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1. Whole genomes of Amazonian uakari monkeys reveal complex connectivity and fast differentiation driven by high environmental dynamism

Author: Núria Hermosilla-Albala, Felipe Ennes Silva, Sebastián Cuadros-Espinoza, Claudia Fontsere, Alejandro Valenzuela-Seba, Harvinder Pawar, Marta Gut, Joanna L. Kelley, Sandra Ruibal-Puertas, Pol Alentorn-Moron, Armida Faella, Esther Lizano, Izeni Farias, Tomas Hrbek, Joao Valsecchi, Ivo G. Gut, Jeffrey Rogers, Kyle Kai-How Farh, Lukas F. K. Kuderna, Tomas Marques-Bonet, and Jean P. Boubli
Subjects: Biology (General), QH301-705.5
Abstract: Abstract Despite showing the greatest primate diversity on the planet, genomic studies on Amazonian primates show very little representation in the literature. With 48 geolocalized high coverage whole genomes from wild uakari monkeys, we present the first population-level study on platyrrhines using whole genome data. In a very restricted range of the Amazon rainforest, eight uakari species (Cacajao genus) have been described and categorized into the bald and black uakari groups, based on phenotypic and ecological differences. Despite a slight habitat overlap, we show that posterior to their split 0.92 Mya, bald and black uakaris have remained independent, without gene flow. Nowadays, these two groups present distinct genetic diversity and group-specific variation linked to pathogens. We propose differing hydrology patterns and effectiveness of geographic barriers have modulated the intra-group connectivity and structure of bald and black uakari populations. With this work we have explored the effects of the Amazon rainforest’s dynamism on wild primates’ genetics and increased the representation of platyrrhine genomes, thus opening the door to future research on the complexity and diversity of primate genomics.
Published: 2024
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2. Using brain cell-type-specific protein interactomes to interpret neurodevelopmental genetic signals in schizophrenia

Author: Yu-Han H. Hsu, Greta Pintacuda, Ruize Liu, Eugeniu Nacu, April Kim, Kalliopi Tsafou, Natalie Petrossian, William Crotty, Jung Min Suh, Jackson Riseman, Jacqueline M. Martin, Julia C. Biagini, Daya Mena, Joshua K.T. Ching, Edyta Malolepsza, Taibo Li, Tarjinder Singh, Tian Ge, Shawn B. Egri, Benjamin Tanenbaum, Caroline R. Stanclift, Annie M. Apffel, Steven A. Carr, Monica Schenone, Jake Jaffe, Nadine Fornelos, Hailiang Huang, Kevin C. Eggan, Kasper Lage, 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, Tune H. Pers, Ingrid Agartz, Esben Agerbo, Margot Albus, Madeline Alexander, Farooq Amin, Silviu A. Bacanu, Martin Begemann, Richard A. Belliveau, Jr., 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. Chan, Eric Y.H. Chen, Wei Cheng, Eric FC. Cheung, Siow Ann Chong, C. Robert Cloninger, David Cohen, Nadine Cohen, Paul Cormican, Nick Craddock, James J. Crowley, David Curtis, Michael Davidson, Kenneth L. Davis, Franziska Degenhardt, Jurgen Del Favero, 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, 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, Jordan W. Smoller, Hon-Cheong So, Chris C.A. Spencer, Eli A. Stahl, Hreinn Stefansson, Stacy Steinberg, Elisabeth Stogmann, Richard E. Straub, Eric Strengman, Jana Strohmaier, T Scott Stroup, Mythily Subramaniam, Jaana Suvisaari, Dragan M. Svrakic, Jin P. Szatkiewicz, Erik 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, 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, Shengying Qin, Akira Sawa, Rene Kahn, Kyung Sue Hong, Wenzhao Shi, Ming Tsuang, Masanari Itokawa, Gang Feng, Stephen J. Glatt, Xiancang Ma, Jinsong Tang, Yunfeng Ruan, Feng Zhu, Yasue Horiuchi, Byung Dae Lee, Eun-Jeong Joo, Woojae Myung, Kyooseob Ha, Hong-Hee Won, Ji Hyung Baek, Young Chul Chung, Sung-Wan Kim, Agung Kusumawardhani, Wei J. Chen, Hai-Gwo Hwu, Akitoyo Hishimoto, Ikuo Otsuka, Ichiro Sora, Tomoko Toyota, Takeo Yoshikawa, Hiroshi Kunugi, Kotaro Hattori, Sayuri Ishiwata, Shusuke Numata, Tetsuro Ohmori, Makoto Arai, Yuji Ozeki, Kumiko Fujii, Se Joo Kim, Heon-Jeong Lee, Yong Min Ahn, Se Hyun Kim, Kazufumi Akiyama, Kazutaka Shimoda, and Makoto Kinoshita
Subjects: Molecular interaction, Developmental neuroscience, Cellular neuroscience, Proteomics, Science
Abstract: Summary: Genetics have nominated many schizophrenia risk genes and identified convergent signals between schizophrenia and neurodevelopmental disorders. However, functional interpretation of the nominated genes in the relevant brain cell types is often lacking. We executed interaction proteomics for six schizophrenia risk genes that have also been implicated in neurodevelopment in human induced cortical neurons. The resulting protein network is enriched for common variant risk of schizophrenia in Europeans and East Asians, is down-regulated in layer 5/6 cortical neurons of individuals affected by schizophrenia, and can complement fine-mapping and eQTL data to prioritize additional genes in GWAS loci. A sub-network centered on HCN1 is enriched for common variant risk and contains proteins (HCN4 and AKAP11) enriched for rare protein-truncating mutations in individuals with schizophrenia and bipolar disorder. Our findings showcase brain cell-type-specific interactomes as an organizing framework to facilitate interpretation of genetic and transcriptomic data in schizophrenia and its related disorders.
Published: 2023
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3. PICS2: next-generation fine mapping via probabilistic identification of causal SNPs.

Author: Kimberly E. Taylor, K. Mark Ansel, Alexander Marson, Lindsey A. Criswell, and Kyle Kai-How Farh
Published: 2021
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4. Clinical impact of splicing in neurodevelopmental disorders

Author: Stephan J. Sanders, Grace B. Schwartz, and Kyle Kai-How Farh
Subjects: Gene splicing, Isoform, SpliceAI, Autism spectrum disorder, Developmental delay, Clinical exome sequencing, Medicine, Genetics, QH426-470
Abstract: Abstract Clinical exome sequencing is frequently used to identify gene-disrupting variants in individuals with neurodevelopmental disorders. While splice-disrupting variants are known to contribute to these disorders, clinical interpretation of cryptic splice variants outside of the canonical splice site has been challenging. Here, we discuss papers that improve such detection.
Published: 2020
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5. Identification of constrained sequence elements across 239 primate genomes

Author: Kuderna, Lukas F. K., Ulirsch, Jacob C., Rashid, Sabrina, Ameen, Mohamed, Sundaram, Laksshman, Hickey, Glenn, Cox, Anthony J., Gao, Hong, Kumar, Arvind, Aguet, Francois, Christmas, Matthew J., Clawson, Hiram, Haeussler, Maximilian, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Bataillon, Thomas, Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rouselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idriss S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Schraiber, Joshua G., de Melo, Fabiano R., Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Valsecchi, João, Messias, Malu, da Silva, Maria N. F., Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Nadler, Tilo, Chuen Khor, Chiea, Lee, Jessica, Tan, Patrick, Khong Lim, Weng, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda D., Guschanski, Katerina, Heide Schierup, Mikkel, Beck, Robin M. D., Karakikes, Ioannis, Wang, Kevin C., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Siepel, Adam, Kundaje, Anshul, Paten, Benedict, Lindblad-Toh, Kerstin, Rogers, Jeffrey, Marques Bonet, Tomas, Kai-How Farh, Kyle, Kuderna, Lukas F. K., Ulirsch, Jacob C., Rashid, Sabrina, Ameen, Mohamed, Sundaram, Laksshman, Hickey, Glenn, Cox, Anthony J., Gao, Hong, Kumar, Arvind, Aguet, Francois, Christmas, Matthew J., Clawson, Hiram, Haeussler, Maximilian, Janiak, Mareike C., Kuhlwilm, Martin, Orkin, Joseph D., Bataillon, Thomas, Manu, Shivakumara, Valenzuela, Alejandro, Bergman, Juraj, Rouselle, Marjolaine, Silva, Felipe Ennes, Agueda, Lidia, Blanc, Julie, Gut, Marta, de Vries, Dorien, Goodhead, Ian, Harris, R. Alan, Raveendran, Muthuswamy, Jensen, Axel, Chuma, Idriss S., Horvath, Julie E., Hvilsom, Christina, Juan, David, Frandsen, Peter, Schraiber, Joshua G., de Melo, Fabiano R., Bertuol, Fabrício, Byrne, Hazel, Sampaio, Iracilda, Farias, Izeni, Valsecchi, João, Messias, Malu, da Silva, Maria N. F., Trivedi, Mihir, Rossi, Rogerio, Hrbek, Tomas, Andriaholinirina, Nicole, Rabarivola, Clément J., Zaramody, Alphonse, Jolly, Clifford J., Phillips-Conroy, Jane, Wilkerson, Gregory, Abee, Christian, Simmons, Joe H., Fernandez-Duque, Eduardo, Kanthaswamy, Sree, Shiferaw, Fekadu, Wu, Dongdong, Zhou, Long, Shao, Yong, Zhang, Guojie, Keyyu, Julius D., Knauf, Sascha, Le, Minh D., Lizano, Esther, Merker, Stefan, Navarro, Arcadi, Nadler, Tilo, Chuen Khor, Chiea, Lee, Jessica, Tan, Patrick, Khong Lim, Weng, Kitchener, Andrew C., Zinner, Dietmar, Gut, Ivo, Melin, Amanda D., Guschanski, Katerina, Heide Schierup, Mikkel, Beck, Robin M. D., Karakikes, Ioannis, Wang, Kevin C., Umapathy, Govindhaswamy, Roos, Christian, Boubli, Jean P., Siepel, Adam, Kundaje, Anshul, Paten, Benedict, Lindblad-Toh, Kerstin, Rogers, Jeffrey, Marques Bonet, Tomas, and Kai-How Farh, Kyle
Abstract: Noncoding DNA is central to our understanding of human gene regulation and complex diseases1,2, and measuring the evolutionary sequence constraint can establish the functional relevance of putative regulatory elements in the human genome3,4,5,6,7,8,9. Identifying the genomic elements that have become constrained specifically in primates has been hampered by the faster evolution of noncoding DNA compared to protein-coding DNA10, the relatively short timescales separating primate species11, and the previously limited availability of whole-genome sequences12. Here we construct a whole-genome alignment of 239 species, representing nearly half of all extant species in the primate order. Using this resource, we identified human regulatory elements that are under selective constraint across primates and other mammals at a 5% false discovery rate. We detected 111,318 DNase I hypersensitivity sites and 267,410 transcription factor binding sites that are constrained specifically in primates but not across other placental mammals and validate their cis-regulatory effects on gene expression. These regulatory elements are enriched for human genetic variants that affect gene expression and complex traits and diseases. Our results highlight the important role of recent evolution in regulatory sequence elements differentiating primates, including humans, from other placental mammals.
Published: 2024
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6. Genetic Risk Score for Intracranial Aneurysms: Prediction of Subarachnoid Hemorrhage and Role in Clinical Heterogeneity

Author: Mark K. Bakker, Jos P. Kanning, Gad Abraham, Amy E. Martinsen, Bendik S. Winsvold, John-Anker Zwart, Romain Bourcier, Tomonobu Sawada, Masaru Koido, Yoichiro Kamatani, Sandrine Morel, Philippe Amouyel, Stéphanie Debette, Philippe Bijlenga, Takiy Berrandou, Santhi K. Ganesh, Nabila Bouatia-Naji, Gregory Jones, Matthew Bown, Gabriel J.E. Rinkel, Jan H. Veldink, Ynte M. Ruigrok, Anne Hege Aamodt, Anne Heidi Skogholt, Ben M Brumpton, Cristen J Willer, Else C Sandset, Espen S Kristoffersen, Hanne Ellekjær, Ingrid Heuch, Jonas B Nielsen, Knut Hagen, Kristian Hveem, Lars G Fritsche, Laurent F Thomas, Linda M Pedersen, Maiken E Gabrielsen, Oddgeir L Holmen, Sigrid Børte, Wei Zhou, Shérine Abboud, Massimo Pandolfo, Vincent Thijs, Didier Leys, Marie Bodenant, Fabien Louillet, Emmanuel Touzé, Jean-Louis Mas, Yves Samson, Sara Leder, Anne Léger, Sandrine Deltour, Sophie Crozier, Isabelle Méresse, Sandrine Canaple, Olivier Godefroy, Maurice Giroud, Yannick Béjot, Pierre Decavel, Elizabeth Medeiros, Paola Montiel, Thierry Moulin, Fabrice Vuillier, Jean Dallongeville, Antti J Metso, Tiina Metso, Turgut Tatlisumak, Caspar Grond-Ginsbach, Christoph Lichy, Manja Kloss, Inge Werner, Marie-Luise Arnold, Michael Dos Santos, Armin Grau, Martin Dichgans, Constanze Thomas-Feles, Ralf Weber, Tobias Brandt, Alessandro Pezzini, Valeria De Giuli, Filomena Caria, Loris Poli, Alessandro Padovani, Anna Bersano, Silvia Lanfranconi, Simone Beretta, Carlo Ferrarese, Giacomo Giacolone, Stefano Paolucci, Philippe Lyrer, Stefan Engelter, Felix Fluri, Florian Hatz, Dominique Gisler, Leo Bonati, Henrik Gensicke, Margareth Amort, Hugh Markus, Jennifer Majersik, Bradford Worrall, Andrew Southerland, John Cole, Steven Kittner, Evangelos Evangelou, Helen R Warren, He Gao, Georgios Ntritsos, Niki Dimou, Tonu Esko, Reedik Mägi, Lili Milani, Peter Almgren, Thibaud Boutin, Jun Ding, Franco Giulianini, Elizabeth G Holliday, Anne U Jackson, Ruifang Li-Gao, Wei-Yu Lin, Jian’an Luan, Massimo Mangino, Christopher Oldmeadow, Bram Peter Prins, Yong Qian, Muralidharan Sargurupremraj, Nabi Shah, Praveen Surendran, Sébastien Thériault, Niek Verweij, Sara M Willems, Jing-Hua Zhao, John Connell, Renée de Mutsert, Alex SF Doney, Martin Farrall, Cristina Menni, Andrew D Morris, Raymond Noordam, Guillaume Paré, Neil R Poulter, Denis C Shields, Alice Stanton, Simon Thom, Gonçalo Abecasis, Najaf Amin, Dan E Arking, Kristin L Ayers, Caterina M Barbieri, Chiara Batini, Joshua C Bis, Tineka Blake, Murielle Bochud, Michael Boehnke, Eric Boerwinkle, Dorret I Boomsma, Erwin P Bottinger, Peter S Braund, Marco Brumat, Archie Campbell, Harry Campbell, Aravinda Chakravarti, John C Chambers, Ganesh Chauhan, Marina Ciullo, Massimiliano Cocca, Francis Collins, Heather J Cordell, Gail Davies, Martin H de Borst, Eco J de Geus, Ian J Deary, Joris Deelen, Fabiola Del Greco M, Cumhur Yusuf Demirkale, Marcus Dörr, Georg B Ehret, Roberto Elosua, Stefan Enroth, A Mesut Erzurumluoglu, Teresa Ferreira, Mattias Frånberg, Oscar H Franco, Ilaria Gandin, Paolo Gasparini, Vilmantas Giedraitis, Christian Gieger, Giorgia Girotto, Anuj Goel, Alan J Gow, Vilmundur Gudnason, Xiuqing Guo, Ulf Gyllensten, Anders Hamsten, Tamara B Harris, Sarah E Harris, Catharina A Hartman, Aki S Havulinna, Andrew A Hicks, Edith Hofer, Albert Hofman, Jouke-Jan Hottenga, Jennifer E Huffman, Shih-Jen Hwang, Erik Ingelsson, Alan James, Rick Jansen, Marjo-Riitta Jarvelin, Roby Joehanes, Åsa Johansson, Andrew D Johnson, Peter K Joshi, Pekka Jousilahti, J Wouter Jukema, Antti Jula, Mika Kähönen, Sekar Kathiresan, Bernard D Keavney, Kay-Tee Khaw, Paul Knekt, Joanne Knight, Ivana Kolcic, Jaspal S Kooner, Seppo Koskinen, Kati Kristiansson, Zoltan Kutalik, Maris Laan, Marty Larson, Lenore J Launer, Benjamin Lehne, Terho Lehtimäki, David CM Liewald, Li Lin, Lars Lind, Cecilia M Lindgren, YongMei Liu, Ruth JF Loos, Lorna M Lopez, Yingchang Lu, Leo-Pekka Lyytikäinen, Anubha Mahajan, Chrysovalanto Mamasoula, Jaume Marrugat, Jonathan Marten, Yuri Milaneschi, Anna Morgan, Andrew P Morris, Alanna C Morrison, Peter J Munson, Mike A Nalls, Priyanka Nandakumar, Christopher P Nelson, Teemu Niiranen, Ilja M Nolte, Teresa Nutile, Albertine J Oldehinkel, Ben A Oostra, Paul F O’Reilly, Elin Org, Sandosh Padmanabhan, Walter Palmas, Aarno Palotie, Alison Pattie, Brenda WJH Penninx, Markus Perola, Annette Peters, Ozren Polasek, Peter P Pramstaller, Quang Tri Nguyen, Olli T Raitakari, Rainer Rettig, Kenneth Rice, Paul M Ridker, Janina S Ried, Harriëtte Riese, Samuli Ripatti, Antonietta Robino, Lynda M Rose, Jerome I Rotter, Igor Rudan, Daniela Ruggiero, Yasaman Saba, Cinzia F Sala, Veikko Salomaa, Nilesh J Samani, Antti-Pekka Sarin, Reinhold Schmidt, Helena Schmidt, Nick Shrine, David Siscovick, Albert V Smith, Harold Snieder, Siim Sõber, Rossella Sorice, John M Starr, David J Stott, David P Strachan, Rona J Strawbridge, Johan Sundström, Morris A Swertz, Kent D Taylor, Alexander Teumer, Martin D Tobin, Maciej Tomaszewski, Daniela Toniolo, Michela Traglia, Stella Trompet, Jaakko Tuomilehto, Christophe Tzourio, André G Uitterlinden, Ahmad Vaez, Peter J van der Most, Cornelia M van Duijn, Germaine C Verwoert, Veronique Vitart, Uwe Völker, Peter Vollenweider, Dragana Vuckovic, Hugh Watkins, Sarah H Wild, Gonneke Willemsen, James F Wilson, Alan F Wright, Jie Yao, Tatijana Zemunik, Weihua Zhang, John R Attia, Adam S Butterworth, Daniel I Chasman, David Conen, Francesco Cucca, John Danesh, Caroline Hayward, Joanna MM Howson, Markku Laakso, Edward G Lakatta, Claudia Langenberg, Olle Melander, Dennis O Mook-Kanamori, Colin NA Palmer, Lorenz Risch, Robert A Scott, Rodney J Scott, Peter Sever, Tim D Spector, Pim van der Harst, Nicholas J Wareham, Eleftheria Zeggini, Daniel Levy, Patricia B Munroe, Christopher Newton-Cheh, Morris J Brown, Andres Metspalu, Bruce M. Psaty, Louise V Wain, Paul Elliott, Mark J Caulfield, Padhraig Gormley, Verneri Anttila, Priit Palta, Tune H Pers, Kai-How Farh, Ester Cuenca-Leon, Mikko Muona, Nicholas A Furlotte, Tobias Kurth, Andres Ingason, George McMahon, Lannie Ligthart, Gisela M Terwindt, Mikko Kallela, Tobias M Freilinger, Caroline Ran, Scott G Gordon, Anine H Stam, Stacy Steinberg, Guntram Borck, Markku Koiranen, Lydia Quaye, Hieab H H Adams, Juho Wedenoja, David A Hinds, Julie E Buring, Markus Schürks, Maria Gudlaug Hrafnsdottir, Hreinn Stefansson, Susan M Ring, Brenda W J H Penninx, Markus Färkkilä, Ville Artto, Mari Kaunisto, Salli Vepsäläinen, Rainer Malik, Andrew C Heath, Pamela A F Madden, Nicholas G Martin, Grant W Montgomery, Mitja I Kurki, Mart Kals, Kalle Pärn, Eija Hämäläinen, Hailiang Huang, Andrea E Byrnes, Lude Franke, Jie Huang, Evie Stergiakouli, Phil H Lee, Cynthia Sandor, Caleb Webber, Zameel Cader, Bertram Muller-Myhsok, Stefan Schreiber, Thomas Meitinger, Johan G Eriksson, Kauko Heikkilä, Elizabeth Loehrer, Andre G Uitterlinden, Lynn Cherkas, Audun Stubhaug, Christopher S Nielsen, Minna Männikkö, Evelin Mihailov, Hartmut Göbel, Ann-Louise Esserlind, Anne Francke Christensen, Thomas Folkmann Hansen, Thomas Werge, Jaakko Kaprio, Arpo J Aromaa, Olli Raitakari, M Arfan Ikram, Tim Spector, Marjo-Riitta Järvelin, Christian Kubisch, Michel D Ferrari, Andrea C Belin, Maija Wessman, Arn M J M van den Maagdenberg, George Davey Smith, Kari Stefansson, Nicholas Eriksson, Mark J Daly, Benjamin M Neale, Jes Olesen, Dale R Nyholt, Masato Akiyama, Varinder S. Alg, Joseph P. Broderick, Ben M. Brumpton, Jérôme Dauvillier, Hubert Desal, Christian Dina, Christoph M. Friedrich, Emília I. Gaál-Paavola, Jean-Christophe Gentric, Sven Hirsch, Isabel C. Hostettler, Henry Houlden, Juha E. Jääskeläinen, Marianne Bakke Johnsen, Liming Li, Kuang Lin, Antti Lindgren, Olivier Martin, Koichi Matsuda, Iona Y. Millwood, Olivier Naggara, Mika Niemelä, Joanna Pera, Richard Redon, Guy A. Rouleau, Marie Søfteland Sandvei, Sabine Schilling, Eimad Shotar, Agnieszka Slowik, Chikashi Terao, W. M. Monique Verschuren, Robin G. Walters, David J. Werring, Cristen J. Willer, Daniel Woo, Bradford B. Worrall, Sirui Zhou, Biological Psychology, Amsterdam Reproduction & Development, APH - Mental Health, APH - Methodology, AMS - Sports, AMS - Ageing & Vitality, APH - Personalized Medicine, APH - Health Behaviors & Chronic Diseases, Systems Ecology, Sociology and Social Gerontology, Bakker, Mark K., Kanning, Jos P., Abraham, Gad, Martinsen, Amy E., Winsvold, Bendik S., Zwart, John-Anker, Bourcier, Romain, Sawada, Tomonobu, Koido, Masaru, Kamatani, Yoichiro, Morel, Sandrine, Amouyel, Philippe, Debette, Stéphanie, Bijlenga, Philippe, Berrandou, Takiy, Ganesh, Santhi K., Bouatia-Naji, Nabila, Jones, Gregory, Bown, Matthew, Rinkel, Gabriel J. E., Veldink, Jan H., Ruigrok, Ynte M., Girotto, G., All-In Stroke, Hunt, Group, Cadisp, Consortium for Blood Pressure, International, Headache Genetics Consortium, International, Stroke Genetics Consortium (ISGC) Intracranial Aneurysm Working Group, International, Utrecht University [Utrecht], Baker Heart and Diabetes Institute (AUSTRALIA), University of Melbourne, University of Oslo (UiO), Norwegian University of Science and Technology (NTNU), Oslo University Hospital [Oslo], Centre hospitalier universitaire de Nantes (CHU Nantes), unité de recherche de l'institut du thorax UMR1087 UMR6291 (ITX), Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre National de la Recherche Scientifique (CNRS)-Nantes Université - UFR de Médecine et des Techniques Médicales (Nantes Univ - UFR MEDECINE), Nantes Université - pôle Santé, Nantes Université (Nantes Univ)-Nantes Université (Nantes Univ)-Nantes Université - pôle Santé, Nantes Université (Nantes Univ)-Nantes Université (Nantes Univ), The University of Tokyo (UTokyo), RIKEN Center for Integrative Medical Sciences [Yokohama] (RIKEN IMS), RIKEN - Institute of Physical and Chemical Research [Japon] (RIKEN), Hôpital Universitaire de Genève = University Hospitals of Geneva (HUG), Université de Genève = University of Geneva (UNIGE), Excellence Laboratory LabEx DISTALZ, Facteurs de Risque et Déterminants Moléculaires des Maladies liées au Vieillissement - U 1167 (RID-AGE), Institut Pasteur de Lille, Réseau International des Instituts Pasteur (RIIP)-Réseau International des Instituts Pasteur (RIIP)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université de Lille-Centre Hospitalier Régional Universitaire [Lille] (CHRU Lille), 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), CHU Bordeaux [Bordeaux], Paris-Centre de Recherche Cardiovasculaire (PARCC (UMR_S 970/ U970)), Hôpital Européen Georges Pompidou [APHP] (HEGP), Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Hôpitaux Universitaires Paris Ouest - Hôpitaux Universitaires Île de France Ouest (HUPO)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Hôpitaux Universitaires Paris Ouest - Hôpitaux Universitaires Île de France Ouest (HUPO)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Paris Cité (UPCité), University of Michigan Medical School [Ann Arbor], University of Michigan [Ann Arbor], University of Michigan System-University of Michigan System, University of Otago [Dunedin, Nouvelle-Zélande], University of Leicester, Laboratoire de Neurosciences Fonctionnelles et Pathologies - UR UPJV 4559 (LNFP), Université de Picardie Jules Verne (UPJV), CHU Amiens-Picardie, HUNT All-In Stroke, CADISP group, International Consortium for Blood Pressure, International Headache Genetics Consortium, International Stroke Genetics Consortium (ISGC) Intracranial Aneurysm Working Group: Anne Hege Aamodt, Anne Heidi Skogholt, Ben M Brumpton, Cristen J Willer, Else C Sandset, Espen S Kristoffersen, Hanne Ellekjær, Ingrid Heuch, Jonas B Nielsen, Knut Hagen, Kristian Hveem, Lars G Fritsche, Laurent F Thomas, Linda M Pedersen, Maiken E Gabrielsen, Oddgeir L Holmen, Sigrid Børte, Wei Zhou, Shérine Abboud, Massimo Pandolfo, Vincent Thijs, Didier Leys, Marie Bodenant, Fabien Louillet, Emmanuel Touzé, Jean-Louis Mas, Yves Samson, Sara Leder, Anne Léger, Sandrine Deltour, Sophie Crozier, Isabelle Méresse, Sandrine Canaple, Olivier Godefroy, Maurice Giroud, Yannick Béjot, Pierre Decavel, Elizabeth Medeiros, Paola Montiel, Thierry Moulin, Fabrice Vuillier, Jean Dallongeville, Antti J Metso, Tiina Metso, Turgut Tatlisumak, Caspar Grond-Ginsbach, Christoph Lichy, Manja Kloss, Inge Werner, Marie-Luise Arnold, Michael Dos Santos, Armin Grau, Martin Dichgans, Constanze Thomas-Feles, Ralf Weber, Tobias Brandt, Alessandro Pezzini, Valeria De Giuli, Filomena Caria, Loris Poli, Alessandro Padovani, Anna Bersano, Silvia Lanfranconi, Simone Beretta, Carlo Ferrarese, Giacomo Giacolone, Stefano Paolucci, Philippe Lyrer, Stefan Engelter, Felix Fluri, Florian Hatz, Dominique Gisler, Leo Bonati, Henrik Gensicke, Margareth Amort, Hugh Markus, Jennifer Majersik, Bradford Worrall, Andrew Southerland, John Cole, Steven Kittner, Evangelos Evangelou, Helen R Warren, He Gao, Georgios Ntritsos, Niki Dimou, Tonu Esko, Reedik Mägi, Lili Milani, Peter Almgren, Thibaud Boutin, Jun Ding, Franco Giulianini, Elizabeth G Holliday, Anne U Jackson, Ruifang Li-Gao, Wei-Yu Lin, Jian'an Luan, Massimo Mangino, Christopher Oldmeadow, Bram Peter Prins, Yong Qian, Muralidharan Sargurupremraj, Nabi Shah, Praveen Surendran, Sébastien Thériault, Niek Verweij, Sara M Willems, Jing-Hua Zhao, John Connell, Renée de Mutsert, Alex Sf Doney, Martin Farrall, Cristina Menni, Andrew D Morris, Raymond Noordam, Guillaume Paré, Neil R Poulter, Denis C Shields, Alice Stanton, Simon Thom, Gonçalo Abecasis, Najaf Amin, Dan E Arking, Kristin L Ayers, Caterina M Barbieri, Chiara Batini, Joshua C Bis, Tineka Blake, Murielle Bochud, Michael Boehnke, Eric Boerwinkle, Dorret I Boomsma, Erwin P Bottinger, Peter S Braund, Marco Brumat, Archie Campbell, Harry Campbell, Aravinda Chakravarti, John C Chambers, Ganesh Chauhan, Marina Ciullo, Massimiliano Cocca, Francis Collins, Heather J Cordell, Gail Davies, Martin H de Borst, Eco J de Geus, Ian J Deary, Joris Deelen, Fabiola Del Greco M, Cumhur Yusuf Demirkale, Marcus Dörr, Georg B Ehret, Roberto Elosua, Stefan Enroth, A Mesut Erzurumluoglu, Teresa Ferreira, Mattias Frånberg, Oscar H Franco, Ilaria Gandin, Paolo Gasparini, Vilmantas Giedraitis, Christian Gieger, Giorgia Girotto, Anuj Goel, Alan J Gow, Vilmundur Gudnason, Xiuqing Guo, Ulf Gyllensten, Anders Hamsten, Tamara B Harris, Sarah E Harris, Catharina A Hartman, Aki S Havulinna, Andrew A Hicks, Edith Hofer, Albert Hofman, Jouke-Jan Hottenga, Jennifer E Huffman, Shih-Jen Hwang, Erik Ingelsson, Alan James, Rick Jansen, Marjo-Riitta Jarvelin, Roby Joehanes, Åsa Johansson, Andrew D Johnson, Peter K Joshi, Pekka Jousilahti, J Wouter Jukema, Antti Jula, Mika Kähönen, Sekar Kathiresan, Bernard D Keavney, Kay-Tee Khaw, Paul Knekt, Joanne Knight, Ivana Kolcic, Jaspal S Kooner, Seppo Koskinen, Kati Kristiansson, Zoltan Kutalik, Maris Laan, Marty Larson, Lenore J Launer, Benjamin Lehne, Terho Lehtimäki, David Cm Liewald, Li Lin, Lars Lind, Cecilia M Lindgren, YongMei Liu, Ruth Jf Loos, Lorna M Lopez, Yingchang Lu, Leo-Pekka Lyytikäinen, Anubha Mahajan, Chrysovalanto Mamasoula, Jaume Marrugat, Jonathan Marten, Yuri Milaneschi, Anna Morgan, Andrew P Morris, Alanna C Morrison, Peter J Munson, Mike A Nalls, Priyanka Nandakumar, Christopher P Nelson, Teemu Niiranen, Ilja M Nolte, Teresa Nutile, Albertine J Oldehinkel, Ben A Oostra, Paul F O'Reilly, Elin Org, Sandosh Padmanabhan, Walter Palmas, Aarno Palotie, Alison Pattie, Brenda Wjh Penninx, Markus Perola, Annette Peters, Ozren Polasek, Peter P Pramstaller, Quang Tri Nguyen, Olli T Raitakari, Rainer Rettig, Kenneth Rice, Paul M Ridker, Janina S Ried, Harriëtte Riese, Samuli Ripatti, Antonietta Robino, Lynda M Rose, Jerome I Rotter, Igor Rudan, Daniela Ruggiero, Yasaman Saba, Cinzia F Sala, Veikko Salomaa, Nilesh J Samani, Antti-Pekka Sarin, Reinhold Schmidt, Helena Schmidt, Nick Shrine, David Siscovick, Albert V Smith, Harold Snieder, Siim Sõber, Rossella Sorice, John M Starr, David J Stott, David P Strachan, Rona J Strawbridge, Johan Sundström, Morris A Swertz, Kent D Taylor, Alexander Teumer, Martin D Tobin, Maciej Tomaszewski, Daniela Toniolo, Michela Traglia, Stella Trompet, Jaakko Tuomilehto, Christophe Tzourio, André G Uitterlinden, Ahmad Vaez, Peter J van der Most, Cornelia M van Duijn, Germaine C Verwoert, Veronique Vitart, Uwe Völker, Peter Vollenweider, Dragana Vuckovic, Hugh Watkins, Sarah H Wild, Gonneke Willemsen, James F Wilson, Alan F Wright, Jie Yao, Tatijana Zemunik, Weihua Zhang, John R Attia, Adam S Butterworth, Daniel I Chasman, David Conen, Francesco Cucca, John Danesh, Caroline Hayward, Joanna Mm Howson, Markku Laakso, Edward G Lakatta, Claudia Langenberg, Olle Melander, Dennis O Mook-Kanamori, Colin Na Palmer, Lorenz Risch, Robert A Scott, Rodney J Scott, Peter Sever, Tim D Spector, Pim van der Harst, Nicholas J Wareham, Eleftheria Zeggini, Daniel Levy, Patricia B Munroe, Christopher Newton-Cheh, Morris J Brown, Andres Metspalu, Bruce M Psaty, Louise V Wain, Paul Elliott, Mark J Caulfield, Padhraig Gormley, Verneri Anttila, Priit Palta, Tonu Esko, Tune H Pers, Kai-How Farh, Ester Cuenca-Leon, Mikko Muona, Nicholas A Furlotte, Tobias Kurth, Andres Ingason, George McMahon, Lannie Ligthart, Gisela M Terwindt, Mikko Kallela, Tobias M Freilinger, Caroline Ran, Scott G Gordon, Anine H Stam, Stacy Steinberg, Guntram Borck, Markku Koiranen, Lydia Quaye, Hieab H H Adams, Terho Lehtimäki, Antti-Pekka Sarin, Juho Wedenoja, David A Hinds, Julie E Buring, Markus Schürks, Paul M Ridker, Maria Gudlaug Hrafnsdottir, Hreinn Stefansson, Susan M Ring, Jouke-Jan Hottenga, Brenda W J H Penninx, Markus Färkkilä, Ville Artto, Mari Kaunisto, Salli Vepsäläinen, Rainer Malik, Andrew C Heath, Pamela A F Madden, Nicholas G Martin, Grant W Montgomery, Mitja I Kurki, Mart Kals, Reedik Mägi, Kalle Pärn, Eija Hämäläinen, Hailiang Huang, Andrea E Byrnes, Lude Franke, Jie Huang, Evie Stergiakouli, Phil H Lee, Cynthia Sandor, Caleb Webber, Zameel Cader, Bertram Muller-Myhsok, Stefan Schreiber, Thomas Meitinger, Johan G Eriksson, Veikko Salomaa, Kauko Heikkilä, Elizabeth Loehrer, Andre G Uitterlinden, Albert Hofman, Cornelia M van Duijn, Lynn Cherkas, Linda M Pedersen, Audun Stubhaug, Christopher S Nielsen, Minna Männikkö, Evelin Mihailov, Lili Milani, Hartmut Göbel, Ann-Louise Esserlind, Anne Francke Christensen, Thomas Folkmann Hansen, Thomas Werge, Jaakko Kaprio, Arpo J Aromaa, Olli Raitakari, M Arfan Ikram, Tim Spector, Marjo-Riitta Järvelin, Andres Metspalu, Christian Kubisch, David P Strachan, Michel D Ferrari, Andrea C Belin, Martin Dichgans, Maija Wessman, Arn M J M van den Maagdenberg, Dorret I Boomsma, George Davey Smith, Kari Stefansson, Nicholas Eriksson, Mark J Daly, Benjamin M Neale, Jes Olesen, Daniel I Chasman, Dale R Nyholt, Aarno Palotie, Masato Akiyama, Varinder S Alg, Sigrid Børte, Joseph P Broderick, Ben M Brumpton, Jérôme Dauvillier, Hubert Desal, Christian Dina, Christoph M Friedrich, Emília I Gaál-Paavola, Jean-Christophe Gentric, Sven Hirsch, Isabel C Hostettler, Henry Houlden, Kristian Hveem, Juha E Jääskeläinen, Marianne Bakke Johnsen, Liming Li, Kuang Lin, Antti Lindgren, Olivier Martin, Koichi Matsuda, Iona Y Millwood, Olivier Naggara, Mika Niemelä, Joanna Pera, Richard Redon, Guy A Rouleau, Marie Søfteland Sandvei, Sabine Schilling, Eimad Shotar, Agnieszka Slowik, Chikashi Terao, W M Monique Verschuren, Robin G Walters, David J Werring, Cristen J Willer, Daniel Woo, Bradford B Worrall, Sirui Zhou, Psychiatry, Amsterdam Neuroscience - Complex Trait Genetics, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, and Admin, Oskar
Subjects: Advanced and Specialized Nursing, Incidence, risk assessment, Smoking/epidemiology, intracranial aneurysm, genetic heterogeneity, [SDV.SPEE] Life Sciences [q-bio]/Santé publique et épidémiologie, Risk Factors, Intracranial Aneurysm/epidemiology, Humans, Subarachnoid Hemorrhage/epidemiology, [SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie, genetics, Neurology (clinical), aneurysmal subarachnoid hemorrhage, genetic, Cardiology and Cardiovascular Medicine
Abstract: Background: Recently, common genetic risk factors for intracranial aneurysm (IA) and aneurysmal subarachnoid hemorrhage (ASAH) were found to explain a large amount of disease heritability and therefore have potential to be used for genetic risk prediction. We constructed a genetic risk score to (1) predict ASAH incidence and IA presence (combined set of unruptured IA and ASAH) and (2) assess its association with patient characteristics. Methods: A genetic risk score incorporating genetic association data for IA and 17 traits related to IA (so-called metaGRS) was created using 1161 IA cases and 407 392 controls from the UK Biobank population study. The metaGRS was validated in combination with risk factors blood pressure, sex, and smoking in 828 IA cases and 68 568 controls from the Nordic HUNT population study. Furthermore, we assessed association between the metaGRS and patient characteristics in a cohort of 5560 IA patients. Results: Per SD increase of metaGRS, the hazard ratio for ASAH incidence was 1.34 (95% CI, 1.20–1.51) and the odds ratio for IA presence 1.09 (95% CI, 1.01–1.18). Upon including the metaGRS on top of clinical risk factors, the concordance index to predict ASAH hazard increased from 0.63 (95% CI, 0.59–0.67) to 0.65 (95% CI, 0.62–0.69), while prediction of IA presence did not improve. The metaGRS was statistically significantly associated with age at ASAH (β=−4.82×10 −3 per year [95% CI, −6.49×10 −3 to −3.14×10 −3 ]; P =1.82×10 −8 ), and location of IA at the internal carotid artery (odds ratio=0.92 [95% CI, 0.86–0.98]; P =0.0041). Conclusions: The metaGRS was predictive of ASAH incidence, although with limited added value over clinical risk factors. The metaGRS was not predictive of IA presence. Therefore, we do not recommend using this metaGRS in daily clinical care. Genetic risk does partly explain the clinical heterogeneity of IA warranting prioritization of clinical heterogeneity in future genetic prediction studies of IA and ASAH.
Published: 2023
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7. Fine-mapping inflammatory bowel disease loci to single-variant resolution.

Author: Hailiang Huang, Ming Fang, Luke Jostins, Masa Umicevic Mirkov, Gabrielle Boucher, Carl A. Anderson, Vibeke Andersen, Isabelle Cleynen, Adrian Cortes, François Crins, Mauro D'Amato, Valérie Deffontaine, Julia Dmitrieva, Elisa Docampo, Mahmoud Elansary, Kyle Kai-How Farh, Andre Franke, Ann-Stephan Gori, Philippe Goyette, Jonas Halfvarson, Talin Haritunians, Jo Knight, Ian C. Lawrance, Charlie W. Lees, Edouard Louis, Rob Mariman, Theo H. E. Meuwissen, Myriam Mni, Yukihide Momozawa, Miles Parkes, Sarah L. Spain, Emilie Théâtre, Gosia Trynka, Jack Satsangi, Suzanne van Sommeren, Severine Vermeire, Ramnik J. Xavier, Rinse K. Weersma, Richard H. Duerr, Christopher G. P. Mathew, John D. Rioux, Dermot P. B. McGovern, Judy H. Cho, Michel Georges, Mark J. Daly, and Jeffrey C. Barrett
Published: 2017
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8. Rare penetrant mutations confer severe risk of common diseases

Author: European Research Council, European Commission, Ministerio de Ciencia e Innovación (España), Agencia Estatal de Investigación (España), Generalitat de Catalunya, Marqués-Bonet, Tomàs [0000-0002-5597-3075], Fiziev, Petko P., McRae, Jeremy, Ulirsch, Jacob C., Dron, Jacqueline S., Hamp, Tobias, Yang, Yanshen, Wainschtein, Pierrick, Ni, Zijian, Schraiber, Joshua G., Gao, Hong, Cable, Dylan, Field, Yair, Aguet, Francois, Fasnacht, Marc, Metwally, Ahmed, Rogers, Jeffrey, Marqués-Bonet, Tomàs, Rehm, Heidi L., O'Donnell-Luria, Anne, Khera, Amit V., Kai-How Farh, Kyle, European Research Council, European Commission, Ministerio de Ciencia e Innovación (España), Agencia Estatal de Investigación (España), Generalitat de Catalunya, Marqués-Bonet, Tomàs [0000-0002-5597-3075], Fiziev, Petko P., McRae, Jeremy, Ulirsch, Jacob C., Dron, Jacqueline S., Hamp, Tobias, Yang, Yanshen, Wainschtein, Pierrick, Ni, Zijian, Schraiber, Joshua G., Gao, Hong, Cable, Dylan, Field, Yair, Aguet, Francois, Fasnacht, Marc, Metwally, Ahmed, Rogers, Jeffrey, Marqués-Bonet, Tomàs, Rehm, Heidi L., O'Donnell-Luria, Anne, Khera, Amit V., and Kai-How Farh, Kyle
Abstract: [INTRODUCTION] Genome-wide association studies (GWASs) have identified thousands of common genetic variants that are predictive of common disease susceptibility, but these variants individually have mild effects on disease owing to the effects of natural selection. By contrast, rare genetic variants can have large effects on common disease risk, but their use in genetic risk prediction has been limited to date owing to the difficulty of distinguishing pathogenic from benign variants and estimating the magnitude of their effects., [RATIONALE] PrimateAI-3D is a three-dimensional convolutional neural network for missense variant–effect prediction, which was trained with common genetic variants from the population sequencing of 233 primate species. By applying this method to estimate the pathogenicity of rare coding variants in 454,712 UK Biobank individuals, we aimed to improve rare-variant association tests and genetic risk prediction for common diseases and complex traits., [RESULTS] We performed rare-variant burden tests for 90 well-powered, clinically relevant phenotypes in the UK Biobank exome dataset. Stratifying missense variants with PrimateAI-3D greatly improved gene discovery, revealing 73% more significant gene-phenotype associations (false discovery rate <0.05) compared with not using PrimateAI-3D. When benchmarked against prior studies, gene-phenotype pairs identified with our method were better supported by orthogonal genetic evidence from GWAS and genes from related Mendelian disorders. In addition, PrimateAI-3D scores showed the strongest correlation among existing variant interpretation algorithms for predicting the quantitative effects of rare variants on continuous clinical phenotypes. Having validated our method for finding gene-phenotype relationships, we next constructed a rare-variant polygenic risk score (PRS) model by combining the rare-variant genes for each phenotype, weighting variants by their PrimateAI-3D prediction score and the direction and effect size of each associated gene. For comparison, we constructed common-variant PRS models and evaluated the performance of the two models for genetic risk prediction in a withheld-test subset of the cohort. Although common variants better explained overall population variance, rare-variant PRSs had more power at the ends of the distribution to identify individuals at the greatest risk for disease, and thus may be more relevant for population genetic screening and risk management. By contrast to common-variant PRS models derived from European populations that show poor generalization to non-Europeans, rare-variant PRSs were substantially more portable to different cohorts and ancestry groups that were not seen during model training. Moreover, because they incorporate orthogonal information from nonoverlapping sets of variants, we combined rare- and common-variant PRS models into a unified model and observed further improvement in genetic risk prediction for common d, [CONCLUSION] Understanding the impact of rare variants in common diseases is of prime interest for both precision medicine and the discovery of drug targets. By leveraging advances in variant effect prediction, we have demonstrated major improvements in rare-variant burden testing and genetic risk prediction. Notably, we observed that nearly all individuals carried at least one rare penetrant variant for the phenotypes we examined, demonstrating the utility of personal genome sequencing for otherwise healthy individuals in the general population.
Published: 2023

9. The landscape of tolerated genetic variation in humans and primates

Author: Hong Gao, Tobias Hamp, Jeffrey Ede, Joshua G. Schraiber, Jeremy McRae, Moriel Singer-Berk, Yanshen Yang, Anastasia Dietrich, Petko Fiziev, Lukas Kuderna, Laksshman Sundaram, Yibing Wu, Aashish Adhikari, Yair Field, Chen Chen, Serafim Batzoglou, Francois Aguet, Gabrielle Lemire, Rebecca Reimers, Daniel Balick, Mareike C. Janiak, Martin Kuhlwilm, Joseph D. Orkin, Shivakumara Manu, Alejandro Valenzuela, Juraj Bergman, Marjolaine Rouselle, Felipe Ennes Silva, Lidia Agueda, Julie Blanc, Marta Gut, Dorien de Vries, Ian Goodhead, R. Alan Harris, Muthuswamy Raveendran, Axel Jensen, Idriss S. Chuma, Julie Horvath, Christina Hvilsom, David Juan, Peter Frandsen, Fabiano R. de Melo, Fabricio Bertuol, Hazel Byrne, Iracilda Sampaio, Izeni Farias, João Valsecchi do Amaral, Mariluce Messias, Maria N. F. da Silva, Mihir Trivedi, Rogerio Rossi, Tomas Hrbek, Nicole Andriaholinirina, Clément J. Rabarivola, Alphonse Zaramody, Clifford J. Jolly, Jane Phillips-Conroy, Gregory Wilkerson, Christian Abee, Joe H. Simmons, Eduardo Fernandez-Duque, ee Kanthaswamy, Fekadu Shiferaw, Dongdong Wu, Long Zhou, Yong Shao, Guojie Zhang, Julius D. Keyyu, Sascha Knauf, Minh D. Le, Esther Lizano, Stefan Merker, Arcadi Navarro, Thomas Batallion, Tilo Nadler, Chiea Chuen Khor, Jessica Lee, Patrick Tan, Weng Khong Lim, Andrew C. Kitchener, Dietmar Zinner, Ivo Gut, Amanda Melin, Katerina Guschanski, Mikkel Heide Schierup, Robin M. D. Beck, Govindhaswamy Umapathy, Christian Roos, Jean P. Boubli, Monkol Lek, Shamil Sunyaev, Anne O’Donnell, Heidi Rehm, Jinbo Xu, Jeffrey Rogers, Tomas Marques-Bonet, and Kyle Kai-How Farh
Subjects: Article
Abstract: INTRODUCTIONMillions of people have received genome and exome sequencing to date, a collective effort that has illuminated for the first time the vast catalog of small genetic differences that distinguish us as individuals within our species. However, the effects of most of these genetic variants remain unknown, limiting their clinical utility and actionability. New approaches that can accurately discern disease-causing from benign mutations and interpret genetic variants on a genome-wide scale would constitute a meaningful initial step towards realizing the potential of personalized genomic medicine.RATIONALEAs a result of the short evolutionary distance between humans and nonhuman primates, our proteins share near-perfect amino acid sequence identity. Hence, the effects of a protein-altering mutation found in one species are likely to be concordant in the other species. By systematically cataloging common variants of nonhuman primates, we aimed to annotate these variants as being unlikely to cause human disease as they are tolerated by natural selection in a closely related species. Once collected, the resulting resource may be applied to infer the effects of unobserved variants across the genome using machine learning.RESULTSFollowing the strategy outlined above we obtained whole-genome sequencing data for 809 individuals from 233 primate species and cataloged 4.3 million common missense variants. We confirmed that human missense variants seen in at least one nonhuman primate species were annotated as benign in the ClinVar clinical variant database in 99% of cases. By contrast, common variants from mammals and vertebrates outside the primate lineage were substantially less likely to be benign in the ClinVar database (71 to 87% benign), restricting this strategy to nonhuman primates. Overall, we reclassified more than 4 million human missense variants of previously unknown consequence as likely benign, resulting in a greater than 50-fold increase in the number of annotated missense variants compared to existing clinical databases.To infer the pathogenicity of the remaining missense variants in the human genome, we constructed PrimateAI-3D, a semisupervised 3D-convolutional neural network that operates on voxelized protein structures. We trained PrimateAI-3D to separate common primate variants from matched control variants in 3D space as a semisupervised learning task. We evaluated the trained PrimateAI-3D model alongside 15 other published machine learning methods on their ability to distinguish between benign and pathogenic variants in six different clinical benchmarks and demonstrated that PrimateAI-3D outperformed all other classifiers in each of the tasks.CONCLUSIONOur study addresses one of the key challenges in the variant interpretation field, namely, the lack of sufficient labeled data to effectively train large machine learning models. By generating the most comprehensive primate sequencing dataset to date and pairing this resource with a deep learning architecture that leverages 3D protein structures, we were able to achieve meaningful improvements in variant effect prediction across multiple clinical benchmarks. Personalized genome sequencing has revealed millions of genetic differences between individuals, but our understanding of their clinical relevance remains largely incomplete. To systematically decipher the effects of human genetic variants, we obtained whole-genome sequencing data for 809 individuals from 233 primate species and identified 4.3 million common protein-altering variants with orthologs in humans. We show that these variants can be inferred to have nondeleterious effects in humans based on their presence at high allele frequencies in other primate populations. We use this resource to classify 6% of all possible human protein-altering variants as likely benign and impute the pathogenicity of the remaining 94% of variants with deep learning, achieving state-of-the-art accuracy for diagnosing pathogenic variants in patients with genetic diseases.
Published: 2023
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10. Rare penetrant mutations confer severe risk of common diseases

Author: Petko Fiziev, Jeremy McRae, Jacob C. Ulirsch, Jacqueline S. Dron, Tobias Hamp, Yanshen Yang, Pierrick Wainschtein, Zijian Ni, Joshua G. Schraiber, Hong Gao, Dylan Cable, Yair Field, Francois Aguet, Marc Fasnacht, Ahmed Metwally, Jeffrey Rogers, Tomas Marques-Bonet, Heidi L. Rehm, Anne O’Donnell-Luria, Amit V. Khera, and Kyle Kai-How Farh
Subjects: Article
Abstract: We examined 454,712 exomes for genes associated with a wide spectrum of complex traits and common diseases and observed that rare, penetrant mutations in genes implicated by genome-wide association studies confer ∼10-fold larger effects than common variants in the same genes. Consequently, an individual at the phenotypic extreme and at the greatest risk for severe, early-onset disease is better identified by a few rare penetrant variants than by the collective action of many common variants with weak effects. By combining rare variants across phenotype-associated genes into a unified genetic risk model, we demonstrate superior portability across diverse global populations compared to common variant polygenic risk scores, greatly improving the clinical utility of genetic-based risk prediction.One sentence summaryRare variant polygenic risk scores identify individuals with outlier phenotypes in common human diseases and complex traits.
Published: 2023
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11. Integrative analysis of 111 reference human epigenomes Open.

Author: Roadmap Epigenomics Consortium, Anshul Kundaje, Wouter Meuleman, Jason Ernst, Misha Bilenky, Angela Yen, Alireza Heravi Moussavi, Pouya Kheradpour, ZhiZhuo Zhang, Jianrong Wang, Michael J. Ziller, Viren Amin, John W. Whitaker, Matthew D. Schultz, Lucas D. Ward, Abhishek Sarkar, Gerald T. Quon, Richard S. Sandstrom, Matthew L. Eaton, Yi-Chieh Wu, Andreas R. Pfenning, Xinchen Wang, Melina Claussnitzer, Yaping Liu, Cristian Coarfa, R. Alan Harris, Noam Shoresh, Charles B. Epstein, Elizabeta Gjoneska, Danny Leung, Wei Xie, R. David Hawkins, Ryan Lister, Chibo Hong, Philippe Gascard, Andrew J. Mungall, Richard A. Moore, Eric Chuah, Angela Tam, Theresa K. Canfield, R. Scott Hansen, Rajinder Kaul, Peter J. Sabo, Mukul S. Bansal, Annaick Carles, Jesse R. Dixon, Kyle Kai-How Farh, Soheil Feizi, Rosa Karlic, Ah-Ram Kim, Ashwinikumar Kulkarni, Daofeng Li, Rebecca F. Lowdon, GiNell Elliott, Tim R. Mercer, Shane J. Neph, Vitor Onuchic, Paz Polak, Nisha Rajagopal, Pradipta Ray, Richard C. Sallari, Kyle T. Siebenthall, Nicholas A. Sinnott-Armstrong, Michael Stevens, Robert E. Thurman, Jie Wu, Bo Zhang 0009, Xin Zhou, Arthur E. Beaudet, Laurie A. Boyer, Philip L. De Jager, Peggy J. Farnham, Susan J. Fisher, David Haussler, Steven J. M. Jones, Wei Li, Marco A. Marra, Michael T. McManus, Shamil R. Sunyaev, James A. Thomson, Thea D. Tlsty, Li-Huei Tsai, Wei Wang 0051, Robert A. Waterland, Michael Q. Zhang, Lisa H. Chadwick, Bradley E. Bernstein, Joseph F. Costello, Joseph R. Ecker, Martin Hirst, Alexander Meissner, Aleksandar Milosavljevic, Bing Ren, John A. Stamatoyannopoulos, Ting Wang, and Manolis Kellis
Published: 2015
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12. 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
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13. Deconvoluting complex correlates of COVID19 severity with local ancestry inference and viral phylodynamics: Results of a multiomic pandemic tracking strategy

Author: Kinya Seo, Jennifer Kim, Douglas Russo, David Jimenez-Morales, Lorenzo Cappello, Nathaniel Watson, Manuel A. Rivas, Archana Raja, Nathan Hammond, Marcelo Fernandez-Vina, Francis deSouza, Nathan Youlton, Steven G. Hershman, Kazutoyo Osoegawa, Olivier Delaneau, Shirley Sutton, Jessie T. Lauzon, Andra L. Blomkalns, Ruth O'Hara, Yongchan Kwon, Amy Kistler, Victoria N. Parikh, Yong Huang, Carlos Bustamante, Matthew T. Wheeler, Elizabeth Spiteri, Benjamin A. Pinsky, Jonasel Roque, Simone Rubinacci, Massa J. Shoura, Thanmayi Ranganath, Samuel Yang, John E. Gorzynski, Alina Isakova, Gary P. Schroth, Kyle Kai-How Farh, Yosuke Tanigawa, Ruchi Joshi, Hannah N. De Jong, Kalyan C. Mallempati, Catherine A. Blish, Christopher R. Hughes, Norma Neff, Justin Wong, Karan D. Bhatt, Sándor Szalma, Julia A. Palacios, Jimmy Zhen, Jack Kamm, Alexander G. Ioannidis, Anna Kirillova, Xiran Liu, Gonzalo Montero-Martín, Angela J. Rogers, Jeffrey W. Christle, David Amar, Maurizio Morri, Karen P. Dalton, Phil Febbo, Jaehee Kim, Victoria P. Cepeda-Espinoza, Sonia Moreno-Grau, Chunli Zhao, Christopher DeBoever, Euan A. Ashley, Kari C. Nadeau, Jacob Edelson, and Daniel Mas Montserrat
Subjects: Race (biology), Viral phylodynamics, Evolutionary biology, Metagenomics, Pandemic, Confounding, Genetic admixture, Microbiome, Biology, Genome
Abstract: The SARS-CoV-2 pandemic has differentially impacted populations of varied race, ethnicity and socioeconomic status. Admixture mapping and local ancestry inference represent powerful tools to examine genetic risk within multi-ancestry genomes independent of these confounding social constructs. Here, we leverage a pandemic tracking strategy in which we sequence viral and host genomes and transcriptomes from 1,327 nasopharyngeal swab residuals and integrate them with digital phenotypes from electronic health records. We demonstrate over-representation of individuals possessing Oceanian and Indigenous American ancestry in SARS-CoV-2 positive populations. Genome-wide-association disaggregated by admixture mapping reveals regions of chromosomes 5 and 14 associated with COVID19 severity within African and Oceanic local ancestries, respectively, independent of overall ancestry fraction. Phylodynamic tracking of consensus viral genomes reveals no association with disease severity or inferred ancestry. We further present summary data from a multi-omic investigation of human-leukocyte-antigen (HLA) typing, nasopharyngeal microbiome and human transcriptomics that reveal metagenomic and HLA associations with severe COVID19 infection. This work demonstrates the power of multi-omic pandemic tracking and genomic analyses to reveal distinct epidemiologic, genetic and biological associations for those at the highest risk.
Published: 2021
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14. Variation in predicted COVID-19 risk among lemurs and lorises

Author: Jeffrey Rogers, Dietmar Zinner, Tilo Nadler, Chiea Chuen Khor, Muthuswamy Raveendran, Weng Khong Lim, Tomas Marques-Bonet, Kyle Kai-How Farh, Frank Marrone, Alejandro E. J. Valenzuela, C. Rabarivola, Minh Duc Le, Erich D. Jarvis, Govindhaswamy Umapathy, Joseph D. Orkin, Hasinala Ramangason, Andrew C. Kitchener, Nicole Volasoa Andriaholinirina, Dong-Dong Wu, Paramjit S. Arora, Ivo Gut, Amanda D. Melin, Lukas F. K. Kuderna, Sivakumara Manu, Esther Lizano, Alphonse Zaramody, Olivier Fedrigo, Guojie Zhang, Mareike C Janiak, R. Alan Harris, Patrick Tan, Arcadi Navarro, Steig E. Johnson, David Juan, Christian Roos, James P. Higham, Marta Gut, Jessica G. H. Lee, Julie E. Horvath, Natural Sciences and Engineering Research Council of Canada, Canada Research Chairs, Natural Environment Research Council (UK), Ministerio de Ciencia, Innovación y Universidades (España), Instituto de Salud Carlos III, Agencia Estatal de Investigación (España), Ministerio de Economía y Competitividad (España), European Commission, Generalitat de Catalunya, Fundación 'la Caixa', Howard Hughes Medical Institute, National Institutes of Health (US), Rockefeller University, Melin, Amanda D. [0000-0002-0612-2514], Orkin, Joseph D. [0000-0001-6922-2072], Janiak, Mareike C. [0000-0002-7759-2556], Valenzuela, Alejandro [0000-0002-2252-3887], Kuderna, Lukas F. K. [0000-0002-9992-9295], Marrone, Frank [0000-0002-1735-0723], Ramangason, Hasinala [0000-0003-4222-7476], Horvath, Julie E. [0000-0002-6426-035X], Roos, Christian [0000-0003-0190-4266], Kitchener, Andrew C. [0000-0003-2594-0827], Khor, Chiea Chuen [0000-0002-1128-4729], Lim, Weng Khong [0000-0003-4391-1130], Umapathy, Govindhaswamy [0000-0003-4086-7445], Raveendran, Muthuswamy [0000-0001-6185-4059], Harris, R. Alan [0000-0002-7333-4752], Gut, Ivo [0000-0001-7219-632X], Gut, Marta [0000-0002-4063-7159], Lizano, Esther 0000-0003-3304-9807], Zinner, Dietmar [0000-0003-3967-8014], Manu, Sivakumara [0000-0002-9114-8793], Johnson, Steig E. [0000-0003-2257-8949], Fedrigo, Olivier [0000-0002-6450-7551], Farh, Kyle Kai-How [0000-0001-6947-8537], Rogers, Jeffrey [0000-0002-7374-6490], Marqués-Bonet, Tomàs [0000-0002-5597-3075], Navarro, Arcadi [0000-0003-2162-8246], Juan, David [0000-0003-1912-9667], Arora, Paramjit S. [0000-0001-5315-401X], Higham, James P. [0000-0002-1133-2030], Melin, Amanda D., Orkin, Joseph D., Janiak, Mareike C., Valenzuela, Alejandro, Kuderna, Lukas F. K., Marrone, Frank, Ramangason, Hasinala, Horvath, Julie E., Roos, Christian, Kitchener, Andrew C., Khor, Chiea Chuen, Lim, Weng Khong, Umapathy, Govindhaswamy, Raveendran, Muthuswamy, Harris, R. Alan, Gut, Ivo, Gut, Marta, Zinner, Dietmar, Manu, Sivakumara, Johnson, Steig E., Fedrigo, Olivier, Farh, Kyle Kai-How, Rogers, Jeffrey, Marqués-Bonet, Tomàs, Navarro, Arcadi, Juan, David, Arora, Paramjit S., and Higham, James P.
Subjects: 0106 biological sciences, Propithecus, Endangered species, Lemur, Locus (genetics), COVID-19 (Malaltia), 010603 evolutionary biology, 01 natural sciences, Lèmurs, Article, Lorisidae, 03 medical and health sciences, 0302 clinical medicine, Risk Factors, biology.animal, Animals, 0501 psychology and cognitive sciences, Primate, 030212 general & internal medicine, Taxonomic rank, 050102 behavioral science & comparative psychology, Clade, Ecology, Evolution, Behavior and Systematics, Research Articles, 030304 developmental biology, 0303 health sciences, Extinction, biology, Lorísids, 05 social sciences, Primate Diseases, COVID-19, biology.organism_classification, Evolutionary biology, Animal Science and Zoology, Angiotensin-Converting Enzyme 2, Genètica, Research Article
Abstract: Versión preprint disponible en: http://hdl.handle.net/10261/229066, The novel coronavirus SARS‐CoV‐2, which in humans leads to the disease COVID‐19, has caused global disruption and more than 2 million fatalities since it first emerged in late 2019. As we write, infection rates are at their highest point globally and are rising extremely rapidly in some areas due to more infectious variants. The primary target of SARS‐CoV‐2 is the cellular receptor angiotensin‐converting enzyme‐2 (ACE2). Recent sequence analyses of the ACE2 gene predict that many nonhuman primates are also likely to be highly susceptible to infection. However, the anticipated risk is not equal across the Order. Furthermore, some taxonomic groups show high ACE2 amino acid conservation, while others exhibit high variability at this locus. As an example of the latter, analyses of strepsirrhine primate ACE2 sequences to date indicate large variation among lemurs and lorises compared to other primate clades despite low sampling effort. Here, we report ACE2 gene and protein sequences for 71 individual strepsirrhines, spanning 51 species and 19 genera. Our study reinforces previous results while finding additional variability in other strepsirrhine species, and suggests several clades of lemurs have high potential susceptibility to SARS‐CoV‐2 infection. Troublingly, some species, including the rare and endangered aye‐aye (Daubentonia madagascariensis), as well as those in the genera Avahi and Propithecus, may be at high risk. Given that lemurs are endemic to Madagascar and among the primates at highest risk of extinction globally, further understanding of the potential threat of COVID‐19 to their health should be a conservation priority. All feasible actions should be taken to limit their exposure to SARS‐CoV‐2., ADM is supported bythe Natural Sciences and Engineering Research Council of Canada(NSERC Discovery Grant) and Canada Research Chairs Program.MCJ's postdoctoral appointment is supported by funding from theNatural Environment Research Council (NERC NE/T000341/1). IGand MG acknowledge the support of the Spanish Ministry of Scienceand Innovation through the Instituto de Salud Carlos III and the2014–2020 Smart Growth Operating Program, to the EMBL part-nership and cofinancing with the European Regional DevelopmentFund (MINECO/FEDER, BIO201571792P). We also acknowledgethe support of the Centro de Excelencia Severo Ochoa, and theGeneralitat de Catalunya through the Departament de Salut, De-partament d'Empresa i Coneixement and the CERCA Programme.TMB is supported by funding from the European Research Council(ERC) under the European Union's Horizon 2020 research and in-novation program (grant agreement No. 864203), BFU201786471P (MINECO/FEDER, UE), “Unidad de Excelencia María de Maeztu”,funded by the AEI (CEX2018000792M), Howard Hughes Interna-tional Early Career, Obra Social "La Caixa" and Secretaria d'Uni-versitats i Recerca and CERCA Programme del Departamentd'Economia i Coneixement de la Generalitat de Catalunya (GRC2017 SGR 880). PSA thanks the National Institutes of Health(R35GM130333) for financial support. EL is supported by CGL201782654P (MINECO/FEDER, UE). EDJ and OF's contributions weresupported by funds from Howard Hughes Medical Institute and theRockefeller University. Chris Smith drew the images for Figure 1. Theauthors would like to thank the Veterinary and Zoology staff atWildlife Reserves Singapore for their help in obtaining the tissuesamples, as well as the Lee Kong Chian Natural History Museum forstorage and provision of the tissue samples. Finally, we thank tworeviewers for quick and constructive comments, and Karen Bales forher supportive editorial oversight
Published: 2021
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15. 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
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16. Chromatin and gene-regulatory dynamics of the developing human cerebral cortex at single-cell resolution

Author: Arwa Kathiria, Alexandro E. Trevino, Howard Y. Chang, Laksshman Sundaram, Sergiu P. Paşca, Anshul Kundaje, Anca M. Pasca, Kyle Kai-How Farh, Anna Shcherbina, William J. Greenleaf, Jimena Andersen, and Fabian Müller
Subjects: Regulation of gene expression, Glutamatergic, Corticogenesis, medicine.anatomical_structure, Cerebral cortex, Gene expression, medicine, Computational biology, Biology, Gene, Transcription factor, Chromatin
Abstract: Genetic perturbations of cerebral cortical development can lead to neurodevelopmental disease, including autism spectrum disorder (ASD). To identify genomic regions crucial to corticogenesis, we mapped the activity of gene-regulatory elements generating a single-cell atlas of gene expression and chromatin accessibility both independently and jointly. This revealed waves of gene regulation by key transcription factors (TFs) across a nearly continuous differentiation trajectory into glutamatergic neurons, distinguished the expression programs of glial lineages, and identified lineage-determining TFs that exhibited strong correlation between linked gene-regulatory elements and expression levels. These highly connected genes adopted an active chromatin state in early differentiating cells, consistent with lineage commitment. Basepair-resolution neural network models identified strong cell-type specific enrichment of noncoding mutations predicted to be disruptive in a cohort of ASD subjects and identified frequently disrupted TF binding sites. This approach illustrates how cell-type specific mapping can provide insights into the programs governing human development and disease.
Published: 2020
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17. A Working Model to Inform Risk-Based Back to Work Strategies

Author: Martin Chian, Darcy Vavrek, Kyle Kai-How Farh, Phillip G. Febbo, John A. Moon, Eileen de Feo, Kristen Meier, Kirsten J. Curnow, and Robert Ragusa
Subjects: medicine.medical_specialty, True negative, Coronavirus disease 2019 (COVID-19), Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), Positive predicative value, Public health, Disclaimer, Pooling, medicine, Operations management, Psychology, Turnaround time
Abstract: BackgroundThe coronavirus disease 2019 (COVID-19) pandemic has forced many businesses to close or move to remote work to reduce the potential spread of disease. Employers desiring a return to onsite work want to understand their risk for having an infected employee on site and how best to mitigate this risk. Here, we modelled a range of key metrics to help inform return to work policies and procedures, including evaluating the benefit and optimal design of a SARS-CoV-2 employee screening program.MethodsWe modeled a range of input variables including prevalence of COVID-19, time infected, number of employees, test sensitivity and specificity, test turnaround time, number of times tested within the infectious period, and sample pooling. We modeled the impact of these input variables on several output variables: number of healthy employees; number of infected employees; number of test positive and test negative employees; number of true positive, false positive, true negative, and false negative employees; positive and negative predictive values; and time an infected, potentially contagious employee is on site.ResultsWe show that an employee screening program can reduce the risk for onsite transmission across different prevalence values and group sizes. For example, at a pre-test asymptomatic community prevalence of 0.5% (5 in 1000) with an employee group size of 500, the risk for at least one infected employee on site is 91.8%, with 3 asymptomatic infected employees predicted within those 500 employees. Implementing a SARS-CoV-2 baseline screen with an 80% sensitivity and 99.5% specificity would reduce the risk of at least one infected employee on site to 39.4% and the predicted number of infected employees onsite (false negatives) to 1. Repetitive testing is required for ongoing vigilance of onsite employees. The expected number of days an infected employee is on site depends on test sensitivity, testing interval, and turnaround time. If the test interval is longer than the infectious period (∼14 days for COVID-19), testing will not detect the infected employee. Sample pooling reduces the number of tests performed, thereby reducing testing costs. However, the pooling methodology (eg, 1-stage vs 2-stage pooling, pool size) will impact the number of employees that screen positive, thereby affected the number of employees eligible to return to onsite work.ConclusionsThe modeling presented here can be used to help employers understand their risk for having an infected employee on site. Further, it details how an employee screening program can reduce this risk and shows how screening performance and frequency impact the effectiveness of a screening program. The primary factors determining the effectiveness of a screening program are test sensitivity and frequency of testing.DisclaimerThis publication is offered to businesses/employers as a model of potential risk arising from COVID19 in the workplace. While believed to be based on reliable data, the model described herein has not been prospectively validated and should not be relied upon for any purpose other than as an aid to understand the potential impacts of a number of variables on the risk of having COVID19 positive employees on a worksite. Decisions related to workplace safety; COVID19 related workplace testing; programs and procedures should be based upon your actual data and applicable laws and public health orders.
Published: 2020
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18. High-throughput SARS-CoV-2 and host genome sequencing from single nasopharyngeal swabs

Author: Gonzalo Montero-Martín, Carlos Bustamante, Victoria N. Parikh, Manuel A. Rivas, Marcelo Fernandez-Vina, Amy Kistler, Shirley Sutton, David Amar, Yosuke Tanigawa, Matthew T. Wheeler, Kazutoyo Osoegawa, F Desouza, Christopher R. Hughes, Anna Kirillova, Archana Raja, Nathan Hammond, Norma Neff, Nathaniel Watson, Malaya K. Sahoo, Rob Bierman, Jack Kamm, Kyle Kai-How Farh, Phil Febbo, Ruchi Joshi, Simone Rubinacci, Alexander G. Ioannidis, Massa J. Shoura, Darren Liu, David Jimenez-Morales, Hannah N. De Jong, Euan A. Ashley, Jaehee Kim, Kinya Seo, Lorenzo Cappello, Kalyan C. Mallempati, John E. Gorzynski, Julia Salzman, Julia A. Palacios, Jeffrey W. Christle, Gary P. Schroth, Olivier Delaneau, Benjamin A. Pinsky, and ChunHong Huang
Subjects: Transcriptome, Host genome, Genomic data, Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), Human leukocyte antigen, Computational biology, Biology, Genome, Throughput (business), Pathogen, Article
Abstract: During COVID19 and other viral pandemics, rapid generation of host and pathogen genomic data is critical to tracking infection and informing therapies. There is an urgent need for efficient approaches to this data generation at scale. We have developed a scalable, high throughput approach to generate high fidelity low pass whole genome and HLA sequencing, viral genomes, and representation of human transcriptome from single nasopharyngeal swabs of COVID19 patients.
Published: 2020

19. Meta-analysis of 375,000 individuals identifies 38 susceptibility loci for migraine

Author: Kai-How Farh, Caleb Webber, Albert Hofman, George McMahon, Nicholas G. Martin, Paul M. Ridker, Lynn Cherkas, Mart Kals, Dorret I. Boomsma, George Davey Smith, Verneri Anttila, Tune H. Pers, Bertram Müller-Myhsok, Ville Artto, Benjamin M. Neale, Ester Cuenca-León, Anine H. Stam, Christopher Sivert Nielsen, Hieab H.H. Adams, Guntram Borck, Andres Metspalu, Maria Gudlaug Hrafnsdottir, Martin Dichgans, Reedik Mägi, Hailiang Huang, Daniel I. Chasman, Elizabeth Loehrer, John-Anker Zwart, Thomas Meitinger, Markus Färkkilä, Cornelia M. van Duijn, Arn M. J. M. van den Maagdenberg, Evie Stergiakouli, Johan G. Eriksson, Kauko Heikkilä, Hreinn Stefansson, Nicholas A. Furlotte, Minna Männikkö, Nicholas Eriksson, Jaakko Kaprio, David P. Strachan, Juho Wedenoja, Zameel M. Cader, Scott G. Gordon, Brenda W.J.H. Penninx, Linda M. Pedersen, Olli T. Raitakari, Phil Lee, André G. Uitterlinden, Ann-Louise Esserlind, Tobias Kurth, Arpo Aromaa, Priit Palta, Jes Olesen, Audun Stubhaug, Antti-Pekka Sarin, Andres Ingason, Stefan Schreiber, Salli Vepsäläinen, Hartmut Göbel, Kalle Pärn, Jouke-Jan Hottenga, Kari Stefansson, Bendik S. Winsvold, Markku Koiranen, Tim D. Spector, Evelin Mihailov, Mikko Muona, Marjo-Riitta Järvelin, Cynthia Sandor, Anne Francke Christensen, Lude Franke, Grant W. Montgomery, Tobias Freilinger, Caroline Ran, Thomas Werge, Maija Wessman, David A. Hinds, Lannie Ligthart, Terho Lehtimäki, Lili Milani, Mari A. Kaunisto, Lydia Quaye, Andrea Carmine Belin, Eija Hamalainen, M. Arfan Ikram, Veikko Salomaa, Mark J. Daly, Dale R. Nyholt, Pamela A. F. Madden, Andrew C. Heath, Tõnu Esko, Rainer Malik, Gisela M. Terwindt, Mitja I. Kurki, Aarno Palotie, Thomas Hansen, Padhraig Gormley, Michel D. Ferrari, Susan M. Ring, Julie E. Buring, Christian Kubisch, Mikko Kallela, Andrea Byrnes, Stacy Steinberg, Jie Huang, Markus Schürks, Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Stem Cell Aging Leukemia and Lymphoma (SALL), Amsterdam Neuroscience - Complex Trait Genetics, Psychiatry, EMGO - Mental health, Internal Medicine, Epidemiology, Neurology, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Mental Health, Biological Psychology, and Complex Trait Genetics
Subjects: 0301 basic medicine, Netherlands Twin Register (NTR), SMOOTH-MUSCLE-CELLS, Medizin, Genome-wide association study, Disease, Bioinformatics, Genome-wide association studies, 0302 clinical medicine, Familial hemiplegic migraine, GENE-EXPRESSION, Genetics, Genetics & Heredity, FAMILIAL HEMIPLEGIC MIGRAINE, International Headache Genetics Consortium, SINGLE-NUCLEOTIDE POLYMORPHISMS, 11 Medical And Health Sciences, Genomics, SDG 10 - Reduced Inequalities, 3. Good health, Migranya, Cortical spreading depression, SPREADING DEPRESSION, Life Sciences & Biomedicine, Gens, Genetic Markers, Migraine Disorders, Locus (genetics), Single-nucleotide polymorphism, Biology, GENOTYPE IMPUTATION, Polymorphism, Single Nucleotide, 03 medical and health sciences, medicine, SYSTEMATIC ANALYSIS, Humans, Genetic Predisposition to Disease, Vascular Diseases, GENOME-WIDE ASSOCIATION, Migraine, Science & Technology, Case-control study, Muscle, Smooth, 06 Biological Sciences, medicine.disease, 030104 developmental biology, Genes, MYOCARDIAL-INFARCTION, Genetic Loci, Case-Control Studies, RECEPTOR-RELATED PROTEIN-1, 030217 neurology & neurosurgery, Developmental Biology, Genome-Wide Association Study
Abstract: Migraine is a debilitating neurological disorder affecting around one in seven people worldwide, but its molecular mechanisms remain poorly understood. There is some debate about whether migraine is a disease of vascular dysfunction or a result of neuronal dysfunction with secondary vascular changes. Genome-wide association ( GWA) studies have thus far identified 13 independent loci associated with migraine. To identify new susceptibility loci, we carried out a genetic study of migraine on 59,674 affected subjects and 316,078 controls from 22 GWA studies. We identified 44 independent single-nucleotide polymorphisms ( SNPs) significantly associated with migraine risk ( P
Published: 2020
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20. Clinical impact of splicing in neurodevelopmental disorders

Author: Stephen Sanders, Kyle Kai-How Farh, and Grace Schwartz
Subjects: 0301 basic medicine, Gene splicing, Isoform, lcsh:QH426-470, Developmental delay, RNA Splicing, Intellectual and Developmental Disabilities (IDD), Clinical Sciences, lcsh:Medicine, Computational biology, Cryptic splice site, 03 medical and health sciences, 0302 clinical medicine, Genetics, Medicine, Humans, 2.1 Biological and endogenous factors, splice, Antisense oligonucleotide, Autism spectrum disorder, Aetiology, Molecular Biology, Genetics (clinical), Exome sequencing, SpliceAI, business.industry, lcsh:R, Comment, Human Genome, Neurosciences, Polypyrimidine tract, medicine.disease, Canonical splice site, Human genetics, Brain Disorders, Clinical exome sequencing, lcsh:Genetics, 030104 developmental biology, Neurodevelopmental Disorders, 030220 oncology & carcinogenesis, Antisense oligonucleotides, RNA splicing, Molecular Medicine, business
Abstract: Clinical exome sequencing is frequently used to identify gene-disrupting variants in individuals with neurodevelopmental disorders. While splice-disrupting variants are known to contribute to these disorders, clinical interpretation of cryptic splice variants outside of the canonical splice site has been challenging. Here, we discuss papers that improve such detection.
Published: 2020

21. Chromatin and gene-regulatory dynamics of the developing human cerebral cortex at single-cell resolution

Author: Howard Y. Chang, Laksshman Sundaram, Kyle Kai-How Farh, Anshul Kundaje, Sergiu P. Pașca, Alexandro E. Trevino, Anca M. Pașca, Anna Shcherbina, Fabian Müller, Jimena Andersen, Arwa Kathiria, and William J. Greenleaf
Subjects: Cell, Computational biology, Regulatory Sequences, Nucleic Acid, Biology, General Biochemistry, Genetics and Molecular Biology, Epigenesis, Genetic, Deep Learning, Fuzzy Logic, Glutamates, Gene expression, medicine, Cluster Analysis, Humans, Cell Lineage, Gene, Transcription factor, Cerebral Cortex, Neurons, Regulation of gene expression, Gene Expression Regulation, Developmental, Cell Differentiation, Chromatin, Corticogenesis, medicine.anatomical_structure, Cerebral cortex, Astrocytes, Mutation, Single-Cell Analysis
Abstract: Summary Genetic perturbations of cortical development can lead to neurodevelopmental disease, including autism spectrum disorder (ASD). To identify genomic regions crucial to corticogenesis, we mapped the activity of gene-regulatory elements generating a single-cell atlas of gene expression and chromatin accessibility both independently and jointly. This revealed waves of gene regulation by key transcription factors (TFs) across a nearly continuous differentiation trajectory, distinguished the expression programs of glial lineages, and identified lineage-determining TFs that exhibited strong correlation between linked gene-regulatory elements and expression levels. These highly connected genes adopted an active chromatin state in early differentiating cells, consistent with lineage commitment. Base-pair-resolution neural network models identified strong cell-type-specific enrichment of noncoding mutations predicted to be disruptive in a cohort of ASD individuals and identified frequently disrupted TF binding sites. This approach illustrates how cell-type-specific mapping can provide insights into the programs governing human development and disease.
Published: 2021
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22. The DNA methylation landscape of advanced prostate cancer

Author: Karen E. Knudsen, Nupam P. Mahajan, Housheng Hansen He, Martin Sjöström, Kathleen E. Houlahan, Jianhua Luo, S. Laura Chang, Meng Zhang, Kim N. Chi, Paul C. Boutros, Joseph F. Costello, Adam Foye, Denise Playdle, Lawrence Fong, M. Yvonne Kim, Serafim Batzoglou, Martin E. Gleave, Rahul Aggarwal, Li Zhang, Eric D. Chow, Scott A. Tomlins, Felix Y. Feng, Jiaoti Huang, Franklin W. Huang, Hui Li, Haolong Li, George Thomas, Junjie Tony Hua, Irfan A. Asangani, Marc D. Perry, Ha X. Dang, Todd M. Morgan, Robert E. Reiter, Alexander W. Wyatt, Shahneen Sandhu, Amina Zoubeidi, Christopher G. Maher, Daniel E. Spratt, Tanushree R. Shenoy, Luke A. Gilbert, Arul M. Chinnaiyan, Joshi J. Alumkal, Scott M. Dehm, Phillip G. Febbo, Primo N. Lara, Tomasz M. Beer, Adina M. Bailey, Rajdeep Das, Owen N. Witte, Alan Ashworth, Lisa N. Chesner, Joshua M. Lang, Mohammed Alshalalfa, Eric J. Small, Rohit Bose, Wilbert Zwart, David A. Quigley, Christopher P. Evans, Arnold Liao, Shuang G. Zhao, Yu Jia Shiah, Kyle Kai-How Farh, Hani Goodarzi, Travis J. Barnard, William S. Chen, Rendong Yang, Jonathan Chou, Ruhollah Moussavi-Baygi, and Matthew Rettig
Subjects: Epigenomics, Male, Carcinogenesis, Bisulfite sequencing, medicine.disease_cause, Somatic evolution in cancer, Medical and Health Sciences, Whole Exome Sequencing, 0302 clinical medicine, 80 and over, 2.1 Biological and endogenous factors, Prospective Studies, Aetiology, Exome sequencing, Cancer, Regulation of gene expression, Aged, 80 and over, 0303 health sciences, Genome, Prostate Cancer, Methylation, Biological Sciences, Middle Aged, Gene Expression Regulation, Neoplastic, DNA methylation, Sequence Analysis, Biotechnology, Urologic Diseases, Biology, Article, 03 medical and health sciences, Exome Sequencing, medicine, Genetics, Humans, 030304 developmental biology, Aged, Neoplastic, Whole Genome Sequencing, Human Genome, Prostatic Neoplasms, DNA, Sequence Analysis, DNA, DNA Methylation, Gene Expression Regulation, Mutation, Cancer research, 030217 neurology & neurosurgery, Developmental Biology
Abstract: Although DNA methylation is a key regulator of gene expression, the comprehensive methylation landscape of metastatic cancer has never been defined. Through whole-genome bisulfite sequencing paired with deep whole-genome and transcriptome sequencing of 100 castration-resistant prostate metastases, we discovered alterations affecting driver genes that were detectable only with integrated whole-genome approaches. Notably, we observed that 22% of tumors exhibited a novel epigenomic subtype associated with hypermethylation and somatic mutations in TET2, DNMT3B, IDH1 and BRAF. We also identified intergenic regions where methylation is associated with RNA expression of the oncogenic driver genes AR, MYC and ERG. Finally, we showed that differential methylation during progression preferentially occurs at somatic mutational hotspots and putative regulatory regions. This study is a large integrated study of whole-genome, whole-methylome and whole-transcriptome sequencing in metastatic cancer that provides a comprehensive overview of the important regulatory role of methylation in metastatic castration-resistant prostate cancer.
Published: 2020

23. Contribution of copy number variants to schizophrenia from a genome-wide study of 41,321 subjects

Author: Patricia T. Michie, Franziska Degenhardt, Brandon Wormley, Paola Giusti-Rodríguez, Mark J. Daly, Raquelle I. Mesholam-Gately, Ingrid Melle, Sibylle G. Schwab, Andrew McQuillin, Benjamin M. Neale, Joshua L. Roffman, Abraham Reichenberg, Pamela Sklar, Diana O. Perkins, Jennifer L. Moran, Donald W. Black, Per Hoffmann, A. Hofman, Hailiang Huang, John L. Waddington, Giulio Genovese, Aaron R. Wolen, Deborah L. Levy, David Curtis, Digby Quested, Carlos N. Pato, Nicholas John Craddock, Stephanie Williams, Kung Yee Liang, Zhouzhi Wang, Tracey L. Petryshen, Ann E. Pulver, Randy L. Buckner, Stephan Ripke, Roel A. Ophoff, Danielle Posthuma, Lili Milani, Jacques Mallet, Menachem Fromer, Christian R. Marshall, Jaana Suvisaari, Jana Strohmaier, Richard Bruggeman, Marcella Rietschel, Ayman H. Fanous, Andrew M. McIntosh, James T.R. Walters, Dimitris Dikeos, Panos Roussos, Veikko Salomaa, Aiden Corvin, Carin J. Meijer, Tiina Paunio, Assen Jablensky, Sarah E. Bergen, Nancy G. Buccola, Annelie Nordin, Wolfgang Maier, Srdjan Djurovic, Naomi R. Wray, Aniket Shetty, Joel Eriksson, Dan Rujescu, Jouko Lönnqvist, Brian Kelly, Wenting Wu, Alexander Richards, Frans Henskens, Rich Belliveau, Bryan J. Mowry, Elodie Drapeau, Andreas J. Forstner, Silviu Alin Bacanu, Jubao Duan, Tõnu Esko, Bernard Lerer, Carmel M. Loughland, Olli Pietiläinen, Michael Conlon O'Donovan, Shaun M. Purcell, Michael Gill, Thomas G. Schulze, Douglas S. Greer, Stephen W. Scherer, Eli A. Stahl, Markus M. Nöthen, Guiqing Cai, William M. Brandler, Kristin K. Nicodemus, Dominique Campion, David A. Collier, Farooq Amin, Joel N. Hirschhorn, Robin M. Murray, Timothy G. Dinan, Mark Reimers, Murray J. Cairns, Rodney J. Scott, Aarno Palotie, Robert Freedman, Nelson B. Freimer, Joshua R. Atkins, Gary Donohoe, Ann Olincy, Jonathan Sebat, Colm McDonald, Srinivas Thirumalai, John Powell, Jo Knight, Vahram Haroutunian, Dieter B. Wildenauer, Tim B. Bigdeli, Lieuwe de Haan, Peter Eichhammer, James J. Crowley, Lynn E. DeLisi, Ulrich Schall, Rolf Adolfsson, Marcelo Bertalan, Thomas Hansen, Eric Strengman, Michael Davidson, Dheeraj Malhotra, Manuel Mattheisen, Jeffrey A. Lieberman, Benedicto Crespo-Facorro, Stephanie Godard, Edward M. Scolnick, Jonathan Pimm, Bertram Müller-Myhsok, Qingqin Li, Michele T. Pato, Wiepke Cahn, Christos Pantelis, Ingrid Agartz, Brendan Bulik-Sullivan, Madhusudan Gujral, Martilias S. Farrell, Brady J. Maher, Laurent Essioux, Karin V Fuentes Fajarado, Andres Metspalu, Stephanie H. Witt, Patrick F. Sullivan, Mark Weiser, Younes Mokrab, Kai How Farh, Line Olsen, Dermot Walsh, Peter Holmans, Hugh Gurling, Joseph I. Friedman, Andrew Pocklington, Daniel P. Howrigan, Lude Franke, Tune H. Pers, Larry J. Seidman, Pablo V. Gejman, Dalila Pinto, Michael John Owen, Inez Myin-Germeys, Steven A. McCarroll, Wei Cheng, Jackie Goldstein, C. Robert Cloninger, Elliot S. Gershon, Deborah A. Nertney, Thomas Werge, Noa Carrera, Kieran C. Murphy, Rita M. Cantor, Ariel Darvasi, Mark Hansen, Annette M. Hartmann, Ole A. Andreassen, Bradley T. Webb, Henrik B. Rasmussen, David Cohen, Elvira Bramon, Erik G. Jönsson, Vaughan J. Carr, Pui Y. Lee, Masashi Ikeda, Daniele Merico, Danny Antaki, Brien P. Riley, Stefan Herms, Igor Nenadic, Bettina Konte, Kimberley D. Chambert, Jurgen Del Favero, George Kirov, Matthew C. Keller, Jacob Gratten, Douglas F. Levinson, Luba Kalaydjieva, Bhooma Thiruvahindrapuram, Alan R. Sanders, Sang-Yun Oh, Alkes L. Price, Vihra Milanova, Juha Veijola, Erik Söderman, Dragan M. Svrakic, David H. Kavanagh, Patrik K. E. Magnusson, Douglas Blackwood, Nakao Iwata, Jim van Os, Jeremy M. Silverman, Elena Parkhomenko, Kenneth L. Davis, Jing Qin Wu, Eadbhard O'Callaghan, Chris C. A. Spencer, Juha Karjalainen, Anna K. Kähler, Clement C. Zai, Nigel Williams, Joseph D. Buxbaum, Jin P. Szatkiewicz, Laura Nisenbaum, Sang Hong Lee, Yunjung Kim, Colm O'Dushlaine, René S. Kahn, Morten Mattingsdal, Inge Joa, Marian L. Hamshere, Frank Dudbridge, Ina Giegling, Sandra Meier, Derek W. Morris, Robert W. McCarley, Douglas M. Ruderfer, Paul Cormican, Lyudmila Georgieva, Sven Cichon, Josef Frank, Jianxin Shi, George N. Papadimitriou, Kenneth S. Kendler, Margot Albus, Enrico Domenici, Claudine Laurent, Francis A. O'Neill, Adam Savitz, Jordan W. Smoller, James L. Kennedy, Peter M. Visscher, Valentina Escott-Price, Christina M. Hultman, T. Scott Stroup, Elizabeth Bevilacqua, James A. Knowles, William Byerley, Paul A. Tooney, Madeline Alexander, Stanley V. Catts, David St Clair, Sophie E. Legge, Gerald Nestadt, Michelle S. Maile, Perceptual and Cognitive Neuroscience (PCN), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Clinical Cognitive Neuropsychiatry Research Program (CCNP), Stem Cell Aging Leukemia and Lymphoma (SALL), Psychiatrie & Neuropsychologie, RS: MHeNs - R2 - Mental Health, MUMC+: Hersen en Zenuw Centrum (3), MUMC+: MA Psychiatrie (3), Complex Trait Genetics, Amsterdam Neuroscience - Complex Trait Genetics, APH - Mental Health, ANS - Complex Trait Genetics, Adult Psychiatry, Other departments, Marshall, Christian R, Howrigan, Daniel P, Merico, Daniele, Thiruvahindrapuram, Bhooma, Lee, S Hong, Sebat, Jonathan, Psychosis Endophenotypes International Consortium, CNV and Schizophrenia Working Groups of the Psychiatric Genomics Consortium, CNV, Schizophrenia Working Grp, Psychosis Endophenotypes, Rehabilitation Medicine, and Child and Adolescent Psychiatry / Psychology
Subjects: 0301 basic medicine, Male, 16P11.2, Duplication, Autism, Rearrangement, Genome-wide association study, Copy number variant, Gene, Medical and Health Sciences, 0302 clinical medicine, DUPLICATIONS, Risk Factors, Gene duplication, Genotype, Disorder, Copy-number variation, Genetics, Genetics & Heredity, RISK, copy number variation, REARRANGEMENTS, Biological Sciences, 16p11.2, 3. Good health, Phenotype, Female, Risk, CNVS, Genetic Markers, genetic etiology, CNV and Schizophrenia Working Groups of the Psychiatric Genomics Consortium, DNA Copy Number Variations, DISORDERS, CNV, Non-allelic homologous recombination, PHENOTYPES, Biology, 03 medical and health sciences, SDG 3 - Good Health and Well-being, genomics, Journal Article, Humans, Comparative Study, Genetic Predisposition to Disease, AUTISM, Psychosis Endophenotypes International Consortium, MUTATIONS, Case-control study, Odds ratio, R1, GENE, 030104 developmental biology, genetics research, Genetic marker, Genetic Loci, Case-Control Studies, Mutation, Schizophrenia, Human medicine, 030217 neurology & neurosurgery, Developmental Biology, Genome-Wide Association Study
Abstract: Copy number variants (CNVs) have been strongly implicated in the genetic etiology of schizophrenia (SCZ). However, genome-wide investigation of the contribution of CNV to risk has been hampered by limited sample sizes. We sought to address this obstacle by applying a centralized analysis pipeline to a SCZ cohort of 21,094 cases and 20,227 controls. A global enrichment of CNV burden was observed in cases (odds ratio (OR) = 1.11, P = 5.7 x 10(-15)), which persisted after excluding loci implicated in previous studies (OR = 1.07, P = 1.7 x 10(-6)). CNV burden was enriched for genes associated with synaptic function (OR = 1.68, P = 2.8 x 10(-11)) and neurobehavioral phenotypes in mouse (OR = 1.18, P = 7.3 x 10(-5)). Genome-wide significant evidence was obtained for eight loci, including 1q21.1, 2p16.3 (NRXN1), 3q29, 7q11.2, 15q13.3, distal 16p11.2, proximal 16p11.2 and 22q11.2. Suggestive support was found for eight additional candidate susceptibility and protective loci, which consisted predominantly of CNVs mediated by nonallelic homologous recombination. Refereed/Peer-reviewed
Published: 2017
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24. Genomic Hallmarks and Structural Variation in Metastatic Prostate Cancer

Author: Eric J. Small, Lawrence Fong, Karen E. Knudsen, Brad Sickler, Robert E. Reiter, Charles J. Ryan, Theodore C. Goldstein, Tomasz M. Beer, Martin E. Gleave, Rahul Aggarwal, Julian S. Gehring, Rajdeep Das, John Shon, Scott M. Dehm, Alan Ashworth, David A. Quigley, Ha X. Dang, Terence W. Friedlander, R. Keira Cheetham, Denise Playdle, Paul Lloyd, Serafim Batzoglou, Jack F. Youngren, Jin Zhang, Nathan A. Lack, Adam Foye, Felix Y. Feng, Jörg Hakenberg, Adina M. Bailey, Owen N. Witte, Abhijit Parolia, Scott A. Tomlins, Travis J. Barnard, Donavan T. Cheng, Jiaoti Huang, Li Zhang, P. G. Febbo, Alexander W. Wyatt, Kim N. Chi, Matthew Rettig, Vishal Kothari, Daniel E. Spratt, Housheng Hansen He, Haolong Li, George Thomas, Arnold Liao, Shuang G. Zhao, Hui Li, Joshua M. Stuart, Won Kim, Primo N. Lara, Christopher G. Maher, Jonathan Chou, Joshi J. Alumkal, Amina Zoubeidi, Marc D. Perry, Ruhollah Moussavi-Baygi, Luke A. Gilbert, Arul M. Chinnaiyan, Christopher P. Evans, Hani Goodarzi, Marcin Cieslik, and Kyle Kai-How Farh
Subjects: 0301 basic medicine, Male, castration resistant prostate cancer, Cell, medicine.disease_cause, Medical and Health Sciences, Androgen, Transcriptome, Prostate cancer, androgen receptor, Receptors, 80 and over, 2.1 Biological and endogenous factors, Exome, Neoplasm Metastasis, Aetiology, Cancer, Aged, 80 and over, Mutation, Chromothripsis, Prostate Cancer, Genomics, Middle Aged, Biological Sciences, Cyclin-Dependent Kinases, medicine.anatomical_structure, Receptors, Androgen, Tandem Repeat Sequences, whole-genome sequencing, Tandem exon duplication, Urologic Diseases, DNA Copy Number Variations, Prostate cancer cell, Biology, Article, General Biochemistry, Genetics and Molecular Biology, Structural variation, Proto-Oncogene Proteins c-myc, 03 medical and health sciences, medicine, genomics, Genetics, Humans, metastases, Aged, BRCA2 Protein, Whole Genome Sequencing, Gene Expression Profiling, Human Genome, structural variation, Prostatic Neoplasms, gene fusion, medicine.disease, BRCA2, 030104 developmental biology, Genomic Structural Variation, Cancer research, tandem duplication, chromothripsis, Tumor Suppressor Protein p53, Carcinogenesis, Developmental Biology
Abstract: © 2018 Elsevier Inc. While mutations affecting protein-coding regions have been examined across many cancers, structural variants at the genome-wide level are still poorly defined. Through integrative deep whole-genome and -transcriptome analysis of 101 castration-resistant prostate cancer metastases (109X tumor/38X normal coverage), we identified structural variants altering critical regulators of tumorigenesis and progression not detectable by exome approaches. Notably, we observed amplification of an intergenic enhancer region 624 kb upstream of the androgen receptor (AR) in 81% of patients, correlating with increased AR expression. Tandem duplication hotspots also occur near MYC, in lncRNAs associated with post-translational MYC regulation. Classes of structural variations were linked to distinct DNA repair deficiencies, suggesting their etiology, including associations of CDK12 mutation with tandem duplications, TP53 inactivation with inverted rearrangements and chromothripsis, and BRCA2 inactivation with deletions. Together, these observations provide a comprehensive view of how structural variations affect critical regulators in metastatic prostate cancer. Integrative whole-genome and -transcriptome sequencing provides a comprehensive view of structural variations that affect major regulators in prostate cancer and would escape detection by exome-based approaches.
Published: 2018
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25. Author Correction: Discovery of stimulation-responsive immune enhancers with CRISPR activation

Author: Maxwell R. Mumbach, Nicki Naddaf, Theodore L. Roth, Nicolas Bray, Ruize Liu, Chun Jimmie Ye, K. Mark Ansel, Graham J. Ray, Mark S. Anderson, Dmytro Lituiev, Benjamin G. Gowen, Zhongmei Li, Therese Mitros, John D. Gagnon, Kyle Kai-How Farh, Hong Ma, Jacob E. Corn, Eric Boyer, Hailiang Huang, Youjin Lee, William J. Greenleaf, Rachel E. Gate, Victoria Tobin, Julia S. Chu, Meena Subramaniam, Ansuman T. Satpathy, Kathrin Schumann, Gemma L. Curie, Alexander Marson, Alice Y. Chan, Jonathan M. Woo, Mandy Boontanrart, Mark J. Daly, Michelle L.T. Nguyen, Frédéric Van Gool, Dimitre R. Simeonov, Howard Y. Chang, and Jeffrey A. Bluestone
Subjects: Genetics, Multidisciplinary, T cell, Stimulation, Single-nucleotide polymorphism, Biology, Phenotype, Article, Immune system, medicine.anatomical_structure, Genotype, medicine, SNP, Enhancer
Abstract: The majority of genetic variants associated with common human diseases map to enhancers, non-coding elements that shape cell-type-specific transcriptional programs and responses to extracellular cues1–3. Systematic mapping of functional enhancers and their biological contexts is required to understand the mechanisms by which variation in non-coding genetic sequences contributes to disease. Functional enhancers can be mapped by genomic sequence disruption4–6, but this approach is limited to the subset of enhancers that are necessary in the particular cellular context being studied. We hypothesized that recruitment of a strong transcriptional activator to an enhancer would be sufficient to drive target gene expression, even if that enhancer was not currently active in the assayed cells. Here we describe a discovery platform that can identify stimulus-responsive enhancers for a target gene independent of stimulus exposure. We used tiled CRISPR activation (CRISPRa)7 to synthetically recruit a transcriptional activator to sites across large genomic regions (more than 100 kilobases) surrounding two key autoimmunity risk loci, CD69 and IL2RA. We identified several CRISPRa-responsive elements with chromatin features of stimulus-responsive enhancers, including an IL2RA enhancer that harbours an autoimmunity risk variant. Using engineered mouse models, we found that sequence perturbation of the disease-associated Il2ra enhancer did not entirely block Il2ra expression, but rather delayed the timing of gene activation in response to specific extracellular signals. Enhancer deletion skewed polarization of naive T cells towards a pro-inflammatory T helper (TH17) cell state and away from a regulatory T cell state. This integrated approach identifies functional enhancers and reveals how non-coding variation associated with human immune dysfunction alters context-specific gene programs.
Published: 2018

26. Predicting Splicing from Primary Sequence with Deep Learning

Author: David A. Knowles, Kishore Jaganathan, Yang I. Li, Amirali Kia, Sofia Kyriazopoulou Panagiotopoulou, Eric D. Chow, Serafim Batzoglou, Hong Gao, Stephen Sanders, Kyle Kai-How Farh, Jack A. Kosmicki, Efstathios Kanterakis, Juan Arbelaez, Siavash Fazel Darbandi, Jeremy F. McRae, Wenwu Cui, and Grace Schwartz
Subjects: RNA Splicing, Population, Computational biology, Disease, Biology, General Biochemistry, Genetics and Molecular Biology, 03 medical and health sciences, 0302 clinical medicine, Deep Learning, Intellectual Disability, Intellectual disability, medicine, RNA Precursors, Humans, splice, Autistic Disorder, education, 030304 developmental biology, Sequence (medicine), 0303 health sciences, education.field_of_study, business.industry, Deep learning, Exons, medicine.disease, Introns, Alternative Splicing, RNA splicing, Autism, Artificial intelligence, Neural Networks, Computer, RNA Splice Sites, business, 030217 neurology & neurosurgery, Algorithms, Forecasting
Abstract: Summary The splicing of pre-mRNAs into mature transcripts is remarkable for its precision, but the mechanisms by which the cellular machinery achieves such specificity are incompletely understood. Here, we describe a deep neural network that accurately predicts splice junctions from an arbitrary pre-mRNA transcript sequence, enabling precise prediction of noncoding genetic variants that cause cryptic splicing. Synonymous and intronic mutations with predicted splice-altering consequence validate at a high rate on RNA-seq and are strongly deleterious in the human population. De novo mutations with predicted splice-altering consequence are significantly enriched in patients with autism and intellectual disability compared to healthy controls and validate against RNA-seq in 21 out of 28 of these patients. We estimate that 9%–11% of pathogenic mutations in patients with rare genetic disorders are caused by this previously underappreciated class of disease variation.
Published: 2018

27. Partitioning heritability by functional annotation using genome-wide association summary statistics

Author: Felix R. Day, Yukinori Okada, Verneri Anttila, Brendan Bulik-Sullivan, Yakir A. Reshef, Chongzhi Zang, Eli A. Stahl, Alkes L. Price, Sara Lindström, Benjamin M. Neale, Hilary K. Finucane, Shaun Purcell, Nick Patterson, Han Xu, Po-Ru Loh, Alexander Gusev, Gosia Trynka, Soumya Raychaudhuri, Mark J. Daly, Kyle Kai-How Farh, Stephan Ripke, John R. B. Perry, Internal Medicine, Epidemiology, and Obstetrics & Gynecology
Subjects: Male, Inheritance Patterns, Genome-wide association study, Computational biology, Biology, Methylation, Polymorphism, Single Nucleotide, Genome, Genetic correlation, Article, Histones, 03 medical and health sciences, 0302 clinical medicine, Gene Frequency, Genetics, Humans, Computer Simulation, Disease, Genetic Predisposition to Disease, 030304 developmental biology, Genetic association, 0303 health sciences, Models, Genetic, Lysine, Heritability, Regression, Sample size determination, Female, Algorithms, 030217 neurology & neurosurgery, Genome-Wide Association Study
Abstract: Recent work has demonstrated that some functional categories of the genome contribute disproportionately to the heritability of complex diseases. Here we analyze a broad set of functional elements, including cell type-specific elements, to estimate their polygenic contributions to heritability in genome-wide association studies (GWAS) of 17 complex diseases and traits with an average sample size of 73,599. To enable this analysis, we introduce a new method, stratified LD score regression, for partitioning heritability from GWAS summary statistics while accounting for linked markers. This new method is computationally tractable at very large sample sizes and leverages genome-wide information. Our findings include a large enrichment of heritability in conserved regions across many traits, a very large immunological disease-specific enrichment of heritability in FANTOM5 enhancers and many cell type-specific enrichments, including significant enrichment of central nervous system cell types in the heritability of body mass index, age at menarche, educational attainment and smoking behavior.
Published: 2015
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28. Predicting the clinical impact of human mutation with deep neural networks

Author: Nondas Fritzilas, Jinbo Xu, Yanjun Li, Hong Gao, Laksshman Sundaram, Jeremy F. McRae, Samskruthi Reddy Padigepati, John Shon, Jack A. Kosmicki, Xiaolin Li, Serafim Batzoglou, Kyle Kai-How Farh, Anindita Dutta, and Jörg Hakenberg
Subjects: 0301 basic medicine, Primates, medicine.medical_specialty, Candidate gene, Population, Computational biology, Biology, medicine.disease_cause, Genome, 03 medical and health sciences, Intellectual Disability, Genetics, medicine, Animals, Humans, Exome, Genetic Predisposition to Disease, education, Exome sequencing, education.field_of_study, Mutation, Genome, Human, 030104 developmental biology, Medical genetics, Human genome, Nerve Net
Abstract: Millions of human genomes and exomes have been sequenced, but their clinical applications remain limited due to the difficulty of distinguishing disease-causing mutations from benign genetic variation. Here we demonstrate that common missense variants in other primate species are largely clinically benign in human, enabling pathogenic mutations to be systematically identified by the process of elimination. Using hundreds of thousands of common variants from population sequencing of six non-human primate species, we train a deep neural network that identifies pathogenic mutations in rare disease patients with 88% accuracy and enables the discovery of 14 new candidate genes in intellectual disability at genome-wide significance. Cataloging common variation from additional primate species would improve interpretation for millions of variants of uncertain significance, further advancing the clinical utility of human genome sequencing.
Published: 2018

29. Analysis of shared heritability in common disorders of the brain

Author: Erneri, Anttila, Brendan, Bulik-Sullivan, Hilary, K Finucane, Raymond, K Walters, Jose, Bras, Laramie, Duncan, Valentina, Escott-Price, Guido, J Falcone, Padhraig, Gormley, Rainer, Malik, Nikolaos, A Patsopoulos, Stephan, Ripke, Zhi, Wei, Dongmei, Yu, Phil, H Lee, Patrick, Turley, Benjamin, Grenier-Boley, Vincent, Chouraki, Yoichiro, Kamatani, Claudine, Berr, Luc, Letenneur, Didier, Hannequin, Philippe, Amouyel, Anne, Boland, Jean-Francois, Deleuze, Emmanuelle, Duron, Badri, N Vardarajan, Christiane, Reitz, Alison, M Goate, Matthew, J Huentelman, M Ilyas Kamboh, Eric, B Larson, Ekaterina, Rogaeva, Peter St George-Hyslop, Hakon, Hakonarson, Walter, A Kukull, Lindsay, A Farrer, Lisa, L Barnes, Thomas, G Beach, F Yesim Demirci, Elizabeth, Head, Christine, M Hulette, Gregory, A Jicha, John SK Kauwe, Jeffrey, A Kaye, James, B Leverenz, Allan, I Levey, Andrew, P Lieberman, Vernon, S Pankratz, Wayne, W Poon, Joseph, F Quinn, Andrew, J Saykin, Lon, S Schneider, Amanda, G Smith, Joshua, A Sonnen, Robert, A Stern, Vivianna, M Van Deerlin, Linda, J Van Eldik, Denise, Harold, Giancarlo, Russo, David, C Rubinsztein, Anthony, Bayer, Magda, Tsolaki, Petra, Proitsi, Nick, C Fox, Harald, Hampel, Michael, J Owen, Simon, Mead, Peter, Passmore, Kevin, Morgan, Markus, M Nöthen, Jonathan, M Schott, Martin, Rossor, Michelle, K Lupton, Per, Hoffmann, Johannes, Kornhuber, Brian, Lawlor, Andrew, Mcquillin, Ammar, Al-Chalabi, Joshua, C Bis, Agustin, Ruiz, Mercè, Boada, Sudha, Seshadri, Alexa, Beiser, Kenneth, Rice, Sven, J van der Lee, Philip, L De Jager, Daniel, H Geschwind, Matthias, Riemenschneider, Steffi, Riedel-Heller, Jerome, I Rotter, Gerhard, Ransmayr, Bradley, T Hyman, Carlos, Cruchaga, Montserrat, Alegret, Bendik, Winsvold, Priit, Palta, Kai-How, Farh, Ester, Cuenca-Leon, Nicholas, Furlotte, Tobias, Kurth, Lannie, Ligthart, Gisela, M Terwindt, Tobias, Freilinger, Caroline, Ran, Scott, D Gordon, Guntram, Borck, Hieab HH Adams, Terho, Lehtimäki, Juho, Wedenoja, Julie, E Buring, Markus, Schürks, Maria, Hrafnsdottir, Jouke-Jan, Hottenga, Brenda, Penninx, Ville, Artto, Mari, Kaunisto, Salli, Vepsäläinen, Nicholas, G Martin, Grant, W Montgomery, Mitja, I Kurki, Eija, Hämäläinen, Hailiang, Huang, Jie, Huang, Cynthia, Sandor, Striano, Pasquale, Zara, Federico, Caleb, Webber, Bertram, Muller-Myhsok, Stefan, Schreiber, Veikko, Salomaa, Elizabeth, Loehrer, Hartmut, Göbel, Alfons, Macaya, Patricia, Pozo-Rosich, Thomas, Hansen, Thomas, Werge, Jaakko, Kaprio, Andres, Metspalu, Christian, Kubisch, Michel, D Ferrari, Andrea, C Belin, Arn MJM van den Maagdenberg, John-Anker, Zwart, Dorret, Boomsma, Nicholas, Eriksson, Jes, Olesen, Daniel, I Chasman, Dale, R Nyholt, Richard, Anney, Andreja, Avbersek, and Larry, Baum
Subjects: Brain Diseases, Quantitative Trait, Phenotype, Risk Factors, Mental Disorders, Genetic Variation, Humans, Genome-Wide Association Study, Quantitative Trait, Heritable, Heritable
Published: 2018

30. Modeling Linkage Disequilibrium Increases Accuracy of Polygenic Risk Scores

Author: Bjarni J. Vilhjálmsson, Jian Yang, Hilary K. Finucane, Alexander Gusev, Sara Lindström, Stephan Ripke, Giulio Genovese, Po-Ru Loh, Gaurav Bhatia, Ron Do, Tristan Hayeck, Hong-Hee Won, Sekar Kathiresan, Michele Pato, Carlos Pato, Rulla Tamimi, Eli Stahl, Noah Zaitlen, Bogdan Pasaniuc, Gillian Belbin, Eimear E. Kenny, Mikkel H. Schierup, Philip De Jager, Nikolaos A. Patsopoulos, Steve McCarroll, Mark Daly, Shaun Purcell, Daniel Chasman, Benjamin Neale, Michael Goddard, Peter M. Visscher, Peter Kraft, Nick Patterson, Alkes L. Price, Benjamin M. Neale, Aiden Corvin, James T.R. Walters, Kai-How Farh, Peter A. Holmans, Phil Lee, Brendan Bulik-Sullivan, David A. Collier, Hailiang Huang, Tune H. Pers, Ingrid Agartz, Esben Agerbo, Margot Albus, Madeline Alexander, Farooq Amin, Silviu A. Bacanu, Martin Begemann, Richard A. Belliveau, Judit Bene, Sarah E. Bergen, Elizabeth Bevilacqua, Tim B. Bigdeli, Donald W. Black, Richard Bruggeman, Nancy G. Buccola, Randy L. Buckner, William Byerley, Wiepke Cahn, Guiqing Cai, Dominique Campion, Rita M. Cantor, Vaughan J. Carr, Noa Carrera, Stanley V. Catts, Kimberly D. Chambert, Raymond C.K. Chan, Ronald Y.L. Chen, Eric Y.H. Chen, Wei Cheng, Eric F.C. Cheung, Siow Ann Chong, C. Robert Cloninger, David Cohen, Nadine Cohen, Paul Cormican, Nick Craddock, James J. Crowley, David Curtis, Michael Davidson, Kenneth L. Davis, Franziska Degenhardt, Jurgen Del Favero, Lynn E. DeLisi, Ditte Demontis, Dimitris Dikeos, Timothy Dinan, Srdjan Djurovic, Gary Donohoe, Elodie Drapeau, Jubao Duan, Frank Dudbridge, Naser Durmishi, Peter Eichhammer, Johan Eriksson, Valentina Escott-Price, Laurent Essioux, Ayman H. Fanous, Martilias S. Farrell, Josef Frank, Lude Franke, Robert Freedman, Nelson B. Freimer, Marion Friedl, Joseph I. Friedman, Menachem Fromer, Lyudmila Georgieva, Elliot S. Gershon, Ina Giegling, Paola Giusti-Rodrguez, Stephanie Godard, Jacqueline I. Goldstein, Vera Golimbet, Srihari Gopal, Jacob Gratten, Jakob Grove, Lieuwe de Haan, Christian Hammer, Marian L. Hamshere, Mark Hansen, Thomas Hansen, Vahram Haroutunian, Annette M. Hartmann, Frans A. Henskens, Stefan Herms, Joel N. Hirschhorn, Per Hoffmann, Andrea Hofman, Mads V. Hollegaard, David M. Hougaard, Masashi Ikeda, Inge Joa, Antonio Julia, Rene S. Kahn, Luba Kalaydjieva, Sena Karachanak-Yankova, Juha Karjalainen, David Kavanagh, Matthew C. Keller, Brian J. Kelly, James L. Kennedy, Andrey Khrunin, Yunjung Kim, Janis Klovins, James A. Knowles, Bettina Konte, Vaidutis Kucinskas, Zita Ausrele Kucinskiene, Hana Kuzelova-Ptackova, Anna K. Kahler, Claudine Laurent, Jimmy Lee Chee Keong, S. Hong Lee, Sophie E. Legge, Bernard Lerer, Miaoxin Li, Tao Li, Kung-Yee Liang, Jeffrey Lieberman, Svetlana Limborska, Carmel M. Loughland, Jan Lubinski, Jouko Lnnqvist, Milan Macek, Patrik K.E. Magnusson, Brion S. Maher, Wolfgang Maier, Jacques Mallet, Sara Marsal, Manuel Mattheisen, Morten Mattingsdal, Robert W. McCarley, Colm McDonald, Andrew M. McIntosh, Sandra Meier, Carin J. Meijer, Bela Melegh, Ingrid Melle, Raquelle I. Mesholam-Gately, Andres Metspalu, Patricia T. Michie, Lili Milani, Vihra Milanova, Younes Mokrab, Derek W. Morris, Ole Mors, Preben B. Mortensen, Kieran C. Murphy, Robin M. Murray, Inez Myin-Germeys, Bertram Mller-Myhsok, Mari Nelis, Igor Nenadic, Deborah A. Nertney, Gerald Nestadt, Kristin K. Nicodemus, Liene Nikitina-Zake, Laura Nisenbaum, Annelie Nordin, Eadbhard O’Callaghan, Colm O’Dushlaine, F. Anthony O’Neill, Sang-Yun Oh, Ann Olincy, Line Olsen, Jim Van Os, Christos Pantelis, George N. Papadimitriou, Sergi Papiol, Elena Parkhomenko, Michele T. Pato, Tiina Paunio, Milica Pejovic-Milovancevic, Diana O. Perkins, Olli Pietilinen, Jonathan Pimm, Andrew J. Pocklington, John Powell, Alkes Price, Ann E. Pulver, Shaun M. Purcell, Digby Quested, Henrik B. Rasmussen, Abraham Reichenberg, Mark A. Reimers, Alexander L. Richards, Joshua L. Roffman, Panos Roussos, Douglas M. Ruderfer, Veikko Salomaa, Alan R. Sanders, Ulrich Schall, Christian R. Schubert, Thomas G. Schulze, Sibylle G. Schwab, Edward M. Scolnick, Rodney J. Scott, Larry J. Seidman, Jianxin Shi, Engilbert Sigurdsson, Teimuraz Silagadze, Jeremy M. Silverman, Kang Sim, Petr Slominsky, Jordan W. Smoller, Hon-Cheong So, Chris C.A. Spencer, Eli A. Stahl, Hreinn Stefansson, Stacy Steinberg, Elisabeth Stogmann, Richard E. Straub, Eric Strengman, Jana Strohmaier, T. Scott Stroup, Mythily Subramaniam, Jaana Suvisaari, Dragan M. Svrakic, Jin P. Szatkiewicz, Erik Sderman, Srinivas Thirumalai, Draga Toncheva, Paul A. Tooney, Sarah Tosato, Juha Veijola, John Waddington, Dermot Walsh, Dai Wang, Qiang Wang, Bradley T. Webb, Mark Weiser, Dieter B. Wildenauer, Nigel M. Williams, Stephanie Williams, Stephanie H. Witt, Aaron R. Wolen, Emily H.M. Wong, Brandon K. Wormley, Jing Qin Wu, Hualin Simon Xi, Clement C. Zai, Xuebin Zheng, Fritz Zimprich, Naomi R. Wray, Kari Stefansson, Rolf Adolfsson, Ole A. Andreassen, Douglas H.R. Blackwood, Elvira Bramon, Joseph D. Buxbaum, Anders D. Børglum, Sven Cichon, Ariel Darvasi, Enrico Domenici, Hannelore Ehrenreich, Tonu Esko, Pablo V. Gejman, Michael Gill, Hugh Gurling, Christina M. Hultman, Nakao Iwata, Assen V. Jablensky, Erik G. Jonsson, Kenneth S. Kendler, George Kirov, Jo Knight, Todd Lencz, Douglas F. Levinson, Qingqin S. Li, Jianjun Liu, Anil K. Malhotra, Steven A. McCarroll, Andrew McQuillin, Jennifer L. Moran, Bryan J. Mowry, Markus M. Nthen, Roel A. Ophoff, Michael J. Owen, Aarno Palotie, Carlos N. Pato, Tracey L. Petryshen, Danielle Posthuma, Marcella Rietschel, Brien P. Riley, Dan Rujescu, Pak C. Sham, Pamela Sklar, David St. Clair, Daniel R. Weinberger, Jens R. Wendland, Thomas Werge, Mark J. Daly, Patrick F. Sullivan, Michael C. O’Donovan, David J. Hunter, Muriel Adank, Habibul Ahsan, Kristiina Aittomäki, Laura Baglietto, Sonja Berndt, Carl Blomquist, Federico Canzian, Jenny Chang-Claude, Stephen J. Chanock, Laura Crisponi, Kamila Czene, Norbert Dahmen, Isabel dos Santos Silva, Douglas Easton, A. Heather Eliassen, Jonine Figueroa, Olivia Fletcher, Montserrat Garcia-Closas, Mia M. Gaudet, Lorna Gibson, Christopher A. Haiman, Per Hall, Aditi Hazra, Rebecca Hein, Brian E. Henderson, Albert Hofman, John L. Hopper, Astrid Irwanto, Mattias Johansson, Rudolf Kaaks, Muhammad G. Kibriya, Peter Lichtner, Eiliv Lund, Enes Makalic, Alfons Meindl, Hanne Meijers-Heijboer, Bertram Müller-Myhsok, Taru A. Muranen, Heli Nevanlinna, Petra H. Peeters, Julian Peto, Ross L. Prentice, Nazneen Rahman, María José Sánchez, Daniel F. Schmidt, Rita K. Schmutzler, Melissa C. Southey, Ruth Travis, Clare Turnbull, Andre G. Uitterlinden, Rob B. van der Luijt, Quinten Waisfisz, Zhaoming Wang, Alice S. Whittemore, Rose Yang, Wei Zheng, ANS - Amsterdam Neuroscience, Adult Psychiatry, Other departments, CCA -Cancer Center Amsterdam, ARD - Amsterdam Reproduction and Development, Human Genetics, Grove, Jakob, Complex Trait Genetics, Neuroscience Campus Amsterdam - Neurobiology of Mental Health, Vilhjalmsson, Bjarni J, Yang, Jian, Finucane, Hilary K, Gusev, Alexander, Lee, SH, Price, Alkes L, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Discovery, Biology, and Risk of Inherited Variants in Breast Cancer (DRIVE) study, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Discovery, Biology, and Risk of Inherited Variants in Breast Cancer (DRIVE) Study, Psychosis Endophenotype International Consortium, Wellcome Trust Case Control Consortium, Hereditary Breast and Ovarian Cancer Research Group Netherlands (HEBON), Human genetics, NCA - Brain mechanisms in health and disease, CCA - Oncogenesis, CCA - Quality of life, CCA - Cancer biology and immunology, Psychiatry, Department of Technology and Operations Management, Department of Organisation and Personnel Management, Child and Adolescent Psychiatry / Psychology, Clinical Genetics, Cell biology, and Internal Medicine
Subjects: Multifactorial Inheritance, Linkage disequilibrium, Complex disease, heritability, Bioinformatics, Medical and Health Sciences, Linkage Disequilibrium, 0302 clinical medicine, Theoretical, External reference, Models, Statistics, GWAS, Genetics(clinical), Genetics (clinical), Mathematics, Genetics & Heredity, Schizophrenia Working Group of the Psychiatric Genomics Consortium, 0303 health sciences, Single Nucleotide, Biological Sciences, Serious Mental Illness, Prognosis, Thresholding, Regression, Mental Health, Phenotype, polygenic risk scores, Mixed model, Multiple Sclerosis, Genotype, Quantitative Trait Loci, polygenic risk score, schizophrenia, GWAS, Discovery, Quantitative trait locus, Biology, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, SDG 3 - Good Health and Well-being, Genetics, Humans, p-value, Pruning (decision trees), Polymorphism, Genome-Wide Association Study, Schizophrenia, Models, Theoretical, 030304 developmental biology, genome-wide association study, and Risk of Inherited Variants in Breast Cancer (DRIVE) study, Brain Disorders, Data set, schizophrenia, Sample size determination, polygenic risk score, Polygenic risk score, 030217 neurology & neurosurgery, linkage disequilibrium
Abstract: Polygenic risk scores have shown great promise in predicting complex disease risk and will become more accurate as training sample sizes increase. The standard approach for calculating risk scores involves linkage disequilibrium (LD)-based marker pruning and applying a p value threshold to association statistics, but this discards information and can reduce predictive accuracy. We introduce LDpred, a method that infers the posterior mean effect size of each marker by using a prior on effect sizes and LD information from an external reference panel. Theory and simulations show that LDpred outperforms the approach of pruning followed by thresholding, particularly at large sample sizes. Accordingly, predicted R-2 increased from 20.1% to 25.3% in a large schizophrenia dataset and from 9.8% to 12.0% in a large multiple sclerosis dataset. A similar relative improvement in accuracy was observed for three additional large disease datasets and for non-European schizophrenia samples. The advantage of LDpred over existing methods will grow as sample sizes increase. Refereed/Peer-reviewed
Published: 2015
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31. Estimation of Genetic Correlation via Linkage Disequilibrium Score Regression and Genomic Restricted Maximum Likelihood

Author: Guiyan Ni, Gerhard Moser, Naomi R. Wray, S. Hong Lee, 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, Kimberly D. Chambert, Raymond C.K. Chan, Ronald Y.L. Chen, Eric Y.H. Chen, Wei Cheng, Eric F.C. Cheung, Siow Ann Chong, C. Robert Cloninger, David Cohen, Nadine Cohen, Paul Cormican, Nick Craddock, James J. Crowley, David Curtis, Michael Davidson, Kenneth L. Davis, Franziska Degenhardt, Jurgen Del Favero, 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 Juliá, 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 Chee Keong, 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 Mattingsda, 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 Olinc, Line Olsen, Jim Van Os, Christos Pantelis, George N. Papadimitriou, Sergi Papio, Elena Parkhomenko, Michele T. Pato, Tiina Paunio, Milica Pejovic-Milovancevic, Diana O. Perkins, Olli Pietiläinenl, Jonathan Pimm, Andrew J. Pocklington, John Powell, Alkes Price, Ann E. Pulver, Shaun M. Purcell, Digby Quested, Henrik B. Rasmussen, Abraham Reichenberg, Mark A. Reimers, Alexander L. Richards, Joshua L. Roffman, Panos Roussos, Douglas M. Ruderfer, Veikko Salomaa, Alan R. Sanders, Ulrich Schall, Christian R. Schubert, Thomas G. Schulze, Sibylle G. Schwab, Edward M. Scolnick, Rodney J. Scott, Larry J. Seidman, Jianxin Shi, Engilbert Sigurdsson, Teimuraz Silagadze, Jeremy M. Silverman, Kang Sim, Petr Slominsky, Jordan W. Smoller, Hon-Cheong So, Chris C.A. Spencer, Eli A. Stah, 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, Peter M. Visscher, 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. McCarrol, 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 Rietsche, 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, APH - Mental Health, ANS - Complex Trait Genetics, Adult Psychiatry, Ni, Guiyan, Moser, Gerhard, Wray, Naomi R, Lee, S Hong, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Amsterdam Neuroscience - Complex Trait Genetics, Complex Trait Genetics, Clinicum, Department of Psychiatry, and HUS Psychiatry
Subjects: 0301 basic medicine, Linkage disequilibrium, Schizophrenia/genetics, INFORMATION, Restricted maximum likelihood, Inheritance Patterns, linkage disequilibrium score regression, Bioinformatics, Medical and Health Sciences, 3124 Neurology and psychiatry, Linkage Disequilibrium, biasedness, 0302 clinical medicine, Statistics, Databases, Genetic, WIDE ASSOCIATION, Genetics(clinical), PARTITIONING HERITABILITY, Genetics (clinical), Genetics & Heredity, education.field_of_study, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Likelihood Functions, Genome, Body Height/genetics, accuracy, Regression analysis, Single Nucleotide, Biological Sciences, Polymorphism, Single Nucleotide/genetics, genetic correlation, Regression, STATISTICS, genomic restricted maximum likelihood, Mental Health, Phenotype, Regression Analysis, COMPLEX HUMAN TRAITS, Single Nucleotide/genetics, Human, Adult, SUSCEPTIBILITY LOCI, Genotype, SNP heritability, body mass index, genome-wide SNPs, height, schizophrenia, Population, Haplotypes/genetics, Biology, Genetic correlation, Polymorphism, Single Nucleotide, 03 medical and health sciences, Databases, Genetic, ddc:570, Report, Genetics, Humans, Linkage Disequilibrium/genetics, Computer Simulation, Polymorphism, education, linkage disequilibrium score regression (LDSC), Genome, Human, Human Genome, genetic architecture, Genetic architecture, Body Height, Brain Disorders, Inheritance Patterns/genetics, BODY-MASS INDEX, 030104 developmental biology, Haplotypes, Sample size determination, Schizophrenia, 3111 Biomedicine, HUMAN HEIGHT, 030217 neurology & neurosurgery
Abstract: J. Lönnqvist on työryhmän Psychiat Genomics Consortium jäsen. Genetic correlation is a key population parameter that describes the shared genetic architecture of complex traits and diseases. It can be estimated by current state-of-art methods, i.e., linkage disequilibrium score regression (LDSC) and genomic restricted maximum likelihood (GREML). The massively reduced computing burden of LDSC compared to GREML makes it an attractive tool, although the accuracy (i.e., magnitude of standard errors) of LDSC estimates has not been thoroughly studied. In simulation, we show that the accuracy of GREML is generally higher than that of LDSC. When there is genetic heterogeneity between the actual sample and reference data from which LD scores are estimated, the accuracy of LDSC decreases further. In real data analyses estimating the genetic correlation between schizophrenia (SCZ) and body mass index, we show that GREML estimates based on similar to 150,000 individuals give a higher accuracy than LDSC estimates based on similar to 400,000 individuals (from combinedmeta-data). A GREML genomic partitioning analysis reveals that the genetic correlation between SCZ and height is significantly negative for regulatory regions, which whole genome or LDSC approach has less power to detect. We conclude that LDSC estimates should be carefully interpreted as there can be uncertainty about homogeneity among combined meta-datasets. We suggest that any interesting findings from massive LDSC analysis for a large number of complex traits should be followed up, where possible, with more detailed analyses with GREML methods, even if sample sizes are lesser.
Published: 2017
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32. Age at first birth in women is genetically associated with increased risk of schizophrenia

Author: Fritz Zimprich, Manuel Mattheisen, Edward M. Scolnick, Ayman H. Fanous, Henrik B. Rasmussen, Steven A. McCarroll, Ingrid Agartz, Carmel M. Loughland, Aiden Corvin, Ann Olincy, Anders D. Børglum, F. Anthony O'Neill, T. Scott Stroup, Elizabeth Bevilacqua, Sandra Meier, Ulrich Schall, Jouko Lönnqvist, Jianxin Shi, C. Robert Cloninger, Judit Bene, Veikko Salomaa, George N. Papadimitriou, Milica Pejovic-Milovancevic, Béla Melegh, Kari Stefansson, Brendan Bulik-Sullivan, Janis Klovins, Enrico Domenici, Sibylle G. Schwab, Dai Wang, Assen Jablensky, Mari Nelis, Sang Yun Oh, Peter Holmans, Aaron R. Wolen, Hualin Simon Xi, Eric Strengman, Bryan J. Mowry, Michael Gill, Kung Yee Liang, William Byerley, Rolf Adolfsson, Hugh Gurling, Joseph I. Friedman, Andrew Pocklington, Brien P. Riley, Engilbert Sigurdsson, Benjamin M. Neale, Miaoxin Li, Michael Davidson, Bernard Lerer, Michele T. Pato, Xuebin Zheng, Patrick F. Sullivan, Frans Henskens, Madeline Alexander, Andrew M. McIntosh, Inez Myin-Germeys, Draga Toncheva, Liene Nikitina-Zake, Kenneth S. Kendler, Carin J. Meijer, Robin M. Murray, Richard E. Straub, Ann E. Pulver, Menachem Fromer, Derek W. Morris, Douglas M. Ruderfer, Mythily Subramaniam, Paul Cormican, Lyudmila Georgieva, Giulio Genovese, Brion S. Maher, Stanley V. Catts, David St Clair, Robert W. McCarley, David Cohen, Nancy G. Buccola, Dan Rujescu, Carlos N. Pato, Kristin K. Nicodemus, Josef Frank, Claudine Laurent, Dominique Campion, Guiyan Ni, James L. Kennedy, Sena Karachanak-Yankova, Nicholas John Craddock, Peter M. Visscher, Valentina Escott-Price, Jeffrey A. Lieberman, Deborah A. Nertney, Bertram Müller-Myhsok, Marcella Rietschel, Dimitris Dikeos, Stephanie Godard, Stephanie Williams, Andres Metspalu, John L. Waddington, Sophie E. Legge, Roel A. Ophoff, Jonathan Pimm, Richard Bruggeman, Tim B. Bigdeli, Gerald Nestadt, Mark Weiser, Kieran C. Murphy, Eric F.C. Cheung, Kang Sim, Jordan W. Smoller, David J. Kavanagh, Inge Joa, Jens R. Wendland, Thomas G. Schulze, Richard A. Belliveau, Sarah E. Bergen, Ditte Demontis, David Curtis, Todd Lencz, Danielle Posthuma, René S. Kahn, Lili Milani, Randy L. Buckner, Jianjun Liu, Petr Slominsky, Wiepke Cahn, Hana Kuzelova-Ptackova, Sergi Papiol, Tune H. Pers, Stephan Ripke, Rita M. Cantor, Ariel Darvasi, Christina M. Hultman, Larry J. Seidman, Eli A. Stahl, David A. Collier, Michael Conlon O'Donovan, Svetlana A. Limborska, James T.R. Walters, Farooq Amin, Noa Carrera, Ronald Y.L. Chen, Pablo V. Gejman, Joel N. Hirschhorn, Zita Ausrele Kucinskiene, Michael John Owen, Ina Giegling, Stephanie H. Witt, Timothy G. Dinan, Margot Albus, Wei Cheng, Marian L. Hamshere, Markus M. Nöthen, Thomas Werge, Guiqing Cai, Raquelle I. Mesholam-Gately, Annette M. Hartmann, Ingrid Melle, Ole A. Andreassen, Preben Bo Mortensen, Hannelore Ehrenreich, Tiina Paunio, James A. Knowles, Pak C. Sham, Marion Friedl, Teimuraz Silagadze, Dermot Walsh, Emily H. M. Wong, Igor Nenadic, Matthew C. Keller, John Powell, Naomi R. Wray, Patricia T. Michie, Bradley T. Webb, Lude Franke, Mark Hansen, Masashi Ikeda, Sven Cichon, Elvira Bramon, Frank Dudbridge, Erik G. Jönsson, Annelie Nordin, Wolfgang Maier, Peter Eichhammer, Christian R. Schubert, J. Mallet, Jacob Gratten, Andrey Khrunin, Jacqueline I. Goldstein, Panos Roussos, Pamela Sklar, Diana O. Perkins, Srdjan Djurovic, Phil Lee, Elodie Drapeau, Douglas F. Levinson, Nadine Cohen, Luba Kalaydjieva, Brandon Wormley, Tao Li, Tõnu Esko, Alexander Richards, Srihari Gopal, Jubao Duan, Anil K. Malhotra, Elisabeth Stögmann, Gary Donohoe, Kimberly Chambert, Sara Marsal, Hreinn Stefansson, Jo Knight, Ole Mors, Per Hoffmann, Dieter B. Wildenauer, James J. Crowley, Srinivas Thirumalai, Vahram Haroutunian, A. Hofman, Hailiang Huang, Thomas Hansen, Daniel R. Weinberger, Andrew McQuillin, Vaughan J. Carr, Vaidutis Kučinskas, Jimmy Lee Chee Keong, Digby Quested, Aarno Palotie, Robert Freedman, Hon-Cheong So, Jennifer L. Moran, Donald W. Black, Mark Reimers, Abraham Reichenberg, Jurgen Del Favero, Paola Giusti-Rodríguez, Tracey L. Petryshen, Olli Pietiläinen, Franziska Degenhardt, Laurent Essioux, Esben Agerbo, Qiang Wang, Jana Strohmaier, Siow Ann Chong, Johan G. Eriksson, Martin Begemann, Younes Mokrab, Colm McDonald, Silviu Alin Bacanu, Martilias S. Farrell, Christos Pantelis, Kai How Farh, Line Olsen, Naser Durmishi, Antonio Julià, Stefan Herms, Qingqin S. Li, Bettina Konte, George Kirov, Rodney J. Scott, Nelson B. Freimer, Mads V. Hollegaard, Shaun Purcell, Erik Söderman, Dragan M. Svrakic, Patrik K. E. Magnusson, Douglas Blackwood, Jin P. Szatkiewicz, Sang Hong Lee, Yunjung Kim, Colm O'Dushlaine, Morten Mattingsdal, Jim van Os, Sarah Tosato, Milan Macek, Joshua L. Roffman, Jan Lubinski, Eadbhard O'Callaghan, Juha Karjalainen, Vera Golimbet, Anna K. Kähler, Clement C. Zai, Nigel Williams, Joseph D. Buxbaum, Laura Nisenbaum, Eric Y.H. Chen, David M. Hougaard, Jaana Suvisaari, Chris C. A. Spencer, Alan R. Sanders, Alkes L. Price, Vihra Milanova, Juha Veijola, Christian Hammer, Raymond C.K. Chan, Stacy Steinberg, Nakao Iwata, Jeremy M. Silverman, Mark J. Daly, Elena Parkhomenko, Kenneth L. Davis, Lieuwe de Haan, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Human genetics, Amsterdam Neuroscience - Complex Trait Genetics, Amsterdam Reproduction & Development (AR&D), Kučinskas, Vaidutis, Kučinskienė, Zita Aušrelė, Ni, Guiyan, Gratten, Jacob, Wray, Naomi R, Lee, Sang Hong, Germeys, Inez, Complex Trait Genetics, Háskóli Íslands, University of Iceland, Child and Adolescent Psychiatry / Psychology, Research Programs Unit, Diabetes and Obesity Research Program, Johan Eriksson / Principal Investigator, Department of General Practice and Primary Health Care, University Management, Department of Psychiatry, Center for Population, Health and Society, Department of Public Health, Centre of Excellence in Complex Disease Genetics, Research Programme of Molecular Medicine, Aarno Palotie / Principal Investigator, Institute for Molecular Medicine Finland, and Genomics of Neurological and Neuropsychiatric Disorders
Subjects: 0301 basic medicine, Multifactorial Inheritance, PATERNAL-AGE, 3124 Neurology and psychiatry, COMMON SNPS, fluids and secretions, 0302 clinical medicine, CHILD, Risk Factors, Pregnancy, 2.1 Biological and endogenous factors, Medicine, Aetiology, Pediatric, PROPORTION, Schizophrenia Working Group of the Psychiatric Genomics Consortium, 0303 health sciences, Multidisciplinary, PSYCHIATRIC-DISORDERS, BIPOLAR DISORDER, Biobank, 3. Good health, AFB, Mental Health, Schizophrenia, Female, Erfðarannsóknir, Psychosocial, TRAITS, schizophrenia, age at birth, AFB, Maternal Age, Adult, age at first birth in women, genetic association, Offspring, Science, Genetic correlation, Article, 03 medical and health sciences, SDG 3 - Good Health and Well-being, Geðklofi, Genetics, age at birth, Humans, Genetic Predisposition to Disease, Bipolar disorder, General, Biology, Genetic association study, 030304 developmental biology, Genetic association, business.industry, Genetic heterogeneity, Prevention, average aged parents, Parturition, SCORE REGRESSION, bacterial infections and mycoses, medicine.disease, Mental health, Brain Disorders, respiratory tract diseases, schizophrenia, Good Health and Well Being, 030104 developmental biology, younger and older parents, DE-NOVO MUTATIONS, ddc:000, Human medicine, business, 030217 neurology & neurosurgery, Demography
Abstract: Publisher's version (útgefin grein), Previous studies have shown an increased risk for mental health problems in children born to both younger and older parents compared to children of average-aged parents. We previously used a novel design to reveal a latent mechanism of genetic association between schizophrenia and age at first birth in women (AFB). Here, we use independent data from the UK Biobank (N = 38,892) to replicate the finding of an association between predicted genetic risk of schizophrenia and AFB in women, and to estimate the genetic correlation between schizophrenia and AFB in women stratified into younger and older groups. We find evidence for an association between predicted genetic risk of schizophrenia and AFB in women (P-value = 1.12E-05), and we show genetic heterogeneity between younger and older AFB groups (P-value = 3.45E-03). The genetic correlation between schizophrenia and AFB in the younger AFB group is −0.16 (SE = 0.04) while that between schizophrenia and AFB in the older AFB group is 0.14 (SE = 0.08). Our results suggest that early, and perhaps also late, age at first birth in women is associated with increased genetic risk for schizophrenia in the UK Biobank sample. These findings contribute new insights into factors contributing to the complex bio-social risk architecture underpinning the association between parental age and offspring mental health., This research is supported by the Australian National Health and Medical Research Council (1080157, 1087889, 1103418, 1127440), and the Australian Research Council (DP160102126, FT160100229). This research has been conducted using the UK Biobank Resource. UK Biobank (http://www.ukbiobank.ac.uk) Research Ethics Committee (REC) approval number is 11/NW/0382. Our reference number approved by UK Biobank is 14575.
Published: 2017
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33. Discovery of stimulation-responsive immune enhancers with CRISPR activation

Author: Ansuman T. Satpathy, K. Mark Ansel, Nicolas Bray, Jeffrey A. Bluestone, Alice Y. Chan, Graham J. Ray, Dimitre R. Simeonov, Kyle Kai-How Farh, Theodore L. Roth, Zhongmei Li, Michelle L.T. Nguyen, Mark J. Daly, William J. Greenleaf, Kathrin Schumann, Gemma L. Curie, Mark S. Anderson, Ruize Liu, Chun Jimmie Ye, Howard Y. Chang, Alexander Marson, Dmytro Lituiev, Therese Mitros, Nicki Naddaf, Jacob E. Corn, Victoria Tobin, Meena Subramaniam, Maxwell R. Mumbach, Hailiang Huang, Benjamin G. Gowen, Rachel E. Gate, Julia S. Chu, John D. Gagnon, Hong Ma, Frédéric Van Gool, Youjin Lee, Eric Boyer, Jonathan M. Woo, and Mandy Boontanrart
Subjects: Antigens, Differentiation, T-Lymphocyte, 0301 basic medicine, Enhancer Elements, General Science & Technology, Cellular differentiation, Receptors, Antigen, T-Cell, Enhancer RNAs, Autoimmunity, Computational biology, Biology, Autoimmune Disease, Cell Line, 03 medical and health sciences, Mice, Genetic, Antigens, CD, Lectins, Receptors, Genetics, Enhancer trap, CRISPR, Animals, Humans, Lectins, C-Type, Clustered Regularly Interspaced Short Palindromic Repeats, Antigens, Enhancer, Gene, Regulation of gene expression, Multidisciplinary, C-Type, Human Genome, Interleukin-2 Receptor alpha Subunit, Cell Differentiation, T-Cell, Chromatin, CD, Enhancer Elements, Genetic, 030104 developmental biology, T-Lymphocyte, Gene Expression Regulation, Antigen, Differentiation, Th17 Cells, Female, CRISPR-Cas Systems
Abstract: The majority of genetic variants associated with common human diseases map to enhancers, non-coding elements that shape cell-type-specific transcriptional programs and responses to extracellular cues. Systematic mapping of functional enhancers and their biological contexts is required to understand the mechanisms by which variation in non-coding genetic sequences contributes to disease. Functional enhancers can be mapped by genomic sequence disruption, but this approach is limited to the subset of enhancers that are necessary in the particular cellular context being studied. We hypothesized that recruitment of a strong transcriptional activator to an enhancer would be sufficient to drive target gene expression, even if that enhancer was not currently active in the assayed cells. Here we describe a discovery platform that can identify stimulus-responsive enhancers for a target gene independent of stimulus exposure. We used tiled CRISPR activation (CRISPRa) to synthetically recruit a transcriptional activator to sites across large genomic regions (more than 100 kilobases) surrounding two key autoimmunity risk loci, CD69 and IL2RA. We identified several CRISPRa-responsive elements with chromatin features of stimulus-responsive enhancers, including an IL2RA enhancer that harbours an autoimmunity risk variant. Using engineered mouse models, we found that sequence perturbation of the disease-associated Il2ra enhancer did not entirely block Il2ra expression, but rather delayed the timing of gene activation in response to specific extracellular signals. Enhancer deletion skewed polarization of naive T cells towards a pro-inflammatory T helper (TH17) cell state and away from a regulatory T cell state. This integrated approach identifies functional enhancers and reveals how non-coding variation associated with human immune dysfunction alters context-specific gene programs.
Published: 2017

34. Genetic correlation between amyotrophic lateral sclerosis and schizophrenia

Author: Cristina Cereda, Jurjen J. Luykx, Sandra Meier, Derek W. Morris, Douglas M. Ruderfer, Mythily Subramaniam, Paul Cormican, Lyudmila Georgieva, John Landers, Silvana Penco, Marian L. Hamshere, Frank Dudbridge, Mari Nelis, Dick Schijven, Jimmy Lee, Sarah E. Bergen, Alessandro Padovani, Nicholas W. Wood, Meraida Polak, Hannelore Ehrenreich, Nancy G. Buccola, Noa Carrera, Stefan Herms, Panos Roussos, Marion Friedl, Teimuraz Silagadze, Jim van Os, Annette M. Hartmann, Ole A. Andreassen, R. Jeroen Pasterkamp, Sibylle G. Schwab, Aleksey Shatunov, Eli A. Stahl, David A. Collier, Farooq Amin, Michael Conlon O'Donovan, Guiqing Cai, Kung-Yee Liang, Denis C. Bauer, Charles Curtis, Brion S. Maher, Ashley R. Jones, Sara L. Pulit, Sarah Tosato, Milan Macek, Vivianna M. Van Deerlin, Vincenzo Silani, Pietro Fratta, Bettina Konte, Rosanna Tortelli, Dan Rujescu, T. Scott Stroup, Elizabeth Bevilacqua, Christian Lunetta, Bradley T. Webb, Christophe Tzourio, Patrick Vourc'h, Joel N. Hirschhorn, Gilbert Bensimon, Timothy G. Dinan, Thomas G. Schulze, Richard A. Belliveau, Daniel R. Weinberger, Andrew McQuillin, Qingqin S. Li, Orla Hardiman, Claudine Laurent, Masashi Ikeda, Tim Kahlke, Rodney J. Scott, Frans Henskens, Tune H. Pers, Wolfgang Lieb, Christian Hammer, Elvira Bramon, Hana Kuzelova-Ptackova, Raquelle I. Mesholam-Gately, Ingrid Melle, Nadine Cohen, David Cohen, Nazli Basak, Elisabeth Stögmann, Nelson B. Freimer, Peter Eichhammer, J. Mallet, Preben Bo Mortensen, Robert H. Brown, Wouter van Rheenen, Roberto Del Bo, Dai Wang, Laurent Essioux, Larry J. Seidman, Hreinn Stefansson, Erik G. Jönsson, Mads V. Hollegaard, Raymond C.K. Chan, Susana Pinto, Alexander Richards, Jubao Duan, Peter Holmans, George Kirov, Pablo V. Gejman, Philippe Amouyel, Stephanie Godard, Dieter B. Wildenauer, Martina Wiedau-Pazos, Stacy Steinberg, Ole Mors, Andres Metspalu, Rolf Adolfsson, Shaun Purcell, Hugh Gurling, Joseph I. Friedman, Erik Söderman, Mark Weiser, Giacomo P. Comi, James A. Knowles, Peter M. Andersen, Brien P. Riley, Nakao Iwata, Jeremy M. Silverman, Mark J. Daly, Elena Parkhomenko, Digby Quested, Srinivas Thirumalai, Ulrich Schall, Jan Lubinski, Dragan M. Svrakic, Aaron R. Wolen, S. Hong Lee, Andrew Pocklington, Bernard Lerer, Vahram Haroutunian, Matthew C. Kiernan, Kenneth L. Davis, Assen Jablensky, William Byerley, Karol Estrada, Aarno Palotie, Cinzia Tiloca, Eadbhard O'Callaghan, Perry T.C. van Doormaal, Colm McDonald, Federico Casale, Thomas Meitinger, Robert Freedman, Gerome Breen, Milena Blagojevic-Radivojkov, Ian P. Blair, Ann E. Pulver, Jan H. Veldink, Giancarlo Logroscino, Miaoxin Li, Abraham Reichenberg, Esben Agerbo, Siddharthan Chandran, Patrik K. E. Magnusson, Andrew M. McIntosh, Gianni Sorarù, Maura Brunetti, Xuebin Zheng, Madeline Alexander, James L. Kennedy, Douglas Blackwood, Menachem Fromer, Martilias S. Farrell, Alan R. Sanders, Dominic B. Rowe, Alexis Brice, Jonathan Pimm, Emily H. M. Wong, Jana Strohmaier, André G. Uitterlinden, Andrea Calvo, Carsten Drepper, John Q. Trojanowski, Marcella Rietschel, Siow Ann Chong, Karen E. Morrison, Sang-Yun Oh, Laura Nisenbaum, Margaret O'Brien, Alkes L. Price, Carin J. Meijer, Michael Davidson, John Powell, Petr Slominsky, Wiepke Cahn, Cinzia Gellera, Vihra Milanova, Peter M. Visscher, Patricia T. Michie, Dimitris Dikeos, Jianxin Shi, Veikko Salomaa, Philip Van Damme, James J. Crowley, Younes Mokrab, Valentina Escott-Price, Jesus S. Mora, Stanley V. Catts, David St Clair, Bernhard Landwehrmeyer, John Hardy, Kristin K. Nicodemus, Dominique Campion, Juha Veijola, Wim Robberecht, Thomas Meyer, Peter Lichtner, Christos Pantelis, Markus Weber, Nilo Riva, Jin P. Szatkiewicz, Michele T. Pato, Cinzia Bertolin, Frank P. Diekstra, Simon Arcuti, Bryan J. Mowry, Hon-Cheong So, Adriano Chiò, Viviana Pensato, Yunjung Kim, Jean-François Dartigues, Zita Ausrele Kucinskiene, Inez Myin-Germeys, Jaana Suvisaari, Sophie E. Legge, Roel A. Ophoff, Philippe Corcia, Gerald Nestadt, Stephan Ripke, Kuang Lin, Paola Giusti-Rodríguez, Michael John Owen, Chris C. A. Spencer, Safa Saker-Delye, Robert W. McCarley, Kimberley D. Chambert, Brandon Wormley, Isabella Fogh, Mamede de Carvalho, Pamela J. Shaw, Tõnu Esko, Ronald Y. L. Chan, Jianjun Liu, Tim B. Bigdeli, Christian R. Andres, David M. Hougaard, Michael Gill, Ammar Al-Chalabi, Colm O'Dushlaine, Rick A.A. van der Spek, Gary Donohoe, Tao Li, Jonathan D. Glass, Christopher Shaw, Draga Toncheva, Leonard H. van den Berg, Liene Nikitina-Zake, Morten Mattingsdal, François Salachas, Andrey Khrunin, Line Olsen, Jochen H. Weishaupt, Jo Knight, Katie Sidle, Filip Eftimov, Massimiliano Filosto, Russell L. McLaughlin, Pak C. Sham, Joshua L. Roffman, Thomas Hansen, Naser Durmishi, Deborah A. Nertney, Juha Karjalainen, Robert Swingler, Ditte Demontis, Vaidutis Kučinskas, Jennifer L. Moran, Leo McCluskey, Donald W. Black, Eric F.C. Cheung, Qiang Wang, Olli Pietilainen, Vera Golimbet, Anna K. Kähler, Clement C. Zai, Nigel Williams, Annelie Nordin, Wolfgang Maier, Bradley N. Smith, Ettore Beghi, Rosa Capozzo, Garth A. Nicholson, Markus M. Nöuthen, Jordan W. Smoller, Eric Y.H. Chen, Joseph D. Buxbaum, Letizia Mazzini, Andrea Malaspina, Antonio Julià, Stephanie Williams, Tracey L. Petryshen, Christine Payan, Johan G. Eriksson, Carmel M. Loughland, Elodie Drapeau, Lieuwe de Haan, Martin Begemann, Lukas Tittmann, Franziska Degenhardt, Mark Reimers, Jurgen Del Favero, Jacqueline I. Goldstein, Annelot M. Dekker, Sergi Papiol, Svetlana A. Limborska, René S. Kahn, Shuna Colville, Kelly L. Williams, Pamela Sklar, Diana O. Perkins, Lili Milani, Ayman H. Fanous, Nicola Ticozzi, Fernando Rivadeneira, Marianne de Visser, P. Nigel Leigh, James T.R. Walters, Josef Frank, Aiden Corvin, Silviu Alin Bacanu, John L. Waddington, Stephanie H. Witt, Tiina Paunio, Margot Albus, Catherine Lomen-Hoerth, Sara Marsal, Per Hoffmann, David Curtis, Cindy Maurel, Todd Lencz, Orietta Pansarasa, Manuel Mattheisen, Anneke J. van der Kooi, A. Hofman, Dermot Walsh, Hailiang Huang, Ann Olincy, Anders D. Børglum, Ricardo Rojas-García, William Sproviero, Albert C. Ludolph, Edward M. Scolnick, Danielle Posthuma, George N. Papadimitriou, Michael A. van Es, Fritz Zimprich, F. Anthony O'Neill, Lude Franke, Jouko Lönnqvist, Daniel G. Bradley, Sven Cichon, Susanna Abdulla, Kristel R. van Eijk, Ingrid Agartz, Elisabetta Pupillo, Milica Pejovic-Milovancevic, Antonia Ratti, Henrik B. Rasmussen, Kari Stefansson, Brendan Bulik-Sullivan, Béla Melegh, Stéphanie Millecamps, Janis Klovins, Enrico Domenici, Michael Sendtner, Kai-How Farh, Randy L. Buckner, Albert Hofman, Benjamin M. Neale, Naomi R. Wray, An Goris, Kang Sim, Lauren Elman, Giulio Genovese, Jens R. Wendland, Rita M. Cantor, Ariel Darvasi, Christina M. Hultman, Sandra D'Alfonso, Cristina Moglia, Carlos N. Pato, Sena Karachanak-Yankova, Nicholas John Craddock, Richard W. Orrell, Richard Bruggeman, Kenneth S. Kendler, Alan M. Pittman, Robin M. Murray, Richard E. Straub, Cathryn M. Lewis, Srdjan Djurovic, Vincent Meininger, Jeffrey A. Lieberman, Bertram Müller-Myhsok, Phil Lee, David J. Kavanagh, Srihari Gopal, Igor Nenadic, Matthew C. Keller, Christian R. Schubert, Jacob Gratten, Alexandra Durr, Roger Pamphlett, Douglas F. Levinson, Luba Kalaydjieva, Chiara Zecca, Anil K. Malhotra, Andre Franke, Vaughan J. Carr, Steven A. McCarroll, C. Robert Cloninger, Judit Bene, Ina Giegling, Wei Cheng, Hualin Simon Xi, Thomas Werge, Eric Strengman, Susanne Petri, Engilbert Sigurdsson, Mark Hansen, Patrick F. Sullivan, Kieran C. Murphy, Inge Joa, Complex Trait Genetics, McLaughlin, Russell L, Schijven, Dick, Van Rheenen, Wouter, Van Eijk, Kristel R, O'Brien, Margaret, Kahn, René S, Ophoff, Roel A, Goris, An, Bradley, Daniel G, Al-Chalabi, Ammar, Van Den Berg, Leonard H, Luykx, Jurjen J, Hardiman, Orla, Veldink, Jan H, Lee, S Hong, Project MinE GWAS Consortium, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Centre of Excellence in Complex Disease Genetics, Aarno Palotie / Principal Investigator, Institute for Molecular Medicine Finland, Genomics of Neurological and Neuropsychiatric Disorders, Kučinskas, Vaidutis, Kučinskienė, Zita Aušrelė, Other departments, Neurology, APH - Mental Health, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, Adult Psychiatry, Schizophrenia Working Group of the Psychiatric Genomics Consortiumz, Germeys, Inez, Robberecht, Wim, and Van Damme, Philip
Subjects: 0301 basic medicine, Oncology, Genetics and Molecular Biology (all), Linkage disequilibrium, Multifactorial Inheritance, General Physics and Astronomy, Genome-wide association study, Comorbidity, VARIANTS, Neurodegenerative, Biochemistry, DISEASE, 3124 Neurology and psychiatry, Linkage Disequilibrium, Cohort Studies, 0302 clinical medicine, Genetics research, Odds Ratio, 2.1 Biological and endogenous factors, Amyotrophic lateral sclerosis, Aetiology, ARCHITECTURE, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Multidisciplinary, Chemistry (all), Motor neuron disease, Schizophrenia, BIPOLAR DISORDER, Single Nucleotide, Serious Mental Illness, 3. Good health, Mental Health, RC0346, motor neuron disease, Project MinE GWAS Consortium, medicine.medical_specialty, SUSCEPTIBILITY LOCI, Science, European Continental Ancestry Group, Polymorphism, Single Nucleotide, General Biochemistry, Genetics and Molecular Biology, Article, White People, 03 medical and health sciences, Physics and Astronomy (all), Rare Diseases, SDG 3 - Good Health and Well-being, Clinical Research, Internal medicine, MD Multidisciplinary, mental disorders, medicine, Genetics, Journal Article, Humans, Genetic Predisposition to Disease, Family, Bipolar disorder, GENOME-WIDE ASSOCIATION, Polymorphism, Biology, METAANALYSIS, business.industry, Amyotrophic Lateral Sclerosis, Human Genome, Case-control study, 3112 Neurosciences, Neurosciences, General Chemistry, Odds ratio, medicine.disease, R1, Brain Disorders, 030104 developmental biology, genetics research, Case-Control Studies, RC0321, Linear Models, PLEIOTROPY, Human medicine, 3111 Biomedicine, Biochemistry, Genetics and Molecular Biology (all), ALS, business, 030217 neurology & neurosurgery, Genome-Wide Association Study
Abstract: We have previously shown higher-than-expected rates of schizophrenia in relatives of patients with amyotrophic lateral sclerosis (ALS), suggesting an aetiological relationship between the diseases. Here, we investigate the genetic relationship between ALS and schizophrenia using genome-wide association study data from over 100,000 unique individuals. Using linkage disequilibrium score regression, we estimate the genetic correlation between ALS and schizophrenia to be 14.3% (7.05–21.6; P=1 × 10−4) with schizophrenia polygenic risk scores explaining up to 0.12% of the variance in ALS (P=8.4 × 10−7). A modest increase in comorbidity of ALS and schizophrenia is expected given these findings (odds ratio 1.08–1.26) but this would require very large studies to observe epidemiologically. We identify five potential novel ALS-associated loci using conditional false discovery rate analysis. It is likely that shared neurobiological mechanisms between these two disorders will engender novel hypotheses in future preclinical and clinical studies., Relatives of patients with amyotrophic lateral sclerosis have an unexpectedly high incidence of schizophrenia. Here, the authors show a genetic link between the two conditions, suggesting shared neurobiological mechanisms.
Published: 2017
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35. Genome-wide identification and characterization of functional neuronal activity–dependent enhancers

Author: Athar N. Malik, Martin Hemberg, Hume Stroud, Cameron H. Couch, David A. Harmin, Ivo Spiegel, Michael E. Greenberg, Thomas Vierbuchen, Alex A. Rubin, Emi Ling, and Kyle Kai-How Farh
Subjects: Jumonji Domain-Containing Histone Demethylases, Time Factors, Enhancer RNAs, Tetrodotoxin, Potassium Chloride, Mice, Histone H3, Animals, Humans, CREB-binding protein, Enhancer, Gene, Visual Cortex, Neurons, Genetics, Regulation of gene expression, biology, MEF2 Transcription Factors, Activator (genetics), General Neuroscience, Promoter, Embryo, Mammalian, CREB-Binding Protein, Cell biology, Mice, Inbred C57BL, Oncogene Proteins v-fos, 2-Amino-5-phosphonovalerate, Gene Expression Regulation, Mutation, biology.protein, Excitatory Amino Acid Antagonists, Neuroscience, Genome-Wide Association Study, Sodium Channel Blockers
Abstract: Experience-dependent gene transcription is required for nervous system development and function. However, the DNA regulatory elements that control this program of gene expression are not well defined. Here we characterize the enhancers that function across the genome to mediate activity-dependent transcription in mouse cortical neurons. We find that the subset of enhancers enriched for monomethylation of histone H3 Lys4 (H3K4me1) and binding of the transcriptional coactivator CREBBP (also called CBP) that shows increased acetylation of histone H3 Lys27 (H3K27ac) after membrane depolarization of cortical neurons functions to regulate activity-dependent transcription. A subset of these enhancers appears to require binding of FOS, which was previously thought to bind primarily to promoters. These findings suggest that FOS functions at enhancers to control activity-dependent gene programs that are critical for nervous system function and provide a resource of functional cis-regulatory elements that may give insight into the genetic variants that contribute to brain development and disease.
Published: 2014
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36. Author Correction: Predicting the clinical impact of human mutation with deep neural networks

Author: John Shon, Kyle Kai-How Farh, Xiaolin Li, Serafim Batzoglou, Yanjun Li, Hong Gao, Jeremy F. McRae, Jörg Hakenberg, Laksshman Sundaram, Nondas Fritzilas, Samskruthi Reddy Padigepati, Jinbo Xu, Jack A. Kosmicki, and Anindita Dutta
Subjects: 0303 health sciences, Published Erratum, MEDLINE, Computational biology, Biology, Article, 03 medical and health sciences, 0302 clinical medicine, Mutation (genetic algorithm), ComputingMethodologies_DOCUMENTANDTEXTPROCESSING, Genetics, Deep neural networks, 030217 neurology & neurosurgery, 030304 developmental biology
Abstract: Millions of human genomes and exomes have been sequenced, but their clinical applications remain limited due to the difficulty of distinguishing disease-causing mutations from benign genetic variation. Here we demonstrate that common missense variants in other primate species are largely clinically benign in human, enabling pathogenic mutations to be systematically identified by process of elimination. Using hundreds of thousands of common variants from population sequencing of six non-human primate species, we train a deep neural network that identifies pathogenic mutations in rare disease patients with 88% accuracy, and enables the discovery of 14 new candidate genes in intellectual disability at genome-wide significance. Cataloging common variation from additional primate species would improve interpretation for millions of variants of uncertain significance, further advancing the clinical utility of human genome sequencing.
Published: 2018
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37. Expanding the MicroRNA Targeting Code: Functional Sites with Centered Pairing

Author: H. Rosaria Chiang, Kyle Kai-How Farh, Alena Shkumatava, Chanseok Shin, David P. Bartel, Jin Wu Nam, Harvard University--MIT Division of Health Sciences and Technology, Massachusetts Institute of Technology. Department of Biology, Bartel, David, Shin, Chanseok, Nam, Jin-Wu, Farh, Kyle Kai-How, Chiang, H. Rosaria, and Shkumatava, Alena
Subjects: Base pair, Cations, Divalent, Biology, Cleavage (embryo), Article, Conserved sequence, Mice, Animals, Humans, Magnesium, RNA, Messenger, 3' Untranslated Regions, Base Pairing, Molecular Biology, Conserved Sequence, RNA, Double-Stranded, Genetics, Base Sequence, MRNA cleavage, Three prime untranslated region, Gene Expression Profiling, RNA, Brain, Cell Biology, Cell biology, Gene expression profiling, MicroRNAs, Pairing, HeLa Cells
Abstract: Most metazoan microRNA (miRNA) target sites have perfect pairing to the seed region, located near the miRNA 5′ end. Although pairing to the 3′ region sometimes supplements seed matches or compensates for mismatches, pairing to the central region has been known to function only at rare sites that impart Argonaute-catalyzed mRNA cleavage. Here, we present “centered sites,” a class of miRNA target sites that lack both perfect seed pairing and 3′-compensatory pairing and instead have 11–12 contiguous Watson-Crick pairs to the center of the miRNA. Although centered sites can impart mRNA cleavage in vitro (in elevated Mg[superscript 2+]), in cells they repress protein output without consequential Argonaute-catalyzed cleavage. Our study also identified extensively paired sites that are cleavage substrates in cultured cells and human brain. This expanded repertoire of cleavage targets and the identification of the centered site type help explain why central regions of many miRNAs are evolutionarily conserved., National Institutes of Health (U.S.), Damon Runyon Cancer Research Foundation. Fellowship Award
Published: 2010
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38. Most mammalian mRNAs are conserved targets of microRNAs

Author: David P. Bartel, Kyle Kai-How Farh, Christopher B. Burge, and Robin C. Friedman
Subjects: Mammals, Genetics, Base Sequence, RISC complex, Three prime untranslated region, MiRNA binding, Sequence alignment, Biology, PAR-CLIP, Conserved sequence, Evolution, Molecular, Microprocessor complex, MicroRNAs, IsomiR, Sequence Homology, Nucleic Acid, Methods, Animals, Humans, RNA, Messenger, 3' Untranslated Regions, Sequence Alignment, Conserved Sequence, Phylogeny, Genetics (clinical)
Abstract: MicroRNAs (miRNAs) are small endogenous RNAs that pair to sites in mRNAs to direct post-transcriptional repression. Many sites that match the miRNA seed (nucleotides 2–7), particularly those in 3′ untranslated regions (3′UTRs), are preferentially conserved. Here, we overhauled our tool for finding preferential conservation of sequence motifs and applied it to the analysis of human 3′UTRs, increasing by nearly threefold the detected number of preferentially conserved miRNA target sites. The new tool more efficiently incorporates new genomes and more completely controls for background conservation by accounting for mutational biases, dinucleotide conservation rates, and the conservation rates of individual UTRs. The improved background model enabled preferential conservation of a new site type, the “offset 6mer,” to be detected. In total, >45,000 miRNA target sites within human 3′UTRs are conserved above background levels, and >60% of human protein-coding genes have been under selective pressure to maintain pairing to miRNAs. Mammalian-specific miRNAs have far fewer conserved targets than do the more broadly conserved miRNAs, even when considering only more recently emerged targets. Although pairing to the 3′ end of miRNAs can compensate for seed mismatches, this class of sites constitutes less than 2% of all preferentially conserved sites detected. The new tool enables statistically powerful analysis of individual miRNA target sites, with the probability of preferentially conserved targeting (PCT) correlating with experimental measurements of repression. Our expanded set of target predictions (including conserved 3′-compensatory sites), are available at the TargetScan website, which displays the PCT for each site and each predicted target.
Published: 2008
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39. A contribution of novel CNVs to schizophrenia from a genome-wide study of 41,321 subjects

Author: Aiden Corvin, Kenneth S. Kendler, Jouko Lönnqvist, Patricia T. Michie, Stephanie H. Witt, Annelie Nordin, Robin M. Murray, Benjamin M. Neale, Dermot Walsh, Peter Holmans, Richard A. Belliveau, Jacques Mallet, Matthew C. Keller, Hugh Gurling, Joseph I. Friedman, Giulio Genovese, Andrew Pocklington, Lieuwe de Haan, Marcelo Bertalan, Noa Carrera, Brian Kelly, Lude Franke, Carlos N. Pato, Inez Myin-Germeys, Brandon Wormley, Nicholas John Craddock, Sven Cichon, Manuel Mattheisen, Annette M. Hartmann, Ole A. Andreassen, Masashi Ikeda, Madhusudan Gujral, Edward M. Scolnick, Jeffrey A. Lieberman, Elodie Drapeau, Deborah A. Nertney, Richard Bruggeman, Bertram Müller-Myhsok, Raquelle I. Mesholam-Gately, Ingrid Melle, Jacob Gratten, Ingrid Agartz, Frans Henskens, Stephanie Godard, Andres Metspalu, Mark Weiser, Johan G. Eriksson, Christian R. Marshall, Preben Bo Mortensen, Tõnu Esko, Sarah E. Bergen, Ina Giegling, Carmel M. Loughland, Stephen W. Scherer, Panos Roussos, Colm McDonald, Douglas F. Levinson, David Cohen, Martilias S. Farrell, James J. Crowley, Sibylle G. Schwab, Stephanie Williams, Henrik B. Rasmussen, Wei Cheng, Ann Olincy, Anders D. Børglum, Andreas J. Forstner, Wenting Wu, Benedicto Crespo-Facorro, David J. Kavanagh, Aniket Shetty, Thomas Werge, Daniel P. Howrigan, Gary Donohoe, Stephan Ripke, Jo Knight, Michael Conlon O'Donovan, Erik Söderman, Luba Kalaydjieva, Silviu Alin Bacanu, Dragan M. Svrakic, Brion S. Maher, Alexander Richards, Digby Quested, Eadbhard O' Callaghan, René S. Kahn, Lili Milani, Karin V. Fuentes Fajarado, Mark Hansen, Douglas S. Greer, Sandra Meier, S. Hong Lee, Markus M. Nöthen, Brendan Bulik-Sullivan, Guiqing Cai, Lynn E. DeLisi, Thomas Hansen, Bernard Lerer, Jubao Duan, James T.R. Walters, Ulrich Schall, Ole Mors, Kai-How Farh, Randy L. Buckner, Andrew M. McIntosh, Kung-Yee Liang, Olli Pietiläinen, Colm O. Dushlaine, Paola Giusti-Rodríguez, Srdjan Djurovic, Jaana Suvisaari, Carin J. Meijer, Christos Pantelis, Peter Eichhammer, Nancy G. Buccola, Kristin K. Nicodemus, Phil Lee, Zhouzhi Wang, Dominique Campion, Rita M. Cantor, Ariel Darvasi, Christina M. Hultman, Dan Rujescu, Joshua R. Atkins, Naomi R. Wray, Michael Davidson, Michele T. Pato, Brien P. Riley, Tim B. Bigdeli, Patrik K. E. Magnusson, Aaron R. Wolen, Srinivas Thirumalai, Vahram Haroutunian, Joshua L. Roffman, Tiina Paunio, K Kähler Anna, Thomas G. Schulze, Assen Jablensky, Andrew McQuillin, Kimberley D. Chambert, John Powell, Douglas Blackwood, Ditte Demontis, Daniele Merico, Stefan Herms, Tune H. Pers, Bryan J. Mowry, Eric Strengman, Larry J. Seidman, Pablo V. Gejman, Laura Nisenbaum, Bettina Konte, Jennifer L. Moran, Donald W. Black, Michael Gill, Line Olsen, Aarno Palotie, Robert Freedman, Dalila Pinto, Abraham Reichenberg, Qingqin S. Li, Ann E. Pulver, Mark Reimers, Jurgen Del Favero, Murray J. Cairns, Patrick F. Sullivan, Deborah L. Levy, John L. Waddington, Menachem Fromer, Marcella Rietschel, Jonathan Sebat, Rolf Adolfsson, George Kirov, Veikko Salomaa, David Curtis, Rodney J. Scott, Jin P. Szatkiewicz, Jacqueline I. Goldstein, Tracey L. Petryshen, Nelson B. Freimer, Mads V. Hollegaard, Franziska Degenhardt, David M. Hougaard, Dimitris Dikeos, Pamela Sklar, Diana O. Perkins, Shaun Purcell, Yunjung Kim, Laurent Essioux, Dheeraj Malhotra, Wolfgang Maier, Eli A. Stahl, Per Hoffmann, David A. Collier, Farooq Amin, Juha Karjalainen, William M. Brandler, Clement C. Zai, A. Hofman, Nigel Williams, Hailiang Huang, Joseph D. Buxbaum, Danielle Posthuma, Kieran C. Murphy, Jonathan Pimm, Bradley T. Webb, Joel N. Hirschhorn, Elvira Bramon, Timothy G. Dinan, Jana Strohmaier, Wiepke Cahn, Erik G. Jönsson, F. Anthony O’ Neill, Dieter B. Wildenauer, Michael John Owen, Igor Nenadic, Vaughan J. Carr, Esben Agerbo, Younes Mokrab, Morten Mattingsdal, Elliot S. Gershon, Danny Antaki, Jim van Os, Bhooma Thiruvahindrapuram, Alan R. Sanders, Sang-Yun Oh, Alkes L. Price, Vihra Milanova, Juha Veijola, Chris C. A. Spencer, Nakao Iwata, Jeremy M. Silverman, Mark J. Daly, Elena Parkhomenko, Kenneth L. Davis, Jing Qin Wu, Robert W. McCarley, Steven A. McCarroll, Derek W. Morris, Douglas M. Ruderfer, Josef Frank, C. Robert Cloninger, George N. Papadimitriou, Paul Cormican, Lyudmila Georgieva, Enrico Domenici, Claudine Laurent, James L. Kennedy, Frank Dudbridge, Peter M. Visscher, Valentina Escott-Price, Inge Joa, Marian L. Hamshere, Jianxin Shi, Margot Albus, Jordan W. Smoller, Adam Savitz, T. Scott Stroup, Elizabeth Bevilacqua, James A. Knowles, William Byerley, Madeline Alexander, Stanley V. Catts, David St Clair, Sophie E. Legge, Roel A. Ophoff, Gerald Nestadt, Paul A. Tooney, and Ayman H. Fanous
Subjects: Genetics, 0303 health sciences, Genomics, Biology, medicine.disease, Genome, Phenotype, 3. Good health, 03 medical and health sciences, 0302 clinical medicine, Schizophrenia, Cohort, Etiology, medicine, Copy-number variation, Gene, 030217 neurology & neurosurgery, 030304 developmental biology
Abstract: Genomic copy number variants (CNVs) have been strongly implicated in the etiology of schizophrenia (SCZ). However, apart from a small number of risk variants, elucidation of the CNV contribution to risk has been difficult due to the rarity of risk alleles, all occurring in less than 1% of cases. We sought to address this obstacle through a collaborative effort in which we applied a centralized analysis pipeline to a SCZ cohort of 21,094 cases and 20,227 controls. We observed a global enrichment of CNV burden in cases (OR=1.11, P=5.7e −15 ), which persisted after excluding loci implicated in previous studies (OR=1.07, P=1.7e −6 ). CNV burden is also enriched for genes associated with synaptic function (OR = 1.68, P = 2.8e −11 ) and neurobehavioral phenotypes in mouse (OR = 1.18, P=7.3e −5 ). We identified genome-wide significant support for eight loci, including 1q21.1, 2p16.3 (NRXN1), 3q29, 7q11.2, 15q13.3, distal 16p11.2, proximal 16p11.2 and 22q11.2. We find support at a suggestive level for nine additional candidate susceptibility and protective loci, which consist predominantly of CNVs mediated by non-allelic homologous recombination (NAHR).
Published: 2016
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40. Meta-analysis of 375,000 individuals identifies 38 susceptibility loci for migraine

Author: Dorret I. Boomsma, Arn M. J. M. van den Maagdenberg, Kai-How Farh, Linda M. Pedersen, Evelin Mihailov, Lydia Quaye, Bertram Müller-Myhsok, Zameel M. Cader, David A. Hinds, Albert Hofman, George McMahon, Lynn Cherkas, Andrea Byrnes, Christopher Sivert Nielsen, Priit Palta, Kauko Heikkilä, Lili Milani, Caleb Webber, Elizabeth Loehrer, Maija Wessman, Stacy Steinberg, Stefan Schreiber, John-Anker Zwart, Nicholas A. Furlotte, Nicholas G. Martin, Paul M. Ridker, Nicholas Eriksson, André G. Uitterlinden, M. Arfan Ikram, Anine H. Stam, Audun Stubhaug, Hieab H.H. Adams, Markus Färkkilä, Verneri Anttila, Antti-Pekka Sarin, Salli Vepsäläinen, Jouke-Jan Hottenga, Pamela A. F. Madden, Andrew C. Heath, Brenda W.J.H. Penninx, Tobias Kurth, Ester Cuenca-León, Kari Stefansson, Veikko Salomaa, Dale R. Nyholt, Jaakko Kaprio, Andrea Carmine Belin, Tune H. Pers, Cynthia Sandor, Eija Hamalainen, Hailiang Huang, Lude Franke, Jie Huang, George Davey Smith, Jes Olesen, Anne Francke Christensen, Juho Wedenoja, Tobias Freilinger, Scott G. Gordon, Mari A. Kaunisto, Hreinn Stefansson, Guntram Borck, Maria Gudlaug Hrafnsdottir, David P. Strachan, Ville Artto, Johan G. Eriksson, Minna Männikkö, Evie Stergiakouli, Thomas Meitinger, Markus Schürks, Olli T. Raitakari, Arpo Aromaa, Mark J. Daly, Marjo-Riitta Järvelin, Andres Ingason, Martin Dichgans, Tim D. Spector, Cornelia M. van Duijn, Mikko Muona, Daniel I. Chasman, Hartmut Göbel, Andres Metspalu, Aarno Palotie, Michel D. Ferrari, Grant W. Montgomery, Susan M. Ring, Caroline Ran, Thomas Werge, Lannie Ligthart, Terho Lehtimäki, Julie E. Buring, Christian Kubisch, Mikko Kallela, Phil Lee, Ann-Louise Esserlind, Bendik S. Winsvold, Markku Koiranen, Benjamin M. Neale, Tõnu Esko, Rainer Malik, Gisela M. Terwindt, Thomas Hansen, and Padhraig Gormley
Subjects: Subset Analysis, Genetics, 0303 health sciences, Aura, Single-nucleotide polymorphism, Locus (genetics), Disease, Biology, medicine.disease, Migraine with aura, 3. Good health, 03 medical and health sciences, 0302 clinical medicine, Migraine, Meta-analysis, medicine, medicine.symptom, 030217 neurology & neurosurgery, 030304 developmental biology
Abstract: Migraine is a debilitating neurological disorder affecting around 1 in 7 people worldwide, but its molecular mechanisms remain poorly understood. Some debate exists over whether migraine is a disease of vascular dysfunction, or a result of neuronal dysfunction with secondary vascular changes. Genome-wide association (GWA) studies have thus far identified 13 independent loci associated with migraine. To identify new susceptibility loci, we performed the largest genetic study of migraine to date, comprising 59,674 cases and 316,078 controls from 22 GWA studies. We identified 45 independent single nucleotide polymorphisms (SNPs) significantly associated with migraine risk (P < 5 x 10-8) that map to 38 distinct genomic loci, including 28 loci not previously reported and the first locus identified on chromosome X. Furthermore, a subset analysis for migraine without aura (MO) identified seven of the same loci as from the full sample, whereas no loci reached genome-wide significance in the migraine with aura (MA) subset. In subsequent computational analyzes, the identified loci showed enrichment for genes expressed in vascular and smooth muscle tissues, consistent with a predominant theory of migraine that highlights vascular etiologies.
Published: 2015
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41. Association mapping of inflammatory bowel disease loci to single variant resolution

Author: Vibeke Andersen, Julia Dmitrieva, Michel Georges, Mauro D'Amato, Edouard Louis, Ann-Stephan Gori, Isabelle Cleynen, Emilie Theatre, Carl A. Anderson, Theo Meuwissen, Andre Franke, Jack Satsangi, Adrian Cortes, Suzanne van Sommeren, Dermot P.B. McGovern, Jeffrey C. Barrett, Yukihide Momozawa, Jonas Halfvarson, Talin Haritunians, Elisa Docampo, Valérie Deffontaine, Gosia Trynka, Mark J. Daly, Judy H. Cho, Maša Umićević Mirkov, Richard H. Duerr, Christopher G Mathew, Ian C. Lawrance, Kyle Kai-How Farh, Sarah L. Spain, Hailiang Huang, John D. Rioux, Severine Vermeire, Jo Knight, Luke Jostins, Miles Parkes, Charlie W. Lees, Rob Mariman, Ming Fang, Ramnik J. Xavier, Gabrielle Boucher, Rinse K. Weersma, François Crins, Myriam Mni, Philippe Goyette, and Mahmoud Elansary
Subjects: Genetics, 0303 health sciences, Genome-wide association study, Biology, medicine.disease, Inflammatory bowel disease, DNA binding site, 03 medical and health sciences, 0302 clinical medicine, Immune system, medicine, Epigenetics, Association mapping, Genotyping, 030217 neurology & neurosurgery, 030304 developmental biology, Genetic association
Abstract: Inflammatory bowel disease (IBD) is a chronic gastrointestinal inflammatory disorder that affects millions worldwide. Genome-wide association studies (GWAS) have identified 200 IBD-associated loci, but few have been conclusively resolved to specific functional variants. Here we report fine-mapping of 94 IBD loci using high-density genotyping in 67,852 individuals. Of the 139 independent associations identified in these regions, 18 were pinpointed to a single causal variant with >95% certainty, and an additional 27 associations to a single variant with >50% certainty. These 45 variants are significantly enriched for protein-coding changes (n=13), direct disruption of transcription factor binding sites (n=3) and tissue specific epigenetic marks (n=10), with the latter category showing enrichment in specific immune cells among associations stronger in CD and gut mucosa among associations stronger in UC. The results of this study suggest that high-resolution, fine-mapping in large samples can convert many GWAS discoveries into statistically convincing causal variants, providing a powerful substrate for experimental elucidation of disease mechanisms.
Published: 2015
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42. Genetic and epigenetic fine mapping of causal autoimmune disease variants

Author: Dita Mayer, Charles B. Epstein, Philip L. De Jager, Marlene J. Carrasco-Alfonso, William J. Housley, Nikolaos A. Patsopoulos, Samantha Beik, Alexander A. Shishkin, Markus Kleinewietfeld, Bradley E. Bernstein, Mark J. Daly, David A. Hafler, Alexander Marson, Noam Shoresh, Kyle Kai-How Farh, C. John Luckey, Jiang Zhu, Russell J.H. Ryan, Meital Hatan, Vijay K. Kuchroo, and Holly Whitton
Subjects: Epigenomics, Enhancer Elements, General Science & Technology, T-Lymphocytes, Genome-wide association study, Biology, Polymorphism, Single Nucleotide, Epigenesis, Genetic, Autoimmune Diseases, 03 medical and health sciences, 0302 clinical medicine, Genetic, Consensus Sequence, Humans, Epigenetics, Polymorphism, Nucleotide Motifs, Enhancer, Gene, Transcription factor, 030304 developmental biology, Genetics, Regulation of gene expression, 0303 health sciences, Multidisciplinary, Base Sequence, Single Nucleotide, Chromatin, 3. Good health, Enhancer Elements, Genetic, Editorial, Organ Specificity, 030217 neurology & neurosurgery, Transcription Factors, Epigenesis, Genome-Wide Association Study
Abstract: Genome-wide association studies have identified loci underlying human diseases, but the causal nucleotide changes and mechanisms remain largely unknown. Here we developed a fine-mapping algorithm to identify candidate causal variants for 21 autoimmune diseases from genotyping data. We integrated these predictions with transcription and cis-regulatory element annotations, derived by mapping RNA and chromatin in primary immune cells, including resting and stimulated CD4(+) T-cell subsets, regulatory T cells, CD8(+) T cells, B cells, and monocytes. We find that ∼90% of causal variants are non-coding, with ∼60% mapping to immune-cell enhancers, many of which gain histone acetylation and transcribe enhancer-associated RNA upon immune stimulation. Causal variants tend to occur near binding sites for master regulators of immune differentiation and stimulus-dependent gene activation, but only 10-20% directly alter recognizable transcription factor binding motifs. Rather, most non-coding risk variants, including those that alter gene expression, affect non-canonical sequence determinants not well-explained by current gene regulatory models.
Published: 2015
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43. Integrative analysis of 111 reference human epigenomes

Author: Daofeng Li, Tim R. Mercer, Wei Li, Lisa Helbling Chadwick, Jesse R. Dixon, Pouya Kheradpour, Joseph F. Costello, Pradipta R. Ray, John W. Whitaker, Peggy J. Farnham, Angela Tam, Vitor Onuchic, Robert A. Waterland, Misha Bilenky, James A. Thomson, Zhizhuo Zhang, Yaping Liu, Gerald Quon, Andrew J. Mungall, Steven J.M. Jones, Bradley E. Bernstein, Alexander Meissner, Melina Claussnitzer, Charles B. Epstein, Andreas R. Pfenning, Li-Huei Tsai, Laurie A. Boyer, Angela Yen, Ting Wang, Rajinder Kaul, Alireza Heravi-Moussavi, Danny Leung, Noam Shoresh, Michael T. McManus, Michael Stevens, John A. Stamatoyannopoulos, Mukul S. Bansal, Thea D. Tlsty, Susan J. Fisher, Manolis Kellis, Michael Q. Zhang, Aleksandar Milosavljevic, Viren Amin, Martin Hirst, Matthew D. Schultz, Joseph R. Ecker, Xinchen Wang, Jie Wu, Marco A. Marra, Kyle Siebenthall, Wei Wang, Ashwinikumar Kulkarni, Peter J. Sabo, R. Scott Hansen, Jianrong Wang, Michael J. Ziller, Richard A. Moore, Shane Neph, Richard C Sallari, Robert E. Thurman, Paz Polak, Wei Xie, Eric Chuah, Jason Ernst, Bing Ren, Nisha Rajagopal, Anshul Kundaje, Xin Zhou, Yi-Chieh Wu, Shamil R. Sunyaev, Ginell Elliott, Philippe Gascard, Soheil Feizi, Chibo Hong, R. Alan Harris, Ah Ram Kim, Philip L. De Jager, Rosa Karlic, R. David Hawkins, Matthew L. Eaton, Ryan Lister, Rebecca F. Lowdon, Annaick Carles, Elizabeta Gjoneska, David Haussler, Abhishek Sarkar, Nicholas A Sinnott-Armstrong, Wouter Meuleman, Lucas D. Ward, Kai How Farh, Richard Sandstrom, Arthur E. Beaudet, Theresa K. Canfield, Cristian Coarfa, Bo Zhang, Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology. Department of Biology, Massachusetts Institute of Technology. Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science, Picower Institute for Learning and Memory, Kundaje, Anshul, Meuleman, Wouter, Ernst, Jason, Yen, Angela, Kheradpour, Pouya, Zhang, Zhizhuo, Wang, Jianrong, Ward, Lucas D., Sarkar, Abhishek Kulshreshtha, Quon, Gerald, Eaton, Matthew Lucas, Wu, Yi-Chieh, Pfenning, Andreas R., Wang, Xinchen, Claussnitzer, Melina, Liu, Yaping, Bansal, Mukul S., Feizi-Khankandi, Soheil, Kim, Ah Ram, Cowper Sal-lari, Richard, Sinnott-Armstrong, Nicholas A., Kellis, Manolis, Boyer, Laurie, Gjoneska, Elizabeta, and Tsai, Li-Huei
Subjects: Epigenomics, Datasets as Topic, ATAC-seq, Computational biology, Biology, Article, Epigenesis, Genetic, Histones, Reference Values, Computational epigenetics, Chromosomes, Human, Humans, Cell Lineage, Epigenetics, Cells, Cultured, Genetics, Regulation of gene expression, Multidisciplinary, Base Sequence, Genome, Human, Genetic Variation, DNA, Epigenome, DNA Methylation, Chromatin, Human genetics, Enhancer Elements, Genetic, Organ Specificity, RNA, Human genome, chromatin, histone, epigenome, tissue specificity, Genome-Wide Association Study
Abstract: The reference human genome sequence set the stage for studies of genetic variation and its association with human disease, but epigenomic studies lack a similar reference. To address this need, the NIH Roadmap Epigenomics Consortium generated the largest collection so far of human epigenomes for primary cells and tissues. Here we describe the integrative analysis of 111 reference human epigenomes generated as part of the programme, profiled for histone modification patterns, DNA accessibility, DNA methylation and RNA expression. We establish global maps of regulatory elements, define regulatory modules of coordinated activity, and their likely activators and repressors. We show that disease- and trait-associated genetic variants are enriched in tissue-specific epigenomic marks, revealing biologically relevant cell types for diverse human traits, and providing a resource for interpreting the molecular basis of human disease. Our results demonstrate the central role of epigenomic information for understanding gene regulation, cellular differentiation and human disease., National Human Genome Research Institute (U.S.) (RC1HG005334), National Human Genome Research Institute (U.S.) (R01HG004037), National Human Genome Research Institute (U.S.) (R01HG004037-S1), National Human Genome Research Institute (U.S.) (RO1NS078839), National Science Foundation (U.S.) (CAREER Award 1254200)
Published: 2014

44. Most mammalian mRNAs are conserved targets of microRNAs

Author: Friedman, Robin C., Kyle Kai-How Farh, Burge, Christopher B., and Bartel, David P.
Subjects: Gene silencing -- Analysis, Messenger RNA -- Research, Genetic transcription -- Analysis, Health
Published: 2009

45. Biological insights from 108 schizophrenia-associated genetic loci

Author: Svetlana A. Limborska, Panos Roussos, Benjamin M. Neale, Naser Durmishi, Derek W. Morris, Douglas M. Ruderfer, Mythily Subramaniam, Paul Cormican, Alexander Richards, Margot Albus, Lyudmila Georgieva, Sandra Meier, Ulrich Schall, Giulio Genovese, Pak C. Sham, Kai-How Farh, Randy L. Buckner, Qingqin S. Li, Jubao Duan, Carlos N. Pato, Sena Karachanak-Yankova, Nicholas John Craddock, Ole Mors, Chris C. A. Spencer, Miaoxin Li, Jim van Os, Richard Bruggeman, Antonio Julià, Srinivas Thirumalai, Vahram Haroutunian, Michael Davidson, Rodney J. Scott, George N. Papadimitriou, Noa Carrera, Nelson B. Freimer, Michele T. Pato, Mads V. Hollegaard, Hon-Cheong So, Annette M. Hartmann, Ole A. Andreassen, Rolf Adolfsson, Milica Pejovic-Milovancevic, Sarah E. Bergen, S. Hong Lee, Kang Sim, Steven A. McCarroll, Sarah Tosato, Milan Macek, Béla Melegh, Qiang Wang, Ina Giegling, Wei Cheng, Mari Nelis, Assen Jablensky, Jens R. Wendland, Christian Hammer, Paola Giusti-Rodríguez, Jonathan Pimm, Petr Slominsky, Raymond C.K. Chan, Thomas Werge, Jaana Suvisaari, Shaun Purcell, Tõnu Esko, Masashi Ikeda, Bryan J. Mowry, Janis Klovins, C. Robert Cloninger, Mark Hansen, Wiepke Cahn, Olli Pietiläinen, Naomi R. Wray, John L. Waddington, Xuebin Zheng, Eric F.C. Cheung, Madeline Alexander, Jordan W. Smoller, Jacqueline I. Goldstein, Veikko Salomaa, Gary Donohoe, Enrico Domenici, Colm McDonald, Martilias S. Farrell, Stanley V. Catts, Stacy Steinberg, Stephanie Williams, Carmel M. Loughland, Jo Knight, Zita Ausrele Kucinskiene, Jin P. Szatkiewicz, Stephan Ripke, Robert W. McCarley, Yunjung Kim, David St Clair, David Curtis, Todd Lencz, Michael John Owen, Srdjan Djurovic, Nancy G. Buccola, Frans Henskens, Michael Gill, Joshua L. Roffman, Dan Rujescu, Danielle Posthuma, Tao Li, Phil Lee, Thomas Hansen, Wolfgang Maier, Judit Bene, Michael Conlon O'Donovan, Josef Frank, Nakao Iwata, Jeremy M. Silverman, Mark J. Daly, Elena Parkhomenko, Kenneth L. Davis, Sophie E. Legge, Roel A. Ophoff, Gerald Nestadt, Claudine Laurent, Pamela Sklar, Diana O. Perkins, Stefan Herms, Fritz Zimprich, Juha Karjalainen, Vera Golimbet, Anna K. Kähler, Clement C. Zai, Nigel Williams, Joseph D. Buxbaum, Ann Olincy, Anders D. Børglum, Andrey Khrunin, Jianjun Liu, Bettina Konte, Guiqing Cai, Henrik B. Rasmussen, René S. Kahn, Lili Milani, John Powell, Srihari Gopal, Johan G. Eriksson, David Cohen, Eric Y.H. Chen, James L. Kennedy, Thomas G. Schulze, Richard A. Belliveau, Colm O'Dushlaine, Peter M. Visscher, Valentina Escott-Price, Hana Kuzelova-Ptackova, Stephanie Godard, Martin Begemann, Morten Mattingsdal, Sara Marsal, Alan R. Sanders, Kari Stefansson, Brendan Bulik-Sullivan, Andres Metspalu, Per Hoffmann, Erik Söderman, James T.R. Walters, Hannelore Ehrenreich, Marion Friedl, Brion S. Maher, Teimuraz Silagadze, Annelie Nordin, Raquelle I. Mesholam-Gately, Ingrid Melle, Peter Eichhammer, Dragan M. Svrakic, A. Hofman, Kenneth S. Kendler, Laura Nisenbaum, Hailiang Huang, Sang-Yun Oh, Alkes L. Price, Mark Weiser, Preben Bo Mortensen, J. Mallet, Robin M. Murray, Bradley T. Webb, Vihra Milanova, Ayman H. Fanous, Vaidutis Kučinskas, Jennifer L. Moran, Donald W. Black, Elodie Drapeau, Nadine Cohen, George Kirov, Daniel R. Weinberger, Andrew McQuillin, Patrik K. E. Magnusson, Elvira Bramon, Tune H. Pers, Jianxin Shi, Richard E. Straub, Aiden Corvin, Jimmy Lee Chee Keong, Tiina Paunio, Brien P. Riley, Douglas Blackwood, Juha Veijola, Peter Holmans, Larry J. Seidman, Ronald Y.L. Chen, Pablo V. Gejman, Digby Quested, Erik G. Jönsson, Jeffrey A. Lieberman, Emily H. M. Wong, Tracey L. Petryshen, Franziska Degenhardt, Mark Reimers, Jurgen Del Favero, Markus M. Noethen, Hugh Gurling, Joseph I. Friedman, Andrew Pocklington, Aaron R. Wolen, Abraham Reichenberg, T. Scott Stroup, Elizabeth Bevilacqua, Silviu Alin Bacanu, Aarno Palotie, Robert Freedman, Patricia T. Michie, David M. Hougaard, F. Anthony O'Neill, Kung-Yee Liang, Jouko Lönnqvist, Inez Myin-Germeys, Draga Toncheva, Liene Nikitina-Zake, David J. Kavanagh, Rita M. Cantor, Kimberly Chambert, James J. Crowley, Ann E. Pulver, Ariel Darvasi, Christina M. Hultman, Brandon Wormley, Dai Wang, Deborah A. Nertney, Menachem Fromer, Younes Mokrab, Marcella Rietschel, Christos Pantelis, Dimitris Dikeos, Jan Lubinski, Laurent Essioux, Lieuwe de Haan, Eadbhard O'Callaghan, James A. Knowles, William Byerley, Manuel Mattheisen, Edward M. Scolnick, Line Olsen, Ingrid Agartz, Jana Strohmaier, Siow Ann Chong, Eli A. Stahl, David A. Collier, Farooq Amin, Joel N. Hirschhorn, Timothy G. Dinan, Elisabeth Stögmann, Hreinn Stefansson, Inge Joa, Dieter B. Wildenauer, Marian L. Hamshere, Frank Dudbridge, Sibylle G. Schwab, Esben Agerbo, Bernard Lerer, Andrew M. McIntosh, Carin J. Meijer, Stephanie H. Witt, Dermot Walsh, Lude Franke, Sven Cichon, Kristin K. Nicodemus, Dominique Campion, Tim B. Bigdeli, Ditte Demontis, Sergi Papiol, Hualin Simon Xi, Eric Strengman, Engilbert Sigurdsson, Patrick F. Sullivan, Kieran C. Murphy, Bertram Mueller-Myhsok, Vaughan J. Carr, Igor Nenadic, Matthew C. Keller, Christian R. Schubert, Jacob Gratten, Douglas F. Levinson, Luba Kalaydjieva, Anil K. Malhotra, Psychiatrie & Neuropsychologie, MUMC+: MA Psychiatrie (3), MUMC+: Hersen en Zenuw Centrum (3), RS: MHeNs - R2 - Mental Health, Myin-Germeys, Inez, Perceptual and Cognitive Neuroscience (PCN), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Stem Cell Aging Leukemia and Lymphoma (SALL), Complex Trait Genetics, Functional Genomics, Neuroscience Campus Amsterdam - Brain Mechanisms in Health & Disease, Ripke, Stephan, Neale, Benjamin M, Corvin, Aiden, Walters, James TR, Lee, S Hong, O'Donovan, Michael C, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Psychosis Endophenotypes International Consortium, Wellcome Trust Case-Control Consortium, NCA - Brain mechanisms in health and disease, Human genetics, ANS - Amsterdam Neuroscience, Adult Psychiatry, Other departments, Medical Oncology, Epidemiology, Pharmacy, Clinical Genetics, and Child and Adolescent Psychiatry / Psychology
Subjects: Multifactorial Inheritance, Glutamatergic system, Genome-wide association study, Disease, heritability, genetic risk, Synaptic Transmission, Conferring risk, drugs, DISEASE, glutamatergic neurotransmission, Odds Ratio, 2.1 Biological and endogenous factors, GWAS, Aetiology, Psychiatric genetics, Genetics, Complement component 4, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Multidisciplinary, Genome-wide association, PSYCHIATRIC-DISORDERS, Brain, BIPOLAR DISORDER, Single Nucleotide, Serious Mental Illness, 3. Good health, Multidisciplinary Sciences, Mental Health, Enhancer Elements, Genetic, Schizophrenia, Biological plausibility, Engineering sciences. Technology, Mutations, Enhancer Elements, General Science & Technology, Glutamic Acid, schizophrenia, Genome-Wide Association Study, Biology, Polymorphism, Single Nucleotide, Genetic, medicine, Humans, Genetic Predisposition to Disease, Allele, Polymorphism, METAANALYSIS, Alleles, Genetic association, IDENTIFICATION, Prevention, Common variants, Human Genome, Neurosciences, Immunity, medicine.disease, FRAMEWORK, Brain Disorders, immune system, Genetic Loci, genome-wide association studies, Mutation
Abstract: Schizophrenia is a highly heritable disorder. Genetic risk is conferred by a large number of alleles, including common alleles of small effect that might be detected by genome-wide association studies. Here we report a multi-stage schizophrenia genome-wide association study of up to 36,989 cases and 113,075 controls. We identify 128 independent associations spanning 108 conservatively defined loci that meet genome-wide significance, 83 of which have not been previously reported. Associations were enriched among genes expressed in brain, providing biological plausibility for the findings. Many findings have the potential to provide entirely new insights into aetiology, but associations at DRD2 and several genes involved in glutamatergic neurotransmission highlight molecules of known and potential therapeutic relevance to schizophrenia, and are consistent with leading pathophysiological hypotheses. Independent of genes expressed in brain, associations were enriched among genes expressed in tissues that have important roles in immunity, providing support for the speculated link between the immune system and schizophrenia. ispartof: Nature vol:511 issue:7510 pages:421-7 ispartof: location:England status: published
Published: 2014
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46. Erratum: Corrigendum: Meta-analysis of 375,000 individuals identifies 38 susceptibility loci for migraine

Author: Daniel I. Chasman, Stefan Schreiber, Paul M. Ridker, Salli Vepsäläinen, Antti-Pekka Sarin, Veikko Salomaa, Christopher Sivert Nielsen, Tobias Freilinger, Markus Schürks, John-Anker Zwart, Hartmut Göbel, Lydia Quaye, Cynthia Sandor, Nicholas Eriksson, Tõnu Esko, Hieab H.H. Adams, Thomas Meitinger, Andres Ingason, Lude Franke, Rainer Malik, Brenda W.J.H. Penninx, Verneri Anttila, Julie E. Buring, Thomas Hansen, Tobias Kurth, Tim D. Spector, Padhraig Gormley, Mikko Muona, Maija Wessman, Arpo Aromaa, E. Cuenca-Leon, Marjo-Riitta Järvelin, Mikko Kallela, Nicholas A. Furlotte, Linda M. Pedersen, George Davey Smith, Mitja I. Kurki, Aarno Palotie, Reedik Mägi, David P. Strachan, Hailiang Huang, Eija Hämäläinen, Caleb Webber, Nicholas G. Martin, Arn M. J. M. van den Maagdenberg, Zameel M. Cader, Mart Kals, Stacy Steinberg, Markus Färkkilä, Pamela A. F. Madden, Michel D. Ferrari, Grant W. Montgomery, Caroline Ran, Thomas Werge, Lannie Ligthart, Jouke-Jan Hottenga, Kari Stefansson, Tune H. Pers, Bertram Müller-Myhsok, Anine H. Stam, Susan M. Ring, Andres Metspalu, Terho Lehtimäki, Jes Olesen, Andrea Byrnes, Evelin Mihailov, Andrew Heath, Kauko Heikkilä, Jaakko Kaprio, David A. Hinds, Ville Artto, Jie Huang, Maria Gudlaug Hrafnsdottir, Dale R. Nyholt, Evie Stergiakouli, Benjamin M. Neale, Dorret I. Boomsma, Martin Dichgans, Guntram Borck, Kai-How Farh, Christian Kubisch, Cornelia M. van Duijn, André G. Uitterlinden, Albert Hofman, George McMahon, Audun Stubhaug, Kalle Pärn, Priit Palta, Lynn Cherkas, Mark J. Daly, Mari A. Kaunisto, Phil Lee, Ann-Louise Esserlind, Gisela M. Terwindt, Andrea Carmine Belin, Bendik S. Winsvold, Markku Koiranen, Johan G. Eriksson, Minna Männikkö, Olli T. Raitakari, Hreinn Stefansson, Anne Francke Christensen, Juho Wedenoja, Scott G. Gordon, M. Arfan Ikram, Elizabeth Loehrer, and Lili Milani
Subjects: 0301 basic medicine, Genetics, Published Erratum, MEDLINE, Biology, medicine.disease, Article, 03 medical and health sciences, 030104 developmental biology, 0302 clinical medicine, Migraine, Meta-analysis, medicine, Susceptibility locus, 030217 neurology & neurosurgery
Abstract: Migraine is a debilitating neurological disorder affecting around 1 in 7 people worldwide, but its molecular mechanisms remain poorly understood. Some debate exists over whether migraine is a disease of vascular dysfunction or a result of neuronal dysfunction with secondary vascular changes. Genome-wide association (GWA) studies have thus far identified 13 independent loci associated with migraine. To identify new susceptibility loci, we performed the largest genetic study of migraine to date, comprising 59,674 cases and 316,078 controls from 22 GWA studies. We identified 44 independent single nucleotide polymorphisms (SNPs) significantly associated with migraine risk (P < 5 × 10−8) that map to 38 distinct genomic loci, including 28 loci not previously reported and the first locus identified on chromosome X. In subsequent computational analyses, the identified loci showed enrichment for genes expressed in vascular and smooth muscle tissues, consistent with a predominant theory of migraine that highlights vascular etiologies.
Published: 2016
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47. MicroRNA targeting specificity in mammals: determinants beyond seed pairing

Author: Lee P. Lim, Wendy K. Johnston, Kyle Kai-How Farh, Andrew Grimson, Philip W. Garrett-engele, and David P. Bartel
Subjects: Molecular Sequence Data, Down-Regulation, MiRNA binding, Context (language use), PAR-CLIP, Biology, Article, Substrate Specificity, IsomiR, Animals, Humans, RNA, Messenger, Psychological repression, Molecular Biology, 3' Untranslated Regions, Base Pairing, Conserved Sequence, Genetics, Mammals, Binding Sites, Base Sequence, Models, Genetic, Three prime untranslated region, Nucleotides, Cell Biology, Stop codon, HITS-CLIP, MicroRNAs, Codon, Terminator, HeLa Cells
Abstract: Mammalian microRNAs (miRNAs) pair to 3'UTRs of mRNAs to direct their posttranscriptional repression. Important for target recognition are approximately 7 nt sites that match the seed region of the miRNA. However, these seed matches are not always sufficient for repression, indicating that other characteristics help specify targeting. By combining computational and experimental approaches, we uncovered five general features of site context that boost site efficacy: AU-rich nucleotide composition near the site, proximity to sites for coexpressed miRNAs (which leads to cooperative action), proximity to residues pairing to miRNA nucleotides 13-16, positioning within the 3'UTR at least 15 nt from the stop codon, and positioning away from the center of long UTRs. A model combining these context determinants quantitatively predicts site performance both for exogenously added miRNAs and for endogenous miRNA-message interactions. Because it predicts site efficacy without recourse to evolutionary conservation, the model also identifies effective nonconserved sites and siRNA off-targets.
Published: 2006

48. The widespread impact of mammalian MicroRNAs on mRNA repression and evolution

Author: Lee P. Lim, Benjamin P. Lewis, Christopher B. Burge, Wendy K. Johnston, Calvin H. Jan, David P. Bartel, Kyle Kai-How Farh, and Andrew Grimson
Subjects: Untranslated region, RNA Stability, Molecular Sequence Data, Muscle Fibers, Skeletal, Biology, Conserved sequence, Evolution, Molecular, Mice, Species Specificity, Untranslated Regions, microRNA, Gene silencing, Animals, Humans, RNA, Messenger, Gene, Psychological repression, Conserved Sequence, Zebrafish, Regulation of gene expression, Genetics, Mammals, Multidisciplinary, Base Sequence, Gene Expression Profiling, Cell Differentiation, Cell biology, Rats, Gene expression profiling, MicroRNAs, Gene Expression Regulation, Organ Specificity
Abstract: Thousands of mammalian messenger RNAs are under selective pressure to maintain 7-nucleotide sites matching microRNAs (miRNAs). We found that these conserved targets are often highly expressed at developmental stages before miRNA expression and that their levels tend to fall as the miRNA that targets them begins to accumulate. Nonconserved sites, which outnumber the conserved sites 10 to 1, also mediate repression. As a consequence, genes preferentially expressed at the same time and place as a miRNA have evolved to selectively avoid sites matching the miRNA. This phenomenon of selective avoidance extends to thousands of genes and enables spatial and temporal specificities of miRNAs to be revealed by finding tissues and developmental stages in which messages with corresponding sites are expressed at lower levels.
Published: 2005

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