, Tatiana M. Foroud, Liz Forty, Christine Fraser, Katrin Gade, Diane Gage, Julie Garnham, Claudia Giambartolomei, Marianne Giørtz Pedersen, Jaqueline Goldstein, Scott D. Gordon, Katherine Gordon-Smith, Elaine K. Green, Melissa J. Green, Tiffany A. Greenwood, Weihua Guan, Martin Hautzinger, Urs Heilbronner, Maria Hipolito, Dominic Holland, Laura Huckins, Jessica S. Johnson, Radhika Kandaswamy, Robert Karlsson, Sarah Kittel-Schneider, Anna C. Koller, Ralph Kupka, Catharina Lavebratt, Jacob Lawrence, William B. Lawson, Markus Leber, Phil H. Lee, Shawn E. Levy, Jun Z. Li, Chunyu Liu, Anna Maaser, Donald J. MacIntyre, Pamela B. Mahon, Lina Martinsson, Steve McCarroll, Peter McGuffin, Melvin G. McInnis, James D. McKay, Helena Medeiros, Sarah E. Medland, Fan Meng, Grant W. Montgomery, Thomas W. Mühleisen, Hoang Nguyen, Caroline M. Nievergelt, Annelie Nordin Adolfsson, Evaristus A. Nwulia, Claire O'Donovan, Loes M. Olde Loohuis, Anil P.S. Ori, Lilijana Oruc, Urban Ösby, Amy Perry, Andrea Pfennig, Eline J. Regeer, Céline S. Reinbold, John P. Rice, Fabio Rivas, Margarita Rivera, Euijung Ryu, Cristina Sánchez-Mora, Alan F. Schatzberg, William A. Scheftner, Nicholas J. Schork, Cynthia Shannon Weickert, Tatyana Shehktman, Paul D. Shilling, Claire Slaney, Janet L. Sobell, Christine Søholm Hansen, Anne T. Spijker, Michael Steffens, John S. Strauss, Szabolcs Szelinger, Robert C. Thompson, Thorgeir E. Thorgeirsson, Jens Treutlein, Helmut Vedder, Weiqing Wang, Stanley J. Watson, Thomas W. Weickert, Simon Xi, Wei Xu, Allan H. Young, Peter Zandi, Peng Zhang, Sebastian Zöllner, Abdel Abdellaoui, Tracy M. Air, Till F.M. Andlauer, Silviu-Alin Bacanu, Aartjan T.F. Beekman, Elisabeth B. Binder, Julien Bryois, Henriette N. Buttenschøn, Na Cai, Enrique Castelao, Jane Hvarregaard Christensen, Lucía Colodro-Conde, Baptiste Couvy-Duchesne, Gregory E. Crawford, Gail Davies, Ian J. Deary, Eske M. Derks, Nese Direk, Conor V. Dolan, Erin C. Dunn, Thalia C. Eley, Farnush Farhadi Hassan Kiadeh, Hilary K. Finucane, Jerome C. Foo, Fernando S. Goes, Lynsey S. Hall, Thomas F. Hansen, Ian B. Hickie, Georg Homuth, Carsten Horn, David M. Howard, Marcus Ising, Rick Jansen, Ian Jones, Lisa A. Jones, Eric Jorgenson, Isaac S. Kohane, Julia Kraft, Warren W. Kretzschmar, Zoltán Kutalik, Yihan Li, Penelope A. Lind, Dean F. MacKinnon, Robert M. Maier, Jonathan Marchini, Hamdi Mbarek, Patrick McGrath, Christel M. Middeldorp, Evelin Mihailov, Francis M. Mondimore, Sara Mostafavi, Matthias Nauck, Bernard Ng, Michel G. Nivard, Dale R. Nyholt, Paul F. O'Reilly, Hogni Oskarsson, Jodie N. Painter, Roseann E. Peterson, Wouter J. Peyrot, Giorgio Pistis, Jorge A. Quiroz, Per Qvist, Saira Saeed Mirza, Robert Schoevers, Eva C. Schulte, Ling Shen, Stanley I. Shyn, Grant C.B. Sinnamon, Johannes H. Smit, Daniel J. Smith, Katherine E. Tansey, Henning Teismann, Wesley Thompson, Pippa A. Thomson, Matthew Traylor, André G. Uitterlinden, Daniel Umbricht, Albert M. van Hemert, Shantel Marie Weinsheimer, Jürgen Wellmann, Yang Wu, Hualin S. Xi, Jian Yang, Futao Zhang, Volker Arolt, Klaus Berger, Udo Dannlowski, Katharina Domschke, Caroline Hayward, Andrew C. Heath, Stefan Kloiber, Glyn Lewis, Pamela AF. Madden, Patrik K. Magnusson, Preben Bo Mortensen, Michael C. O'Donovan, Sara A. Paciga, Nancy L. Pedersen, David J. Porteous, Catherine Schaefer, Henry Völzke, Marco Bortolato, Janita Bralten, Cynthia M. Bulik, Christie L. Burton, Caitlin E. Carey, Lea K. Davis, Laramie E. Duncan, Howard J. Edenberg, Lauren Erdman, Stephen V. Faraone, Slavina B. Goleva, Wei Guo, Christopher Hübel, Laura M. Huckins, Ekaterina A. Khramtsova, Joanna Martin, Carol A. Mathews, Elise Robinson, Eli Stahl, Barbara E. Stranger, Michela Traglia, Raymond K. Walters, Lauren A. Weiss, Stacey J. Winham, Yin Yao, Kristjar Skajaa, Markus Nöthen, Michael Owen, Robert H. Yolken, Niels Plath, Jonathan Mill, Daniel Geschwind, Psychiatry 1, RS: MHeNs - R2 - Mental Health, Psychiatrie & Neuropsychologie, Centre of Excellence in Complex Disease Genetics, Research Programme of Molecular Medicine, Research Programs Unit, Aarno Palotie / Principal Investigator, Institute for Molecular Medicine Finland, Genomics of Neurological and Neuropsychiatric Disorders, Functional Genomics, Biological Psychology, APH - Mental Health, APH - Methodology, Sociology and Social Gerontology, APH - Personalized Medicine, APH - Health Behaviors & Chronic Diseases, Blokland, Gabriella AM, Grove, Jakob, Chen, Chia Yen, Cotsapas, Chris, Tobet, Stuart, Handa, Robert, Lee, Sang Hong, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Bipolar Disorder Working Group of the Psychiatric Genomics Consortium, Major Depressive Disorder Working Group of the Psychiatric Genomics Consortium, Sex Differences Cross-Disorder Analysis Group of the Psychiatric Genomics Consortium, iPSYCH, Psychiatry, Amsterdam Neuroscience - Complex Trait Genetics, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, Human genetics, Amsterdam Neuroscience - Compulsivity, Impulsivity & Attention, Amsterdam Reproduction & Development (AR&D), Child and Adolescent Psychiatry / Psychology, Adult Psychiatry, ANS - Complex Trait Genetics, and ANS - Mood, Anxiety, Psychosis, Stress & Sleep
Subjects: 0301 basic medicine, Male, Bipolar Disorder, Schizophrenia/genetics, LD SCORE REGRESSION, Genome-wide association study, 0302 clinical medicine, Receptors, SCHIZOPHRENIA, Psychotic Disorders/genetics, KYNURENINE PATHWAY METABOLISM, Genetics, RISK, Sex Characteristics, Vascular Endothelial Growth Factor, Bipolar Disorder/genetics, Major/genetics, Single Nucleotide, AFFECTIVE STIMULI IMPACT, Schizophrenia, Sulfurtransferases, Major depressive disorder, Female, Depressive Disorder, Major/genetics, Bipolar disorder, Locus (genetics), Genomics, Biology, Polymorphism, Single Nucleotide, Article, DYSPHORIC MOOD, 03 medical and health sciences, Sex differences, medicine, Humans, Genetic Predisposition to Disease, ddc:610, Polymorphism, GENOME-WIDE ASSOCIATION, Genotype-by-sex interaction, Biological Psychiatry, Depressive Disorder, Major, Depressive Disorder, GENDER-DIFFERENCES, Neurodevelopmental disorders Donders Center for Medical Neuroscience [Radboudumc 7], PARAVENTRICULAR NUCLEUS, 3112 Neurosciences, Endothelial Cells, MAJOR DEPRESSION, medicine.disease, Genetic architecture, 030104 developmental biology, Mood, Receptors, Vascular Endothelial Growth Factor, Psychotic Disorders, 3111 Biomedicine, 030217 neurology & neurosurgery, Genome-Wide Association Study
Abstract: Contains fulltext : 248656.pdf (Publisher’s version ) (Closed access) BACKGROUND: Sex differences in incidence and/or presentation of schizophrenia (SCZ), major depressive disorder (MDD), and bipolar disorder (BIP) are pervasive. Previous evidence for shared genetic risk and sex differences in brain abnormalities across disorders suggest possible shared sex-dependent genetic risk. METHODS: We conducted the largest to date genome-wide genotype-by-sex (G×S) interaction of risk for these disorders using 85,735 cases (33,403 SCZ, 19,924 BIP, and 32,408 MDD) and 109,946 controls from the PGC (Psychiatric Genomics Consortium) and iPSYCH. RESULTS: Across disorders, genome-wide significant single nucleotide polymorphism-by-sex interaction was detected for a locus encompassing NKAIN2 (rs117780815, p = 3.2 × 10(-8)), which interacts with sodium/potassium-transporting ATPase (adenosine triphosphatase) enzymes, implicating neuronal excitability. Three additional loci showed evidence (p < 1 × 10(-6)) for cross-disorder G×S interaction (rs7302529, p = 1.6 × 10(-7); rs73033497, p = 8.8 × 10(-7); rs7914279, p = 6.4 × 10(-7)), implicating various functions. Gene-based analyses identified G×S interaction across disorders (p = 8.97 × 10(-7)) with transcriptional inhibitor SLTM. Most significant in SCZ was a MOCOS gene locus (rs11665282, p = 1.5 × 10(-7)), implicating vascular endothelial cells. Secondary analysis of the PGC-SCZ dataset detected an interaction (rs13265509, p = 1.1 × 10(-7)) in a locus containing IDO2, a kynurenine pathway enzyme with immunoregulatory functions implicated in SCZ, BIP, and MDD. Pathway enrichment analysis detected significant G×S interaction of genes regulating vascular endothelial growth factor receptor signaling in MDD (false discovery rate-corrected p < .05). CONCLUSIONS: In the largest genome-wide G×S analysis of mood and psychotic disorders to date, there was substantial genetic overlap between the sexes. However, significant sex-dependent effects were enriched for genes related to neuronal development and immune and vascular functions across and within SCZ, BIP, and MDD at the variant, gene, and pathway levels.
Published: 2022

58. Sex-Dependent Shared and Nonshared Genetic Architecture Across Mood and Psychotic Disorders

Author: Andreas J. Forstner, Martin Alda, Manolis Kogevinas, Pak C. Sham, Patrick F. Sullivan, Michele T. Pato, John R. Kelsoe, Paul A. Tooney, Steven P. Hamilton, Dorret I. Boomsma, Gerome Breen, Tracy Air, Hannelore Ehrenreich, Nakao Iwata, Jill M. Goldstein, Olav B. Smeland, Daniel R. Weinberger, Andrew McQuillin, Stuart A. Tobet, Elvira Bramon, Gabriëlla A.M. Blokland, Jing Qin Wu, Erik G. Jönsson, Peter R. Schofield, Fabian Streit, Nicholas Bass, Aarno Palotie, Brian Kelly, Cathryn M. Lewis, Srdjan Djurovic, Thomas Damm Als, Chia-Yen Chen, Bettina Konte, Joanna Hauser, Claire O'Donovan, Laura J. Scott, Hans J. Grabe, Murray J. Cairns, Rudolf Uher, Pablo Cervantes, Nicholas G. Martin, James A. Knowles, Aiden Corvin, Espen Molden, Lili Milani, Andreas Reif, Maria Grigoroiu-Serbanescu, George Kirov, Yuri Milaneschi, David St Clair, Eco J. C. de Geus, Robert Handa, Tõnu Esko, Alexander Teumer, Anders D. Børglum, Divya Mehta, Roel A. Ophoff, Susanne Lucae, Henning Tiemeier, Marion Leboyer, Ina Giegling, Alan R. Sanders, Jouke-Jan Hottenga, Pablo V. Gejman, Bernhard T. Baune, Brenda W.J.H. Penninx, Chris Cotsapas, Martin Preisig, Thomas Werge, Jakob Grove, Ingrid Melle, Jordan W. Smoller, Marcella Rietschel, Myrna M. Weissman, Preben Bo Mortensen, Philip B. Mitchell, Jolanta Lissowska, Andrew M. McIntosh, Annette M. Hartmann, Ole A. Andreassen, Lea Sirignano, John B. Vincent, Niamh Mullins, Jimmy Lee, Gonneke Willemsen, Marian L. Hamshere, Rolf Adolfsson, Mark A. Frye, Markus M. Nöthen, Jianxin Shi, Ashley L. Comes, Robin M. Murray, Patrik K. E. Magnusson, Frank Bellivier, Stéphane Jamain, Ole Mors, Sven Cichon, Uwe Völker, Fermín Mayoral, Bryan J. Mowry, Bruno Etain, James B. Potash, Beata Świątkowska, Bertram Müller-Myhsok, Mikael Landén, Tracey L. Petryshen, Franziska Degenhardt, Mark Adams, Dan Rujescu, Jose Guzman-Parra, Thomas G. Schulze, Merete Nordentoft, Joseph D. Buxbaum, Janice M. Fullerton, Brien P. Riley, Roy H. Perlis, Arne E. Vaaler, David M. Hougaard, Eli A. Stahl, Susan L. McElroy, Sabrina K. Schaupp, Martin Begemann, Sandra Van der Auwera, Todd Lencz, Joanna M. Biernacka, Agnes A. Steixner-Kumar, Douglas F. Levinson, Sathish Periyasamy, Alexander Viktorin, and Anil K. Malhotra
Subjects: Genetics, 0303 health sciences, Medizin, Locus (genetics), Genomics, Biology, medicine.disease, Genetic architecture, 03 medical and health sciences, 0302 clinical medicine, Mood, medicine, Major depressive disorder, Bipolar disorder, Gene, NKAIN2 Gene, 030217 neurology & neurosurgery, 030304 developmental biology
Abstract: BACKGROUNDSex differences in incidence and/or presentation of schizophrenia (SCZ), major depressive disorder (MDD), and bipolar disorder (BIP) are pervasive. Previous evidence for shared genetic risk and sex differences in brain abnormalities across disorders suggest possible shared sex-dependent genetic risk.METHODSWe conducted the largest to date genome-wide genotype–by–sex (GxS) interaction of risk for these disorders, using 85,735 cases (33,403 SCZ, 19,924 BIP, 32,408 MDD) and 109,946 controls from the Psychiatric Genomics Consortium (PGC) and iPSYCH.RESULTSAcross disorders, genome-wide significant SNP-by-sex interaction was detected for a locus encompassingNKAIN2(rs117780815;p=3.2×10−8), that interacts with sodium/potassium-transporting ATPase enzymes implicating neuronal excitability. Three additional loci showed evidence (p−6) for cross-disorder GxS interaction (rs7302529,p=1.6×10−7; rs73033497,p=8.8×10−7; rs7914279,p=6.4×10−7) implicating various functions. Gene-based analyses identified GxS interaction across disorders (p=8.97×10−7) with transcriptional inhibitorSLTM. Most significant in SCZ was aMOCOSgene locus (rs11665282;p=1.5×10−7), implicating vascular endothelial cells. Secondary analysis of the PGC-SCZ dataset detected an interaction (rs13265509;p=1.1×10−7) in a locus containingIDO2, a kynurenine pathway enzyme with immunoregulatory functions implicated in SCZ, BIP, and MDD. Pathway enrichment analysis detected significant GxS of genes regulating vascular endothelial growth factor (VEGF) receptor signaling in MDD (pFDRCONCLUSIONSIn the largest genome-wide GxS analysis of mood and psychotic disorders to date, there was substantial genetic overlap between the sexes. However, significant sex-dependent effects were enriched for genes related to neuronal development, immune and vascular functions across and within SCZ, BIP, and MDD at the variant, gene, and pathway enrichment levels.
Published: 2022

59. Dissecting the Shared Genetic Architecture of Suicide Attempt, Psychiatric Disorders, and Known Risk Factors

Author: Niamh Mullins, JooEun Kang, Adrian I. Campos, Jonathan R.I. Coleman, Alexis C. Edwards, Hanga Galfalvy, Daniel F. Levey, Adriana Lori, Andrey Shabalin, Anna Starnawska, Mei-Hsin Su, Hunna J. Watson, Mark Adams, Swapnil Awasthi, Michael Gandal, Jonathan D. Hafferty, Akitoyo Hishimoto, Minsoo Kim, Satoshi Okazaki, Ikuo Otsuka, Stephan Ripke, Erin B. Ware, Andrew W. Bergen, Wade H. Berrettini, Martin Bohus, Harry Brandt, Xiao Chang, Wei J. Chen, Hsi-Chung Chen, Steven Crawford, Scott Crow, Emily DiBlasi, Philibert Duriez, Fernando Fernández-Aranda, Manfred M. Fichter, Steven Gallinger, Stephen J. Glatt, Philip Gorwood, Yiran Guo, Hakon Hakonarson, Katherine A. Halmi, Hai-Gwo Hwu, Sonia Jain, Stéphane Jamain, Susana Jiménez-Murcia, Craig Johnson, Allan S. Kaplan, Walter H. Kaye, Pamela K. Keel, James L. Kennedy, Kelly L. Klump, Dong Li, Shih-Cheng Liao, Klaus Lieb, Lisa Lilenfeld, Chih-Min Liu, Pierre J. Magistretti, Christian R. Marshall, James E. Mitchell, Eric T. Monson, Richard M. Myers, Dalila Pinto, Abigail Powers, Nicolas Ramoz, Stefan Roepke, Vsevolod Rozanov, Stephen W. Scherer, Christian Schmahl, Marcus Sokolowski, Michael Strober, Laura M. Thornton, Janet Treasure, Ming T. Tsuang, Stephanie H. Witt, D. Blake Woodside, Zeynep Yilmaz, Lea Zillich, Rolf Adolfsson, Ingrid Agartz, Tracy M. Air, Martin Alda, Lars Alfredsson, Ole A. Andreassen, Adebayo Anjorin, Vivek Appadurai, María Soler Artigas, Sandra Van der Auwera, M. Helena Azevedo, Nicholas Bass, Claiton H.D. Bau, Bernhard T. Baune, Frank Bellivier, Klaus Berger, Joanna M. Biernacka, Tim B. Bigdeli, Elisabeth B. Binder, Michael Boehnke, Marco P. Boks, Rosa Bosch, David L. Braff, Richard Bryant, Monika Budde, Enda M. Byrne, Wiepke Cahn, Miguel Casas, Enrique Castelao, Jorge A. Cervilla, Boris Chaumette, Sven Cichon, Aiden Corvin, Nicholas Craddock, David Craig, Franziska Degenhardt, Srdjan Djurovic, Howard J. Edenberg, Ayman H. Fanous, Jerome C. Foo, Andreas J. Forstner, Mark Frye, Janice M. Fullerton, Justine M. Gatt, Pablo V. Gejman, Ina Giegling, Hans J. Grabe, Melissa J. Green, Eugenio H. Grevet, Maria Grigoroiu-Serbanescu, Blanca Gutierrez, Jose Guzman-Parra, Steven P. Hamilton, Marian L. Hamshere, Annette Hartmann, Joanna Hauser, Stefanie Heilmann-Heimbach, Per Hoffmann, Marcus Ising, Ian Jones, Lisa A. Jones, Lina Jonsson, René S. Kahn, John R. Kelsoe, Kenneth S. Kendler, Stefan Kloiber, Karestan C. Koenen, Manolis Kogevinas, Bettina Konte, Marie-Odile Krebs, Mikael Landén, Jacob Lawrence, Marion Leboyer, Phil H. Lee, Douglas F. Levinson, Calwing Liao, Jolanta Lissowska, Susanne Lucae, Fermin Mayoral, Susan L. McElroy, Patrick McGrath, Peter McGuffin, Andrew McQuillin, Sarah E. Medland, Divya Mehta, Ingrid Melle, Yuri Milaneschi, Philip B. Mitchell, Esther Molina, Gunnar Morken, Preben Bo Mortensen, Bertram Müller-Myhsok, Caroline Nievergelt, Vishwajit Nimgaonkar, Markus M. Nöthen, Michael C. O’Donovan, Roel A. Ophoff, Michael J. Owen, Carlos Pato, Michele T. Pato, Brenda W.J.H. Penninx, Jonathan Pimm, Giorgio Pistis, James B. Potash, Robert A. Power, Martin Preisig, Digby Quested, Josep Antoni Ramos-Quiroga, Andreas Reif, Marta Ribasés, Vanesa Richarte, Marcella Rietschel, Margarita Rivera, Andrea Roberts, Gloria Roberts, Guy A. Rouleau, Diego L. Rovaris, Dan Rujescu, Cristina Sánchez-Mora, Alan R. Sanders, Peter R. Schofield, Thomas G. Schulze, Laura J. Scott, Alessandro Serretti, Jianxin Shi, Stanley I. Shyn, Lea Sirignano, Pamela Sklar, Olav B. Smeland, Jordan W. Smoller, Edmund J.S. Sonuga-Barke, Gianfranco Spalletta, John S. Strauss, Beata Świątkowska, Maciej Trzaskowski, Gustavo Turecki, Laura Vilar-Ribó, John B. Vincent, Henry Völzke, James T.R. Walters, Cynthia Shannon Weickert, Thomas W. Weickert, Myrna M. Weissman, Leanne M. Williams, Naomi R. Wray, Clement C. Zai, Allison E. Ashley-Koch, Jean C. Beckham, Elizabeth R. Hauser, Michael A. Hauser, Nathan A. Kimbrel, Jennifer H. 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Derks, Nese Direk, Conor V. Dolan, Erin C. Dunn, Thalia C. Eley, Valentina Escott-Price, Farnush Farhadi Hassan Kiadeh, Hilary K. Finucane, Josef Frank, Héléna A. Gaspar, Michael Gill, Fernando S. Goes, Scott D. Gordon, Shantel Marie Weinsheimer, Jürgen Wellmann, Gonneke Willemsen, Yang Wu, Hualin S. Xi, Jian Yang, Futao Zhang, Volker Arolt, Dorret I. Boomsma, Udo Dannlowski, E.J.C. de Geus, J. Raymond Depaulo, Enrico Domenici, Katharina Domschke, Jakob Grove, Lynsey S. Hall, Christine Søholm Hansen, Thomas F. Hansen, Stefan Herms, Ian B. Hickie, Georg Homuth, Carsten Horn, Jouke-Jan Hottenga, David M. Howard, Rick Jansen, Eric Jorgenson, James A. Knowles, Isaac S. Kohane, Julia Kraft, Warren W. Kretzschmar, Zoltán Kutalik, Yihan Li, Penelope A. Lind, Donald J. MacIntyre, Dean F. MacKinnon, Robert M. Maier, Wolfgang Maier, Jonathan Marchini, Hamdi Mbarek, Christel M. Middeldorp, Evelin Mihailov, Lili Milani, Francis M. Mondimore, Grant W. 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Regeer, Fabio Rivas, Julian Roth, Panos Roussos, Fanny Senner, Sally Sharp, Paul D. Shilling, Claire Slaney, Janet L. Sobell, Maria Soler Artigas, Anne T. Spijker, Dan J. Stein, Chikashi Terao, Claudio Toma, Paul Tooney, Evangelia-Eirini Tsermpini, Marquis P. Vawter, Helmut Vedder, Simon Xi, Wei Xu, Jessica Mei Kay Yang, Allan H. Young, Hannah Young, Peter P. Zandi, Hang Zhou, null HUNT All-In Psychiatry, Gulja Babadjanova, Lena Backlund, Susanne Bengesser, Douglas H.R. Blackwood, Vaughan J. Carr, Stanley Catts, Dimitris Dikeos, Bruno Etain, Panagiotis Ferentinos, Micha Gawlik, Elliot S. Gershon, Frans Henskens, Jan Hillert, Kyung Sue Hong, Christina M. Hultman, Kristian Hveem, Nakao Iwata, Assen V. Jablensky, George Kirov, Christine Lochner, Carmel Loughland, Carol A. Mathews, Francis J. McMahon, Patricia Michie, Bryan Mowry, Benjamin M. Neale, Caroline M. Nievergelt, Ketil J. Oedegaard, Tomas Olsson, Chris Pantelis, George P. Patrinos, Eva Z. 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J., Wasserman, D., Coon, H., Demontis, D., Docherty, A. R., Kuo, P. -H., Mann, J. J., Renteria, M. E., Stein, M. B., Willour, V., Psychiatry, Biological Psychology, APH - Methodology, APH - Mental Health, APH - Health Behaviors & Chronic Diseases, AMS - Sports, AMS - Ageing & Vitality, APH - Personalized Medicine, Amsterdam Neuroscience - Complex Trait Genetics, Complex Trait Genetics, Institute for Molecular Medicine Finland, Centre of Excellence in Complex Disease Genetics, Aarno Palotie / Principal Investigator, Genomics of Neurological and Neuropsychiatric Disorders, HUS Psychiatry, Department of Public Health, Clinicum, Nuorisopsykiatria, Faculty Common Matters (Faculty of Social Sciences), Samuli Olli Ripatti / Principal Investigator, Complex Disease Genetics, Biostatistics Helsinki, Anna Keski-Rahkonen / Principal Investigator, Elisabeth Ingrid Maria Widen / Principal Investigator, Genomic Discoveries and Clinical Translation, Internal medicine, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Digital Health, Mullins N., Kang J., Campos A.I., Coleman J.R.I., Edwards 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Nyholt D.R., O'Reilly P.F., Oskarsson H., Hayward C., Heath A.C., Lewis G., Li Q.S., Madden P.A.F., Magnusson P.K., Martin N.G., McIntosh A.M., Metspalu A., Mors O., Nordentoft M., Paciga S.A., Pedersen N.L., Painter J.N., Pedersen C.B., Pedersen M.G., Peterson R.E., Peyrot W.J., Posthuma D., Quiroz J.A., Qvist P., Rice J.P., Riley B.P., Mirza S.S., Schoevers R., Schulte E.C., Shen L., Sigurdsson E., Sinnamon G.C.B., Smit J.H., Smith D.J., Stefansson H., Steinberg S., Streit F., Strohmaier J., Tansey K.E., Teismann H., Teumer A., Thompson W., Thomson P.A., Thorgeirsson T.E., Traylor M., Treutlein J., Trubetskoy V., Uitterlinden A.G., Umbricht D., der Auwera S.V., van Hemert A.M., Viktorin A., Visscher P.M., Wang Y., Webb B.T., Perlis R.H., Porteous D.J., Schaefer C., Stefansson K., Tiemeier H., Uher R., Werge T., Lewis C.M., Breen G., Borglum A.D., Sullivan P.F., O'Connell K.S., Coombes B., Qiao Z., Als T.D., Borte S., Charney A.W., Drange O.K., Gandal M.J., Hagenaars S.P., Ikeda M., Kamitaki N., Krebs K., Panagiotaropoulou G., Schilder B.M., Sloofman L.G., Winsvold B.S., Won H.-H., Abramova L., Adorjan K., Al Eissa M., Albani D., Alliey-Rodriguez N., Antilla V., Antoniou A., Baek J.H., Bauer M., Beins E.C., Bergen S.E., Birner A., Boen E., Brum M., Brumpton B.M., Brunkhorst-Kanaan N., Byerley W., Cairns M., Cervantes P., Cruceanu C., Cuellar-Barboza A., Cunningham J., Curtis D., Czerski P.M., Dale A.M., Dalkner N., David F.S., Dobbyn A.L., Douzenis A., Elvsashagen T., Ferrier I.N., Fiorentino A., Foroud T.M., Forty L., Frei O., Freimer N.B., Frisen L., Gade K., Garnham J., Gelernter J., Gizer I.R., Gordon-Smith K., Greenwood T.A., Ha K., Haraldsson M., Hautzinger M., Heilbronner U., Hellgren D., Holmans P.A., Huckins L., Johnson J.S., Kalman J.L., Kamatani Y., Kittel-Schneider S., Koromina M., Kranz T.M., Kranzler H.R., Kubo M., Kupka R., Kushner S.A., Lavebratt C., Leber M., Lee H.-J., Levy S.E., Lewis C., Lundberg M., Magnusson S.H., Maihofer A., Malaspina D., Maratou E., Martinsson L., McGregor N.W., McKay J.D., Medeiros H., Millischer V., Moran J.L., Morris D.W., Muhleisen T.W., O'Brien N., O'Donovan C., Olde Loohuis L.M., Oruc L., Papiol S., Pardinas A.F., Perry A., Pfennig A., Porichi E., Raj T., Rapaport M.H., Regeer E.J., Rivas F., Roth J., Roussos P., Ruderfer D.M., Senner F., Sharp S., Shilling P.D., Slaney C., Sobell J.L., Artigas M.S., Spijker A.T., Stein D.J., Terao C., Toma C., Tooney P., Tsermpini E.-E., Vawter M.P., Vedder H., Xi S., Xu W., Kay Yang J.M., Young A.H., Young H., Zandi P.P., Zhou H., HUNT All-In Psychiatry, Babadjanova G., Backlund L., Bengesser S., Blackwood D.H.R., Carr V.J., Catts S., Dikeos D., Etain B., Ferentinos P., Gawlik M., Gershon E.S., Henskens F., Hillert J., Hong K.S., Hultman C.M., Hveem K., Iwata N., Jablensky A.V., Kirov G., Lochner C., Loughland C., Mathews C.A., McMahon F.J., Michie P., Mowry B., Neale B.M., Nievergelt C.M., Oedegaard K.J., Olsson T., Pantelis C., Patrinos G.P., Reininghaus E.Z., Saito T., Schall U., Schalling M., Scott R.J., Weickert C.S., Stordal E., Vaaler A.E., Vieta E., Waldman I.D., Zwart J.-A., Nurnberger J.I., Stahl E.A., Di Florio A., Adan R.A.H., Ando T., Aschauer H., Baker J.H., Bencko V., Birgegard A., Boden J.M., Boehm I., Boni C., Perica V.B., Buehren K., Bulik C.M., Burghardt R., Carlberg L., Cassina M., Clementi M., Cone R.D., Courtet P., Crowley J.J., Danner U.N., Davis O.S.P., de Zwaan M., Dedoussis G., Degortes D., DeSocio J.E., Dick D.M., Dina C., Dmitrzak-Weglarz M., Martinez E.D., Duncan L.E., Egberts K., Mattingsdal M., McDevitt S., Meulenbelt I., Micali N., Mitchell J., Mitchell K., Monteleone P., Monteleone A.M., Munn-Chernoff M.A., Nacmias B., Navratilova M., Ntalla I., Olsen C.M., O'Toole J.K., Padyukov L., Palotie A., Pantel J., Papezova H., Parker R., Pearson J.F., Ehrlich S., Escaramis G., Espeseth T., Estivill X., Farmer A., Favaro A., Fischer K., Floyd J.A.B., Focker M., Foretova L., Forzan M., Franklin C.S., Gambaro G., Giuranna J., Giusti-Rodriquez P., Gonidakis F., Gordon S., Mayora M.G., Guillaume S., Hanscombe K.B., Hatzikotoulas K., Hebebrand J., Helder S.G., Henders A.K., Herpertz-Dahlmann B., Herzog W., Hinney A., Horwood L.J., Hubel C., Petersen L.V., Purves K.L., Raevuori A., Reichborn-Kjennerud T., Ricca V., Ripatti S., Ritschel F., Roberts M., Rybakowski F., Santonastaso P., Scherag A., Schmidt U., Schork N.J., Schosser A., Seitz J., Slachtova L., Slagboom P.E., Slof-Op 't Landt M.C.T., Slopien A., Soranzo N., Sorbi S., Southam L., Steen V.W., Huckins L.M., Hudson J.I., Imgart H., Inoko H., Janout V., Jordan J., Julia A., Kalsi G., Kaminska D., Kaprio J., Karhunen L., Karwautz A., Kas M.J.H., Kennedy M.A., Keski-Rahkonen A., Kiezebrink K., Kim Y.-R., Kirk K.M., Klareskog L., Knudsen G.P.S., Larsen J.T., Le Hellard S., Leppa V.M., Lichtenstein P., Lin B.D., Lundervold A., Luykx J., Maj M., Mannik K., Marsal S., Stuber G.D., Szatkiewicz J.P., Tachmazidou I., Tenconi E., Tortorella A., Tozzi F., Tsitsika A., Tyszkiewicz-Nwafor M., Tziouvas K., van Elburg A.A., van Furth E.F., Wade T.D., Wagner G., Walton E., Whiteman D.C., Wichmann H.E., Widen E., Yao S., Zeggini E., Zerwas S., Zipfel S., Jungkunz M., Dietl L., Schwarze C.E., Dahmen N., Schott B.H., Mobascher A., Crivelli S., Dennis M.F., Harvey P.D., Carter B.W., Huffman J.E., Jacobson D., Madduri R., Olsen M.K., Pestian J., Gaziano J.M., Muralidhar S., Ramoni R., Beckham J., Chang K.-M., O'Donnell C.J., Tsao P.S., Breeling J., Huang G., Romero J.P.C., Moser J., Whitbourne S.B., Brewer J.V., Aslan M., Connor T., Argyres D.P., Stephens B., Brophy M.T., Humphries D.E., Selva L.E., Do N., Shayan S., Cho K., Pyarajan S., Hauser E., Sun Y., Zhao H., Wilson P., McArdle R., Dellitalia L., Mattocks K., Harley J., Zablocki C.J., Whittle J., Jacono F., Gutierrez S., Gibson G., Hammer K., Kaminsky L., Villareal G., Kinlay S., Xu J., Hamner M., Mathew R., Bhushan S., Iruvanti P., Godschalk M., Ballas Z., Ivins D., Mastorides S., Moorman J., Gappy S., Klein J., Ratcliffe N., Florez H., Okusaga O., Murdoch M., Sriram P., Yeh S.S., Tandon N., Jhala D., Aguayo S., Cohen D., Sharma S., Liangpunsakul S., Oursler K.A., Whooley M., Ahuja S., Constans J., Meyer P., Greco J., Rauchman M., Servatius R., Gaddy M., Wallbom A., Morgan T., Stapley T., Sherman S., Ross G., Tsao P., Strollo P., Boyko E., Meyer L., Gupta S., Huq M., Fayad J., Hung A., Lichy J., Hurley R., Robey B., Striker R., Erlangsen A., Kessler R.C., Porteous D., Ursano R.J., Wasserman D., Coon H., Demontis D., Docherty A.R., Kuo P.-H., Mann J.J., Renteria M.E., Stein M.B., and Willour V.
Subjects: LD SCORE REGRESSION, Genome-wide association study, Suicide, Attempted, 3124 Neurology and psychiatry, 0302 clinical medicine, Risk Factors, Insomnia, Suicide attempt, GWAS, Suïcidi, Depression (differential diagnoses), Cause of death, Psychiatry, 0303 health sciences, Factors de risc en les malalties, Mental Disorders, Genetic Correlation, Genome-wide Association Study, Pleiotropy, Polygenicity, Suicide, Suicide Attempt, DEPRESSION, 3. Good health, Genetic correlation, Genome-Wide Association Study, Humans, Polymorphism, Single Nucleotide, Depressive Disorder, Major, Mental illness, Cohort, SEX, medicine.symptom, Human, medicine.medical_specialty, Risk factors in diseases, BF, Locus (genetics), BEHAVIORS, Psykiatri, EVENTS, 03 medical and health sciences, SDG 3 - Good Health and Well-being, medicine, ddc:610, GENOME-WIDE ASSOCIATION, IDEATION, Socioeconomic status, METAANALYSIS, Biological Psychiatry, 030304 developmental biology, business.industry, Risk Factor, Genetic architecture, THOUGHTS, RC0321, business, Malalties mentals, 030217 neurology & neurosurgery
Abstract: Statistical analyses were carried out on the NL Genetic Cluster Computer (http://www.geneticcluster.org) hosted by SURFsara and the Mount Sinai high performance computing cluster (http://hpc.mssm.edu), which is supported by the Office of Research Infrastructure of the National Institutes of Health (Grant Nos. S10OD018522 and S10OD026880). This work was conducted in part using the resources of the Advanced Computing Center for Research and Education at Vanderbilt University, Nashville, TN. This work was funded by the National Institutes of Health (Grant Nos. R01MH116269 and R01MH121455 [to DMR]), NIGMS of the National Institutes of Health (Grant No. T32GM007347 [to JK]), and the Brain & Behavior Research Foundation (NARSAD Young Investigator Award No. 29551 [to NM])., BACKGROUND: Suicide is a leading cause of death worldwide, and nonfatal suicide attempts, which occur far more frequently, are a major source of disability and social and economic burden. Both have substantial genetic etiology, which is partially shared and partially distinct from that of related psychiatric disorders. METHODS: We conducted a genome-wide association study (GWAS) of 29,782 suicide attempt (SA) cases and 519,961 controls in the International Suicide Genetics Consortium (ISGC). The GWAS of SA was conditioned on psychiatric disorders using GWAS summary statistics via multitrait-based conditional and joint analysis, to remove genetic effects on SA mediated by psychiatric disorders. We investigated the shared and divergent genetic architectures of SA, psychiatric disorders, and other known risk factors. RESULTS: Two loci reached genome-wide significance for SA: the major histocompatibility complex and an intergenic locus on chromosome 7, the latter of which remained associated with SA after conditioning on psychiatric disorders and replicated in an independent cohort from the Million Veteran Program. This locus has been implicated in risk-taking behavior, smoking, and insomnia. SA showed strong genetic correlation with psychiatric disorders, particularly major depression, and also with smoking, pain, risk-taking behavior, sleep disturbances, lower educational attainment, reproductive traits, lower socioeconomic status, and poorer general health. After conditioning on psychiatric disorders, the genetic correlations between SA and psychiatric disorders decreased, whereas those with nonpsychiatric traits remained largely unchanged. CONCLUSIONS: Our results identify a risk locus that contributes more strongly to SA than other phenotypes and suggest a shared underlying biology between SA and known risk factors that is not mediated by psychiatric disorders., Office of Research Infrastructure of the National Institutes of Health S10OD018522 S10OD026880, United States Department of Health & Human Services, National Institutes of Health (NIH) - USA R01MH116269 R01MH121455, NIH National Institute of General Medical Sciences (NIGMS) T32GM007347 NARSAD 29551
Published: 2022

60. Acute COVID-19 severity and 16-month mental morbidity trajectories in patient populations of six nations

Author: Ingibjörg Magnúsdóttir, Anikó Lovik, Anna Bára Unnarsdóttir, Daniel McCartney, Helga Ask, Kadri Kõiv, Lea Arregui Nordahl Christoffersen, Sverre Urnes Johnson, Andrew McIntosh, Anna K. Kähler, Archie Campbell, Arna Hauksdóttir, Chloe Fawns-Ritchie, Christian Erikstrup, Dorte Helenius, Drew Altschul, Edda Bjork Thordardottir, Elías Eyþórsson, Emma M. Frans, Gunnar Tómasson, Harpa Lind Jónsdóttir, Harpa Rúnarsdóttir, Henrik Hjalgrim, Hrönn Harðardóttir, Juan González-Hijón, Karina Banasik, Khoa Manh Dinh, Li Lu, Lili Milani, Lill Trogstad, Maria Didriksen, Omid V. Ebrahimi, Patrick F. Sullivan, Per Minor Magnus, Qing Shen, Ragnar Nesvåg, Reedik Mägi, Runólfur Pálsson, Sisse Rye Ostrowski, Thomas Werge, Asle Hoffart, David J Porteous, Fang Fang, Jóhanna Jakobsdóttir, Kelli Lehto, Ole A Andreassen, Ole B. V. Pedersen, Thor Aspelund, and Unnur Anna Valdimarsdóttir
Abstract: BACKGROUNDThe aim of this multinational study was to assess the development of adverse mental health symptoms among individuals diagnosed with COVID-19 in the general population by acute infection severity up to 16 months after diagnosis.METHODSParticipants consisted of 247 249 individuals from seven cohorts across six countries (Denmark, Estonia, Iceland, Norway, Scotland, and Sweden) recruited from April 2020 through August 2021. We used multivariable Poisson regression to contrast symptom-prevalence of depression, anxiety, COVID-19 related distress, and poor sleep quality among individuals with and without a diagnosis of COVID-19 at entry to respective cohorts by time (0-16 months) from diagnosis. We also applied generalised estimating equations (GEE) analysis to test differences in repeated measures of mental health symptoms before and after COVID-19 diagnosis among individuals ever diagnosed with COVID-19 over time.FINDINGSA total of 9979 individuals (4%) were diagnosed with COVID-19 during the study period and presented overall with a higher symptom burden of depression (prevalence ratio [PR] 1·18, 95% confidence interval [95% CI] 1·03-1·36) and poorer sleep quality (1·13, 1·03-1·24) but not with higher levels of symptoms of anxiety or COVID-19 related distress compared with individuals without a COVID-19 diagnosis. While the prevalence of depression and COVID-19 related distress attenuated with time, the trajectories varied significantly by COVID-19 acute infection severity. Individuals diagnosed with COVID-19 but never bedridden due to their illness were consistently at lower risks of depression and anxiety (PR 0·83, 95% CI 0·75-0·91 and 0·77, 0·63-0·94, respectively), while patients bedridden for more than 7 days were persistently at higher risks of symptoms of depression and anxiety (PR 1·61, 95% CI 1·27-2·05 and 1·43, 1·26-1·63, respectively) throughout the 16-month study period.CONCLUSIONAcute infection severity is a key determinant of long-term mental morbidity among COVID-19 patients.
Published: 2021

61. Response to comment on 'Evaluating the cardiovascular safety of sclerostin inhibition using evidence from meta-analysis of clinical trials and human genetics'

Author: Kristi Krebs, Jenny C Censin, Sara L. Pulit, Ruth Boxall, Iona Y Millwood, Teresa Ferreira, Chia-Yen Chen, Robin G. Walters, Reedik Mägi, Benjamin M. Neale, Kuang Lin, Liming Li, Jonas Bovijn, Lili Milani, Samantha Laber, Craig A. Glastonbury, George Davey Smith, Cecilia M. Lindgren, Zhengming Chen, and Michael V. Holmes
Subjects: Cardiovascular safety, business.industry, MEDLINE, Human Genetics, General Medicine, Bioinformatics, Human genetics, Clinical trial, chemistry.chemical_compound, chemistry, Cardiovascular Diseases, Meta-analysis, Medicine, Sclerostin, Humans, business
Abstract: Triangulation of evidence from clinical trials and human genetics suggests a potential excess risk of cardiovascular disease events arising from therapeutic inhibition of sclerostin.
Published: 2021

62. Cohort Profile:COVIDMENT: COVID-19 cohorts on mental health across six nations

Author: Anna Bára Unnarsdóttir, Anikó Lovik, Chloe Fawns-Ritchie, Helga Ask, Kadri Kõiv, Kristen Hagen, Maria Didriksen, Lea Arregui Nordahl Christoffersen, Alexander Berg Garðarsson, Andrew McIntosh, Anna K Kähler, Archie Campbell, Arna Hauksdóttir, Christian Erikstrup, Dorte Helenius Mikkelsen, Drew Altschul, Edda Bjork Thordardottir, Emma Maria Frans, Gerd Kvale, Gunnar Tómasson, Hanna Maria Kariis, Harpa Lind Jónsdóttir, Harpa Rúnarsdóttir, Ingibjörg Magnúsdóttir, Jarle Eid, Jóhanna Jakobsdóttir, Kaspar René Nielsen, Kathrine Agergård Kaspersen, Lili Milani, Lill-Iren Schou Trogstad, Lu Yi, Mie Topholm Bruun, Patrick F Sullivan, Per Minor Magnus, Qing Shen, Ragnar Nesvåg, Ragnhild E Brandlistuen, Reedik Mägi, Sisse Rye Ostrowski, Solveig Løkhammer, Stian Solem, Ted Reichborn-Kjennerud, Thomas Folkmann Hansen, Thomas Werge, Thor Aspelund, David J Porteous, Fang Fang, Kelli Lehto, Ole A Andreassen, Ole Birger Vesterager Pedersen, Stephanie Le Hellard, and Unnur A Valdimarsdóttir
Subjects: Cohort Profile, Epidemiology, Mental Disorders, QUESTIONNAIRE, COVID-19, General Medicine, DEPRESSION, Cohort Studies, Mental Health, ANXIETY, Humans, AcademicSubjects/MED00860, SCALE, Mental Disorders/epidemiology
Abstract: Key features • COVIDMENT [www.covidment.is] is a NordForsk-funded research collaboration across six nations, with the overarching aim to significantly advance current knowledge on mental morbidity trajectories associated with the coronavirus disease 2019 (COVID-19) in the general population and in specific risk groups. • From March 2020 through August 2021, 392 817 individuals have been recruited to the seven COVIDMENT cohorts: the Danish Blood Donor Study (N ¼ 71 562), the Estonian Biobank COVID-19 and Mental Health Data Collection cohorts (N ¼ 13 329 and N ¼ 86 116, respectively), the Icelandic COVID-19 National Resilience Cohort (N ¼ 22 849), the Norwegian BRY.DEG2020 (N ¼ 19 343), the Norwegian Mother, Father and Child Cohort Study (N ¼ 132 486), the Scottish Generation Scotland/CovidLife (N ¼ 18 518) and the Swedish Omtanke2020 (N ¼ 28 614). Semi-harmonized questionnaire data have been collected across all COVIDMENT cohorts with longitudinal data available, e.g. through linkage to the national registers. • The average age of participants ranged from 31.8 to 58.5 years across cohorts. The prevalence of depressive symptoms above cut-off point varied considerably across cohorts (4.2–20.8%). The prevalence of depressive symptoms was highest at COVID-19 incidence of 30 cases per week per 100 000 persons, i.e. 14.3% [95% confidence interval (CI): 9.4–21.8%], which was 61.0% (95% CI: 34.0–94.1%) higher than the prevalence at COVID-19 incidence of 0 cases per week per 100 000 persons (P ¼ 1.1 x 10 ^( 6)). •
Published: 2021

63. Genome-wide association study identifies new locus associated with OCD

Author: Danielle Posthuma, Bernie Devlin, Edna Grünblatt, Ying Wang, Daniele Cusi, Stephan Ruhrmann, Steven A. Rasmussen, Michael S. Breen, Julia Klawohn, Ana Gabriela Hounie, Aline S. Sampaio, Cristina Barlassina, Marta Ribasés, Jackson G. Thorp, Cynthia M. Bulik, Marco A. Grados, Dan J. Stein, Abby Fyer, Vladimir Coric, Martha J. Falkenstein, Stephanie Le Hellard, Behrang Mahjani, Nathaniel McGregor, Homero Vallada, Miguel Casas, Laurent F. Thomas, Janice Krasnow, Abraham Reichenberg, Donald W. Black, Gwyneth Zai, Norbert Kathmann, Manuel Mattheisen, Nicholas G. Martin, Jason W. Krompinger, Josep Antoni Ramos-Quiroga, Judith Becker Nissen, Helga Ask, Damiaan Denys, Carolina Cappi, Euripedes Constantino Miguel, O. Joseph Bienvenu, Bengt T. Fundin, Lisa Osiecki, Karin J. H. Verweij, Paul Sandor, Jeremy Veenstra-VanderWeele, Maureen Mulhern, Sarah E. Medland, David M. Hougaard, Lauren Erdman, Jan Haavik, James L. Kennedy, Christopher P. Walker, Jurjen J. Luykx, Tim B. Bigdeli, Ian M. Hickie, Nienke Vulink, Maurizio Turiel, Peter Falkai, Enda M. Byrne, Valentina Ciullo, Daniel A. Geller, Liang Kung-Yee, Miriam A. Schiele, Lambertus Klei, Götz Berberich, Thomas Werge, Brion S. Maher, Christie L. Burton, Julia M. Sealock, Sandra Meier, Bernadette Cullen, Stephan Ripke, Dorothy E. Grice, Richard Delorme, Ted Reichborn-Kjennerud, Dongmei Yu, Danielle C. Cath, Lili Milani, Abdel Abdellaoui, Andres Metspalu, María Soler Artigas, Maria Conceição do Rosário, Ole Mors, Brian P. Brennan, Barbara E. Stranger, Ann E. Pulver, Nora I. Strom, Joseph D. Buxbaum, Hans J. Grabe, Jens R. Wendland, Michael H. Bloch, Srdjan Djurovic, Raquel Rabionet, Angel Carracedo, Carlos N. Pato, Erika L. Nurmi, Janet L. Sobell, Kevin S. O’Connell, Michael Wagner, David R. Rosenberg, Jonathan R. I. Coleman, Jeremiah M. Scharf, Kerry J. Ressler, Jaakko Kaprio, Edwin H. Cook, Scott L. Rauch, Federica Piras, Merete Nordentoft, Christian Rück, Fabrizio Piras, John-Anker Zwart, Jason A. Elias, Christopher Pittenger, Lea K. Davis, Margaret A. Richter, Evonne McArthur, Bendik S. Winsvold, Yin Yao, James J. Crowley, David L. Pauls, Rosa Bosch, Xavier Estivil, Matthew Halvorsen, Adrian Camarena, Nancy L. Pedersen, Pino Alonso, Eric A. Storch, Bjarne Hansen, Helena Brentani, James T. McCracken, Jan Maerten Smit, Donald Hucks, Alexandra Havdahl, Gerome Breen, Christina M. Hultman, Benjamin M. Neale, Gregory L. Hanna, Mikael Landén, Christine Lochner, Dirk J.A. Smit, Fabio Macciardi, Carol A. Mathews, Nuria Lanzagorta, Laura G. Sloofman, Cristina Rodriguez-Fontenla, Michael A. Jenike, Michele T. Pato, Marion Leboyer, Humberto Nicolini, Anders D. Børglum, Maria Cristina Cavallini, Wei Guo, Benjamin D. Greenberg, Maiken Elvestad Gabrielsen, Magdalena Janecka, Mark A. Riddle, Paul S. Nestadt, Beatriz Camarena, Valsamma Eapen, Susanne Walitza, Jack Samuels, Fernando S. Goes, Nicole C.R. McLaughlin, S. Evelyn Stewart, Jennifer Reichert, Sven Sandin, Gerd Kvale, Katharina Domschke, Ole A. Andreassen, Elles de Schipper, Paul D. Arnold, Kristi Krebs, Zachary Gerring, Teemu Palviainen, Kathleen D. Askland, Alfredo Ramirez, James A. Knowles, Laura Bellodi, Kristen Hagen, Julia Boberg, Thomas V. Fernandez, Gerald Nestadt, John Piacentini, Jakob Grove, Eske M. Derks, Preben Bo Mortensen, Elinor K. Karlsson, Gianfranco Spalletta, David Mataix-Cols, Katharina Bey, and Jonas Bybjerg-Grauholm
Subjects: Genetics, business.industry, Locus (genetics), Genome-wide association study, Single-nucleotide polymorphism, Heritability, behavioral disciplines and activities, humanities, Genetic architecture, Anorexia nervosa (differential diagnoses), mental disorders, medicine, Anxiety, SNP, medicine.symptom, business
Abstract: Obsessive-compulsive disorder (OCD) is a heritable disorder, but no definitive, replicated OCD susceptibility loci have yet been identified by any genome-wide association study (GWAS). Here, we report results from a GWAS in the largest OCD case-control sample (N = 14,140 OCD cases and N = 562,117 controls) to date. We explored the genetic architecture of OCD, including its genetic relationships to other psychiatric and non-psychiatric phenotypes. In the GWAS analysis, we identified one SNP associated with OCD at a genome-wide significant level. Subsequent gene-based analyses identified additional two genes as potentially implicated in OCD pathogenesis. All SNPs combined explained 16% of the heritability of OCD. We show sub-stantial positive genetic correlations between OCD and a range of psychiatric disorders, including anxiety disorders, anorexia nervosa, and major depression. We thus for the first time provide evidence of a genome-wide locus implicated in OCD and strengthen previous literature suggesting a polygenic nature of this disorder.
Published: 2021

64. The individual and global impact of copy-number variants on complex human traits

Author: Chiara Auwerx, Maarja Lepamets, Marie C. Sadler, Marion Patxot, Miloš Stojanov, David Baud, Reedik Mägi, Eleonora Porcu, Alexandre Reymond, Zoltán Kutalik, Tõnu Esko, Andres Metspalu, Lili Milani, and Mari Nelis
Subjects: Multifactorial Inheritance, Phenotype, DNA Copy Number Variations, Liver-Specific Organic Anion Transporter 1, Genetics, Humans, Female, Polymorphism, Single Nucleotide, Genetics (clinical), Genome-Wide Association Study
Abstract: The impact of copy-number variations (CNVs) on complex human traits remains understudied. We called CNVs in 331,522 UK Biobank participants and performed genome-wide association studies (GWASs) between the copy number of CNV-proxy probes and 57 continuous traits, revealing 131 signals spanning 47 phenotypes. Our analysis recapitulated well-known associations (e.g., 1q21 and height), revealed the pleiotropy of recurrent CNVs (e.g., 26 and 16 traits for 16p11.2-BP4-BP5 and 22q11.21, respectively), and suggested gene functionalities (e.g., MARF1 in female reproduction). Forty-eight CNV signals (38%) overlapped with single-nucleotide polymorphism (SNP)-GWASs signals for the same trait. For instance, deletion of PDZK1, which encodes a urate transporter scaffold protein, decreased serum urate levels, while deletion of RHD, which encodes the Rhesus blood group D antigen, associated with hematological traits. Other signals overlapped Mendelian disorder regions, suggesting variable expressivity and broad impact of these loci, as illustrated by signals mapping to Rotor syndrome (SLCO1B1/3), renal cysts and diabetes syndrome (HNF1B), or Charcot-Marie-Tooth (PMP22) loci. Total CNV burden negatively impacted 35 traits, leading to increased adiposity, liver/kidney damage, and decreased intelligence and physical capacity. Thirty traits remained burden associated after correcting for CNV-GWAS signals, pointing to a polygenic CNV architecture. The burden negatively correlated with socio-economic indicators, parental lifespan, and age (survivorship proxy), suggesting a contribution to decreased longevity. Together, our results showcase how studying CNVs can expand biological insights, emphasizing the critical role of this mutational class in shaping human traits and arguing in favor of a continuum between Mendelian and complex diseases.
Published: 2021

65. The 1st year of the COVID-19 epidemic in Estonia: an interrupted time series of population based nationwide cross-sectional studies

Author: Jaak Vilo, Uku Raudvere, Liis Kolberg, Ene Käärik, Hedi Peterson, Kristjan Vassil, Tuuli Jürgenson, Mait Metspalu, Ene-Margit Tiit, Ruth Kalda, Mihkel Solvak, Anneli Uusküla, Lili Milani, Meelis Käärik, Mikk Jürisson, Aime Keis, and Krista Fischer
Subjects: Response rate (survey), Selection bias, education.field_of_study, business.industry, Cross-sectional study, media_common.quotation_subject, Population, Odds, Vaccination, Trend analysis, Health care, Medicine, business, education, Demography, media_common
Abstract: BackgroundDecisions about the continued need for control measures and the effect of introducing COVID-19 vaccinations rely on accurate and population-based data on SARS-CoV-2 positivity and risk factors for testing positive.MethodsIn this interrupted time series of population-based nationwide cross-sectional studies, data from nasopharyngeal testing and questionnaires were used to estimate the SARS-CoV-2 RNA prevalence and factors associated with test positivity over the 1st year of the COVID-19 epidemic.The study is registered with the ISRCTN Registry, ISRCTN10182320.ResultsBetween April 23, 2020 and February 2, 2021, results were available from 34,915 individuals and 27,870 samples from 11 consecutive studies. The percentage of people testing positive for SARS-CoV-2 decreased from 0.27% (95% CI 0.10% - 0.59%) in April to 0.04% (95% CI 0.00% - 0.22%) by the end of May and remained very low (0.01%, 95% CI 0.00% - 0.17%) until the end of August, followed by an increase since November (0.37%, 95% CI 0.18% - 0.68%) that escalated to 2.69% (95% CI 2.08% - 2.69%) in January 2021. In addition to substantial change in time, an increasing number of household members (for one additional OR 1.15, 95% CI 1.02-1.29), reporting current symptoms of COVID-19 (OR 2.21, 95% CI 1.59-3.09), and completing questionnaire in the Russian language (OR 1.85, 95% CI 1.15-2.99) were associated with increased odds for SARS-CoV-2 RNA positivity.ConclusionsSARS-CoV-2 population prevalence needs to be carefully monitored as vaccine programmes are rolled out in order to inform containment decisions.Strengths and limitations of this studyOur study relies upon nation-wide and population-based data on SARS-CoV-2 prevalence, and presents changes in prevalence over the whole 1st year of the Covid-19 epidemic.Our analysis of SARS-CoV-2 infection risk factors is not limited to notification or health care-based case data.Selection bias may have been introduced as a result of low response rate. The direction of bias is unclear, but most likely operates rather uniformly over the period of observation, though this presents less of a threat to the SARS-CoV-2 prevalence trend analysis.Our data could be used to adequately project the future course of the SARS-CoV-2 epidemic and the effect of control measures.
Published: 2021

66. Genetic and Functional Characterization of ANGPTL7 as a Therapeutic Target for Glaucoma

Author: Scott Waldron, Alexander H. Li, Joan O'Brien, Katia Karalis, Stefanie Lefebvre, Gaurang Patel, Silvio Alessandro Di Gioia, Kristi Krebs, Hua Yang, Dadong Li, Ariane Ayer, Wen Fury, Ying Hu, Eric Jorgenson, James McIninch, Olle Melander, Giusy Della Gatta, Trikaladarshi Persaud, Ben Michael Brumpton, Claudia Schurmann, Stefan Stender, Eli A. Stahl, Michael N. Cantor, Venkata Gudiseva, Aris Baras, Marcus B. Jones, Dylan Sun, Jonathan Weyne, Manuel A. R. Ferreira, Tavé van Zyl, Lauren Gurski, Rebecca Salowe, Esteban Chen, Sarah Hyde, Gonçalo R. Abecasis, Kavita Praveen, Anne Tybjærg-Hansen, Giovanni Coppola, Matthew Still, Venkata Chavali, Tanya M. Teslovich, Lili Milani, Aris N. Economides, Sabrina Walley, Sarthak Zaveri, Kristian Hveem, Jeremey Rabinowitz, Carmelo Romano, Lawrence Miloscio, Bjørn Olav Åsvold, Brijeshkumar Patel, Cristen J. Willer, Anne-Sofie Seidelin, and George D. Yancopoulos
Subjects: genetic structures, business.industry, medicine, Glaucoma, sense organs, Computational biology, medicine.disease, business, eye diseases
Abstract: Glaucoma is a leading cause of blindness. Current glaucoma medications work by lowering intraocular pressure (IOP), a risk factor for glaucoma, but most treatments do not directly target the pathological changes leading to increased IOP, which can manifest as medication resistance as disease progresses. To identify physiological modulators of IOP, we performed genome- and exome-wide association analysis in >129,000 individuals with IOP measurements and extended these findings to an analysis of glaucoma risk. We report the identification and functional characterization of rare coding variants (including loss-of-function variants) in ANGPTL7 associated with reduction in IOP and glaucoma protection. We validated the human genetics findings in mice by establishing that Angptl7 knockout mice have lower (~2 mmHg) basal IOP compared to wild-type, with a trend towards lower IOP also in heterozygotes. Conversely, increasing mAngptl7 levels via injection into mouse eyes increases the IOP. We also show that acute gene silencing via siRNA knockdown of Angptl7 in adult mice lowers the IOP (~2-4 mmHg), reproducing the observations in knockout mice. Collectively, our data suggest that ANGPTL7 is important for IOP homeostasis and is amenable to therapeutic modulation to help maintain a healthy IOP that can prevent onset or slow the progression of glaucoma.
Published: 2021

67. Large-scale cis- and trans-eQTL analyses identify thousands of genetic loci and polygenic scores that regulate blood gene expression

Author: Mahmoud Elansary, Knut Krohn, Eleonora Porcu, Julia Dmitrieva, Michel Georges, Harm-Jan Westra, Isabel Alves, Matthias Nauck, Jan H. Veldink, Joost Verlouw, Anette Kalnapenkis, Silva Kasela, Alex W. Hewitt, Roy Oelen, Willem H. Ouwehand, Frank Beutner, Ilkka Seppälä, Yukihide Momozawa, Samuli Ripatti, Brenda W.J.H. Penninx, Patrick Deelen, Michael Stumvoll, Jenny van Dongen, Jonathan K. Pritchard, Roman Kreuzhuber, Marie-Julie Favé, Bernett Lee, Hailang Mei, Biao Zeng, Philip Awadalla, Shuang Li, Kate Downes, Gibran Hemani, Urko M. Marigorta, Anke Tönjes, Morris Swertz, Robert Warmerdam, Joseph E. Powell, Mika Kähönen, Urmo Võsa, Brandon L. Pierce, Benjamin P. Fairfax, Anand Kumar Andiappan, Bastiaan T. Heijmans, Martina Müller-Nurasyid, Sven Bergmann, Katharina Schramm, Hanieh Yaghootkar, Sina Rüeger, Monique G. P. van der Wijst, Lude Franke, Ting Qi, Rick Jansen, Greg Gibson, Cisca Wijmenga, Marc Jan Bonder, Yungil Kim, Viktorija Kukushkina, Johannes Kettunen, Joachim Thiery, Peter A C 't Hoen, Zoltán Kutalik, Jian Yang, Dylan H. de Vries, Olaf Rötzschke, Maarten van Iterson, Peter Kovacs, Peter M. Visscher, Wibowo Arindrarto, Oliver Stegle, Natalia Pervjakova, Julian C. Knight, Tõnu Esko, Annique Claringbould, Lili Milani, Patrick F. Sullivan, Habibul Ahsan, Timothy M. Frayling, Lin Tong, Uwe Völker, Reyhan Sönmez Flitman, Eline Slagboom, Dorret I. Boomsma, Holger Prokisch, Michel G. Nivard, Mawusse Agbessi, Joyce B. J. van Meurs, Alexis Battle, Futao Zhang, Emmanouil T. Dermitzakis, Morris A. Swertz, Grant W. Montgomery, Terho Lehtimäki, Coen D.A. Stehouwer, Jaanika Kronberg, Holger Kirsten, Olli T. Raitakari, Sina A. Gharib, Bruce M. Psaty, Seyhan Yazar, Markus Loeffler, Harm Brugge, Jose Alquicira Hernandez, Mark W. Christiansen, Andrew A. Brown, Markus Perola, Markus Scholz, Ashis Saha, Alexander Teumer, Psychiatry, APH - Mental Health, Amsterdam Neuroscience - Complex Trait Genetics, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Digital Health, Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Stem Cell Aging Leukemia and Lymphoma (SALL), BIOS Consortium, i2QTL Consortium, 't Hoen, PAC, van Meurs, J., van Dongen, J., van Iterson, M., Swertz, M.A., Jan Bonder, M., Biological Psychology, APH - Personalized Medicine, APH - Methodology, Internal Medicine, Interne Geneeskunde, MUMC+: HVC Pieken Maastricht Studie (9), MUMC+: MA Interne Geneeskunde (3), MUMC+: MA Med Staf Artsass Interne Geneeskunde (9), and RS: Carim - V01 Vascular complications of diabetes and metabolic syndrome
Subjects: DISORDER, Multifactorial Inheritance, Quantitative Trait Loci, Genome-wide association study, Quantitative trait locus, Biology, Polymorphism, Single Nucleotide, Gene Expression Regulation/genetics, DISEASE, LINKS, Transcriptome, 03 medical and health sciences, 0302 clinical medicine, All institutes and research themes of the Radboud University Medical Center, RELEVANCE, Blood Proteins/genetics, Gene expression, Genetics, Humans, GENOME-WIDE ASSOCIATION, Polymorphism, Gene, Multifactorial Inheritance/genetics, 030304 developmental biology, Regulation of gene expression, RISK, 0303 health sciences, ARCHITECTURE, Blood Proteins, Transcriptome/genetics, Polymorphism, Single Nucleotide/genetics, Phenotype, SERINE BIOSYNTHESIS, HUMAN TRANSCRIPTOME, DEFICIENCY, Gene Expression Regulation, Expression quantitative trait loci, genome-wide association studies, gene expression, gene regulation, Quantitative Trait Loci/genetics, Nanomedicine Radboud Institute for Molecular Life Sciences [Radboudumc 19], Single Nucleotide/genetics, 030217 neurology & neurosurgery, Genome-Wide Association Study
Abstract: Trait-associated genetic variants affect complex phenotypes primarily via regulatory mechanisms on the transcriptome. To investigate the genetics of gene expression, we performed cis- and trans-expression quantitative trait locus (eQTL) analyses using blood-derived expression from 31,684 individuals through the eQTLGen Consortium. We detected cis-eQTL for 88% of genes, and these were replicable in numerous tissues. Distal trans-eQTL (detected for 37% of 10,317 trait-associated variants tested) showed lower replication rates, partially due to low replication power and confounding by cell type composition. However, replication analyses in single-cell RNA-seq data prioritized intracellular trans-eQTL. Trans-eQTL exerted their effects via several mechanisms, primarily through regulation by transcription factors. Expression of 13% of the genes correlated with polygenic scores for 1,263 phenotypes, pinpointing potential drivers for those traits. In summary, this work represents a large eQTL resource, and its results serve as a starting point for in-depth interpretation of complex phenotypes.Analyses of expression profiles from whole blood of 31,684 individuals identify cis-expression quantitative trait loci (eQTL) effects for 88% of genes and trans-eQTL effects for 37% of trait-associated variants.
Published: 2021

68. Assessment of the genetic and clinical determinants of hip fracture risk: Genome-wide association and Mendelian randomization study

Author: Maria Nethander, Eivind Coward, Ene Reimann, Louise Grahnemo, Maiken E. Gabrielsen, Carl Wibom, Reedik Mägi, Thomas Funck-Brentano, Mari Hoff, Arnulf Langhammer, Ulrika Pettersson-Kymmer, Kristian Hveem, Claes Ohlsson, Mari Nelis, Lili Milani, Tõnu Esko, and Andres Metspalu
Subjects: Male, genome-wide association study, Hip Fractures, Femur Neck, Orthopaedics, Mendelian Randomization Analysis, General Biochemistry, Genetics and Molecular Biology, hip fracture, Bone Density, Ortopedi, mendelian randomization, Humans, Female, bone mineral density, Genome-Wide Association Study
Abstract: Hip fracture is the clinically most important fracture, but the genetic architecture of hip fracture is unclear. Here, we perform a large-scale hip fracture genome-wide association study meta-analysis and Mendelian randomization study using five cohorts from European biobanks. The results show that five genetic signals associate with hip fractures. Among these, one signal associates with falls, but not with bone mineral density (BMD), while four signals are in loci known to be involved in bone biology. Mendelian randomization analyses demonstrate a strong causal effect of decreased femoral neck BMD and moderate causal effects of Alzheimer’s disease and having ever smoked regularly on risk of hip fractures. The substantial causal effect of decreased femoral neck BMD on hip fractures in both young and old subjects and in both men and women supports the use of change in femoral neck BMD as a surrogate outcome for hip fractures in clinical trials.
Published: 2022

69. T92. ASSOCIATION BETWEEN THE GENETIC LIABILITY TO PSYCHIATRIC DISORDERS AND COVID-19 ILLNESS SEVERITY

Author: Kadri Kõiv, Urmo Võsa, Elis Haan, Reedik Mägi, Lili Milani, Daniel McCartney, Dorte Helenius Mikkelsen, Helga Ask, Unnur Anna Valdimarsdóttir, Kelli Lehto, and null for the COVIDMENT consortium
Subjects: Pharmacology, Psychiatry and Mental health, Neurology, Pharmacology (medical), Neurology (clinical), Biological Psychiatry
Published: 2022

70. Genetic insights into biological mechanisms governing human ovarian ageing

Author: Unnur Styrkarsdottir, Lynda M. Rose, Rehannah Borup, Anne B. Newman, Georgia Chenevix-Trench, Chikashi Terao, Jeremy A. Daniel, Christa Meisinger, Albert V. Smith, Emil Peter Thrane Hertz, Raymond Noordam, Wei He, Jennifer A. Smith, Mikael Eriksson, Konstantin Strauch, Daniel I. Chasman, Nicholas J. Timpson, Melissa A. Troester, Claudia Langenberg, Montserrat Garcia-Closas, Mohammad Arfan Ikram, Sara Lindström, Gad Rennert, Pascal Guénel, Kristina W. Olsen, Pierre Fontanillas, Ozren Polasek, Daniel F. Gudbjartsson, Frank B. Hu, Archie Campbell, Celine M. Vachon, Sheila Ulivi, Robin N Beaumont, Robert Karlsson, Lenore J. Launer, Renée de Mutsert, Annette Peters, David Schlessinger, Stefania Bandinelli, Rico Rueedi, Joop S.E. Laven, Pascal Timshel, Joanne M. Murabito, Kuang Lin, Jazib Hussain, Dennis O. Mook-Kanamori, Manjeet K. Bolla, Catherine E. Aiken, Javier Martin Gonzalez, Simon S. Cross, Immaculata De Vivo, Paul M. Ridker, Christopher A. Haiman, Gerardo Heiss, Jessica Tyrrell, Paul R. H. J. Timmers, Hironori Abe, Mike A. Nalls, Luigi Ferrucci, Natalia Perjakova, Jouke J. Hottenga, Robin G. Walters, Reedik Mägi, Niclas Håkansson, Miriam Dwek, Barbara McKnight, Sandra Turon, Stasa Stankovic, Linda Broer, Stephen J. Chanock, Martina La Bianca, Jenny Chang-Claude, Loic Le Marchand, Hamdi Mbarek, Doris Stöckl, Andrew F. Olshan, Graham G. Giles, James F. Wilson, Micaella Joaquim, Amruta Shrikhande, Eva Hoffmann, Stefania Benonisdottir, Ana Martínez-Marchal, Anthony J. Swerdlow, David Karasik, Nicholas J. Wareham, Peter A. Fasching, Jane L. Tarry-Adkins, Charles Kooperberg, Peter Vollenweider, Douglas F. Easton, Paula Aguilera, Jessica D. Faul, Patrik K. E. Magnusson, Emmanouil Saloustros, Alpa V. Patel, Ellen W. Demerath, Qin Wang, Aditya Sankar, Christopher G. Scott, Iffat Rahman, Sharon L.R. Kardia, Peter K. Joshi, Caterina Barbieri, Claus Yding Andersen, Tõnu Esko, Massimo Mezzavilla, Nicholas G. Martin, Rebecca D. Jackson, Alison D. Murray, Marina Ciullo, Nicholas Bowker, Anna Murray, Patrick Deelen, Zoltán Kutalik, Alicja Wolk, Manuela Gago-Dominguez, Eleonora Porcu, Laura Crisponi, Michela Traglia, Katharina E. Schraut, Antonietta Robino, Chunyan He, Bruce H. R. Wolffenbuttel, Henry Völzke, Daniela Ruggiero, John R. B. Perry, Lude Franke, Igor Rudan, Angela Cox, Unnur Þorsteinsdottir, Christian Gieger, David R. Weir, Jodie N. Painter, Martha S. Linet, Massimo Mangino, Melissa C. Southey, Petr Solc, Tim D. Spector, Christiana Kartsonaki, Momoko Horikoshi, Meir J. Stampfer, Eulalia Catamo, Mònica Ferrer-Roda, Ko Willems van Dijk, Daniela Toniolo, Caroline Hayward, Lili Milani, Chloé Sarnowski, Jian'an Luan, Behrooz Z. Alizadeh, Jenny A. Visser, Stig E. Bojesen, Genevieve Lachance, Ulrike Peters, Antonella Mulas, John J. Spinelli, Elnaz Naderi, Andrew R. Wood, Paul D.P. Pharoah, Elinor J. Sawyer, Annique Claringbould, Saleh Shekari, David G. Hunter, Marie Louise Grøndahl, Vilmundur Gudnason, Nora Franceschini, Dale P. Sandler, Dale R. Nyholt, Jacques E. Rossouw, Amber N. Wilcox, Thomas U. Ahearn, Hedy S. Rennert, Olivier B. Bakker, Jingmei Li, Francesco Cucca, Eric Boerwinkle, Matthias W. Beckmann, Cristina Menni, Minouk J. Schoemaker, Esther M. John, Tune H. Pers, Andrés J. López-Contreras, Tanguy Corre, Jonathan Marten, Alice M. Arnold, N. Charlotte Onland-Moret, Lucie Knoblochova, Anna Pujol, Kathryn L. Lunetta, Marjanka K. Schmidt, Teresa Nutile, Serena Sanna, Gonneke Willemsen, Roger L. Milne, Kristan J. Aronson, Frits R. Rosendaal, Murielle Bochud, Ken K. Ong, Susan M. Ring, Nancy L. Pedersen, Blair H. Smith, Ivana Kolcic, Annelie Augustinsson, Jose E. Castelao, Alexander Teumer, Felix R. Day, Sven Bergmann, Timothy M. Frayling, Lauren R. Teras, George Davey Smith, Thomas Meitinger, Alison M. Dunning, Ignasi Roig, Dorret I. Boomsma, Harald Grallert, Toshiko Tanaka, Katherine S. Ruth, Julie E. Buring, Marek Zygmunt, Uwe Völker, Irene L. Andrulis, Håkan Olsson, Harry Campbell, Cari M. Kitahara, Annika Lindblom, Yvonne T. van der Schouw, Cinzia Sala, Debbie A Lawlor, Joe Dennis, Yongmei Liu, Yan Huang, Stephen Burgess, Brumat Marco, Veronique Vitart, Kari Stefansson, Susan E. Ozanne, Kamila Czene, Simin Liu, John L. Hopper, Joyce B. J. van Meurs, Satoshi H. Namekawa, Miya Kudo Høffding, Fergus J. Couch, Ajuna Azad, Eco J. C. de Geus, Liming Li, Grant W. Montgomery, Peter Kraft, André G. Uitterlinden, Arto Mannermaa, Heiko Becher, Allison W. Kurian, Vallari Shukla, Zhengming Chen, Per Hall, Jennifer A. Brody, Rossella Sorice, Wei Zhao, Andres Metspalu, Sarah E. Medland, Tricia Lindstrom, Clarice R. Weinberg, Bruce M. Psaty, Thérèse Truong, Anna Marie Mulligan, Deborah J. Thompson, Patrick Sulem, Internal Medicine, Epidemiology, Obstetrics & Gynecology, Hoffmann, Eva R [0000-0002-2588-0652], Murray, Anna [0000-0002-2351-2522], Roig, Ignasi [0000-0003-0313-3581], Perry, John RB [0000-0001-6483-3771], Apollo - University of Cambridge Repository, Life Course Epidemiology (LCE), Real World Studies in PharmacoEpidemiology, -Genetics, -Economics and -Therapy (PEGET), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Center for Liver, Digestive and Metabolic Diseases (CLDM), Stem Cell Aging Leukemia and Lymphoma (SALL), Biological Psychology, APH - Mental Health, APH - Methodology, APH - Personalized Medicine, and APH - Health Behaviors & Chronic Diseases
Subjects: Gerontology, Aging, Far East, Endocrinology, Diabetes and Metabolism, Menopause, Premature, Genome-wide association study, VARIANTS, Primary Ovarian Insufficiency, Inbred C57BL, Bioinformatics, DISEASE, Healthy Aging, genetics of ovarian aging, Fragile X Mental Retardation Protein, Mice, Endocrinology, Medicine, EARLY MENOPAUSE, media_common, RISK, Multidisciplinary, Asia, Eastern, Reproduction, Longevity, Middle Aged, Europe, MENDELIAN RANDOMIZATION, Medical genetics, Female, ICEP, Menopause, Adult, Alleles, Animals, Bone and Bones, Checkpoint Kinase 1, Checkpoint Kinase 2, Diabetes Mellitus, Type 2, Diet, Fertility, Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Mice, Inbred C57BL, Ovary, Uterus, Type 2, medicine.medical_specialty, media_common.quotation_subject, MEDLINE, Biology, Premature ovarian insufficiency, Article, genome-wide meta-analysis, SDG 3 - Good Health and Well-being, GERMLINE, Diabetes Mellitus, Genetic predisposition, Ovarian reserve, Premature, business.industry, Human genetics, CHROMOSOME SYNAPSIS, DNA-DAMAGE, Ageing, EXPRESSION ANALYSIS, business, MEIOTIC CELL-CYCLE
Abstract: Reproductive longevity is essential for fertility and influences healthy ageing in women1,2, but insights into its underlying biological mechanisms and treatments to preserve it are limited. Here we identify 290 genetic determinants of ovarian ageing, assessed using normal variation in age at natural menopause (ANM) in about 200,000 women of European ancestry. These common alleles were associated with clinical extremes of ANM; women in the top 1% of genetic susceptibility have an equivalent risk of premature ovarian insufficiency to those carrying monogenic FMR1 premutations3. The identified loci implicate a broad range of DNA damage response (DDR) processes and include loss-of-function variants in key DDR-associated genes. Integration with experimental models demonstrates that these DDR processes act across the life-course to shape the ovarian reserve and its rate of depletion. Furthermore, we demonstrate that experimental manipulation of DDR pathways highlighted by human genetics increases fertility and extends reproductive life in mice. Causal inference analyses using the identified genetic variants indicate that extending reproductive life in women improves bone health and reduces risk of type 2 diabetes, but increases the risk of hormone-sensitive cancers. These findings provide insight into the mechanisms that govern ovarian ageing, when they act, and how they might be targeted by therapeutic approaches to extend fertility and prevent disease. Hundreds of genetic loci associated with age at menopause, combined with experimental evidence in mice, highlight mechanisms of reproductive ageing across the lifespan.
Published: 2021

71. Stratification of Type 2 Diabetes by Age of Diagnosis in the UK Biobank Reveals Subgroup-Specific Genetic Associations and Causal Risk Profiles

Author: Raymond, Noordam, Kristi, Läll, Roelof A J, Smit, Triin, Laisk, Andres, Metspalu, Tõnu, Esko, Lili, Milani, Ruth J F, Loos, Reedik, Mägi, Ko, Willems van Dijk, and Diana, van Heemst
Subjects: Adult, Male, medicine.medical_specialty, Genotype, endocrine system diseases, Endocrinology, Diabetes and Metabolism, Single-nucleotide polymorphism, Genome-wide association study, Type 2 diabetes, Risk profile, Polymorphism, Single Nucleotide, Internal medicine, Internal Medicine, medicine, Humans, Genetic Predisposition to Disease, Genetic association, Aged, Biological Specimen Banks, Aged, 80 and over, business.industry, Age Factors, nutritional and metabolic diseases, Middle Aged, medicine.disease, Control subjects, Biobank, United Kingdom, Diabetes Mellitus, Type 2, Female, business, Transcription Factor 7-Like 2 Protein, Genome-Wide Association Study
Abstract: The pathogenesis of type 2 diabetes (T2D) might change with increasing age. Here, we used a stratification based on age of diagnosis to gain insight into the genetics and causal risk factors of T2D across different age-groups. We performed genome-wide association studies (GWAS) on T2D and T2D subgroups based on age of diagnosis (70 years) (total of 24,986 cases). As control subjects, participants were at least 70 years of age at the end of follow-up without developing T2D (N =187,130). GWAS identified 208 independent lead single nucleotide polymorphism (SNPs) mapping to 69 loci associated with T2D (P < 1.0e−8). Among others, SNPs mapped to CDKN2B-AS1 and multiple independent SNPs mapped to TCF7L2 were more strongly associated with cases diagnosed after age 70 years than with cases diagnosed before age 50 years. Based on the different case groups, we performed two-sample Mendelian randomization. Most notably, we observed that of the investigated risk factors, the association between BMI and T2D attenuated with increasing age of diagnosis. Collectively, our results indicate that stratification of T2D based on age of diag-nosis reveals subgroup-specific genetics and causal determinants, supporting the hypothesis that the pathogenesis of T2D changes with increasing age.
Published: 2021

72. Genetic regulation of spermine oxidase activity and cancer risk: a Mendelian randomization study

Author: Line Skotte, Victor Yakimov, Urmo Võsa, Tõnu Esko, Frank Geller, Bjarke Feenstra, Silva Kasela, Julie Courraud, Lili Milani, Arieh S. Cohen, Thomas Werge, Viktorija Kukuškina, David M. Hougaard, João Fadista, Christine Søholm Hansen, Mads Melbye, Jonas Bybjerg-Grauholm, Alfonso Buil, and Institute for Molecular Medicine Finland
Subjects: Spermine, Genome-wide association study, VARIANTS, chemistry.chemical_compound, 0302 clinical medicine, Neoplasms, Cancer, 0303 health sciences, Oxidoreductases Acting on CH-NH Group Donors, Multidisciplinary, ADENOMA RECURRENCE, Medical genetics, Mendelian Randomization Analysis, 3. Good health, GENOTYPE, Gene Expression Regulation, Neoplastic, Phenotype, 030220 oncology & carcinogenesis, Medicine, Adult, Spermine oxidase, POLYAMINE METABOLISM, SUSCEPTIBILITY LOCI, Science, 3122 Cancers, Quantitative Trait Loci, Biology, Polymorphism, Single Nucleotide, Article, Gene Expression Regulation, Enzymologic, 03 medical and health sciences, Mendelian randomization, medicine, Genetics, SNP, Humans, Genetic Predisposition to Disease, 030304 developmental biology, Genetic association, Genetic association study, ORNITHINE-DECARBOXYLASE ACTIVITY, Infant, Newborn, medicine.disease, Computational biology and bioinformatics, ASSOCIATION ANALYSIS, chemistry, Cancer research, 3111 Biomedicine
Abstract: Spermine oxidase (SMOX) catalyzes the oxidation of spermine to spermidine. Observational studies have reported SMOX as a source of reactive oxygen species associated with cancer, implying that inhibition of SMOX could be a target for chemoprevention. Here we test causality of SMOX levels with cancer risk using a Mendelian randomization analysis. We performed a GWAS of spermidine/spermine ratio to identify genetic variants associated with regulation of SMOX activity. Replication analysis was performed in two datasets of SMOX gene expression. We then did a Mendelian randomization analysis by testing the association between the SMOX genetic instrument and neuroblastoma, gastric, lung, breast, prostate, and colorectal cancers using GWAS summary statistics. GWAS of spermidine/spermine ratio identified SMOX locus (P = 1.34 × 10–49) explaining 32% of the variance. The lead SNP rs1741315 was also associated with SMOX gene expression in newborns (P = 8.48 × 10–28) and adults (P = 2.748 × 10–8) explaining 37% and 6% of the variance, respectively. Genetically determined SMOX activity was not associated with neuroblastoma, gastric, lung, breast, prostate nor colorectal cancer (P > 0.05). A PheWAS of rs1741315 did not reveal any relevant associations. Common genetic variation in the SMOX gene was strongly associated with SMOX activity in newborns, and less strongly in adults. Genetic down-regulation of SMOX was not significantly associated with lower odds of neuroblastoma, gastric, lung, breast, prostate and colorectal cancer. These results may inform studies of SMOX inhibition as a target for chemoprevention.
Published: 2021

73. Genome-wide association studies identify 137 genetic loci for DNA methylation biomarkers of aging

Author: Jacob K. Kresovich, Jerome I. Rotter, James S. Pankow, Laura M. Raffield, André G. Uitterlinden, Hemant K. Tiwari, Dorret I. Boomsma, Marguerite R. Irvin, Kaare Christensen, Lili Milani, Jonas Mengel-From, Scott M. Ratliff, Peter Durda, James G. Wilson, Xiaochuan Wang, Rui Xia, Jordana T. Bell, Jenny van Dongen, Pamela R. Matias-Garcia, Alexander P. Reiner, Andrew M. McIntosh, Toshiko Tanaka, Sharon L.R. Kardia, Rebecca C Richmond, Konstantin Strauch, Rosie M. Walker, Dale P. Sandler, Amit Patki, Teemu Palviainen, Wei Chen, Pei-Chien Tsai, Medea Imboden, Stefania Bandinelli, Mika Kähönen, Xiuqing Guo, Stephen S. Rich, Oliver Robinson, Riccardo E. Marioni, Jie Yao, Debbie A Lawlor, Pierre Antoine Dugué, Roger L. Milne, Yunzhang Wang, Jennifer A. Smith, Nancy L. Pedersen, Matthijs D. van der Zee, Pashupati P. Mishra, Pei-Lun Kuo, Steve Horvath, Miina Ollikainen, Massimo Mangino, Melissa C. Southey, Ayoung Jeong, Linda Broer, Dianjianyi Sun, Tom G. Richardson, David Van Den Berg, Jack A. Taylor, Beate Ritz, Jeesun Jung, Caroline L Relton, Sarah E. Harris, Josine L. Min, Caroline Hayward, Eric Boerwinkle, Jaakko Kaprio, Melanie Waldenberger, David J. Porteous, Seyma Katrinli, Gibran Hemani, Olli T. Raitakari, Paolo Vineis, Silvia Polidoro, Karen N. Conneely, Christian Gieger, Donna K. Arnett, Marianne Nygaard, Maria K. Sobczyk, Therese Tillin, Falk W. Lohoff, Adolfo Correa, Wei Zhao, Elina Sillanpää, Zongli Xu, Joanne M. Murabito, John Wright, Gail Davies, Sara Hägg, Mette Soerensen, Alexandra M. Binder, Ann Zenobia Moore, Eco J. C. de Geus, Terho Lehtimäki, Dan Mason, Daniel L. McCartney, Myriam Fornage, Ian J. Deary, Alicia K. Smith, Joyce B. J. van Meurs, Ake T. Lu, Hannah R Elliott, Annette Peters, Silva Kasela, Idil Yet, Luigi Ferrucci, Shengxu Li, Nicole Probst-Hensch, Paul Elliott, Kathryn L. Lunetta, Tampere University, Department of Clinical Chemistry, Clinical Medicine, Department of Clinical Physiology and Nuclear Medicine, Institute for Molecular Medicine Finland, Genetic Epidemiology, Helsinki Institute of Life Science HiLIFE, Department of Public Health, Medical Research Council (MRC), Home Office, Imperial College Healthcare NHS Trust- BRC Funding, Internal Medicine, Epidemiology, Biological Psychology, APH - Mental Health, APH - Personalized Medicine, and APH - Methodology
Subjects: Aging, Multifactorial Inheritance, BLOOD, Epigenetic clock, 05 Environmental Sciences, biomarkkerit, Genome-wide association study, QH426-470, Epigenesis, Genetic, 0302 clinical medicine, Biomarkers of aging, GWAS, Biology (General), Adiposity, Genetics, 11832 Microbiology and virology, 0303 health sciences, 318 Medical biotechnology, DNA methylation, 1184 Genetics, developmental biology, physiology, genomiikka, Dna Methylation, Epigenetic Clock, Gwas, ddc, DNA-metylaatio, INSIGHTS, C-Reactive Protein, epigenetiikka, MENDELIAN RANDOMIZATION, Educational Status, ICEP, Genetic Markers, PROVIDES, SUSCEPTIBILITY LOCI, Bioinformatics, QH301-705.5, Genomics, Biology, 03 medical and health sciences, NHLBI Trans-Omics for Precision Medicine (TOPMed) Consortium, AGE, SDG 3 - Good Health and Well-being, Plasminogen Activator Inhibitor 1, REGRESSION, Humans, Epigenetics, Gene, METAANALYSIS, 030304 developmental biology, Genome, Human, Research, Genetics of DNA Methylation Consortium, 06 Biological Sciences, Lipid Metabolism, Human genetics, Genetic architecture, Immunity, Innate, ikääntyminen, Genetic Loci, CpG Islands, 08 Information and Computing Sciences, 3111 Biomedicine, ENRICHMENT, epigenetic clock, 030217 neurology & neurosurgery, Biomarkers, Genome-Wide Association Study, Granulocytes
Abstract: Background Biological aging estimators derived from DNA methylation data are heritable and correlate with morbidity and mortality. Consequently, identification of genetic and environmental contributors to the variation in these measures in populations has become a major goal in the field. Results Leveraging DNA methylation and SNP data from more than 40,000 individuals, we identify 137 genome-wide significant loci, of which 113 are novel, from genome-wide association study (GWAS) meta-analyses of four epigenetic clocks and epigenetic surrogate markers for granulocyte proportions and plasminogen activator inhibitor 1 levels, respectively. We find evidence for shared genetic loci associated with the Horvath clock and expression of transcripts encoding genes linked to lipid metabolism and immune function. Notably, these loci are independent of those reported to regulate DNA methylation levels at constituent clock CpGs. A polygenic score for GrimAge acceleration showed strong associations with adiposity-related traits, educational attainment, parental longevity, and C-reactive protein levels. Conclusion This study illuminates the genetic architecture underlying epigenetic aging and its shared genetic contributions with lifestyle factors and longevity.
Published: 2021

74. Translating pharmacogenomics into clinical decisions: do not let the perfect be the enemy of the good

Author: Lili Milani and Kristi Krebs
Subjects: lcsh:QH426-470, Computer science, Clinical Decision-Making, Treatment outcome, lcsh:Medicine, Review, Clinical decision support system, Translational Research, Biomedical, 03 medical and health sciences, 0302 clinical medicine, Drug Discovery, Genetics, Humans, Implementation of pharmacogenetics, Precision Medicine, PGx, Molecular Biology, Routine care, 030304 developmental biology, Translation into the clinic, 0303 health sciences, lcsh:R, Clinical decision support, Adversary, Decision Support Systems, Clinical, 3. Good health, lcsh:Genetics, Treatment Outcome, Risk analysis (engineering), Pharmacogenetics, 030220 oncology & carcinogenesis, Pharmacogenomics, Molecular Medicine, Delivery of Health Care, Healthcare system
Abstract: The field of pharmacogenomics (PGx) is gradually shifting from the reactive testing of single genes toward the proactive testing of multiple genes to improve treatment outcomes, reduce adverse events, and decrease the burden of unnecessary costs for healthcare systems. Despite the progress in the field of pharmacogenomics, its implementation into routine care has been slow due to several barriers. However, in recent years, the number of studies on the implementation of PGx has increased, all providing a wealth of knowledge on different solutions for overcoming the obstacles that have been emphasized over the past years. This review focuses on some of the challenges faced by these initiatives, the solutions and different approaches for testing that they suggest, and the evidence that they provide regarding the benefits of preemptive PGx testing.
Published: 2019

75. Interferon signature in patients with STAT1 gain‐of‐function mutation is epigenetically determined

Author: Sofie E. Jørgensen, Pärt Peterson, Lili Milani, E. Graham Davies, Vincent Bondet, Mario Saare, Darragh Duffy, Epp Kaleviste, Sascha Sauer, Timothy Ronan Leahy, Helke Nurm, Trine H. Mogensen, Ann-Christine Syvänen, Kai Kisand, Winnie Ip, University of Tartu, Our Lady's Children's Hospital Crumlin (OLCHC), Immunobiologie des Cellules dendritiques, Institut Pasteur [Paris]-Institut National de la Santé et de la Recherche Médicale (INSERM), Aarhus University [Aarhus], Aarhus University Hospital, Tallinn Children's Hospital [Tallinn, Estonia], Great Ormond Street Hospital for Children [London] (GOSH), Max Planck Institute for Molecular Genetics (MPIMG), Max-Planck-Gesellschaft, Max Delbrück Center for Molecular Medicine [Berlin] (MDC), Helmholtz-Gemeinschaft = Helmholtz Association, Uppsala University, The research was funded by the European Union through the European Regional Development Fund (Project No 2014–2020.4.01.15‐0012), by Estonian Research Council (grants PUT1367 for KK, IUT 2‐2 for PP), and by [FP7/2007‐2013] under grant agreement number n° 262055 (ESGI). D. Duffy acknowledges support from the ANR (CE17001002) and Immunoqure for provision of mAbs for Simoa., European Project: 262055,EC:FP7:INFRA,FP7-INFRASTRUCTURES-2010-1,ESGI(2011), Institut Pasteur [Paris] (IP)-Institut National de la Santé et de la Recherche Médicale (INSERM), ANR-16-CE17-0005,GENMSMD,Dissection génétique de la Susceptibilité Mendélienne aux infections mycobactériennes chez l'homme(2016), and ANR-16-CE17-0010,IFNX,Investigation des interferonopathies type I humaine(2016)
Subjects: STAT3 Transcription Factor, 0301 basic medicine, Immunology, chronic mucocutaneous candidiasis, Biology, Epigenesis, Genetic, 03 medical and health sciences, 0302 clinical medicine, Interferon, STAT1 gain-of-function mutation, medicine, Humans, Immunology and Allergy, Genetic Predisposition to Disease, Epigenetics, Phosphorylation, epigenetics, Janus kinase 1, Chromatin binding, autoimmunity, Candidiasis, Chronic Mucocutaneous, 3. Good health, Chromatin, Intracellular signal transduction, STAT1 Transcription Factor, 030104 developmental biology, Gene Expression Regulation, Case-Control Studies, Gain of Function Mutation, Cancer research, type I interferon, [SDV.IMM]Life Sciences [q-bio]/Immunology, Chromatin Immunoprecipitation Sequencing, H3K4me3, Interferons, Chromatin immunoprecipitation, Protein Binding, Signal Transduction, 030215 immunology, medicine.drug
Abstract: International audience; STAT1 gain-of-function (GOF) variants lead to defective Th17 cell development and chronic mucocutaneous candidiasis (CMC), but frequently also to autoimmunity. Stimulation of cells with STAT1 inducing cytokines like interferons (IFN) result in hyperphosphorylation and delayed dephosphorylation of GOF STAT1. However, the mechanism how the delayed dephosphorylation exactly causes the increased expression of STAT1-dependent genes, and how the intracellular signal transduction from cytokine receptors is affected, remains unknown. In this study we show that the circulating levels of IFN-α were not persistently elevated in STAT1 GOF patients. Nevertheless, the expression of interferon signature genes was evident even in the patient with low or undetectable serum IFN-α levels. Chromatin immunoprecipitation (ChIP) experiments revealed that the active chromatin mark trimethylation of lysine 4 of histone 3 (H3K4me3), was significantly enriched in areas associated with interferon-stimulated genes in STAT1 GOF cells in comparison to cells from healthy donors. This suggests that the chromatin binding of GOF STAT1 variant promotes epigenetic changes compatible with higher gene expression and elevated reactivity to type I interferons, and possibly predisposes for interferon-related autoimmunity. The results also suggest that epigenetic rewiring may be responsible for treatment failure of Janus kinase 1/2 (JAK1/2) inhibitors in certain patients.
Published: 2019

76. Multiancestry Genome-Wide Association Study of Lipid Levels Incorporating Gene-Alcohol Interactions

Author: Alexandre C. Pereira, Jie Yao, Makoto Hirata, Ozren Polasek, Dragana Vuckovic, Mariaelisa Graff, Jing Hua Zhao, Michael R. Brown, Xuan Deng, Barbara V. Howard, Vilmundur Gudnason, Tuomo Rankinen, Yuan Shi, Timo A. Lakka, Ulrich Broeckel, Anuradhani Kasturiratne, Eric Boerwinkle, Charles Kooperberg, Hugues Aschard, Stephen S. Rich, Pamela J. Schreiner, Dan E. Arking, Hans J. Grabe, Ilaria Gandin, Mario Sims, Carl D. Langefeld, Yii-Der Ida Chen, Meian He, W. James Gauderman, Bruce M. Psaty, Kent D. Taylor, Tõnu Esko, Olli T. Raitakari, Saima Afaq, Maik Pietzner, Federica Laguzzi, Dennis O. Mook-Kanamori, Gregory P. Wilson, Xiuqing Guo, Jaspal S. Kooner, David R. Jacobs, Yajuan Wang, Raha Pazoki, Wei Zhao, Andres Metspalu, Mary F. Feitosa, Jost B. Jonas, Tin Aung, Tamara B. Harris, Karin Leander, Nancy L. Pedersen, Charles B. Eaton, Sharon L.R. Kardia, Bernardo L. Horta, Candace M. Kammerer, Terrence Forrester, Alexander P. Reiner, Paul W. Franks, Tanika N. Kelly, Igor Rudan, Ruben N. Eppinga, Melissa A. Richard, Colin A. McKenzie, Christine Williams, Christian Gieger, Joseph H. Lee, Brigitte Kühnel, Christopher P. Nelson, Wen Bin Wei, Antonietta Robino, Anne U. Jackson, E. Shyong Tai, Alisa K. Manning, Lisa R. Yanek, Paul Elliott, Lynne E. Wagenknecht, Ananda R. Wickremasinghe, José Eduardo Krieger, Peter S. Sever, Nora Franceschini, André G. Uitterlinden, Paul M. Ridker, Yun J. Sung, Karen L. Mohlke, Thomas H. Mosley, Nilesh J. Samani, Patricia B. Munroe, Jennifer A. Smith, John M. C. Connell, H. Janaka de Silva, Nicholas Y. Q. Tan, Jian'an Luan, Jennifer E. Huffman, Anna F. Dominiczak, Carsten Oliver Schmidt, Christie M. Ballantyne, Peter J. van der Most, Anuj Goel, Jerome I. Rotter, Amy R. Bentley, Lihua Wang, Rajkumar Dorajoo, Lenore J. Launer, Yechiel Friedlander, Mickaël Canouil, Traci M. Bartz, Thomas Meitinger, Robert A. Scott, Mike A. Nalls, Xueling Sim, Sarah E. Harris, Michael A. Province, Chew-Kiat Heng, Zhe Wang, Norihiro Kato, Evangelos Evangelou, Philippe Froguel, Virginia Fisher, Leslie J. Raffel, Renée de Mutsert, Michele K. Evans, Brenda W.J.H. Penninx, Yih Chung Tham, Tin Louie, Nana Matoba, Lawrence F. Bielak, Andrea R. V. R. Horimoto, Jingmin Liu, Lynda M. Rose, Nona Sotoodehnia, Daniel I. Chasman, Jasmin Divers, John M. Starr, Patricia A. Peyser, Ervin R. Fox, Barry I. Freedman, Megan L. Grove, Jeffrey R. O'Connell, Rob M. van Dam, Michiaki Kubo, Jessica D. Faul, Fang-Chi Hsu, Yize Li, Ilja M. Nolte, Caroline Hayward, Paolo Gasparini, Chiea Chuen Khor, Changwei Li, Xu Chen, James E. Hixson, Patrik K. E. Magnusson, John C. Chambers, Yoichiro Kamatani, Sami Heikkinen, M. Abdullah Said, Martin Farrall, Alena Stančáková, Konstantin Strauch, Albert V. Smith, Yik Ying Teo, Bamidele O. Tayo, Tamar Sofer, Caizheng Yu, Maris Alver, Oscar H. Franco, Yongmei Liu, Ioanna Ntalla, Myriam Fornage, W. Craig Johnson, Dina Vojinovic, William R. Scott, David R. Weir, Yanick Hagemeijer, Raymond Noordam, Mathilde Boissel, Cornelia M. van Duijn, Karen Schwander, Jingzhong Ding, James Scott, Diana van Heemst, Ching-Yu Cheng, Woon-Puay Koh, Jianjun Liu, Kenneth J. Mukamal, Blair H. Smith, Claude Bouchard, Claudia Langenberg, Jingjing Liang, Wei Zheng, Najaf Amin, Ulf de Faire, Bing Yu, Archie Campbell, Kari E. North, Salman M. Tajuddin, Fernando Pires Hartwig, Steve B. Kritchevsky, Tibor V. Varga, Pirjo Komulainen, Hugh Watkins, Johanna Kuusisto, Kurt Lohman, Rozenn N. Lemaitre, Ani Manichaikul, Dabeeru C. Rao, Kenneth Rice, Weihua Zhang, Franco Giulianini, Reedik Mägi, Solomon K. Musani, Wanqing Wen, Nicholas J. Wareham, Charles N. Rotimi, Marzyeh Amini, Rainer Rauramaa, Nicholette D. Palmer, Annette Peters, Neil R Poulter, Benjamin Lehne, Matthias Nauck, Harold Snieder, Donald W. Bowden, M. Arfan Ikram, Lisa de las Fuentes, C. Charles Gu, Xiaofeng Zhu, Markku Laakso, Tuomas O. Kilpeläinen, Ching-Ti Liu, Michael Boehnke, Jin-Fang Chai, Lili Milani, L. Adrienne Cupples, Yuri Milaneschi, Kiang Liu, Stephen Sidney, Alan B. Zonderman, Thomas W. Winkler, Ian J. Deary, Fumihiko Takeuchi, Mary K. Wojczynski, Pim van der Harst, Leo-Pekka Lyytikäinen, Jennifer G. Robinson, Chuan Gao, Xiao-Ou Shu, Diane M. Becker, Mohsen Ghanbari, Alanna C. Morrison, Jian-Min Yuan, Tomohiro Katsuya, Ivana Kolcic, Melanie Waldenberger, Terho Lehtimäki, Heikki A. Koistinen, Erin B. Ware, Ya Xing Wang, Marie Loh, Treva Rice, Qing Duan, Aldi T. Kraja, Sabanayagam Charumathi, Tien Yin Wong, Paul S. de Vries, Yujie Wang, Muhammad Riaz, Home Office, Action on Hearing Loss, Imperial College Healthcare NHS Trust- BRC Funding, British Heart Foundation, Medical Research Council (MRC), Wellcome Trust, National Institute for Health Research, Luan, Jian'an [0000-0003-3137-6337], Pietzner, Maik [0000-0003-3437-9963], Zhao, Jing Hua [0000-0003-4930-3582], Langenberg, Claudia [0000-0002-5017-7344], Wareham, Nicholas [0000-0003-1422-2993], Apollo - University of Cambridge Repository, APH - Mental Health, Psychiatry, APH - Digital Health, The University of Texas Health Science Center at Houston (UTHealth), National Institutes of Health [Bethesda] (NIH), Washington University in Saint Louis (WUSTL), University of Regensburg, Queen Mary University of London (QMUL), Washington University School of Medicine in St. Louis, Harbor UCLA Medical Center [Torrance, Ca.], University of North Carolina at Chapel Hill (UNC), Singapore National Eye Centre and Duke-NUS [Singapore], Singapore Eye Research Institute [Singapore] (SERI), National University of Singapore (NUS), Erasmus University Medical Center [Rotterdam] (Erasmus MC), Département de Biologie Computationnelle - Department of Computational Biology, Institut Pasteur [Paris] (IP)-Centre National de la Recherche Scientifique (CNRS), Institut Pasteur de Lille, Réseau International des Instituts Pasteur (RIIP), Institut Pasteur [Paris]-Centre National de la Recherche Scientifique (CNRS), University Management, Department of Medicine, University of Helsinki, Endokrinologian yksikkö, HUS Abdominal Center, Lifelines Cohort, Groningen, The Netherlands (Lifelines Cohort Study), Epidemiology, Neurology, Radiology & Nuclear Medicine, Internal Medicine, Life Course Epidemiology (LCE), Cardiovascular Centre (CVC), de Vries, Paul S, Brown, Michael R, Bentley, Amy R, Sung, Yun J, Winkler, Thomas W, Ntalla, Ioanna, Schwander, Karen, Kraja, Aldi T, Guo, Xiuqing, Franceschini, Nora, Cheng, Ching-Yu, Sim, Xueling, Vojinovic, Dina, Huffman, Jennifer E, Musani, Solomon K, Li, Changwei, Feitosa, Mary F, Richard, Melissa A, Noordam, Raymond, Aschard, Hugue, Bartz, Traci M, Bielak, Lawrence F, Deng, Xuan, Dorajoo, Rajkumar, Lohman, Kurt K, Manning, Alisa K, Rankinen, Tuomo, Smith, Albert V, Tajuddin, Salman M, Evangelou, Evangelo, Graff, Mariaelisa, Alver, Mari, Boissel, Mathilde, Chai, Jin Fang, Chen, Xu, Divers, Jasmin, Gandin, Ilaria, Gao, Chuan, Goel, Anuj, Hagemeijer, Yanick, Harris, Sarah E, Hartwig, Fernando P, He, Meian, Horimoto, Andrea R V R, Hsu, Fang-Chi, Jackson, Anne U, Kasturiratne, Anuradhani, Komulainen, Pirjo, Kühnel, Brigitte, Laguzzi, Federica, Lee, Joseph H, Luan, Jian'An, Lyytikäinen, Leo-Pekka, Matoba, Nana, Nolte, Ilja M, Pietzner, Maik, Riaz, Muhammad, Said, M Abdullah, Scott, Robert A, Sofer, Tamar, Stancáková, Alena, Takeuchi, Fumihiko, Tayo, Bamidele O, van der Most, Peter J, Varga, Tibor V, Wang, Yajuan, Ware, Erin B, Wen, Wanqing, Yanek, Lisa R, Zhang, Weihua, Zhao, Jing Hua, Afaq, Saima, Amin, Najaf, Amini, Marzyeh, Arking, Dan E, Aung, Tin, Ballantyne, Christie, Boerwinkle, Eric, Broeckel, Ulrich, Campbell, Archie, Canouil, Mickaël, Charumathi, Sabanayagam, Chen, Yii-Der Ida, Connell, John M, de Faire, Ulf, de Las Fuentes, Lisa, de Mutsert, Renée, de Silva, H Janaka, Ding, Jingzhong, Dominiczak, Anna F, Duan, Qing, Eaton, Charles B, Eppinga, Ruben N, Faul, Jessica D, Fisher, Virginia, Forrester, Terrence, Franco, Oscar H, Friedlander, Yechiel, Ghanbari, Mohsen, Giulianini, Franco, Grabe, Hans J, Grove, Megan L, Gu, C Charle, Harris, Tamara B, Heikkinen, Sami, Heng, Chew-Kiat, Hirata, Makoto, Hixson, James E, Howard, Barbara V, Ikram, M Arfan, Jacobs, David R, Johnson, Craig, Jonas, Jost Bruno, Kammerer, Candace M, Katsuya, Tomohiro, Khor, Chiea Chuen, Kilpeläinen, Tuomas O, Koh, Woon-Puay, Koistinen, Heikki A, Kolcic, Ivana, Kooperberg, Charle, Krieger, Jose E, Kritchevsky, Steve B, Kubo, Michiaki, Kuusisto, Johanna, Lakka, Timo A, Langefeld, Carl D, Langenberg, Claudia, Launer, Lenore J, Lehne, Benjamin, Lemaitre, Rozenn N, Li, Yize, Liang, Jingjing, Liu, Jianjun, Liu, Kiang, Loh, Marie, Louie, Tin, Mägi, Reedik, Manichaikul, Ani W, Mckenzie, Colin A, Meitinger, Thoma, Metspalu, Andre, Milaneschi, Yuri, Milani, Lili, Mohlke, Karen L, Mosley, Thomas H, Mukamal, Kenneth J, Nalls, Mike A, Nauck, Matthia, Nelson, Christopher P, Sotoodehnia, Nona, O'Connell, Jeff R, Palmer, Nicholette D, Pazoki, Raha, Pedersen, Nancy L, Peters, Annette, Peyser, Patricia A, Polasek, Ozren, Poulter, Neil, Raffel, Leslie J, Raitakari, Olli T, Reiner, Alex P, Rice, Treva K, Rich, Stephen S, Robino, Antonietta, Robinson, Jennifer G, Rose, Lynda M, Rudan, Igor, Schmidt, Carsten O, Schreiner, Pamela J, Scott, William R, Sever, Peter, Shi, Yuan, Sidney, Stephen, Sims, Mario, Smith, Blair H, Smith, Jennifer A, Snieder, Harold, Starr, John M, Strauch, Konstantin, Tan, Nichola, Taylor, Kent D, Teo, Yik Ying, Tham, Yih Chung, Uitterlinden, André G, van Heemst, Diana, Vuckovic, Dragana, Waldenberger, Melanie, Wang, Lihua, Wang, Yujie, Wang, Zhe, Wei, Wen Bin, Williams, Christine, Wilson, Gregory, Wojczynski, Mary K, Yao, Jie, Yu, Bing, Yu, Caizheng, Yuan, Jian-Min, Zhao, Wei, Zonderman, Alan B, Becker, Diane M, Boehnke, Michael, Bowden, Donald W, Chambers, John C, Deary, Ian J, Esko, Tõnu, Farrall, Martin, Franks, Paul W, Freedman, Barry I, Froguel, Philippe, Gasparini, Paolo, Gieger, Christian, Horta, Bernardo L, Kamatani, Yoichiro, Kato, Norihiro, Kooner, Jaspal S, Laakso, Markku, Leander, Karin, Lehtimäki, Terho, Magnusson, Patrik K E, Penninx, Brenda, Pereira, Alexandre C, Rauramaa, Rainer, Samani, Nilesh J, Scott, Jame, Shu, Xiao-Ou, van der Harst, Pim, Wagenknecht, Lynne E, Wang, Ya Xing, Wareham, Nicholas J, Watkins, Hugh, Weir, David R, Wickremasinghe, Ananda R, Zheng, Wei, Elliott, Paul, North, Kari E, Bouchard, Claude, Evans, Michele K, Gudnason, Vilmundur, Liu, Ching-Ti, Liu, Yongmei, Psaty, Bruce M, Ridker, Paul M, van Dam, Rob M, Kardia, Sharon L R, Zhu, Xiaofeng, Rotimi, Charles N, Mook-Kanamori, Dennis O, Fornage, Myriam, Kelly, Tanika N, Fox, Ervin R, Hayward, Caroline, van Duijn, Cornelia M, Tai, E Shyong, Wong, Tien Yin, Liu, Jingmin, Rotter, Jerome I, Gauderman, W Jame, Province, Michael A, Munroe, Patricia B, Rice, Kenneth, Chasman, Daniel I, Cupples, L Adrienne, Rao, Dabeeru C, Morrison, Alanna C, and Academic Medical Center
Subjects: Male, Epidemiology, Genome-wide association study, Cardiovascular, MESH: Genotype, Substance Misuse, Alcohol Use and Health, 0302 clinical medicine, Aetiology, triglycerides, 11 Medical and Health Sciences, Public, Environmental & Occupational Health, [STAT.AP]Statistics [stat]/Applications [stat.AP], MESH: Middle Aged, MESH: Life Style, genome wide, gene-alcohol interaction, lipid levels, Lipid Measurement, Lifelines Cohort, DENSITY-LIPOPROTEIN CHOLESTEROL, MESH: Young Adult, 030220 oncology & carcinogenesis, Kexin, LOW-FREQUENCY, MESH: Cholesterol, HDL, MESH: Cholesterol, LDL, MESH: Triglycerides, HDL, Alcohol Drinking, Genotype, alcohol consumption, MESH: Phenotype, LDL, lipids, 03 medical and health sciences, Genetics, Humans, Life Style, METAANALYSIS, 01 Mathematical Sciences, Aged, MESH: Adolescent, HDL CHOLESTEROL, MESH: Humans, Science & Technology, Cholesterol, APOBEC1, Lifelines Cohort, Groningen, The Netherlands (Lifelines Cohort Study), MESH: Vascular Endothelial Growth Factor B, Racial Groups, cholesterol, The Netherlands, MESH: Adult, CONSUMPTION, chemistry, MESH: Genome-Wide Association Study, [INFO.INFO-BI]Computer Science [cs]/Bioinformatics [q-bio.QM], Lipid profile, MESH: Female, MESH: Alcohol Drinking, MESH: Continental Population Groups, Vascular Endothelial Growth Factor B, Original Contributions, Blood lipids, VEGF-B, Medical and Health Sciences, Mathematical Sciences, BLOOD-LIPIDS, chemistry.chemical_compound, 2.1 Biological and endogenous factors, 030212 general & internal medicine, MESH: Aged, medicine.diagnostic_test, PLASMA, gene-environment interactions, Middle Aged, 3142 Public health care science, environmental and occupational health, Alcoholism, Phenotype, Female, gene-lifestyle interactions, genome-wide association studies, [STAT.ME]Statistics [stat]/Methodology [stat.ME], Life Sciences & Biomedicine, Groningen, Adult, Adolescent, Biology, Young Adult, medicine, CORONARY-HEART-DISEASE, Human Genome, Cholesterol, HDL, Lipid metabolism, Cholesterol, LDL, InterAct Consortium, MESH: Lipids, MESH: Male, INDIVIDUALS, [SDV.GEN.GH]Life Sciences [q-bio]/Genetics/Human genetics, [SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie, Genome-Wide Association Study
Abstract: © The Author(s) 2019. A person's lipid profile is influenced by genetic variants and alcohol consumption, but the contribution of interactions between these exposures has not been studied. We therefore incorporated gene-Alcohol interactions into a multiancestry genome-wide association study of levels of high-density lipoprotein cholesterol, low-density lipoprotein cholesterol, and triglycerides. We included 45 studies in stage 1 (genome-wide discovery) and 66 studies in stage 2 (focused follow-up), for a total of 394,584 individuals from 5 ancestry groups. Analyses covered the period July 2014-November 2017. Genetic main effects and interaction effects were jointly assessed by means of a 2- degrees-of-freedom (df) test, and a 1-df test was used to assess the interaction effects alone. Variants at 495 loci were at least suggestively associated (P < 1 × 10?6) with lipid levels in stage 1 and were evaluated in stage 2, followed by combined analyses of stage 1 and stage 2. In the combined analysis of stages 1 and 2, a total of 147 independent loci were associated with lipid levels at P < 5 × 10?8 using 2-df tests, of which 18 were novel. No genome-wide-significant associations were found testing the interaction effect alone. The novel loci included several genes (proprotein convertase subtilisin/kexin type 5 (PCSK5), vascular endothelial growth factor B (VEGFB), and apolipoprotein B mRNA editing enzyme, catalytic polypeptide 1 (APOBEC1) complementation factor (A1CF)) that have a putative role in lipid metabolism on the basis of existing evidence from cellular and experimental models. National Heart, Lung, and Blood Institute; American Heart Association Grant
Published: 2019

77. SARS-CoV-2 susceptibility and COVID-19 disease severity are associated with genetic variants affecting gene expression in a variety of tissues

Author: Matteo D’Antonio, Jennifer P. Nguyen, Timothy D. Arthur, Hiroko Matsui, Agnieszka D’Antonio-Chronowska, Kelly A. Frazer, Benjamin M. Neale, Mark Daly, Andrea Ganna, Christine Stevens, Gita A. Pathak, Shea J. Andrews, Masahiro Kanai, Mattia Cordioli, Juha Karjalainen, Renato Polimanti, Matti Pirinen, Nadia Harerimana, Kumar Veerapen, Brooke Wolford, Huy Nguyen, Matthew Solomonson, Rachel G. Liao, Karolina Chwialkowska, Amy Trankiem, Mary K. Balaconis, Caroline Hayward, Anne Richmond, Archie Campbell, Marcela Morris, Chloe Fawns-Ritchie, Joseph T. Glessner, Douglas M. Shaw, Xiao Chang, Hannah Polikowski, Petty E. Lauren, Hung-Hsin Chen, Zhu Wanying, Hakon Hakonarson, David J. Porteous, Jennifer Below, Kari North, Joseph B. McCormick, Paul R.H.J. Timmers, James F. Wilson, Albert Tenesa, Kenton D’Mellow, Shona M. Kerr, Mari E.K. Niemi, Lindokuhle Nkambul, Kathrin Aprile von Hohenstaufen, Ali Sobh, Madonna M. Eltoukhy, Amr M. Yassen, Mohamed A.F. Hegazy, Kamal Okasha, Mohammed A. Eid, Hanteera S. Moahmed, Doaa Shahin, Yasser M. El-Sherbiny, Tamer A. Elhadidy, Mohamed S. Abd Elghafar, Jehan J. El-Jawhari, Attia A.S. Mohamed, Marwa H. Elnagdy, Amr Samir, Mahmoud Abdel-Aziz, Walid T. Khafaga, Walaa M. El-Lawaty, Mohamed S. Torky, Mohamed R. El-shanshory, Chiara Batini, Paul H. Lee, Nick Shrine, Alexander T. Williams, Martin D. Tobin, Anna L. Guyatt, Catherine John, Richard J. Packer, Altaf Ali, Robert C. Free, Xueyang Wang, Louise V. Wain, Edward J. Hollox, Laura D. Venn, Catherine E. Bee, Emma L. Adams, Ahmadreza Niavarani, Bahareh Sharififard, Rasoul Aliannejad, Ali Amirsavadkouhi, Zeinab Naderpour, Hengameh Ansari Tadi, Afshar Etemadi Aleagha, Saeideh Ahmadi, Seyed Behrooz Mohseni Moghaddam, Alireza Adamsara, Morteza Saeedi, Hamed Abdollahi, Abdolmajid Hosseini, Pajaree Chariyavilaskul, Monpat Chamnanphon, Thitima B. Suttichet, Vorasuk Shotelersuk, Monnat Pongpanich, Chureerat Phokaew, Wanna Chetruengchai, Watsamon Jantarabenjakul, Opass Putchareon, Pattama Torvorapanit, Thanyawee Puthanakit, Pintip Suchartlikitwong, Nattiya Hirankarn, Voraphoj Nilaratanakul, Pimpayao Sodsai, Ben M. Brumpton, Kristian Hveem, Cristen Willer, Wei Zhou, Tormod Rogne, Erik Solligard, Bjørn Olav Åsvold, Malak Abedalthagafi, Manal Alaamery, Saleh Alqahtani, Dona Baraka, Fawz Al Harthi, Ebtehal Alsolm, Leen Abu Safieh, Albandary M. Alowayn, Fatimah Alqubaishi, Amal Al Mutairi, Serghei Mangul, Abdulraheem Alshareef, Mona Sawaji, Mansour Almutairi, Nora Aljawini, Nour Albesher, Yaseen M. Arabi, Ebrahim S. Mahmoud, Amin K. Khattab, Roaa T. Halawani, Ziab Z. Alahmadey, Jehad K. Albakri, Walaa A. Felemban, Bandar A. Suliman, Rana Hasanato, Laila Al-Awdah, Jahad Alghamdi, Deema AlZahrani, Sameera AlJohani, Hani Al-Afghani, May Alrashed, Nouf AlDhawi, Hadeel AlBardis, Sarah Alkwai, Moneera Alswailm, Faisal Almalki, Maha Albeladi, Iman Almohammed, Eman Barhoush, Anoud Albader, Salam Massadeh, Abdulaziz AlMalik, Sara Alotaibi, Bader Alghamdi, Junghyun Jung, Mohammad S. Fawzy, Yunsung Lee, Per Magnus, Lill-Iren S. Trogstad, Øyvind Helgeland, Jennifer R. Harris, Massimo Mangino, Tim D. Spector, Duncan Emma, Sandra P. Smieszek, Bartlomiej P. Przychodzen, Christos Polymeropoulos, Vasilios Polymeropoulos, Mihael H. Polymeropoulos, Israel Fernandez-Cadenas, Jordi Perez-Tur, Laia Llucià-Carol, Natalia Cullell, Elena Muiño, Jara Cárcel-Márquez, Marta L. DeDiego, Lara Lloret Iglesias, Anna M. Planas, Alex Soriano, Veronica Rico, Daiana Agüero, Josep L. Bedini, Francisco Lozano, Carlos Domingo, Veronica Robles, Francisca Ruiz-Jaén, Leonardo Márquez, Juan Gomez, Eliecer Coto, Guillermo M. Albaiceta, Marta García-Clemente, David Dalmau, Maria J. Arranz, Beatriz Dietl, Alex Serra-Llovich, Pere Soler, Roger Colobrán, Andrea Martín-Nalda, Alba Parra Martínez, David Bernardo, Silvia Rojo, Aida Fiz-López, Elisa Arribas, Paloma de la Cal-Sabater, Tomás Segura, Esther González-Villa, Gemma Serrano-Heras, Joan Martí-Fàbregas, Elena Jiménez-Xarrié, Alicia de Felipe Mimbrera, Jaime Masjuan, Sebastian García-Madrona, Anna Domínguez-Mayoral, Joan Montaner Villalonga, Paloma Menéndez-Valladares, Daniel I. Chasman, Julie E. Buring, Paul M. Ridker, Giulianini Franco, Howard D. Sesso, JoAnn E. Manson, Joseph R. Glessner, Carolina Medina-Gomez, Andre G. Uitterlinden, M. Arfan Ikram, Kati Kristiansson, Sami Koskelainen, Markus Perola, Kati Donner, Katja Kivinen, Aarno Palotie, Samuli Ripatti, Sanni Ruotsalainen, Mari Kaunisto, null FinnGen, Tomoko Nakanishi, Guillaume Butler-Laporte, Vincenzo Forgetta, David R. Morrison, Biswarup Ghosh, Laetitia Laurent, Alexandre Belisle, Danielle Henry, Tala Abdullah, Olumide Adeleye, Noor Mamlouk, Nofar Kimchi, Zaman Afrasiabi, Nardin Rezk Branka Vulesevic, Meriem Bouab, Charlotte Guzman, Louis Petitjean, Chris Tselios, Xiaoqing Xue, Erwin Schurr, Jonathan Afilalo, Marc Afilalo, Maureen Oliveira, Bluma Brenner, Pierre Lepage, Jiannis Ragoussis, Daniel Auld, Nathalie Brassard, Madeleine Durand, Michaël Chassé, Daniel E. Kaufmann, G. Mark Lathrop, Vincent Mooser, J. Brent Richards, Rui Li, Darin Adra, Souad Rahmouni, Michel Georges, Michel Moutschen, Benoit Misset, Gilles Darcis, Julien Guiot, Julien Guntz, Samira Azarzar, Stéphanie Gofflot, Yves Beguin, Sabine Claassen, Olivier Malaise, Pascale Huynen, Christelle Meuris, Marie Thys, Jessica Jacques, Philippe Léonard, Frederic Frippiat, Jean-Baptiste Giot, Anne-Sophie Sauvage, Christian Von Frenckell, Yasmine Belhaj, Bernard Lambermont, Sara Pigazzini, Lindokuhle Nkambule, Michelle Daya, Jonathan Shortt, Nicholas Rafaels, Stephen J. Wicks, Kristy Crooks, Kathleen C. Barnes, Christopher R. Gignoux, Sameer Chavan, Triin Laisk, Kristi Läll, Maarja Lepamets, Reedik Mägi, Tõnu Esko, Ene Reimann, Lili Milani, Helene Alavere, Kristjan Metsalu, Mairo Puusepp, Andres Metspalu, Paul Naaber, Edward Laane, Jaana Pesukova, Pärt Peterson, Kai Kisand, Jekaterina Tabri, Raili Allos, Kati Hensen, Joel Starkopf, Inge Ringmets, Anu Tamm, Anne Kallaste, Pierre-Yves Bochud, Carlo Rivolta, Stéphanie Bibert, Mathieu Quinodoz, Dhryata Kamdar, Noémie Boillat, Semira Gonseth Nussle, Werner Albrich, Noémie Suh, Dionysios Neofytos, Véronique Erard, Cathy Voide, null FHoGID, null RegCOVID, null P-PredictUs, null SeroCOVID, null CRiPSI, Rafael de Cid, Iván Galván-Femenía, Natalia Blay, Anna Carreras, Beatriz Cortés, Xavier Farré, Lauro Sumoy, Victor Moreno, Josep Maria Mercader, Marta Guindo-Martinez, David Torrents, Manolis Kogevinas, Judith Garcia-Aymerich, Gemma Castaño-Vinyals, Carlota Dobaño, Alessandra Renieri, Francesca Mari, Chiara Fallerini, Sergio Daga, Elisa Benetti, Margherita Baldassarri, Francesca Fava, Elisa Frullanti, Floriana Valentino, Gabriella Doddato, Annarita Giliberti, Rossella Tita, Sara Amitrano, Mirella Bruttini, Susanna Croci, Ilaria Meloni, Maria Antonietta Mencarelli, Caterina Lo Rizzo, Anna Maria Pinto, Giada Beligni, Andrea Tommasi, Laura Di Sarno, Maria Palmieri, Miriam Lucia Carriero, Diana Alaverdian, Stefano Busani, Raffaele Bruno, Marco Vecchia, Mary Ann Belli, Nicola Picchiotti, Maurizio Sanarico, Marco Gori, Simone Furini, Stefania Mantovani, Serena Ludovisi, Mario Umberto Mondelli, Francesco Castelli, Eugenia Quiros-Roldan, Melania Degli Antoni, Isabella Zanella, Massimo Vaghi, Stefano Rusconi, Matteo Siano, Francesca Montagnani, Arianna Emiliozzi, Massimiliano Fabbiani, Barbara Rossetti, Elena Bargagli, Laura Bergantini, Miriana D’Alessandro, Paolo Cameli, David Bennett, Federico Anedda, Simona Marcantonio, Sabino Scolletta, Federico Franchi, Maria Antonietta Mazzei, Susanna Guerrini, Edoardo Conticini, Luca Cantarini, Bruno Frediani, Danilo Tacconi, Chiara Spertilli, Marco Feri, Alice Donati, Raffaele Scala, Luca Guidelli, Genni Spargi, Marta Corridi, Cesira Nencioni, Leonardo Croci, Maria Bandini, Gian Piero Caldarelli, Paolo Piacentini, Elena Desanctis, Silvia Cappelli, Anna Canaccini, Agnese Verzuri, Valentina Anemoli, Agostino Ognibene, Alessandro Pancrazzi, Maria Lorubbio, Antonella D’Arminio Monforte, Federica Gaia Miraglia, Massimo Girardis, Sophie Venturelli, Andrea Cossarizza, Andrea Antinori, Alessandra Vergori, Arianna Gabrieli, Agostino Riva, Daniela Francisci, Elisabetta Schiaroli, Francesco Paciosi, Pier Giorgio Scotton, Francesca Andretta, Sandro Panese, Renzo Scaggiante, Francesca Gatti, Saverio Giuseppe Parisi, Stefano Baratti, Matteo Della Monica, Carmelo Piscopo, Mario Capasso, Roberta Russo, Immacolata Andolfo, Achille Iolascon, Giuseppe Fiorentino, Massimo Carella, Marco Castori, Giuseppe Merla, Gabriella Maria Squeo, Filippo Aucella, Pamela Raggi, Carmen Marciano, Rita Perna, Matteo Bassetti, Antonio Di Biagio, Maurizio Sanguinetti, Luca Masucci, Serafina Valente, Marco Mandalà, Alessia Giorli, Lorenzo Salerni, Patrizia Zucchi, Pierpaolo Parravicini, Elisabetta Menatti, Tullio Trotta, Ferdinando Giannattasio, Gabriella Coiro, Fabio Lena, Domenico A. Coviello, Cristina Mussini, Enrico Martinelli, Sandro Mancarella, Luisa Tavecchia, Lia Crotti, Chiara Gabbi, Marco Rizzi, Franco Maggiolo, Diego Ripamonti, Tiziana Bachetti, Maria Teresa La Rovere, Simona Sarzi-Braga, Maurizio Bussotti, Stefano Ceri, Pietro Pinoli, Francesco Raimondi, Filippo Biscarini, Alessandra Stella, Kristina Zguro, Katia Capitani, Claudia Suardi, Simona Dei, Gianfranco Parati, Sabrina Ravaglia, Rosangela Artuso, Giordano Bottà, Paolo Di Domenico, Ilaria Rancan, Antonio Perrella Francesco Bianchi, Davide Romani, Paola Bergomi, Emanuele Catena, Riccardo Colombo, Marco Tanfoni, Antonella Vincenti, Claudio Ferri, Davide Grassi, Gloria Pessina, Mario Tumbarello, Massimo Di Pietro, Ravaglia Sabrina, Sauro Luchi, Chiara Barbieri, Donatella Acquilini, Elena Andreucci, Francesco Vladimiro Segala, Giusy Tiseo, Marco Falcone, Mirjam Lista, Monica Poscente, Oreste De Vivo, Paola Petrocelli, Alessandra Guarnaccia, Silvia Baroni, Albert V. Smith, Andrew P. Boughton, Kevin W. Li, Jonathon LeFaive, Aubrey Annis, Anne E. Justice, Tooraj Mirshahi, Geetha Chittoor, Navya Shilpa Josyula, Jack A. Kosmicki, Manuel A.R. Ferreira, Joseph B. Leader, Dave J. Carey, Matthew C. Gass, Julie E. Horowitz, Michael N. Cantor, Ashish Yadav, Aris Baras, Goncalo R. Abecasis, David A. van Heel, Karen A. Hunt, Dan Mason, Qin Qin Huang, Sarah Finer, null Genes & Health Research Team, Bhavi Trivedi, Christopher J. Griffiths, Hilary C. Martin, John Wright, Richard C. Trembath, Nicole Soranzo, Jing Hua Zhao, Adam S. Butterworth, John Danesh, Emanuele Di Angelantonio, Lude Franke Marike Boezen, Patrick Deelen, Annique Claringbould, Esteban Lopera, Robert Warmerdam, Judith.M. Vonk, Irene van Blokland, Pauline Lanting, Anil P.S. Ori, Brooke Wolford Sebastian Zöllner, Jiongming Wang, Andrew Beck, Gina Peloso, Yuk-Lam Ho, Yan V. Sun, Jennifer E. Huffman, Christopher J. O’Donnell, Kelly Cho, Phil Tsao, J. Michael Gaziano, Michel (M.G.) Nivard, Eco (E.J.C.) de geus, Meike Bartels, Jouke Jan Hottenga, Scott T. Weiss, Elizabeth W. Karlson, Jordan W. Smoller, Robert C. Green, Yen-Chen Anne Feng, Josep Mercader, Shawn N. Murphy, James B. Meigs, Ann E. Woolley, Emma F. Perez, Daniel Rader, Anurag Verma, Marylyn D. Ritchie, Binglan Li, Shefali S. Verma, Anastasia Lucas, Yuki Bradford, Hugo Zeberg, Robert Frithiof, Michael Hultström, Miklos Lipcsey, Lindo Nkambul, Nicolas Tardif, Olav Rooyackers, Jonathan Grip, Tomislav Maricic, Konrad J. Karczewski, Elizabeth G. Atkinson, Kristin Tsuo, Nikolas Baya, Patrick Turley, Rahul Gupta, Shawneequa Callier, Raymond K. Walters, Duncan S. Palmer, Gopal Sarma, Nathan Cheng, Wenhan Lu, Sam Bryant, Claire Churchhouse, Caroline Cusick, Jacqueline I. Goldstein, Daniel King, Cotton Seed, Hilary Finucane, Alicia R. Martin, F. Kyle Satterstrom, Daniel J. Wilson, Jacob Armstrong, Justine K. Rudkin, Gavin Band, Sarah G. Earle, Shang-Kuan Lin, Nicolas Arning, Derrick W. Crook, David H. Wyllie, Anne Marie O’Connell, Chris C.A. Spencer, Nils Koelling, Mark J. Caulfield, Richard H. Scott, Tom Fowler, Loukas Moutsianas, Athanasios Kousathanas, Dorota Pasko, Susan Walker, Augusto Rendon, Alex Stuckey, Christopher A. Odhams, Daniel Rhodes, Georgia Chan, Prabhu Arumugam, Catherine A. Ball, Eurie L. Hong, Kristin Rand, Ahna Girshick, Harendra Guturu, Asher Haug Baltzell, Genevieve Roberts, Danny Park, Marie Coignet, Shannon McCurdy, Spencer Knight, Raghavendran Partha, Brooke Rhead, Miao Zhang, Nathan Berkowitz, Michael Gaddis, Keith Noto, Luong Ruiz, Milos Pavlovic, Laura G. Sloofman, Alexander W. Charney, Noam D. Beckmann, Eric E. Schadt, Daniel M. Jordan, Ryan C. Thompson, Kyle Gettler, Noura S. Abul-Husn, Steven Ascolillo, Joseph D. Buxbaum, Kumardeep Chaudhary, Judy H. Cho, Yuval Itan, Eimear E. Kenny, Gillian M. Belbin, Stuart C. Sealfon, Robert P. Sebra, Irene Salib, Brett L. Collins, Tess Levy, Bari Britvan, Katherine Keller, Lara Tang, Michael Peruggia, Liam L. Hiester, Kristi Niblo, Alexandra Aksentijevich, Alexander Labkowsky, Avromie Karp, Menachem Zlatopolsky, Michael Preuss, Ruth J.F. Loos, Girish N. Nadkarni, Ron Do, Clive Hoggart, Sam Choi, Slayton J. Underwood, Paul O’Reilly, Laura M. Huckins, Marissa Zyndorf, AII - Infectious diseases, Amsterdam Neuroscience - Neuroinfection & -inflammation, and Neurology
Subjects: Medical Physiology, Gene Expression, Genome-wide association study, Genome, Severity of Illness Index, colocalization, Gene expression, Databases, Genetic, Ethnicity, 2.1 Biological and endogenous factors, GWAS, Aetiology, Biology (General), Lung, Genetics, Chromosome Mapping, Single Nucleotide, Organ Specificity, Biotechnology, Cell type, QH301-705.5, Quantitative Trait Loci, Single-nucleotide polymorphism, Biology, eQTL, Polymorphism, Single Nucleotide, Article, General Biochemistry, Genetics and Molecular Biology, Databases, Genetic, SNP, Humans, Genetic Predisposition to Disease, COVID-19 Host Genetics Initiative, Polymorphism, Gene, COVID-19, SARS-CoV-2, Gene Expression Profiling, Prevention, Human Genome, Computational Biology, Genetic Variation, Good Health and Well Being, Expression quantitative trait loci, Biochemistry and Cell Biology, Transcriptome, Genome-Wide Association Study
Abstract: Variability in SARS-CoV-2 susceptibility and COVID-19 disease severity between individuals is partly due to genetic factors. Here, we identify 4 genomic loci with suggestive associations for SARS-CoV-2 susceptibility and 19 for COVID-19 disease severity. Four of these 23 loci likely have an ethnicity-specific component. Genome-wide association study (GWAS) signals in 11 loci colocalize with expression quantitative trait loci (eQTLs) associated with the expression of 20 genes in 62 tissues/cell types (range: 1:43 tissues/gene), including lung, brain, heart, muscle, and skin as well as the digestive system and immune system. We perform genetic fine mapping to compute 99% credible SNP sets, which identify 10 GWAS loci that have eight or fewer SNPs in the credible set, including three loci with one single likely causal SNP. Our study suggests that the diverse symptoms and disease severity of COVID-19 observed between individuals is associated with variants across the genome, affecting gene expression levels in a wide variety of tissue types., Graphical abstract, D’Antonio et al. characterize associations between GWAS signals for COVID-19 disease and eQTLs in 69 human tissues to identify causal variants and their underlying molecular mechanisms. They show that diverse symptoms and disease severity of COVID-19 are associated with variants affecting gene expression in a wide variety of tissues.
Published: 2022

78. Evidence for increased genetic risk load for major depression in patients assigned to electroconvulsive therapy

Author: Alexander Viktorin, Jane Hvarregaard Christensen, Jian Yang, Robert A Schoevers, Fabian Streit, Margarita Rivera, Lili Milani, Jerome Clifford Foo, Naomi Wray, Dale Nyholt, Nancy Pedersen, Jonathan Coleman, Susanne Moebus, Peter Visscher, Preben Bo Mortensen, Per Qvist, Esben Agerbo, Lucía Colodro Conde, Divya Deepak Mehta, Henriette Buttenschøn, Jakob Grove, Bradley Webb, Psychiatry, Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Perceptual and Cognitive Neuroscience (PCN), Clinical Cognitive Neuropsychiatry Research Program (CCNP), Epidemiology, Internal Medicine, and Child and Adolescent Psychiatry / Psychology
Subjects: Male, DISORDER, 0301 basic medicine, Multifactorial Inheritance, medicine.medical_treatment, Treatment outcome, Medizin, electroconvulsive therapy, 0302 clinical medicine, Electroconvulsive therapy, Risk Factors, Genetic risk, Major depressive episode, treatment‐resistance, Research Articles, Genetics (clinical), Depression (differential diagnoses), treatment-resistance, education.field_of_study, medicine.diagnostic_test, Middle Aged, 3. Good health, Psychiatry and Mental health, Treatment Outcome, polygenic risk scores, depression, Female, medicine.symptom, Research Article, Adult, medicine.medical_specialty, Population, BF, behavioral disciplines and activities, 03 medical and health sciences, Cellular and Molecular Neuroscience, Rating scale, Internal medicine, mental disorders, medicine, Humans, Genetic Predisposition to Disease, Genetic Testing, education, Aged, Genetic testing, Psychiatric Status Rating Scales, Depressive Disorder, Major, business.industry, ECT, 030104 developmental biology, RC0321, Self Report, major depression, business, 030217 neurology & neurosurgery
Abstract: Electroconvulsive therapy (ECT) is the treatment of choice for severe and treatment-resistant\ud depression; disorder severity and unfavorable treatment outcomes are shown to be influenced\ud by an increased genetic burden for major depression (MD). Here, we tested whether ECT assignment\ud and response/nonresponse are associated with an increased genetic burden for major\ud depression (MD) using polygenic risk score (PRS), which summarize the contribution of diseaserelated\ud common risk variants. Fifty-one psychiatric inpatients suffering from a major depressive\ud episode underwent ECT. MD-PRS were calculated for these inpatients and a separate\ud population-based sample (n = 3,547 healthy; n = 426 self-reported depression) based on summary\ud statistics from the Psychiatric Genomics Consortium MDD-working group (Cases:\ud n = 59,851; Controls: n = 113,154). MD-PRS explained a significant proportion of disease status\ud between ECT patients and healthy controls (p = .022, R2 = 1.173%); patients showed higher\ud MD-PRS. MD-PRS in population-based depression self-reporters were intermediate between\ud ECT patients and controls (n.s.). Significant associations between MD-PRS and ECT response\ud (50% reduction in Hamilton depression rating scale scores) were not observed. Our findings indicate\ud that ECT cohorts show an increased genetic burden for MD and are consistent with the\ud hypothesis that treatment-resistant MD patients represent a subgroup with an increased genetic\ud risk for MD. Larger samples are needed to better substantiate these findings.
Published: 2018

79. Resource Profile and User Guide of the Polygenic Index Repository

Author: Magnus Johannesson, Hariharan Jayashankar, Avshalom Caspi, David Laibson, Matt McGue, Sven Oskarsson, Alexander I. Young, Nancy Wang, Jeremy Freese, David A. Hinds, William G. Iacono, Andrew Steptoe, Lili Milani, Casper A.P. Burik, Aysu Okbay, Grant Goldman, K. Paige Harden, Jonathan P. Beauchamp, Elliot M. Tucker-Drob, Rafael Ahlskog, Peter M. Visscher, Michael Bennett, Aaron Kleinman, Patrick Turley, Travis T. Mallard, Philipp Koellinger, Olesya Ajnakina, David Cesarini, Tõnu Esko, Michelle N. Meyer, Daniel J. Benjamin, Joel Becker, Benjamin Williams, Kathleen Mullan Harris, Terrie E. Moffitt, Richie Poulton, Richard Karlsson Linnér, Pamela Herd, David L. Corcoran, Patrik K. E. Magnusson, Karen Sugden, and Daniel W. Belsky
Subjects: Measure (data warehouse), Resource (project management), Computer science, Estimator, Latent variable, Data mining, Python (programming language), Construct (philosophy), computer.software_genre, Proxy (statistics), computer, Biobank, computer.programming_language
Abstract: Polygenic indexes (PGIs) are DNA-based predictors. Their value for research in many scientific disciplines is rapidly growing. As a resource for researchers, we used a consistent methodology to construct PGIs for 47 phenotypes in 11 datasets. To maximize the PGIs’ prediction accuracies, we constructed them using genome-wide association studies—some of which are novel—from multiple data sources, including 23andMe and UK Biobank. We present a theoretical framework to help interpret analyses involving PGIs. A key insight is that a PGI can be understood as an unbiased but noisy measure of a latent variable we call the “additive SNP factor.” Regressions in which the true regressor is the additive SNP factor but the PGI is used as its proxy therefore suffer from errors-in-variables bias. We derive an estimator that corrects for the bias, illustrate the correction, and make a Python tool for implementing it publicly available.
Published: 2021

80. Comprehensive genome-wide association study of different forms of hernia identifies more than 80 associated loci

Author: Erik Abner, Juha Karjalainen, Bjarke Feenstra, Erik Sørensen, João Fadista, Frank Geller, Thomas Werge, Mark J. Daly, Lili Milani, Aarno Palotie, Line Skotte, Mads Melbye, Tõnu Esko, and Henrik Ullum
Subjects: 0303 health sciences, Study groups, biology, Connective tissue, Genome-wide association study, Pathway analysis, Bioinformatics, medicine.disease, 3. Good health, 03 medical and health sciences, Inguinal hernia, 0302 clinical medicine, medicine.anatomical_structure, biology.protein, medicine, Hernia, Elastin, Gene, 030217 neurology & neurosurgery, 030304 developmental biology
Abstract: Hernias are characterized by protrusion of an organ or tissue through its surrounding cavity and often require surgical repair. We identified 65,492 cases for five hernia types in the UK Biobank and performed genome-wide association study scans for these five types and two combined groups. The results showed associated variants in all scans. Inguinal hernia had the most associations and we conducted a replication study with 23,803 additional cases from four study groups giving 84 independently associated variants. Identified variants from all scans were collapsed into 81 independent loci. Further testing showed that 26 loci were associated with more than one hernia type, suggesting substantial overlap between the underlying genetic mechanisms. Pathway analysis identified several genes with a strong link to collagen and/or elastin (ADAMTS6, ADAMTS16, ADAMTSL3, LOX, ELN) in the vicinity of associated loci for inguinal hernia, which substantiates an essential role of connective tissue morphology.
Published: 2021

81. TU34. ASSOCIATION BETWEEN DEPRESSION DIAGNOSIS, POLYGENIC RISK FOR DEPRESSION AND ANTIHYPERTENSIVE MEDICATION NON-PERSISTENCE

Author: Urmo Võsa, Jana Lass, Kristi Krebs, Kelli Lehto, Hanna Kariis, Tuuli Jürgenson, Aet Saar, Lili Milani, and Silva Kasela
Subjects: Pharmacology, Persistence (psychology), medicine.medical_specialty, business.industry, Psychiatry and Mental health, Neurology, Internal medicine, Medicine, Pharmacology (medical), Polygenic risk score, Neurology (clinical), Association (psychology), business, Biological Psychiatry, Depression (differential diagnoses), Antihypertensive medication
Published: 2021

82. Lifelong genetically lowered sclerostin and risk of cardiovascular disease

Author: Michael V. Holmes, Samantha Laber, Benjamin M. Neale, Jenny C Censin, Z Chen, Kuang Lin, Robin G. Walters, Kristi Krebs, Reedik Mägi, Jonas Bovijn, Iona Y. Millwood, Ruth Boxall, Cecilia M. Lindgren, Liheng Li, Lili Milani, Sara L. Pulit, Teresa Ferreira, Craig A. Glastonbury, and Chiao-Lin Chen
Subjects: 0303 health sciences, business.industry, Disease, 030204 cardiovascular system & hematology, Bioinformatics, Appendix, 3. Good health, 03 medical and health sciences, chemistry.chemical_compound, 0302 clinical medicine, medicine.anatomical_structure, chemistry, Medicine, Sclerostin, business, 030304 developmental biology
Abstract: BackgroundInhibition of sclerostin is a novel therapeutic approach to lowering fracture risk. However, phase III randomised controlled trials (RCTs) of romosozumab, a monoclonal antibody that inhibits sclerostin, suggest an imbalance of serious cardiovascular events.MethodsWe used two independent genetic variants (rs7209826 and rs188810925) in SOST (encoding sclerostin) associated with bone mineral density (BMD) as proxies for therapeutic inhibition of sclerostin. We estimated the effects on risk of osteoporosis, fracture, coronary heart disease (CHD) and a further 22 cardiometabolic risk factors and diseases, by combining data from up to 478,967 participants of European ancestry from three prospective cohorts and up to 1,030,836 participants from nine GWAS consortia. In addition, we performed meta-analyses of cardiovascular outcome data from phase III RCTs of romosozumab.ResultsMeta-analysis of RCTs identified a higher risk of cardiac ischemic events in patients randomised to romosozumab (25 events among 4,298 individuals; odds ratio [OR] 2·98; 95% confidence interval [CI], 1·18 to 7·55; P=0·017). Scaled to the equivalent dose of romosozumab (210mg/month; 0·09 g/cm2 higher BMD), the SOST variants associated with lower risk of fracture (OR, 0·59; 95% CI, 0·54-0·66; P= 1·4×10−24), and osteoporosis (OR, 0·43; 95% CI, 0·36-0·52; P=2·4×10−18). The SOST variants associated with higher risk of myocardial infarction and/or coronary revascularisation (69,649 cases; OR, 1·18; 95% CI, 1·06-1·32; P=0·003) and type 2 diabetes (OR 1·15; 95% CI, 1·05-1·27; P=0·003), higher systolic blood pressure (1·3mmHg; 95% CI 0·8-1·9; P=5·9×10−6) and waist-to-hip-ratio adjusted for BMI (0·05 SDs; 95% CI, 0·02 to 0·08; P=8·5×10−4).ConclusionsGenetically and therapeutically lowered sclerostin leads to higher risk of cardiovascular events. Rigorous evaluation of the cardiovascular safety of romosozumab and other sclerostin inhibitors is warranted.
Published: 2021

83. Genetic insights into the biological mechanisms governing human ovarian ageing

Author: Unnur Styrkarsdottir, Daniel I. Chasman, Rehannah Borup, Anne B. Newman, Kristina W. Olsen, Lude Franke, Stefania Bandinelli, Nora Franceschini, Celine M. Vachon, Nicholas J. Timpson, James F. Wilson, Micaella Joaquim, Christa Meisinger, Felix R. Day, Charles Kooperberg, Qin Wang, Pascal Timshel, Dennis O. Mook-Kanamori, Luigi Ferrucci, Jennifer A. Smith, Miriam Dwek, Pascal Guénel, Claus Yding Andersen, Peter A. Fasching, Sven Bergmann, Thomas Meitinger, Nicholas Bowker, Jane L. Tarry-Adkins, Jeremy A. Daniel, Katharina E. Schraut, Mikael Eriksson, Amruta Shrikhande, Jacques E. Rossouw, Amber N. Wilcox, Simon S. Cross, Stasa Stankovic, Montserrat Garcia-Closas, Mohammad Arfan Ikram, Annette Peters, David Schlessinger, Sheila Ulivi, Mònica Ferrer-Roda, Immaculata De Vivo, Michela Traglia, Jessica Tyrrell, Paul R. H. J. Timmers, Rico Rueedi, Ko Willems van Dijk, N. Charlotte Onland-Moret, Doris Stöckl, Anthony J. Swerdlow, Paul M. Ridker, Zoltán Kutalik, Patrick Deelen, Gerardo Heiss, Marie Louise Grøndahl, Alison M. Dunning, Dale R. Nyholt, Nicholas J. Wareham, Reedik Mägi, Stephen J. Chanock, Martina La Bianca, Ozren Polasek, Daniel F. Gudbjartsson, Rebecca D. Jackson, Alison D. Murray, Lynda M. Rose, Hironori Abe, Joanne M. Murabito, Henry Völzke, Daniela Ruggiero, Dorret I. Boomsma, Harald Grallert, Stefania Benonisdottir, Javier Martin Gonzalez, Esther M. John, Natalia Perjakova, Georgia Chenevix-Trench, John R. B. Perry, Jenny Chang-Claude, Archie Campbell, Teresa Nutile, Ellen W. Demerath, Robin N Beaumont, Jouke J. Hottenga, Albert V. Smith, David Karasik, Linda Broer, Raymond Noordam, Wei He, Niclas Håkansson, Catherine E. Aiken, Robert Karlsson, Christopher A. Haiman, Massimo Mangino, Melissa C. Southey, Sharon L.R. Kardia, Nicholas G. Martin, Jodie N. Painter, Peter K. Joshi, Gonneke Willemsen, Lenore J. Launer, Alicja Wolk, Konstantin Strauch, Stig E. Bojesen, Manjeet K. Bolla, Allison W. Kurian, Renée de Mutsert, Joop S.E. Laven, Antonella Mulas, Igor Rudan, Vallari Shukla, Kathyrn L Lunetta, Susan E. Ozanne, Loic Le Marchand, Jenny A. Visser, Gad Rennert, Jennifer A. Brody, Paul D.P. Pharoah, Tune H. Pers, Sara Lindström, Ignasi Roig, Angela Cox, Unnur Þorsteinsdottir, Graham G. Giles, Toshiko Tanaka, Eva Hoffmann, Melissa A. Troester, Claudia Langenberg, Serena Sanna, Julie E. Buring, Anna Pujol, Mike A. Nalls, Kamila Czene, Tõnu Esko, Jian'an Luan, Lili Milani, Iffat Rahman, Sarah E. Medland, Caterina Barbieri, Emil Peter Trane Hertz, Behrooz Z. Alizadeh, David G. Hunter, Sandra Turon, Antonietta Robino, Marina Ciullo, Barbara McKnight, Chunyan He, Bruce H. R. Wolffenbuttel, David R. Weir, Daniela Toniolo, Ulrike Peters, George Davey-Smith, Saleh Shekari, Caroline Hayward, Elinor J. Sawyer, Patrick Sulem, Simin Liu, Tanguy Corre, Susan M. Ring, Peter Kraft, Alexander Teumer, Marjanka K. Schmidt, André G. Uitterlinden, Arto Mannermaa, Kristan J. Aronson, Heiko Becher, John L. Hopper, Alpa V. Patel, Joyce B. J. van Meurs, kConFab Investigators, Hamdi Mbarek, Frits R. Rosendaal, Minouk J. Schoemaker, Satoshi H. Namekawa, Miya Kudo Høffding, Fergus J. Couch, Nancy L. Pedersen, Jessica D. Faul, Patrik K. E. Magnusson, Jingmei Li, Christopher G. Scott, Joe Dennis, Genevieve Lachance, Ajuna Azad, Yongmei Liu, Elnaz Naderi, Andrew R. Wood, Yan Huang, Anna Murray, Annique Claringbould, Stephen Burgess, Jose E. Castelao, Brumat Marco, Eco J. C. de Geus, Veronique Vitart, Ken K. Ong, Kari Stefansson, Blair H. Smith, Francesco Cucca, Grant W. Montgomery, Emmanouil Saloustros, Andrés J. López-Contreras, Jonathan Marten, Håkan Olsson, Dale P. Sandler, Alice M. Arnold, Ana Martínez-Marchal, Tim D. Spector, Chloé Sarnowski, John J. Spinelli, Vilmundur Gudnason, Frank B. Hu, Thomas U. Ahearn, Hedy S. Rennert, Olivier B. Bakker, Eric Boerwinkle, Matthias W. Beckmann, Jazib Hussain, Uwe Völker, Peter Vollenweider, Douglas F. Easton, Irene L. Andrulis, Harry Campbell, Manuela Gago-Dominguez, Cari M. Kitahara, Yvonne T. van der Schouw, Eleonora Porcu, Annika Lindblom, Martha S. Linet, Meir J. Stampfer, Eulalia Catamo, Roger L. Milne, Ivana Kolcic, Annelie Augustinsson, Cinzia Sala, Debbie A Lawlor, Cristina Menni, Timothy M. Frayling, Lauren R. Teras, Marek Zygmunt, Tricia Lindstrom, Clarice R. Weinberg, Bruce M. Psaty, Thérèse Truong, Anna Marie Mulligan, Deborah J. Thompson, Per Hall, Rossella Sorice, Wei Zhao, Andres Metspalu, Katherine S. Ruth, Andrew F. Olshan, Massimo Mezzavilla, Murielle Bochud, and Christian Gieger
Subjects: media_common.quotation_subject, Genetic predisposition, Longevity, Fertility, Disease, Biology, Premature ovarian insufficiency, Bioinformatics, Ovarian reserve, FMR1, Human genetics, media_common
Abstract: Reproductive longevity is critical for fertility and impacts healthy ageing in women, yet insights into the underlying biological mechanisms and treatments to preserve it are limited. Here, we identify 290 genetic determinants of ovarian ageing, assessed using normal variation in age at natural menopause (ANM) in ∼200,000 women of European ancestry. These common alleles influence clinical extremes of ANM; women in the top 1% of genetic susceptibility have an equivalent risk of premature ovarian insufficiency to those carrying monogenicFMR1premutations. Identified loci implicate a broad range of DNA damage response (DDR) processes and include loss-of-function variants in key DDR genes. Integration with experimental models demonstrates that these DDR processes act across the life-course to shape the ovarian reserve and its rate of depletion. Furthermore, we demonstrate that experimental manipulation of DDR pathways highlighted by human genetics increase fertility and extend reproductive life in mice. Causal inference analyses using the identified genetic variants indicates that extending reproductive life in women improves bone health and reduces risk of type 2 diabetes, but increases risks of hormone-sensitive cancers. These findings provide insight into the mechanisms governing ovarian ageing, when they act across the life-course, and how they might be targeted by therapeutic approaches to extend fertility and prevent disease.
Published: 2021

84. A Comparison of Ten Polygenic Score Methods for Psychiatric Disorders Applied Across Multiple Cohorts

Author: Guiyan Ni, Jian Zeng, Joana A. Revez, Ying Wang, Zhili Zheng, Tian Ge, Restuadi Restuadi, Jacqueline Kiewa, Dale R. Nyholt, Jonathan R.I. Coleman, Jordan W. Smoller, Jian Yang, Peter M. Visscher, Naomi R. Wray, Stephan Ripke, Benjamin M. Neale, Aiden Corvin, James T.R. Walters, Kai-How Farh, Peter A. Holmans, Phil Lee, Brendan Bulik-Sullivan, David A. Collier, Hailiang Huang, Tune H. Pers, Ingrid Agartz, Esben Agerbo, Margot Albus, Madeline Alexander, Farooq Amin, Silviu A. Bacanu, Martin Begemann, Richard A. Belliveau, Judit Bene, Sarah E. Bergen, Elizabeth Bevilacqua, Tim B. Bigdeli, Donald W. Black, Richard Bruggeman, Nancy G. Buccola, Randy L. Buckner, William Byerley, Wiepke Cahn, Guiqing Cai, Dominique Campion, Rita M. Cantor, Vaughan J. Carr, Noa Carrera, Stanley V. Catts, Kimberley D. Chambert, Raymond C.K. Chan, Ronald Y.L. Chen, Eric Y.H. Chen, Wei Cheng, Eric F.C. Cheung, Siow Ann Chong, C. Robert Cloninger, David Cohen, Nadine Cohen, Paul Cormican, Nick Craddock, James J. Crowley, Michael Davidson, Kenneth L. Davis, Franziska Degenhardt, Jurgen Del Favero, Ditte Demontis, Dimitris Dikeos, Timothy Dinan, Srdjan Djurovic, Gary Donohoe, Elodie Drapeau, Jubao Duan, Frank Dudbridge, Naser Durmishi, Peter Eichhammer, Johan Eriksson, Valentina Escott-Price, Laurent Essioux, Ayman H. Fanous, Martilias S. Farrell, Josef Frank, Lude Franke, Robert Freedman, Nelson B. Freimer, Marion Friedl, Joseph I. Friedman, Menachem Fromer, Giulio Genovese, Lyudmila Georgieva, Ina Giegling, Paola Giusti-Rodríguez, Stephanie Godard, Jacqueline I. Goldstein, Vera Golimbet, Srihari Gopal, Jacob Gratten, Lieuwe de Haan, Christian Hammer, Marian L. Hamshere, Mark Hansen, Thomas Hansen, Vahram Haroutunian, Annette M. Hartmann, Frans A. Henskens, Stefan Herms, Joel N. Hirschhorn, Per Hoffmann, Andrea Hofman, Mads V. Hollegaard, David M. Hougaard, Masashi Ikeda, Inge Joa, Antonio Julià, René S. Kahn, Luba Kalaydjieva, Sena Karachanak-Yankova, Juha Karjalainen, David Kavanagh, Matthew C. Keller, James L. Kennedy, Andrey Khrunin, Yunjung Kim, Janis Klovins, James A. Knowles, Bettina Konte, Vaidutis Kucinskas, Zita Ausrele Kucinskiene, Hana Kuzelova-Ptackova, Anna K. Kähler, Claudine Laurent, Jimmy Lee, S. Hong Lee, Sophie E. Legge, Bernard Lerer, Miaoxin Li, Tao Li, Kung-Yee Liang, Jeffrey Lieberman, Svetlana Limborska, Carmel M. Loughland, Jan Lubinski, Jouko Lönnqvist, Milan Macek, Patrik K.E. Magnusson, Brion S. Maher, Wolfgang Maier, Jacques Mallet, Sara Marsal, Manuel Mattheisen, Morten Mattingsdal, Robert W. McCarley, Colm McDonald, Andrew M. McIntosh, Sandra Meier, Carin J. Meijer, Bela Melegh, Ingrid Melle, Raquelle I. Mesholam-Gately, Andres Metspalu, Patricia T. Michie, Lili Milani, Vihra Milanova, Younes Mokrab, Derek W. Morris, Ole Mors, Kieran C. Murphy, Robin M. Murray, Inez Myin-Germeys, Bertram Müller-Myhsok, Mari Nelis, Igor Nenadic, Deborah A. Nertney, Gerald Nestadt, Kristin K. Nicodemus, Liene Nikitina-Zake, Laura Nisenbaum, Annelie Nordin, Eadbhard O’Callaghan, Colm O’Dushlaine, F. Anthony O’Neill, Sang-Yun Oh, Ann Olincy, Line Olsen, Jim Van Os, Psychosis Endophenotypes International Consortium, Christos Pantelis, George N. Papadimitriou, Sergi Papiol, Elena Parkhomenko, Michele T. Pato, Tiina Paunio, Milica Pejovic-Milovancevic, Diana O. Perkins, Olli Pietiläinen, Jonathan Pimm, Andrew J. Pocklington, John Powell, Alkes Price, Ann E. Pulver, Shaun M. Purcell, Digby Quested, Henrik B. Rasmussen, Abraham Reichenberg, Mark A. Reimers, Alexander L. Richards, Joshua L. Roffman, Panos Roussos, Douglas M. Ruderfer, Veikko Salomaa, Alan R. Sanders, Ulrich Schall, Christian R. Schubert, Thomas G. Schulze, Sibylle G. Schwab, Edward M. Scolnick, Rodney J. Scott, Larry J. Seidman, Jianxin Shi, Engilbert Sigurdsson, Teimuraz Silagadze, Jeremy M. Silverman, Kang Sim, Petr Slominsky, Hon-Cheong So, Chris C.A. Spencer, Eli A. Stahl, Hreinn Stefansson, Stacy Steinberg, Elisabeth Stogmann, Richard E. Straub, Eric Strengman, Jana Strohmaier, T. Scott Stroup, Mythily Subramaniam, Jaana Suvisaari, Dragan M. Svrakic, Jin P. Szatkiewicz, Erik Söderman, Srinivas Thirumalai, Draga Toncheva, Sarah Tosato, Juha Veijola, John Waddington, Dermot Walsh, Dai Wang, Qiang Wang, Bradley T. Webb, Mark Weiser, Dieter B. Wildenauer, Nigel M. Williams, Stephanie Williams, Stephanie H. Witt, Aaron R. Wolen, Emily H.M. Wong, Brandon K. Wormley, Hualin Simon Xi, Clement C. Zai, Xuebin Zheng, Fritz Zimprich, Kari Stefansson, Wellcome Trust Case-Control Consortium, Rolf Adolfsson, Ole A. Andreassen, Douglas H.R. Blackwood, Elvira Bramon, Joseph D. Buxbaum, Anders D. Børglum, Sven Cichon, Ariel Darvasi, Enrico Domenici, Hannelore Ehrenreich, Tõnu Esko, Pablo V. Gejman, Michael Gill, Hugh Gurling, Christina M. Hultman, Nakao Iwata, Assen V. Jablensky, Erik G. Jönsson, Kenneth S. Kendler, George Kirov, Jo Knight, Todd Lencz, Douglas F. Levinson, Qingqin S. Li, Jianjun Liu, Anil K. Malhotra, Steven A. McCarroll, Andrew McQuillin, Jennifer L. Moran, Preben B. Mortensen, Bryan J. Mowry, Markus M. Nöthen, Roel A. Ophoff, Michael J. Owen, Aarno Palotie, Carlos N. Pato, Tracey L. Petryshen, Danielle Posthuma, Marcella Rietschel, Brien P. Riley, Dan Rujescu, Pak C. Sham, Pamela Sklar, David St Clair, Daniel R. Weinberger, Jens R. Wendland, Thomas Werge, Mark J. Daly, Patrick F. Sullivan, Michael C. O’Donovan, Maciej Trzaskowski, Enda M. Byrne, Abdel Abdellaoui, Mark J. Adams, Tracy M. Air, Till F.M. Andlauer, Silviu-Alin Bacanu, Marie Bækvad-Hansen, Aartjan T.F. Beekman, Elisabeth B. Binder, Julien Bryois, Henriette N. Buttenschøn, Jonas Bybjerg-Grauholm, Na Cai, Enrique Castelao, Jane Hvarregaard Christensen, Toni-Kim Clarke, Lucía Colodro-Conde, Baptiste Couvy-Duchesne, Gregory E. Crawford, Gail Davies, Ian J. Deary, Eske M. Derks, Nese Direk, Conor V. Dolan, Erin C. Dunn, Thalia C. Eley, Farnush Farhadi Hassan Kiadeh, Hilary K. Finucane, Jerome C. Foo, Andreas J. Forstner, Héléna A. Gaspar, Fernando S. Goes, Scott D. Gordon, Jakob Grove, Lynsey S. Hall, Christine Søholm Hansen, Thomas F. Hansen, Ian B. Hickie, Georg Homuth, Carsten Horn, Jouke-Jan Hottenga, David M. Howard, Marcus Ising, Rick Jansen, Ian Jones, Lisa A. Jones, Eric Jorgenson, Isaac S. Kohane, Julia Kraft, Warren W. Kretzschmar, Zoltán Kutalik, Yihan Li, Penelope A. Lind, Donald J. MacIntyre, Dean F. MacKinnon, Robert M. Maier, Jonathan Marchini, Hamdi Mbarek, Patrick McGrath, Peter McGuffin, Sarah E. Medland, Divya Mehta, Christel M. Middeldorp, Evelin Mihailov, Yuri Milaneschi, Francis M. Mondimore, Grant W. Montgomery, Sara Mostafavi, Niamh Mullins, Matthias Nauck, Bernard Ng, Michel G. Nivard, Paul F. O’Reilly, Hogni Oskarsson, Jodie N. Painter, Carsten Bøcker Pedersen, Marianne Giørtz Pedersen, Roseann E. Peterson, Wouter J. Peyrot, Giorgio Pistis, Jorge A. Quiroz, Per Qvist, John P. Rice, Margarita Rivera, Saira Saeed Mirza, Robert Schoevers, Eva C. Schulte, Ling Shen, Stanley I. Shyn, Grant C.B. Sinnamon, Johannes H. Smit, Daniel J. Smith, Fabian Streit, Katherine E. Tansey, Henning Teismann, Alexander Teumer, Wesley Thompson, Pippa A. Thomson, Thorgeir E. Thorgeirsson, Matthew Traylor, Jens Treutlein, Vassily Trubetskoy, André G. Uitterlinden, Daniel Umbricht, Sandra Van der Auwera, Albert M. van Hemert, Alexander Viktorin, Yunpeng Wang, Shantel Marie Weinsheimer, Jürgen Wellmann, Gonneke Willemsen, Yang Wu, Hualin S. Xi, Futao Zhang, Volker Arolt, Bernhard T. Baune, Klaus Berger, Dorret I. Boomsma, Udo Dannlowski, E.J.C. de Geus, J. Raymond DePaulo, Katharina Domschke, Hans J. Grabe, Steven P. Hamilton, Caroline Hayward, Andrew C. Heath, Stefan Kloiber, Glyn Lewis, Susanne Lucae, Pamela A.F. Madden, Patrik K. Magnusson, Nicholas G. Martin, Preben Bo Mortensen, Merete Nordentoft, Sara A. Paciga, Nancy L. Pedersen, Adult Psychiatry, APH - Mental Health, ANS - Complex Trait Genetics, ANS - Mood, Anxiety, Psychosis, Stress & Sleep, Ni, Guiyan, Zeng, Jian, Revez, Joana A., Wang, Ying, Zhili, Zheng, Ge, Tian, Restuadi, Restuadi, Kiewa, Jacqueline, Nyholt, Dale R, Coleman, Jonathan RI, Smoller, Jordan W, Lee, S Hong, APH - Methodology, Biological Psychology, APH - Personalized Medicine, APH - Health Behaviors & Chronic Diseases, Econometrics, Psychiatry, Department of Technology and Operations Management, Child and Adolescent Psychiatry / Psychology, Epidemiology, Erasmus MC other, Urology, Internal Medicine, Medical Informatics, Immunology, Human genetics, Amsterdam Neuroscience - Complex Trait Genetics, Amsterdam Neuroscience - Compulsivity, Impulsivity & Attention, Amsterdam Reproduction & Development (AR&D), and Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep
Subjects: 0301 basic medicine, Multifactorial Inheritance, medicine.medical_specialty, LDpred2, BF, Genomics, Disease, Major depressive disorder, risk prediction, 03 medical and health sciences, 0302 clinical medicine, MegaPRS, SDG 3 - Good Health and Well-being, medicine, Humans, Genetic Predisposition to Disease, ddc:610, Genetic risk, Psychiatry, Biological Psychiatry, Genetic association, Depressive Disorder, Major, business.industry, Mental Disorders, medicine.disease, Genetic architecture, Polygenic scores, Risk prediction, polygenic scores, PRS-CS, psychiatric disorders, 030104 developmental biology, SBayesR, Schizophrenia, Cohort, Lassosum, RC0321, business, Psychiatric disorders, 030217 neurology & neurosurgery, Genome-Wide Association Study
Abstract: BACKGROUND: Polygenic scores (PGSs), which assess the genetic risk of individuals for a disease, are calculated as a weighted count of risk alleles identified in genome-wide association studies. PGS methods differ in which DNA variants are included and the weights assigned to them; some require an independent tuning sample to help inform these choices. PGSs are evaluated in independent target cohorts with known disease status. Variability between target cohorts is observed in applications to real data sets, which could reflect a number of factors, e.g., phenotype definition or technical factors.METHODS: The Psychiatric Genomics Consortium Working Groups for schizophrenia and major depressive disorder bring together many independently collected case-control cohorts. We used these resources (31,328 schizophrenia cases, 41,191 controls; 248,750 major depressive disorder cases, 563,184 controls) in repeated application of leave-one-cohort-out meta-analyses, each used to calculate and evaluate PGS in the left-out (target) cohort. Ten PGS methods (the baseline PC+T method and 9 methods that model genetic architecture more formally: SBLUP, LDpred2-Inf, LDpred-funct, LDpred2, Lassosum, PRS-CS, PRS-CS-auto, SBayesR, MegaPRS) were compared.RESULTS: Compared with PC+T, the other 9 methods gave higher prediction statistics, MegaPRS, LDPred2, and SBayesR significantly so, explaining up to 9.2% variance in liability for schizophrenia across 30 target cohorts, an increase of 44%. For major depressive disorder across 26 target cohorts, these statistics were 3.5% and 59%, respectively.CONCLUSIONS: Although the methods that more formally model genetic architecture have similar performance, MegaPRS, LDpred2, and SBayesR rank highest in most comparisons and are recommended in applications to psychiatric disorders.
Published: 2021

85. Genome-wide association study identifies 48 common genetic variants associated with handedness

Author: Inês Barroso, Gail Davies, H.-Erich Wichmann, Bjarke Feenstra, Peter Vollenweider, Nicholas J. Timpson, Alan F. Wright, Frank Geller, Gérard Waeber, John M. Starr, Benjamin M. Neale, George Davey Smith, Tõnu Esko, Ruth J. F. Loos, Andrew A. Hicks, Pedro Marques-Vidal, Dorret I. Boomsma, Harry Campbell, Zoltán Kutalik, David M. Evans, Scott D. Gordon, Eva Albrecht, Peter P. Pramstaller, Leena Peltonen, Jing Hua Zhao, Lavinia Paternoster, Thomas Hansen, Massimo Mangino, Fazil Aliev, Beate St Pourcain, Panos Deloukas, Heather A. Boyd, Guillaume Paré, Marco P. Boks, Monique M.B. Breteler, Jouke-Jan Hottenga, Xin Li, Kari Stefansson, Ian J. Deary, Jari Lahti, Inga Prokopenko, Nicholas Eriksson, Lili Milani, Nicholas J. Wareham, Jordan W. Smoller, Norman Klopp, Lynn Cherkas, Reedik Mägi, Margaret J. Wright, Peter Kraft, Jacques S. Beckmann, Brenda W.J.H. Penninx, Gabriel Cuellar-Partida, André G. Uitterlinden, Fernando Rivadeneira, Wendy L. McArdle, Johan G. Eriksson, Jiali Han, Jennifer E. Huffman, Andres Metspalu, J.M. Vink, Frank J. A. van Rooij, Christian Gieger, M. Arfan Ikram, Cecilia M. Lindgren, Aarno Palotie, Daniel I. Chasman, Joyce Y. Tung, Liang-Dar Hwang, David A. Hinds, Elisabeth Widen, Caroline Hayward, Michelle Luciano, Johannes H. Smit, Gonneke Willemsen, Dale R. Nyholt, Carolina Medina-Gomez, Nicole M. Warrington, Teemu Palviainen, Stacy Steinberg, Kay-Tee Khaw, Kevin S. O’Connell, Bettina Konte, Gudmar Thorleifsson, Eco J. C. de Geus, John P. Kemp, Mads Melbye, Mark I. McCarthy, Sarah E. Medland, Jaakko Kaprio, Cameron D. Palmer, Joel N. Hirschhorn, Ina Giegling, Scott Melville, Thomas Werge, Nicole Soranzo, Sigurdur H. Magnusson, Maris Teder-Laving, Hreinn Stefansson, Kauko Heikkilä, Cornelia M. van Duijn, David L. Duffy, Samuli Ripatti, Igor Rudan, Annette M. Hartmann, Ole A. Andreassen, Mari Nelis, Ozren Polasek, Vincent Mooser, Mousheng Xu, Eero Vuoksimaa, Katri Räikkönen, Nicholas G. Martin, Dan Rujescu, Tim D. Spector, Dawn M. Waterworth, Danielle M. Dick, Roel A. Ophoff, Epidemiology, Internal Medicine, Psychiatry, Biological Psychology, APH - Mental Health, APH - Methodology, APH - Health Behaviors & Chronic Diseases, APH - Personalized Medicine, Epidemiology and Data Science, Amsterdam Neuroscience - Complex Trait Genetics, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, Pediatric surgery, and APH - Digital Health
Subjects: Male, Netherlands Twin Register (NTR), Linkage disequilibrium, Genome-wide association study, LANGUAGE DOMINANCE, Functional Laterality, Linkage Disequilibrium, Behavioral Neuroscience, 0302 clinical medicine, ddc:150, Gene Frequency, SCHIZOPHRENIA, Genetics, 0303 health sciences, Middle Aged, genetics [Genetic Variation], genetics [Functional Laterality], Schizophrenia, ASYMMETRY, genetics [Polymorphism, Single Nucleotide], Female, Adult, Social Psychology, LATERALIZATION, Experimental and Cognitive Psychology, genetics [Genetic Loci], Biology, Quantitative trait locus, Genetic correlation, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, LINKAGE ANALYSIS, METAANALYSIS, MICROTUBULE, AUTISM, ORIGINS, SCREEN, Quantitative Trait, Heritable, Sex Factors, Genetic linkage, medicine, Humans, Bipolar disorder, 030304 developmental biology, Genetic association study, Aged, Genetic Variation, medicine.disease, Genetic Loci, Autism, genetics [Gene Frequency], Developmental Psychopathology, 030217 neurology & neurosurgery, Neuroscience, Genome-Wide Association Study
Abstract: Handedness, a consistent asymmetry in skill or use of the hands, has been studied extensively because of its relationship with language and the over-representation of left-handers in some neurodevelopmental disorders. Using data from the UK Biobank, 23andMe and 32 studies from the International Handedness Consortium, we conducted the world’s largest genome-wide association study of handedness (1,534,836 right-handed, 194,198 (11.0%) left-handed and 37,637 (2.1%) ambidextrous individuals). We found 41 genetic loci associated with left-handedness and seven associated with ambidexterity at genome-wide levels of significance (P < 5×10−8). Tissue enrichment analysis implicated the central nervous system and brain tissues including the hippocampus and cerebrum in the etiology of left-handedness. Pathways including regulation of microtubules, neurogenesis, axonogenesis and hippocampus morphology were also highlighted. We found suggestive positive genetic correlations between being left-handed and some neuropsychiatric traits including schizophrenia and bipolar disorder. SNP heritability analyses indicated that additive genetic effects of genotyped variants explained 5.9% (95% CI = 5.8% – 6.0%) of the underlying liability of being left-handed, while the narrow sense heritability was estimated at 12% (95% CI = 7.2% – 17.7%). Further, we show that genetic correlation between left-handedness and ambidexterity is low (rg = 0.26; 95% CI = 0.08 – 0.43) implying that these traits are largely influenced by different genetic mechanisms. In conclusion, our findings suggest that handedness, like many other complex traits is highly polygenic, and that the genetic variants that predispose to left-handedness may underlie part of the association with some psychiatric disorders that has been observed in multiple observational studies.
Published: 2021

86. Genome-wide association study of more than 40,000 bipolar disorder cases provides new insights into the underlying biology

Author: James McKay, Frank Bellivier, Mark A. Frye, Bertram Müller-Myhsok, Fermín Mayoral, I. Nicol Ferrier, Marion Leboyer, Fabian Streit, Dan J. Stein, James L. Kennedy, Christine Søholm Hansen, Scott D. Gordon, Beata Świątkowska, Valentina Escott-Price, Michael Bauer, Lina Martinsson, Donald J. MacIntyre, Oleksandr Frei, Daniel J. Smith, Sara A. Paciga, Takeo Saito, Jennifer L. Moran, Verneri Antilla, C Pantelis, Tomas Olsson, Swapnil Awasthi, Lena Backlund, Eirini Maratou, Martin Schalling, John B. Vincent, Niamh Mullins, Sarah E. Bergen, Niamh L. O'Brien, Marco P. Boks, Carsten Bøcker Pedersen, Mikael Landén, Franziska Degenhardt, Hang Zhou, Margarita Rivera, Andrew M. McIntosh, Manuel Mattheisen, Shawn Levy, Roy H. Perlis, John P. Rice, Sigurdur H. Magnusson, Amanda Dobbyn, Michael Conlon O'Donovan, Julien Bryois, Wolfgang Maier, John-Anker Zwart, J. Raymond DePaulo, Martin Alda, Laura G. Sloofman, Friederike Sophie David, James A. Knowles, Aiden Corvin, Thomas G. Schulze, Markus M. Nöthen, Nolan Kamitaki, Nina Dalkner, Brandon J. Coombes, Gustavo Turecki, Allan H. Young, Caroline M. Nievergelt, Patricia T. Michie, Ingrid Agartz, Towfique Raj, Diego Albani, Maria Grigoroiu-Serbanescu, Bernhard T. Baune, Kyooseob Ha, Vincent Millischer, Engilbert Sigurdsson, Eva C. Beins, Nicholas G. Martin, Gulja Babadjanova, Josef Frank, Eva Z. Reininghaus, Patrick F. Sullivan, Ian R. Gizer, Guy A. Rouleau, Carmel M. Loughland, Christine Lochner, Thorsten M. Kranz, Amy Perry, Arne E. Vaaler, Mariam M. Al Eissa, Simon Xi, Claire O'Donovan, Josep Antoni Ramos-Quiroga, Ketil J. Oedegaard, Helmut Vedder, Carol A. Mathews, Panagiotis Ferentinos, Tim B. Bigdeli, Derek W. Morris, Per Hoffmann, Mark Hyman Rapaport, Peter P. Zandi, Michael John Owen, Douglas M. Ruderfer, Anders D. Børglum, Catharina Lavebratt, Thorgeir E. Thorgeirsson, Paul A. Tooney, Michiaki Kubo, Steven A. Kushner, Jan Hillert, Loes M. Olde Loohuis, Anastasia Antoniou, Murielle Brum, Chikashi Terao, Nathaniel W. McGregor, Fabio Rivas, James B. Potash, Kevin S. O’Connell, Susanne Lucae, Brian M. Schilder, Katrin Gade, Stephan Ripke, Kristina Adorjan, Kari Stefansson, Tiffany A. Greenwood, Panos Roussos, Sarah Kittel-Schneider, Steven A. McCarroll, Sergi Papiol, Heon Jeong Lee, Assen Jablensky, Liliya Abramova, Dennis Hellgren, Jonas Bybjerg-Grauholm, Martin Lundberg, Hong-Hee Won, William Byerley, Lars Alfredsson, Joel Gelernter, Andrew McQuillin, Claire Slaney, Marta Ribasés, Stephanie H. Witt, Yoichiro Kamatani, Kyung Sue Hong, Marie Bækvad-Hansen, María Soler Artigas, Julie M. Cunningham, Fanny Senner, Stacy Steinberg, Paul D. Shilling, Nakao Iwata, Eystein Stordal, Armin Birner, Sarah E. Medland, Miquel Casas, Ben Michael Brumpton, Erlend Bøen, Bryan J. Mowry, Jolanta Lissowska, Francis J. McMahon, Howard J. Edenberg, Grant W. Montgomery, John I. Nurnberger, Stéphane Jamain, Claudio Toma, Ney Alliey-Rodriguez, Ole Mors, Micha Gawlik, David Curtis, Catrin Lewis, Evangelia-Eirini Tsermpini, Georgia Panagiotaropoulou, Marcella Rietschel, Jessica Yang, Ian Jones, Eduard Vieta, Ole A. Andreassen, Richard M. Myers, Dimitris Dikeos, Melissa J. Green, Janet L. Sobell, Maria Koromina, Piotr M. Czerski, Lilijana Oruc, Sven Cichon, Udo Dannlowski, Bruno Etain, Monika Budde, Alessia Fiorentino, Naomi R. Wray, Qingqin S. Li, Murray J. Cairns, Jonathan R. I. Coleman, Jose Guzman-Parra, Andreas J. Forstner, Hannah Young, Alfredo B. Cuellar-Barboza, Julian Roth, Torbjørn Elvsåshagen, Zhen Qiao, Thomas Werge, Athanassios Douzenis, Cristiana Cruceanu, Rolf Adolfsson, Peter Holmans, Vaughan J. Carr, Thomas W. Weickert, Masashi Ikeda, Joanna M. Biernacka, Lea Sirignano, Adam X. Maihofer, Ralph W. Kupka, John Strauss, Anders M. Dale, Elliot S. Gershon, Jakob Grove, Arianna Di Florio, Helena Medeiros, Ingrid Melle, Preben Bo Mortensen, Kristi Krebs, Saskia P. Hagenaars, Liz Forty, Stanley V. Catts, David M. Hougaard, Marianne Giørtz Pedersen, Andreas Reif, Toni-Kim Clarke, Anne T. Spijker, Danielle Posthuma, Manolis Kogevinas, Michael Boehnke, Rosa Bosch, Gerome Breen, Benjamin M. Neale, Jessica S. Johnson, Katherine Gordon-Smith, Cristina Sánchez-Mora, Alexander W. Charney, Henry R. Kranzler, Digby Quested, René S. Kahn, Lili Milani, Merete Nordentoft, Nathalie Brunkhorst-Kanaan, Laura M. Huckins, James T.R. Walters, Sigrid Børte, Antonio F. Pardiñas, Kristian Hveem, Julie Garnham, Jacob Lawrence, Vassily Trubetskoy, Rodney J. Scott, Nicholas Bass, Carlos N. Pato, Andrea Pfennig, Wei Xu, Calwing Liao, Nicholas John Craddock, Thomas Damm Als, Christina M. Hultman, Fernando S. Goes, Adebayo Anjorin, Evgenia Porichi, Frans Henskens, Nelson B. Freimer, Janice M. Fullerton, Cathryn M. Lewis, Srdjan Djurovic, Roel A. Ophoff, Phil Lee, Peter McGuffin, Gunnar Morken, George P. Patrinos, Alessandro Serretti, Cynthia Shannon Weickert, Pablo Cervantes, Bendik S. Winsvold, Tatiana Foroud, Tõnu Esko, Ulrich Schall, Michele T. Pato, Ji Hyun Baek, John R. Kelsoe, Olav B. Smeland, Janos Kalman, Eva C. Schulte, Joanna Hauser, Urs Heilbronner, Magnús Haraldsson, Martin Hautzinger, Lea Zillich, Eline J. Regeer, Douglas Blackwood, Laura J. Scott, Jordan W. Smoller, Michael J. Gandal, Marquis P. Vawter, Philip B. Mitchell, Ole Kristian Drange, Peter R. Schofield, Susanne Bengesser, Stefan Herms, George Kirov, Markus Leber, Louise Frisén, Thomas W. Mühleisen, Susan L. McElroy, Irwin D. Waldman, Wade H. Berrettini, Sally I. Sharp, Minsoo Kim, Lisa Jones, Eli A. Stahl, Hreinn Stefansson, Esben Agerbo, Dolores Malaspina, Complex Trait Genetics, Amsterdam Neuroscience - Complex Trait Genetics, Psychiatry, APH - Mental Health, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, Human genetics, Amsterdam Neuroscience - Compulsivity, Impulsivity & Attention, Amsterdam Reproduction & Development (AR&D), APH - Digital Health, Mullins N., Forstner A.J., O'Connell K.S., Coombes B., Coleman J.R.I., Qiao Z., Als T.D., Bigdeli T.B., Borte S., Bryois J., Charney A.W., Drange O.K., Gandal M.J., Hagenaars S.P., Ikeda M., Kamitaki N., Kim M., Krebs K., Panagiotaropoulou G., Schilder B.M., Sloofman L.G., Steinberg S., Trubetskoy V., Winsvold B.S., Won H.-H., Abramova L., Adorjan K., Agerbo E., Al Eissa M., Albani D., Alliey-Rodriguez N., Anjorin A., Antilla V., Antoniou A., Awasthi S., Baek J.H., Baekvad-Hansen M., Bass N., Bauer M., Beins E.C., Bergen S.E., Birner A., Bocker Pedersen C., Boen E., Boks M.P., Bosch R., Brum M., Brumpton B.M., Brunkhorst-Kanaan N., Budde M., Bybjerg-Grauholm J., Byerley W., Cairns M., Casas M., Cervantes P., Clarke T.-K., Cruceanu C., Cuellar-Barboza A., Cunningham J., Curtis D., Czerski P.M., Dale A.M., Dalkner N., David F.S., Degenhardt F., Djurovic S., Dobbyn A.L., Douzenis A., Elvsashagen T., Escott-Price V., Ferrier I.N., Fiorentino A., Foroud T.M., Forty L., Frank J., Frei O., Freimer N.B., Frisen L., Gade K., Garnham J., Gelernter J., Giortz Pedersen M., Gizer I.R., Gordon S.D., Gordon-Smith K., Greenwood T.A., Grove J., Guzman-Parra J., Ha K., Haraldsson M., Hautzinger M., Heilbronner U., Hellgren D., Herms S., Hoffmann P., Holmans P.A., Huckins L., Jamain S., Johnson J.S., Kalman J.L., Kamatani Y., Kennedy J.L., Kittel-Schneider S., Knowles J.A., Kogevinas M., Koromina M., Kranz T.M., Kranzler H.R., Kubo M., Kupka R., Kushner S.A., Lavebratt C., Lawrence J., Leber M., Lee H.-J., Lee P.H., Levy S.E., Lewis C., Liao C., Lucae S., Lundberg M., MacIntyre D.J., Magnusson S.H., Maier W., Maihofer A., Malaspina D., Maratou E., Martinsson L., Mattheisen M., McCarroll S.A., McGregor N.W., McGuffin P., McKay J.D., Medeiros H., Medland S.E., Millischer V., Montgomery G.W., Moran J.L., Morris D.W., Muhleisen T.W., O'Brien N., O'Donovan C., Olde Loohuis L.M., Oruc L., Papiol S., Pardinas A.F., Perry A., Pfennig A., Porichi E., Potash J.B., Quested D., Raj T., Rapaport M.H., DePaulo J.R., Regeer E.J., Rice J.P., Rivas F., Rivera M., Roth J., Roussos P., Ruderfer D.M., Sanchez-Mora C., Schulte E.C., Senner F., Sharp S., Shilling P.D., Sigurdsson E., Sirignano L., Slaney C., Smeland O.B., Smith D.J., Sobell J.L., Soholm Hansen C., Soler Artigas M., Spijker A.T., Stein D.J., Strauss J.S., Swiatkowska B., Terao C., Thorgeirsson T.E., Toma C., Tooney P., Tsermpini E.-E., Vawter M.P., Vedder H., Walters J.T.R., Witt S.H., Xi S., Xu W., Yang J.M.K., Young A.H., Young H., Zandi P.P., Zhou H., Zillich L., Adolfsson R., Agartz I., Alda M., Alfredsson L., Babadjanova G., Backlund L., Baune B.T., Bellivier F., Bengesser S., Berrettini W.H., Blackwood D.H.R., Boehnke M., Borglum A.D., Breen G., Carr V.J., Catts S., Corvin A., Craddock N., Dannlowski U., Dikeos D., Esko T., Etain B., Ferentinos P., Frye M., Fullerton J.M., Gawlik M., Gershon E.S., Goes F.S., Green M.J., Grigoroiu-Serbanescu M., Hauser J., Henskens F., Hillert J., Hong K.S., Hougaard D.M., Hultman C.M., Hveem K., Iwata N., Jablensky A.V., Jones I., Jones L.A., Kahn R.S., Kelsoe J.R., Kirov G., Landen M., Leboyer M., Lewis C.M., Li Q.S., Lissowska J., Lochner C., Loughland C., Martin N.G., Mathews C.A., Mayoral F., McElroy S.L., McIntosh A.M., McMahon F.J., Melle I., Michie P., Milani L., Mitchell P.B., Morken G., Mors O., Mortensen P.B., Mowry B., Muller-Myhsok B., Myers R.M., Neale B.M., Nievergelt C.M., Nordentoft M., Nothen M.M., O'Donovan M.C., Oedegaard K.J., Olsson T., Owen M.J., Paciga S.A., Pantelis C., Pato C., Pato M.T., Patrinos G.P., Perlis R.H., Posthuma D., Ramos-Quiroga J.A., Reif A., Reininghaus E.Z., Ribases M., Rietschel M., Ripke S., Rouleau G.A., Saito T., Schall U., Schalling M., Schofield P.R., Schulze T.G., Scott L.J., Scott R.J., Serretti A., Shannon Weickert C., Smoller J.W., Stefansson H., Stefansson K., Stordal E., Streit F., Sullivan P.F., Turecki G., Vaaler A.E., Vieta E., Vincent J.B., Waldman I.D., Weickert T.W., Werge T., Wray N.R., Zwart J.-A., Biernacka J.M., Nurnberger J.I., Cichon S., Edenberg H.J., Stahl E.A., McQuillin A., Di Florio A., Ophoff R.A., Andreassen O.A., IMRB - 'Neuropsychiatrie translationnelle' [Créteil] (U955 Inserm - UPEC), Institut Mondor de Recherche Biomédicale (IMRB), Institut National de la Santé et de la Recherche Médicale (INSERM)-IFR10-Université Paris-Est Créteil Val-de-Marne - Paris 12 (UPEC UP12)-Institut National de la Santé et de la Recherche Médicale (INSERM)-IFR10-Université Paris-Est Créteil Val-de-Marne - Paris 12 (UPEC UP12), Centre International de Recherche contre le Cancer - International Agency for Research on Cancer (CIRC - IARC), Organisation Mondiale de la Santé / World Health Organization Office (OMS / WHO), Optimisation thérapeutique en Neuropsychopharmacologie (OPTeN (UMR_S_1144 / U1144)), Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Paris Cité (UPCité), Groupe Hospitalier Saint Louis - Lariboisière - Fernand Widal [Paris], Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP), and Etain, Bruno
Subjects: Multifactorial Inheritance, Bipolar Disorder, [SDV.MHEP.PSM] Life Sciences [q-bio]/Human health and pathology/Psychiatrics and mental health, Medizin, Genome-wide association study, Major Histocompatibility Complex/genetics, Major Histocompatibility Complex, 0302 clinical medicine, Risk Factors, MESH: Risk Factors, MESH: Bipolar Disorder, Chromosomes, Human, Spectrum disorder, Genetics, 0303 health sciences, Bipolar Disorder/genetics, MESH: Genetic Predisposition to Disease, MESH: Case-Control Studies, Phenotype, Schizophrenia, Synaptic signaling, Case-Control Studie, Human, Quantitative Trait Loci, Biology, MESH: Phenotype, MESH: Chromosomes, Human, Article, 03 medical and health sciences, MESH: Major Histocompatibility Complex, SDG 3 - Good Health and Well-being, ddc:570, medicine, Humans, Genetic Predisposition to Disease, Bipolar disorder, Multifactorial Inheritance/genetics, MESH: Genome, Human, 030304 developmental biology, MESH: Humans, Genome, Human, Risk Factor, Chromosomes, Human/genetics, Mental illness, medicine.disease, MESH: Quantitative Trait Loci, Human genetics, Psychologie, Case-Control Studies, [SDV.MHEP.PSM]Life Sciences [q-bio]/Human health and pathology/Psychiatrics and mental health, MESH: Genome-Wide Association Study, Expression quantitative trait loci, MESH: Multifactorial Inheritance, Quantitative Trait Loci/genetics, 030217 neurology & neurosurgery, Genome-Wide Association Study
Abstract: International audience; Bipolar disorder is a heritable mental illness with complex etiology. We performed a genome-wide association study of 41,917 bipolar disorder cases and 371,549 controls of European ancestry, which identified 64 associated genomic loci. Bipolar disorder risk alleles were enriched in genes in synaptic signaling pathways and brain-expressed genes, particularly those with high specificity of expression in neurons of the prefrontal cortex and hippocampus. Significant signal enrichment was found in genes encoding targets of antipsychotics, calcium channel blockers, antiepileptics and anesthetics. Integrating expression quantitative trait locus data implicated 15 genes robustly linked to bipolar disorder via gene expression, encoding druggable targets such as HTR6, MCHR1, DCLK3 and FURIN. Analyses of bipolar disorder subtypes indicated high but imperfect genetic correlation between bipolar disorder type I and II and identified additional associated loci. Together, these results advance our understanding of the biological etiology of bipolar disorder, identify novel therapeutic leads and prioritize genes for functional follow-up studies.
Published: 2021

87. Hybrid Modelling for Stroke Care: Review and suggestions of new approaches for risk assessment and simulation of scenarios

Author: Rasmus Magnusson, Gunnar Cedersund, Mika Gustafsson, John D. Kelleher, Tilda Herrgårdh, Vince I. Madai, Peter Gennemark, and Lili Milani
Subjects: Computer science, Bioinformatics, Cognitive Neuroscience, Computer applications to medicine. Medical informatics, R858-859.7, Computational Engineering, Context (language use), Review Article, Stroke, Mechanistic modelling, Machine learning, Precision medicine, Stroke care, computer.software_genre, Risk Assessment, 050105 experimental psychology, Machine Learning, 03 medical and health sciences, 0302 clinical medicine, Humans, Computer Simulation, 0501 psychology and cognitive sciences, Radiology, Nuclear Medicine and imaging, RC346-429, Network model, Mathematical model, business.industry, 05 social sciences, Neurosciences, Models, Theoretical, Neurology, Mixed effects, Neurology. Diseases of the nervous system, Neurology (clinical), Artificial intelligence, business, Risk assessment, computer, Neurovetenskaper, 030217 neurology & neurosurgery, Strengths and weaknesses
Abstract: Highlights • Modelling is needed to deal with the complexity of stroke. • There exist 3 relevant modelling approaches with complementary strengths and weaknesses: machine learning, large-scale network, and mechanistic models. • Hybrid modelling can make use of their respective strengths. • We review these approaches and propose a new hybrid scheme for calculation of stroke risk calculation and simulation of care scenarios., Stroke is an example of a complex and multi-factorial disease involving multiple organs, timescales, and disease mechanisms. To deal with this complexity, and to realize Precision Medicine of stroke, mathematical models are needed. Such approaches include: 1) machine learning, 2) bioinformatic network models, and 3) mechanistic models. Since these three approaches have complementary strengths and weaknesses, a hybrid modelling approach combining them would be the most beneficial. However, no concrete approach ready to be implemented for a specific disease has been presented to date. In this paper, we both review the strengths and weaknesses of the three approaches, and propose a roadmap for hybrid modelling in the case of stroke care. We focus on two main tasks needed for the clinical setting: a) For stroke risk calculation, we propose a new two-step approach, where non-linear mixed effects models and bioinformatic network models yield biomarkers which are used as input to a machine learning model and b) For simulation of care scenarios, we propose a new four-step approach, which revolves around iterations between simulations of the mechanistic models and imputations of non-modelled or non-measured variables. We illustrate and discuss the different approaches in the context of Precision Medicine for stroke.
Published: 2021

88. Clinical Characteristics and Risk Factors for COVID-19 Infection and Disease Severity: A Nationwide Observational Study in Estonia

Author: Raivo Kolde, Anneli Uusküla, Ruth Kalda, Kadri Suija, Lili Milani, Heti Pisarev, Tatjana Meister, Marko Piirsoo, and Liis Karo-Astover
Subjects: Estonia, Male, History, medicine.medical_specialty, Polymers and Plastics, Disease, Severity of Illness Index, Industrial and Manufacturing Engineering, COVID-19 Testing, Risk Factors, Internal medicine, Intensive care, medicine, Humans, Dementia, Obesity, Business and International Management, Pandemics, Retrospective Studies, Multidisciplinary, SARS-CoV-2, business.industry, Risk of infection, COVID-19, Retrospective cohort study, medicine.disease, Comorbidity, RNA, Viral, Female, Observational study, Angiotensin-Converting Enzyme 2, business
Abstract: Background COVID-19 pandemic has led to overloading of health systems all over the world. For reliable risk stratification, knowledge on factors predisposing to SARS-CoV-2 infection and to severe COVID-19 disease course is needed for decision-making at the individual, provider, and government levels. Data to identify these factors should be easily obtainable. Methods and findings Retrospective cohort study of nationwide e-health databases in Estonia. We used longitudinal health records from 66,295 people tested positive for SARS-CoV-2 RNA from 26 February 2020 to 28 February 2021 and 254,958 randomly selected controls from the reference population with no known history of SARS-CoV-2 infection or clinical COVID-19 diagnosis (case to control ratio 1:4) to predict risk factors of infection and severe course of COVID-19. We analysed sociodemographic and health characteristics of study participants. The SARS-CoV-2 infection risk was slightly higher among women, and was higher among those with comorbid conditions or obesity. Dementia (RRR 3.77, 95%CI 3.30⎼4.31), renal disease (RRR 1.88, 95%CI 1.56⎼2.26), and cerebrovascular disease (RRR 1.81, 95%CI 1.64⎼2.00) increased the risk of infection. Of all SARS-CoV-2 infected people, 92% had a non-severe disease course, 4.8% severe disease (requiring hospitalisation), 1.7% critical disease (needing intensive care), and 1.5% died. Male sex, increasing age and comorbid burden contributed significantly to more severe COVID-19, and the strength of association for male sex increased with the increasing severity of COVID-19 outcome. The strongest contributors to critical illness (expressed as RRR with 95% CI) were renal disease (7.71, 4.71⎼12.62), the history of previous myocardial infarction (3.54, 2.49⎼5.02) and obesity (3.56, 2.82⎼4.49). The strongest contributors to a lethal outcome were renal disease (6.48, 3.74⎼11.23), cancer (3.81, 3.06⎼4.75), liver disease (3.51, 1.36⎼9.02) and cerebrovascular disease (3.00, 2.31⎼3.89). Conclusions We found divergent effect of age and gender on infection risk and severity of COVID-19. Age and gender did not contribute substantially to infection risk, but did so for the risk of severe disease Co-morbid health conditions, especially those affecting renin-angiotensin system, had an impact on both the risk of infection and severe disease course. Age and male sex had the most significant impact on the risk of severe COVID-19. Taking into account the role of ACE2 receptors in the pathogenesis of SARS-CoV-2 infection, as well as its modulating action on the renin-angiotensin system in cardiovascular and renal diseases, further research is needed to investigate the influence of hormonal status on ACE2 expression in different tissues, which may be the basis for the development of COVID-19 therapies.
Published: 2021

89. Rare genetic variability in human drug target genes modulates drug response and can guide precision medicine

Author: Barbora Svobodova, Jan Korabecny, Gunnar Schulte, Volker M. Lauschke, Tuuli Jürgenson, Kristi Krebs, Yitian Zhou, Souren Mkrtchian, Yi Wang, Ainoleena Turku, Stefano Gastaldello, Lili Milani, and Gabriel Herras Arribas
Subjects: Multidisciplinary, Pharmacotherapy, Drug disposition, business.industry, Drug target, Drug response, Medicine, Genetic variability, business, Precision medicine, Bioinformatics, Gene
Abstract: Interindividual variability in drug response constitutes a major concern in pharmacotherapy. While polymorphisms in genes involved in drug disposition have been extensively studied, drug target variability remains underappreciated. By mapping the genomic variability of all human drug target genes onto high-resolution crystal structures of drug target complexes, we identified 1094 variants localized within 6 Å of drug-binding pockets and directly affecting their geometry, topology, or physicochemical properties. We experimentally show that binding site variants affect pharmacodynamics with marked drug- and variant-specific differences. In addition, we demonstrate that a common
Published: 2021
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90. Targeted profiling of 5-(hydroxy)methylcytosine in genomic DNA from human livers: Next-generation sequencing of target enriched DNA reveals unexpectedly high interindividual variability of cytosine methylation and hydroxymethylation.

Author: Maxim Ivanov, Magnus Ingelman-Sundberg, Mart Kals, and Lili Milani
Published: 2014
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91. A cross-disorder dosage sensitivity map of the human genome

Author: Ryan L. Collins, Joseph T. Glessner, Eleonora Porcu, Maarja Lepamets, Rhonda Brandon, Christopher Lauricella, Lide Han, Theodore Morley, Lisa-Marie Niestroj, Jacob Ulirsch, Selin Everett, Daniel P. Howrigan, Philip M. Boone, Jack Fu, Konrad J. Karczewski, Georgios Kellaris, Chelsea Lowther, Diane Lucente, Kiana Mohajeri, Margit Nõukas, Xander Nuttle, Kaitlin E. Samocha, Mi Trinh, Farid Ullah, Urmo Võsa, Matthew E. Hurles, Swaroop Aradhya, Erica E. Davis, Hilary Finucane, James F. Gusella, Aura Janze, Nicholas Katsanis, Ludmila Matyakhina, Benjamin M. Neale, David Sanders, Stephanie Warren, Jennelle C. Hodge, Dennis Lal, Douglas M. Ruderfer, Jeanne Meck, Reedik Mägi, Tõnu Esko, Alexandre Reymond, Zoltán Kutalik, Hakon Hakonarson, Shamil Sunyaev, Harrison Brand, Michael E. Talkowski, Andres Metspalu, Mari Nelis, and Lili Milani
Subjects: DNA Copy Number Variations, Genome, Human, Gene Dosage, Humans, Haploinsufficiency, General Biochemistry, Genetics and Molecular Biology
Abstract: Rare copy-number variants (rCNVs) include deletions and duplications that occur infrequently in the global human population and can confer substantial risk for disease. In this study, we aimed to quantify the properties of haploinsufficiency (i.e., deletion intolerance) and triplosensitivity (i.e., duplication intolerance) throughout the human genome. We harmonized and meta-analyzed rCNVs from nearly one million individuals to construct a genome-wide catalog of dosage sensitivity across 54 disorders, which defined 163 dosage sensitive segments associated with at least one disorder. These segments were typically gene dense and often harbored dominant dosage sensitive driver genes, which we were able to prioritize using statistical fine-mapping. Finally, we designed an ensemble machine-learning model to predict probabilities of dosage sensitivity (pHaplopTriplo) for all autosomal genes, which identified 2,987 haploinsufficient and 1,559 triplosensitive genes, including 648 that were uniquely triplosensitive. This dosage sensitivity resource will provide broad utility for human disease research and clinical genetics.
Published: 2020

92. Longitudinal proteomic profiling reveals increased early inflammation and sustained apoptosis proteins in severe COVID-19

Author: Lauri Kareinen, Anna Pauliina Rumm, Liis Haljasmägi, Pärt Peterson, Meeri Jürgenson, Ekaterina Krassohhina, Lili Milani, Adrian Hayday, Hanna Sein, Olli Vapalahti, Tarja Sironen, Hedi Peterson, Anu Remm, Kai Kisand, Anu Tamm, Ahto Salumets, Veterinary Biosciences, Department of Virology, Helsinki One Health (HOH), Olli Pekka Vapalahti / Principal Investigator, Viral Zoonosis Research Unit, Veterinary Microbiology and Epidemiology, HUSLAB, and Emerging Infections Research Group
Subjects: Male, Proteomics, Chemokine, Proteome, Apoptosis, Disease, Severity of Illness Index, COVID-19 Testing, 0302 clinical medicine, Risk Factors, Medicine, Longitudinal Studies, Aged, 80 and over, Caspase 8, 0303 health sciences, Multidisciplinary, Molecular medicine, biology, Middle Aged, Blood proteins, 3142 Public health care science, environmental and occupational health, Up-Regulation, 3. Good health, Hospitalization, Intensive Care Units, 030220 oncology & carcinogenesis, Cytokines, Female, Chemokines, medicine.symptom, Adult, Science, Inflammation, CCL7, CCL8, Article, Young Adult, 03 medical and health sciences, Downregulation and upregulation, Humans, Aged, 030304 developmental biology, SARS-CoV-2, business.industry, COVID-19, Viral infection, Immunology, biology.protein, business, Biomarkers
Abstract: SARS-CoV-2 infection risks developing into life-threatening COVID-19 disease. Whereas age, hypertension, and chronic inflammatory conditions are risk factors, underlying host factors and markers for disease severity, e.g. requiring intensive care unit (ICU) treatment, remain poorly defined. To this end, we longitudinally profiled blood inflammation markers, antibodies, and 101 plasma proteins of hospitalized COVID-19 patients who did or did not require (ICU admission. Whereas essentially all patients displayed SARS-CoV-2-specific antibodies and virus-neutralization capacity within 12-15 days, a rapid, mostly transient upregulation of selective inflammatory markers including IL-6, CXCL10, CXCL11, IFNg, IL-10, and monocyte-attracting CCL2, CCL7 and CCL8, was particularly evident in ICU patients. In addition, there was consistent and sustained upregulation of apoptosis-associated proteins CASP8, TNFSF14, HGF, and TGFB1, with HGF discriminating between ICU and non-ICU cohorts. Thus, COVID-19 is associated with a selective inflammatory milieu within which the apoptotic pathway is a cardinal feature with potential to aid risk-based patient stratification.
Published: 2020

93. Genome-wide Screen of Otosclerosis in Population Biobanks: 18 Loci and Shared Heritability with Skeletal Structure

Author: Antti Mäkitie, Tuomo Kiiskinen, Juha Karjalainen, Samuli Ripatti, A. Metspalu, Tõnu Esko, Lili Milani, Kurki M, Joel T. Rämö, Masahiro Kanai, Eija Hämäläinen, Reedik Mägi, Paavo Häppölä, Hautakangas H, Matti Pirinen, Kristi Krebs, Mark J. Daly, Aki S. Havulinna, Priit Palta, A. Palotie, and Konrad J. Karczewski
Subjects: Genetics, 0303 health sciences, education.field_of_study, Population, Genome-wide association study, Locus (genetics), Biology, Heritability, medicine.disease, Biobank, Genome, 03 medical and health sciences, 0302 clinical medicine, medicine, Otosclerosis, Family history, 030223 otorhinolaryngology, education, 030304 developmental biology
Abstract: Otosclerosis is one of the most common causes of conductive hearing loss, affecting 0.3% of the population. It typically presents in adulthood and half of the patients have a positive family history. The pathophysiology of otosclerosis is poorly understood and treatment options are limited. A previous genome-wide association study (GWAS) identified a single association locus in an intronic region of RELN. Here, we report a meta-analysis of GWAS studies of otosclerosis in three population-based biobanks comprising 2,413 cases and 762,382 controls. We identify 15 novel risk loci (p < 5*10−8) and replicate the regions of RELN and two previously reported candidate genes (TGFB1 and MEPE). Implicated genes in many loci are essential for bone remodelling or mineralization. Otosclerosis is genetically correlated with height and fracture risk, and the association loci overlap with severe skeletal disorders. Our results highlight TGFβ1 signalling for follow-up mechanistic studies.
Published: 2020

94. Mendelian randomization study of spermine oxidase and cancer risk

Author: João Fadista, Christine Søholm Hansen, Frank Geller, Victor Yakimov, Alfonso Buil, Lili Milani, David M. Hougaard, Line Skotte, Mads Melbye, Jonas Bybjerg-Grauholm, Bjarke Feenstra, Thomas Werge, Tõnu Esko, Viktorija Kukuškina, Arieh S. Cohen, Urmo Võsa, Julie Courraud, and Silva Kasela
Subjects: Oncology, 0303 health sciences, medicine.medical_specialty, Colorectal cancer, business.industry, Confounding, Genome-wide association study, Mendelian Randomization Analysis, Quantitative trait locus, medicine.disease, 3. Good health, 03 medical and health sciences, 0302 clinical medicine, 030220 oncology & carcinogenesis, Internal medicine, Genetic variation, Mendelian randomization, medicine, SNP, business, 030304 developmental biology
Abstract: ImportanceSpermine oxidase (SMOX) catalyzes the oxidation of spermine to spermidine. Observational studies have reported SMOX as a source of induced reactive oxygen species associated with cancer, implying that inhibition of SMOX could be a target for chemoprevention.ObjectiveTo test the causality of SMOX levels with cancer risk using a Mendelian randomization analysis.Design, Setting, and ParticipantsWe performed a GWAS of spermidine/spermine ratio, from blood of 534 infants, to identify genetic variants associated with regulation of SMOX activity. In two additional data sets of 262 newborns and 508 adults, we quantified SMOX gene expression using RNA-sequencing and performed expression and methylation QTL lookups. We then did a Mendelian randomization analysis by testing the association between the SMOX genetic instrument and various cancer types using GWAS summary statistics.Main Outcomes and MeasuresNeuroblastoma, gastric, lung, breast, prostate, and colorectal cancers.ResultsThe GWAS of spermidine/spermine ratio identified a genome-wide significant locus (P=1.34×10−49) explaining 32% of the variance. The lead SNP rs1741315 was also associated with SMOX gene expression in newborns (P=8.48×10−28) and adults (P=2.748×10−8) explaining 37% and 6% of the variance, respectively. rs1741315 was not associated with neuroblastoma (OR=0.95; 95% CI:0.88, 1.03; P=0.18), gastric (OR=0.99; 95% CI:0.95, 1.03; P=0.54), lung (OR=0.97; 95% CI:0.94, 1.00; P=0.08), breast (OR=0.99; 95% CI:0.96, 1.02; P=0.47), prostate (OR=0.98; 95% CI:0.96, 1.00; P=0.05) nor colorectal cancer (OR=1.03; 95% CI:0.99, 1.07; P=0.10). A PheWAS of rs1741315 did not reveal any associations with risk factors of the cancers tested.Conclusions and RelevanceGenetic variation in the SMOX gene was strongly associated with SMOX activity in newborns, and less strongly in adults. Genetic down-regulation of SMOX was not significantly associated with lower odds of neuroblastoma, gastric, lung, breast, prostate and colorectal cancer. Further studies are needed to understand the effect of SMOX inhibition in relation to cancer risk.ARTICLE SUMMARYQuestionIs SMOX causally associated with risk of cancer?FindingsIn this Mendelian randomization study, genetically lower levels of SMOX were not associated with decreased risk of neuroblastoma, gastric, lung, breast, prostate and colorectal cancer.MeaningThese findings do not support a causal association between SMOX activity and risk of cancer, suggesting that ongoing efforts to identify SMOX inhibitors for chemoprevention may not be successful.STRENGHTS AND LIMITATIONS-Previous studies which examined SMOX activity and cancer risk were susceptible to recall bias, confounding and reverse causation, none of which are concerns of this Mendelian randomization study.-Our genetic instrument explained a sizeable proportion of the variance of SMOX activity-We used summary statistics from the largest meta-analyses of primary cancer GWAS to date.-Elevated SMOX levels in cancer could also be due to environmental factors not captured by genetics.-Our genetic instrument was developed based on normal range SMOX activity data, thus additional genetic variants might play a role in aberrant expression of this enzyme.
Published: 2020

95. Genomic and phenotypic insights from an atlas of genetic effects on DNA methylation

Author: Giuseppe Matullo, John R. B. Perry, Meena Kumari, Gemma C Sharp, Tomáš Paus, E. Giralt-Steinhauer, Marta E. Alarcón-Riquelme, Koen F. Dekkers, F. Gagnon, Simonetta Guarrera, Cilla Söderhäll, Rosie M. Walker, Therese Tillin, M. Smarts, Juan E. Castillo-Fernandez, John M. Starr, Jean Shin, Dan Mason, T Esko, Christopher Shaw, Hannah R Elliott, Manon Bernard, David L. Corcoran, Yvonne Awaloff, Ahmad Al Khleifat, Bert Brunekreef, Clara Viberti, John Wright, Gibran Hemani, Kathryn L. Evans, Camilla Schmidt Morgen, Jouke J. Hottenga, Susan M. Ring, Terrie E. Moffitt, Silva Kasela, C. Hale, Idil Yet, Katri Räikkönen, René Luijk, Vanessa Schmoll, Kimberley Burrows, Annelot M. Dekker, D. VanHeemst, Jordana T. Bell, Jordi Jimenez-Conde, Carlotta Sacerdote, Salvatore Panico, Lili Milani, Nabila Kazmi, Torben Hansen, Aleksey Shatunov, J L Min, Richa Gupta, Henning Tiemeier, Grant W. Montgomery, Vincent W. V. Jaddoe, E.J.C. de Geus, Fernando Rivadeneira, Debbie A Lawlor, Carol A. Wang, Toni-Kim Clarke, Susanne Lucae, Nicholas J. Wareham, Jordi Sunyer, Felix R. Day, C. Soriano-Tarraga, Christoph Bock, Juan R. González, D. Aissi, J.B. van Meurs, Ian J. Deary, Ken K. Ong, Louise Arseneault, Eilis Hannon, Bastiaan T. Heijmans, Philip E. Melton, Ashok Kumar, Pierre-Emmanuel Morange, Zdenka Pausova, T.D. Spector, Nicholas G. Martin, J. Mill, Francesc Català-Moll, Alun D. Hughes, Leonard C. Schalkwyk, Giovanni Cugliari, Carlos Ruiz-Arenas, Elena Carnero-Montoro, Marine Germain, Yanni Zeng, Andrew M. McIntosh, Riccardo E. Marioni, Wilfried Karmaus, Ikram, Gonneke Willemsen, Miina Ollikainen, Karen M Ho, Craig E. Pennell, F.I. Rezwan, Darina Czamara, Ramona A. J. Zwamborn, Dorret I. Boomsma, Wendy L. McArdle, J. M. van Dongen, Guillermo Barturen, Matthew Suderman, Richie Poulton, Daniel Lawson, A. Metspalu, David-Alexandre Trégouët, Marian Beekman, Andrew D. Bretherick, Johanna Klughammer, Hongmei Zhang, M.H. van IJzendoorn, Nish Chaturvedi, Jari Lahti, Karen Sugden, Jan H. Veldink, Mariona Bustamante, Avshalom Caspi, Pooja R. Mandaviya, Judith M. Vonk, Tom R. Gaunt, Cheng-Jian Xu, John W. Holloway, Tian Lin, Tom G. Richardson, Caroline L Relton, Naomi R. Wray, Allan F. McRae, George Davey Smith, Erik Melén, Valentina Iotchkova, Ellen A. Nohr, Jaakko Kaprio, Göran Pershagen, Elisabeth B. Binder, A. al Chalabi, T.J. Gorrie-Stone, K. van Eijk, Gerard H. Koppelman, M. Lerro, Alexia Cardona, Sailalitha Bollepalli, P.E. Slagboom, Thorkild I. A. Sørensen, André G. Uitterlinden, Jaume Roquer, Peter M. Visscher, Janine F. Felix, Martin Kerick, Gail Davies, Rae-Chi Huang, Alfredo Iacoangeli, Alison D. Murray, Helsinki Institute of Life Science HiLIFE, Institute for Molecular Medicine Finland, Epigenetics of Complex Diseases and Traits, Department of Public Health, Department of Psychology and Logopedics, Biological Psychology, APH - Mental Health, APH - Personalized Medicine, APH - Health Behaviors & Chronic Diseases, APH - Methodology, Groningen Research Institute for Asthma and COPD (GRIAC), Bordeaux population health (BPH), Université de Bordeaux (UB)-Institut de Santé Publique, d'Épidémiologie et de Développement (ISPED)-Institut National de la Santé et de la Recherche Médicale (INSERM), Centre recherche en CardioVasculaire et Nutrition = Center for CardioVascular and Nutrition research (C2VN), Aix Marseille Université (AMU)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE), Epidemiology, Internal Medicine, Pediatrics, Child and Adolescent Psychiatry / Psychology, and Clinical Child and Family Studies
Subjects: Multifactorial Inheritance, ADN, Quantitative Trait Loci, Genome-wide association study, VARIANTS, Biology, Quantitative trait locus, Polymorphism, Single Nucleotide, LINKS, Epigenesis, Genetic, 03 medical and health sciences, 0302 clinical medicine, Quantitative Trait, Heritable, Genetic variation, Genetics, WIDE ASSOCIATION, GWAS, Humans, Genetic Predisposition to Disease, Genotip, METAANALYSIS, EQTL, 030304 developmental biology, Epigenesis, SNP ANALYSIS, 0303 health sciences, COMPLEX, dNaM, Chromosome Mapping, DNA, DNA Methylation, Phenotype, Genetic architecture, MODEL, Fenotip, Gene Expression Regulation, DNA methylation, MENDELIAN RANDOMIZATION, [SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie, 3111 Biomedicine, Metilació, Transcriptome, Genètica, 030217 neurology & neurosurgery, Genome-Wide Association Study
Abstract: DNA methylation quantitative trait locus (mQTL) analyses on 32,851 participants identify genetic variants associated with DNA methylation at 420,509 sites in blood, resulting in a database of >270,000 independent mQTLs. Characterizing genetic influences on DNA methylation (DNAm) provides an opportunity to understand mechanisms underpinning gene regulation and disease. In the present study, we describe results of DNAm quantitative trait locus (mQTL) analyses on 32,851 participants, identifying genetic variants associated with DNAm at 420,509 DNAm sites in blood. We present a database of >270,000 independent mQTLs, of which 8.5% comprise long-range (trans) associations. Identified mQTL associations explain 15-17% of the additive genetic variance of DNAm. We show that the genetic architecture of DNAm levels is highly polygenic. Using shared genetic control between distal DNAm sites, we constructed networks, identifying 405 discrete genomic communities enriched for genomic annotations and complex traits. Shared genetic variants are associated with both DNAm levels and complex diseases, but only in a minority of cases do these associations reflect causal relationships from DNAm to trait or vice versa, indicating a more complex genotype-phenotype map than previously anticipated.
Published: 2020

96. A data-driven medication score predicts 10-year mortality among aging adults

Author: Aarno Palotie, Samuli Ripatti, Veikko Salomaa, Nina Mars, Benjamin M. Neale, Markus Perola, Seppo Koskinen, Paavo Häppölä, Mark J. Daly, Aki S. Havulinna, Lili Milani, Mikko Kallela, Tõnis Tasa, Complex Disease Genetics, Institute for Molecular Medicine Finland, Genomics of Neurological and Neuropsychiatric Disorders, Helsinki Institute of Life Science HiLIFE, University of Helsinki, Medicum, HUS Neurocenter, Department of Neurosciences, Neurologian yksikkö, Helsinki University Hospital Area, Centre of Excellence in Complex Disease Genetics, Aarno Palotie / Principal Investigator, Department of Public Health, Samuli Olli Ripatti / Principal Investigator, Biostatistics Helsinki, Faculty of Medicine, and Clinicum
Subjects: Male, Aging, medicine.medical_specialty, Time Factors, INDEXES, MEDLINE, lcsh:Medicine, Pharmacy, Comorbidity, Type 2 diabetes, Biostatistics, 01 natural sciences, Article, 010104 statistics & probability, 03 medical and health sciences, 0302 clinical medicine, Internal medicine, Humans, Medicine, Genetic Predisposition to Disease, Longitudinal Studies, 030212 general & internal medicine, Age of Onset, Mortality, 0101 mathematics, lcsh:Science, Aged, Public health, Multidisciplinary, business.industry, Statistical learning, Statistics, lcsh:R, Genomics, Middle Aged, medicine.disease, Coronary heart disease, 3. Good health, VARIABLE SELECTION, Risk factors, Mortality data, Charlson comorbidity index, Female, lcsh:Q, 3111 Biomedicine, business, Comorbidity index
Abstract: Health differences among the elderly and the role of medical treatments are topical issues in aging societies. We demonstrate the use of modern statistical learning methods to develop a data-driven health measure based on 21 years of pharmacy purchase and mortality data of 12,047 aging individuals. The resulting score was validated with 33,616 individuals from two fully independent datasets and it is strongly associated with all-cause mortality (HR 1.18 per point increase in score; 95% CI 1.14–1.22; p = 2.25e−16). When combined with Charlson comorbidity index, individuals with elevated medication score and comorbidity index had over six times higher risk (HR 6.30; 95% CI 3.84–10.3; AUC = 0.802) compared to individuals with a protective score profile. Alone, the medication score performs similarly to the Charlson comorbidity index and is associated with polygenic risk for coronary heart disease and type 2 diabetes.
Published: 2020

97. Genome-wide association study of over 40,000 bipolar disorder cases provides new insights into the underlying biology

Author: Niamh Mullins, Andreas J. Forstner, Kevin S. O’Connell, Brandon Coombes, Jonathan R. I. Coleman, Zhen Qiao, Thomas D. Als, Tim B. Bigdeli, Sigrid Børte, Julien Bryois, Alexander W. Charney, Ole Kristian Drange, Michael J. Gandal, Saskia P. Hagenaars, Masashi Ikeda, Nolan Kamitaki, Minsoo Kim, Kristi Krebs, Georgia Panagiotaropoulou, Brian M. Schilder, Laura G. Sloofman, Stacy Steinberg, Vassily Trubetskoy, Bendik S. Winsvold, Hong-Hee Won, Liliya Abramova, Kristina Adorjan, Esben Agerbo, Mariam Al Eissa, Diego Albani, Ney Alliey-Rodriguez, Adebayo Anjorin, Verneri Antilla, Anastasia Antoniou, Swapnil Awasthi, Ji Hyun Baek, Marie Bækvad-Hansen, Nicholas Bass, Michael Bauer, Eva C. Beins, Sarah E. Bergen, Armin Birner, Carsten Bøcker Pedersen, Erlend Bøen, Marco P. Boks, Rosa Bosch, Murielle Brum, Ben M. Brumpton, Nathalie Brunkhorst-Kanaan, Monika Budde, Jonas Bybjerg-Grauholm, William Byerley, Murray Cairns, Miquel Casas, Pablo Cervantes, Toni-Kim Clarke, Cristiana Cruceanu, Alfredo Cuellar-Barboza, Julie Cunningham, David Curtis, Piotr M. Czerski, Anders M. Dale, Nina Dalkner, Friederike S. David, Franziska Degenhardt, Srdjan Djurovic, Amanda L. Dobbyn, Athanassios Douzenis, Torbjørn Elvsåshagen, Valentina Escott-Price, I. Nicol Ferrier, Alessia Fiorentino, Tatiana M. Foroud, Liz Forty, Josef Frank, Oleksandr Frei, Nelson B. Freimer, Louise Frisén, Katrin Gade, Julie Garnham, Joel Gelernter, Marianne Giørtz Pedersen, Ian R. Gizer, Scott D. Gordon, Katherine Gordon-Smith, Tiffany A. Greenwood, Jakob Grove, José Guzman-Parra, Kyooseob Ha, Magnus Haraldsson, Martin Hautzinger, Urs Heilbronner, Dennis Hellgren, Stefan Herms, Per Hoffmann, Peter A. Holmans, Laura Huckins, Stéphane Jamain, Jessica S. Johnson, Janos L. Kalman, Yoichiro Kamatani, James L. Kennedy, Sarah Kittel-Schneider, James A. Knowles, Manolis Kogevinas, Maria Koromina, Thorsten M. Kranz, Henry R. Kranzler, Michiaki Kubo, Ralph Kupka, Steven A. Kushner, Catharina Lavebratt, Jacob Lawrence, Markus Leber, Heon-Jeong Lee, Phil H. Lee, Shawn E. Levy, Catrin Lewis, Calwing Liao, Susanne Lucae, Martin Lundberg, Donald J. MacIntyre, Sigurdur H. Magnusson, Wolfgang Maier, Adam Maihofer, Dolores Malaspina, Eirini Maratou, Lina Martinsson, Manuel Mattheisen, Steven A. McCarroll, Nathaniel W. McGregor, Peter McGuffin, James D. McKay, Helena Medeiros, Sarah E. Medland, Vincent Millischer, Grant W. Montgomery, Jennifer L. Moran, Derek W. Morris, Thomas W. Mühleisen, Niamh O’Brien, Claire O’Donovan, Loes M. Olde Loohuis, Lilijana Oruc, Sergi Papiol, Antonio F. Pardiñas, Amy Perry, Andrea Pfennig, Evgenia Porichi, James B. Potash, Digby Quested, Towfique Raj, Mark H. Rapaport, J. Raymond DePaulo, Eline J. Regeer, John P. Rice, Fabio Rivas, Margarita Rivera, Julian Roth, Panos Roussos, Douglas M. Ruderfer, Cristina Sánchez-Mora, Eva C. Schulte, Fanny Senner, Sally Sharp, Paul D. Shilling, Engilbert Sigurdsson, Lea Sirignano, Claire Slaney, Olav B. Smeland, Daniel J. Smith, Janet L. Sobell, Christine Søholm Hansen, Maria Soler Artigas, Anne T. Spijker, Dan J. Stein, John S. Strauss, Beata Świątkowska, Chikashi Terao, Thorgeir E. Thorgeirsson, Claudio Toma, Paul Tooney, Evangelia-Eirini Tsermpini, Marquis P. Vawter, Helmut Vedder, James T. R. Walters, Stephanie H. Witt, Simon Xi, Wei Xu, Jessica Mei Kay Yang, Allan H. Young, Hannah Young, Peter P. Zandi, Hang Zhou, Lea Zillich, HUNT All-In Psychiatry, Rolf Adolfsson, Ingrid Agartz, Martin Alda, Lars Alfredsson, Gulja Babadjanova, Lena Backlund, Bernhard T. Baune, Frank Bellivier, Susanne Bengesser, Wade H. Berrettini, Douglas H. R. Blackwood, Michael Boehnke, Anders D. Børglum, Gerome Breen, Vaughan J. Carr, Stanley Catts, Aiden Corvin, Nicholas Craddock, Udo Dannlowski, Dimitris Dikeos, Tõnu Esko, Bruno Etain, Panagiotis Ferentinos, Mark Frye, Janice M. Fullerton, Micha Gawlik, Elliot S. Gershon, Fernando S. Goes, Melissa J. Green, Maria Grigoroiu-Serbanescu, Joanna Hauser, Frans Henskens, Jan Hillert, Kyung Sue Hong, David M. Hougaard, Christina M. Hultman, Kristian Hveem, Nakao Iwata, Assen V. Jablensky, Ian Jones, Lisa A. Jones, René S. Kahn, John R. Kelsoe, George Kirov, Mikael Landén, Marion Leboyer, Cathryn M. Lewis, Qingqin S. Li, Jolanta Lissowska, Christine Lochner, Carmel Loughland, Nicholas G. Martin, Carol A. Mathews, Fermin Mayoral, Susan L. McElroy, Andrew M. McIntosh, Francis J. McMahon, Ingrid Melle, Patricia Michie, Lili Milani, Philip B. Mitchell, Gunnar Morken, Ole Mors, Preben Bo Mortensen, Bryan Mowry, Bertram Müller-Myhsok, Richard M. Myers, Benjamin M. Neale, Caroline M. Nievergelt, Merete Nordentoft, Markus M. Nöthen, Michael C. O’Donovan, Ketil J. Oedegaard, Tomas Olsson, Michael J. Owen, Sara A. Paciga, Chris Pantelis, Carlos Pato, Michele T. Pato, George P. Patrinos, Roy H. Perlis, Danielle Posthuma, Josep Antoni Ramos-Quiroga, Andreas Reif, Eva Z. Reininghaus, Marta Ribasés, Marcella Rietschel, Stephan Ripke, Guy A. Rouleau, Takeo Saito, Ulrich Schall, Martin Schalling, Peter R. Schofield, Thomas G. Schulze, Laura J. Scott, Rodney J. Scott, Alessandro Serretti, Cynthia Shannon Weickert, Jordan W. Smoller, Hreinn Stefansson, Kari Stefansson, Eystein Stordal, Fabian Streit, Patrick F. Sullivan, Gustavo Turecki, Arne E. Vaaler, Eduard Vieta, John B. Vincent, Irwin D. Waldman, Thomas W. Weickert, Thomas Werge, Naomi R. Wray, John-Anker Zwart, Joanna M. Biernacka, John I. Nurnberger, Sven Cichon, Howard J. Edenberg, Eli A. Stahl, Andrew McQuillin, Arianna Di Florio, Roel A. Ophoff, and Ole A. Andreassen
Subjects: Genetics, 0303 health sciences, Druggability, Genome-wide association study, Biology, medicine.disease, 3. Good health, 03 medical and health sciences, 0302 clinical medicine, Gene expression, Expression quantitative trait loci, medicine, Bipolar disorder, Synaptic signaling, Prefrontal cortex, Gene, 030217 neurology & neurosurgery, 030304 developmental biology
Abstract: Bipolar disorder (BD) is a heritable mental illness with complex etiology. We performed a genome-wide association study (GWAS) of 41,917 BD cases and 371,549 controls of European ancestry, which identified 64 associated genomic loci. BD risk alleles were enriched in genes in synaptic signaling pathways and brain-expressed genes, particularly those with high specificity of expression in neurons of the prefrontal cortex and hippocampus. Significant signal enrichment was found in genes encoding targets of antipsychotics, calcium channel blockers, antiepileptics and anesthetics. Integrating eQTL data implicated 15 genes robustly linked to BD via gene expression, including druggable genes such as HTR6, MCHR1, DCLK3 and FURIN. This GWAS provides the best-powered BD polygenic scores to date, when applied in both European and diverse ancestry samples. Analyses of BD subtypes indicated high but imperfect genetic correlation between BD type I and II and identified additional associated loci. Together, these results advance our understanding of the biological etiology of BD, identify novel therapeutic leads and prioritize genes for functional follow-up studies.
Published: 2020

98. Refining Attention-Deficit/Hyperactivity Disorder and Autism Spectrum Disorder Genetic Loci by Integrating Summary Data From Genome-wide Association, Gene Expression, and DNA Methylation Studies

Author: Anke R. Hammerschlag, Enda M. Byrne, Meike Bartels, Naomi R. Wray, Christel M. Middeldorp, Mawussé Agbessi, Habibul Ahsan, Isabel Alves, Anand Andiappan, Wibowo Arindrarto, Philip Awadalla, Alexis Battle, Frank Beutner, Marc Jan Bonder, Dorret I. Boomsma, Mark Christiansen, Annique Claringbould, Patrick Deelen, Tõnu Esko, Marie-Julie Favé, Lude Franke, Timothy Frayling, Sina A. Gharib, Gregory Gibson, Bastiaan T. Heijmans, Gibran Hemani, Rick Jansen, Mika Kähönen, Anette Kalnapenkis, Silva Kasela, Johannes Kettunen, Yungil Kim, Holger Kirsten, Peter Kovacs, Knut Krohn, Jaanika Kronberg-Guzman, Viktorija Kukushkina, Zoltan Kutalik, Bernett Lee, Terho Lehtimäki, Markus Loeffler, Urko M. Marigorta, Hailang Mei, Lili Milani, Grant W. Montgomery, Martina Müller-Nurasyid, Matthias Nauck, Michel Nivard, Brenda Penninx, Markus Perola, Natalia Pervjakova, Brandon L. Pierce, Joseph Powell, Holger Prokisch, Bruce M. Psaty, Olli T. Raitakari, Samuli Ripatti, Olaf Rotzschke, Sina Rüeger, Ashis Saha, Markus Scholz, Katharina Schramm, Ilkka Seppälä, Eline P. Slagboom, Coen D.A. Stehouwer, Michael Stumvoll, Patrick Sullivan, Peter A.C. ‘t Hoen, Alexander Teumer, Joachim Thiery, Lin Tong, Anke Tönjes, Jenny van Dongen, Maarten van Iterson, Joyce van Meurs, Jan H. Veldink, Joost Verlouw, Peter M. Visscher, Uwe Völker, Urmo Võsa, Harm-Jan Westra, Cisca Wijmenga, Hanieh Yaghootkar, Jian Yang, Biao Zeng, Futao Zhang, Aaron Isaacs, René Pool, Jouke J. Hottenga, Marleen MJ. van Greevenbroek, Carla J.H. van der Kallen, Casper G. Schalkwijk, Sasha Zhernakova, Ettje F. Tigchelaar, P. Eline Slagboom, Marian Beekman, Joris Deelen, Diana van Heemst, Leonard H. van den Berg, Cornelia M. van Duijn, Bert A. Hofman, André G. Uitterlinden, P. Mila Jhamai, Michael Verbiest, H.Eka D. Suchiman, Marijn Verkerk, Ruud van der Breggen, Jeroen van Rooij, Nico Lakenberg, Michiel van Galen, Jan Bot, Daria V. Zhernakova, Peter van ‘t Hof, Irene Nooren, Matthijs Moed, Martijn Vermaat, René Luijk, Freerk van Dijk, Szymon M. Kielbasa, Morris A. Swertz, Erik. W. van Zwet, Peter-Bram ‘t Hoen, MUMC+: Centrum voor Chronische Zieken (3), MUMC+: MA Med Staf Artsass Interne Geneeskunde (9), RS: Carim - V01 Vascular complications of diabetes and metabolic syndrome, MUMC+: HVC Pieken Maastricht Studie (9), Interne Geneeskunde, MUMC+: MA Interne Geneeskunde (3), Urology, Medical Informatics, Department of Marketing Management, Epidemiology, Internal Medicine, Dermatology, Ophthalmology, Psychiatry, Amsterdam Neuroscience - Complex Trait Genetics, APH - Mental Health, VU University medical center, Clinical chemistry, Human genetics, APH - Digital Health, APH - Methodology, Biological Psychology, APH - Personalized Medicine, and APH - Health Behaviors & Chronic Diseases
Subjects: 0301 basic medicine, Candidate gene, mQTL, Autism Spectrum Disorder, Gene Expression, Genome-wide association study, Biology, Quantitative trait locus, VARIANTS, eQTL, 03 medical and health sciences, 0302 clinical medicine, Mendelian randomization, mental disorders, Humans, GWAS, BRAIN, Biological Psychiatry, Genetic association, Genetics, Regulation of gene expression, Pleiotropy, HERITABILITY, dNaM, DNA Methylation, SMR, Fetal brain, PREVALENCE, 030104 developmental biology, Attention Deficit Disorder with Hyperactivity, DNA methylation, 17Q21.31, Psychiatric disorders, 030217 neurology & neurosurgery, Genome-Wide Association Study
Abstract: BACKGROUND: Recent genome-wide association studies (GWASs) identified the first genetic loci associated with attention-deficit/hyperactivity disorder (ADHD) and autism spectrum disorder (ASD). The next step is to use these results to increase our understanding of the biological mechanisms involved. Most of the identified variants likely influence gene regulation. The aim of the current study is to shed light on the mechanisms underlying the genetic signals and prioritize genes by integrating GWAS results with gene expression and DNA methylation (DNAm) levels.METHODS: We applied summary-data-based Mendelian randomization to integrate ADHD and ASD GWAS data with fetal brain expression and methylation quantitative trait loci, given the early onset of these disorders. We also analyzed expression and methylation quantitative trait loci datasets of adult brain and blood, as these provide increased statistical power. We subsequently used summary-data-based Mendelian randomization to investigate if the same variant influences both DNAm and gene expression levels.RESULTS: We identified multiple gene expression and DNAm levels in fetal brain at chromosomes 1 and 17 that were associated with ADHD and ASD, respectively, through pleiotropy at shared genetic variants. The analyses in brain and blood showed additional associated gene expression and DNAm levels at the same and additional loci, likely because of increased statistical power. Several of the associated genes have not been identified in ADHD and ASD GWASs before.CONCLUSIONS: Our findings identified the genetic variants associated with ADHD and ASD that likely act through gene regulation. This facilitates prioritization of candidate genes for functional follow-up studies.
Published: 2020

99. Genomic and phenomic insights from an atlas of genetic effects on DNA methylation

Author: Carol A. Wang, Simonetta Guarrera, Avshalom Caspi, Eilis Hannon, Marta E. Alarcón-Riquelme, P. Eline Slagboom, Pooja R. Mandaviya, Koen F. Dekkers, Cheng-Jian Xu, Jari Lahti, Juan E. Castillo-Fernandez, Dan Mason, Dylan Aïssi, Jan H. Veldink, Mariona Bustamante, Melissa C. Smart, Guillermo Barturen, Zdenka Pausova, Jenny van Dongen, Jordi Jimenez-Conde, Craig E. Pennell, Gibran Hemani, Tom R. Gaunt, Camilla Schmidt Morgen, Ken K. Ong, Toni-Kim Clarke, Alexia Cardona, Susanne Lucae, René Luijk, T.J. Gorrie-Stone, Phillip E. Melton, Thorkild I. A. Sørensen, André G. Uitterlinden, Jordana T. Bell, Jouke-Jan Hottenga, Meena Kumari, Francesc Català-Moll, Jonathan Mill, Tõnu Esko, Sailalitha Bollepalli, Dorret I. Boomsma, Torben Hansen, Hongmei Zhang, Yanni Zeng, John Wright, Wilfried Karmaus, Martin Kerick, Carolina Soriano-Tárraga, Jaakko Kaprio, Miina Ollikainen, Eco J. C. de Geus, Jordi Sunyer, Therese Tillin, Juan R. González, Yvonne Awaloff, Faisal I. Rezwan, Karen Sugden, Nicholas G. Martin, Karen M Ho, Andres Metspalu, Marine Germain, Kristel R. van Eijk, Ramona A. J. Zwamborn, George Davey Smith, Judith M. Vonk, Tian Lin, Henning Tiemeier, Grant W. Montgomery, Naomi R. Wray, Rae-Chi Huang, Alfredo Iacoangeli, Wendy L. McArdle, Jean Shin, Michael Lerro, Darina Czamara, Valentina Iotchkova, David-Alexandre Trégouët, Johanna Klughammer, Elena Carnero-Montoro, Pierre-Emmanuel Morange, Andrew M. McIntosh, Gemma C Sharp, Alun D. Hughes, Carlos Ruiz-Arenas, John M. Starr, Riccardo E. Marioni, Peter M. Visscher, Nabila Kazmi, Ian J. Deary, Kathryn L. Evans, Terrie E. Moffitt, Janine F. Felix, Tomáš Paus, Ashok Kumar, Jaume Roquer, Christopher Shaw, Hannah R Elliott, Susan M. Ring, Nish Chaturvedi, Giovanni Cugliari, Ahmad Al Khleifat, Joyce B. J. van Meurs, Kimberley Burrows, Bert Brunekreef, Debbie A Lawlor, Clara Viberti, Louise Arseneault, Silva Kasela, Cilla Söderhäll, Idil Yet, Manon Bernard, Christoph Bock, Vincent W. V. Jaddoe, Felix R. Day, Diana van Heemst, Alison D. Murray, Nicholas J. Wareham, Giuseppe Matullo, John R. B. Perry, Gerard H. Koppelman, M. Arfan Ikram, Ammar Al Chalabi, Gonneke Willemsen, Richie Poulton, Daniel Lawson, Andrew D. Bretherick, Vanessa Schmoll, Carlotta Sacerdote, Annelot M. Dekker, Lili Milani, Fernando Rivadeneira, Erik Melén, John W. Holloway, Gareth E. Davies, Tom G. Richardson, Caroline L Relton, Josine L. Min, Göran Pershagen, Elisabeth B. Binder, Marian Beekman, Chris Haley, Richa Gupta, Bastiaan T. Heijmans, Ellen A. Nohr, Allan F. McRae, Matthew Suderman, Rosie M. Walker, David L. Corcoran, Katri Räikkönen, Marinus H. van IJzendoorn, Eva Giralt-Steinhauer, Leonard C. Schalkwyk, Aleksey Shatunov, and Tim D. Spector
Subjects: Genetics, Regulation of gene expression, 0303 health sciences, Natural selection, dNaM, Biology, Genetic architecture, 03 medical and health sciences, chemistry.chemical_compound, 0302 clinical medicine, chemistry, Genetic variation, DNA methylation, Trait, 030217 neurology & neurosurgery, DNA, 030304 developmental biology
Abstract: Characterizing genetic influences on DNA methylation (DNAm) provides an opportunity to understand mechanisms underpinning gene regulation and disease. Here we describe results of DNA methylation-quantitative trait loci (mQTL) analyses on 32,851 participants, identifying genetic variants associated with DNAm at 420,509 DNAm sites in blood. We present a database of >270,000 independent mQTL of which 8.5% comprise long-range (trans) associations. Identified mQTL associations explain 15-17% of the additive genetic variance of DNAm. We reveal that the genetic architecture of DNAm levels is highly polygenic and DNAm exhibits signatures of negative and positive natural selection. Using shared genetic control between distal DNAm sites we construct networks, identifying 405 discrete genomic communities enriched for genomic annotations and complex traits. Shared genetic factors are associated with both blood DNAm levels and complex diseases but in most cases these associations do not reflect causal relationships from DNAm to trait or vice versa indicating a more complex genotype-phenotype map than has previously been hypothesised.
Published: 2020

100. Genome-wide association study of more than 40,000 bipolar disorder cases provides new insights into the underlying biology

Author: Niamh, Mullins, Andreas J, Forstner, Kevin S, O'Connell, Brandon, Coombes, Jonathan R I, Coleman, Zhen, Qiao, Thomas D, Als, Tim B, Bigdeli, Sigrid, Børte, Julien, Bryois, Alexander W, Charney, Ole Kristian, Drange, Michael J, Gandal, Saskia P, Hagenaars, Masashi, Ikeda, Nolan, Kamitaki, Minsoo, Kim, Kristi, Krebs, Georgia, Panagiotaropoulou, Brian M, Schilder, Laura G, Sloofman, Stacy, Steinberg, Vassily, Trubetskoy, Bendik S, Winsvold, Hong-Hee, Won, Liliya, Abramova, Kristina, Adorjan, Esben, Agerbo, Mariam, Al Eissa, Diego, Albani, Ney, Alliey-Rodriguez, Adebayo, Anjorin, Verneri, Antilla, Anastasia, Antoniou, Swapnil, Awasthi, Ji Hyun, Baek, Marie, Bækvad-Hansen, Nicholas, Bass, Michael, Bauer, Eva C, Beins, Sarah E, Bergen, Armin, Birner, Carsten, Bøcker Pedersen, Erlend, Bøen, Marco P, Boks, Rosa, Bosch, Murielle, Brum, Ben M, Brumpton, Nathalie, Brunkhorst-Kanaan, Monika, Budde, Jonas, Bybjerg-Grauholm, William, Byerley, Murray, Cairns, Miquel, Casas, Pablo, Cervantes, Toni-Kim, Clarke, Cristiana, Cruceanu, Alfredo, Cuellar-Barboza, Julie, Cunningham, David, Curtis, Piotr M, Czerski, Anders M, Dale, Nina, Dalkner, Friederike S, David, Franziska, Degenhardt, Srdjan, Djurovic, Amanda L, Dobbyn, Athanassios, Douzenis, Torbjørn, Elvsåshagen, Valentina, Escott-Price, I Nicol, Ferrier, Alessia, Fiorentino, Tatiana M, Foroud, Liz, Forty, Josef, Frank, Oleksandr, Frei, Nelson B, Freimer, Louise, Frisén, Katrin, Gade, Julie, Garnham, Joel, Gelernter, Marianne, Giørtz Pedersen, Ian R, Gizer, Scott D, Gordon, Katherine, Gordon-Smith, Tiffany A, Greenwood, Jakob, Grove, José, Guzman-Parra, Kyooseob, Ha, Magnus, Haraldsson, Martin, Hautzinger, Urs, Heilbronner, Dennis, Hellgren, Stefan, Herms, Per, Hoffmann, Peter A, Holmans, Laura, Huckins, Stéphane, Jamain, Jessica S, Johnson, Janos L, Kalman, Yoichiro, Kamatani, James L, Kennedy, Sarah, Kittel-Schneider, James A, Knowles, Manolis, Kogevinas, Maria, Koromina, Thorsten M, Kranz, Henry R, Kranzler, Michiaki, Kubo, Ralph, Kupka, Steven A, Kushner, Catharina, Lavebratt, Jacob, Lawrence, Markus, Leber, Heon-Jeong, Lee, Phil H, Lee, Shawn E, Levy, Catrin, Lewis, Calwing, Liao, Susanne, Lucae, Martin, Lundberg, Donald J, MacIntyre, Sigurdur H, Magnusson, Wolfgang, Maier, Adam, Maihofer, Dolores, Malaspina, Eirini, Maratou, Lina, Martinsson, Manuel, Mattheisen, Steven A, McCarroll, Nathaniel W, McGregor, Peter, McGuffin, James D, McKay, Helena, Medeiros, Sarah E, Medland, Vincent, Millischer, Grant W, Montgomery, Jennifer L, Moran, Derek W, Morris, Thomas W, Mühleisen, Niamh, O'Brien, Claire, O'Donovan, Loes M, Olde Loohuis, Lilijana, Oruc, Sergi, Papiol, Antonio F, Pardiñas, Amy, Perry, Andrea, Pfennig, Evgenia, Porichi, James B, Potash, Digby, Quested, Towfique, Raj, Mark H, Rapaport, J Raymond, DePaulo, Eline J, Regeer, John P, Rice, Fabio, Rivas, Margarita, Rivera, Julian, Roth, Panos, Roussos, Douglas M, Ruderfer, Cristina, Sánchez-Mora, Eva C, Schulte, Fanny, Senner, Sally, Sharp, Paul D, Shilling, Engilbert, Sigurdsson, Lea, Sirignano, Claire, Slaney, Olav B, Smeland, Daniel J, Smith, Janet L, Sobell, Christine, Søholm Hansen, Maria, Soler Artigas, Anne T, Spijker, Dan J, Stein, John S, Strauss, Beata, Świątkowska, Chikashi, Terao, Thorgeir E, Thorgeirsson, Claudio, Toma, Paul, Tooney, Evangelia-Eirini, Tsermpini, Marquis P, Vawter, Helmut, Vedder, James T R, Walters, Stephanie H, Witt, Simon, Xi, Wei, Xu, Jessica Mei Kay, Yang, Allan H, Young, Hannah, Young, Peter P, Zandi, Hang, Zhou, Lea, Zillich, Rolf, Adolfsson, Ingrid, Agartz, Martin, Alda, Lars, Alfredsson, Gulja, Babadjanova, Lena, Backlund, Bernhard T, Baune, Frank, Bellivier, Susanne, Bengesser, Wade H, Berrettini, Douglas H R, Blackwood, Michael, Boehnke, Anders D, Børglum, Gerome, Breen, Vaughan J, Carr, Stanley, Catts, Aiden, Corvin, Nicholas, Craddock, Udo, Dannlowski, Dimitris, Dikeos, Tõnu, Esko, Bruno, Etain, Panagiotis, Ferentinos, Mark, Frye, Janice M, Fullerton, Micha, Gawlik, Elliot S, Gershon, Fernando S, Goes, Melissa J, Green, Maria, Grigoroiu-Serbanescu, Joanna, Hauser, Frans, Henskens, Jan, Hillert, Kyung Sue, Hong, David M, Hougaard, Christina M, Hultman, Kristian, Hveem, Nakao, Iwata, Assen V, Jablensky, Ian, Jones, Lisa A, Jones, René S, Kahn, John R, Kelsoe, George, Kirov, Mikael, Landén, Marion, Leboyer, Cathryn M, Lewis, Qingqin S, Li, Jolanta, Lissowska, Christine, Lochner, Carmel, Loughland, Nicholas G, Martin, Carol A, Mathews, Fermin, Mayoral, Susan L, McElroy, Andrew M, McIntosh, Francis J, McMahon, Ingrid, Melle, Patricia, Michie, Lili, Milani, Philip B, Mitchell, Gunnar, Morken, Ole, Mors, Preben Bo, Mortensen, Bryan, Mowry, Bertram, Müller-Myhsok, Richard M, Myers, Benjamin M, Neale, Caroline M, Nievergelt, Merete, Nordentoft, Markus M, Nöthen, Michael C, O'Donovan, Ketil J, Oedegaard, Tomas, Olsson, Michael J, Owen, Sara A, Paciga, Chris, Pantelis, Carlos, Pato, Michele T, Pato, George P, Patrinos, Roy H, Perlis, Danielle, Posthuma, Josep Antoni, Ramos-Quiroga, Andreas, Reif, Eva Z, Reininghaus, Marta, Ribasés, Marcella, Rietschel, Stephan, Ripke, Guy A, Rouleau, Takeo, Saito, Ulrich, Schall, Martin, Schalling, Peter R, Schofield, Thomas G, Schulze, Laura J, Scott, Rodney J, Scott, Alessandro, Serretti, Cynthia, Shannon Weickert, Jordan W, Smoller, Hreinn, Stefansson, Kari, Stefansson, Eystein, Stordal, Fabian, Streit, Patrick F, Sullivan, Gustavo, Turecki, Arne E, Vaaler, Eduard, Vieta, John B, Vincent, Irwin D, Waldman, Thomas W, Weickert, Thomas, Werge, Naomi R, Wray, John-Anker, Zwart, Joanna M, Biernacka, John I, Nurnberger, Sven, Cichon, Howard J, Edenberg, Eli A, Stahl, Andrew, McQuillin, Arianna, Di Florio, Roel A, Ophoff, and Ole A, Andreassen
Subjects: Major Histocompatibility Complex, Multifactorial Inheritance, Bipolar Disorder, Phenotype, Genome, Human, Risk Factors, Case-Control Studies, Quantitative Trait Loci, Chromosomes, Human, Humans, Genetic Predisposition to Disease, Genome-Wide Association Study
Abstract: Bipolar disorder is a heritable mental illness with complex etiology. We performed a genome-wide association study of 41,917 bipolar disorder cases and 371,549 controls of European ancestry, which identified 64 associated genomic loci. Bipolar disorder risk alleles were enriched in genes in synaptic signaling pathways and brain-expressed genes, particularly those with high specificity of expression in neurons of the prefrontal cortex and hippocampus. Significant signal enrichment was found in genes encoding targets of antipsychotics, calcium channel blockers, antiepileptics and anesthetics. Integrating expression quantitative trait locus data implicated 15 genes robustly linked to bipolar disorder via gene expression, encoding druggable targets such as HTR6, MCHR1, DCLK3 and FURIN. Analyses of bipolar disorder subtypes indicated high but imperfect genetic correlation between bipolar disorder type I and II and identified additional associated loci. Together, these results advance our understanding of the biological etiology of bipolar disorder, identify novel therapeutic leads and prioritize genes for functional follow-up studies.
Published: 2020

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