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1. An Academic Clinician’s Road Map to Hypertension Genomics

Author

Claudia P. Cabrera, Emma F. Magavern, Patricia B. Munroe, Helen R. Warren, Fu L. Ng, and Mark J. Caulfield

Subjects
0301 basic medicine, Gerontology, Framingham Risk Score, business.industry, Big data, Genomics, 030204 cardiovascular system & hematology, Essential hypertension, medicine.disease, 03 medical and health sciences, 030104 developmental biology, 0302 clinical medicine, Hypertension, Internal Medicine, medicine, Humans, Genetic Predisposition to Disease, Polygenic risk score, Road map, Medical History Taking, business, Genome-Wide Association Study
Abstract

At the dawn of the new decade, it is judicious to reflect on the boom of knowledge about polygenic risk for essential hypertension supplied by the wealth of genome-wide association studies. Hypertension continues to account for significant cardiovascular morbidity and mortality, with increasing prevalence anticipated. Here, we overview recent advances in the use of big data to understand polygenic hypertension, as well as opportunities for future innovation to translate this windfall of knowledge into clinical benefit.

Published
2021
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2. Abstracts from the 53rd European Society of Human Genetics (ESHG) Conference: Oral Presentations

Author

PB Munroe, Evangelos Evangelou, Barnes, Louise V. Wain, Raha Pazoki, J Ramirez, Ioanna Tzoulaki, MJ Caulfield, TL Edwards, HR Warren, Anil K. Giri, Jacklyn N. Hellwege, Paul Elliott, and Claudia P. Cabrera

Subjects
Genetics, 0303 health sciences, 03 medical and health sciences, 0302 clinical medicine, Blood pressure, Abstracts Collection, Multi trait, Genome-Wide Association Analysis, Biology, 030217 neurology & neurosurgery, Genetics (clinical), 030304 developmental biology
Published
2020

3. Whole exome sequencing identifies deleterious rare variants in CCDC141 in familial self-limited delayed puberty

Author

Tansit Saengkaew, Gerard Ruiz-Babot, Alessia David, Alessandra Mancini, Katia Mariniello, Claudia P. Cabrera, Michael R. Barnes, Leo Dunkel, Leonardo Guasti, and Sasha R. Howard

Subjects
GENES, PREDICTION, MIGRATION, PROTEIN, QH426-470, Paediatric research, Article, 03 medical and health sciences, 0302 clinical medicine, KALLMANN-SYNDROME, Genetics, FERTILITY, HYPOGONADOTROPIC HYPOGONADISM, Molecular Biology, Genetics (clinical), 030304 developmental biology, Genetics & Heredity, 0303 health sciences, Science & Technology, Molecular medicine, MUTATIONS, Translational research, Gene regulation, Next-generation sequencing, GROWTH, Medicine, CONSTITUTIONAL DELAY, General Economics, Econometrics and Finance, Life Sciences & Biomedicine, 030217 neurology & neurosurgery
Abstract

Developmental abnormalities of the gonadotropin-releasing hormone (GnRH) neuronal network result in a range of conditions from idiopathic hypogonadotropic hypogonadism to self-limited delayed puberty. We aimed to discover important underlying regulators of self-limited delayed puberty through interrogation of GnRH pathways. Whole exome sequencing (WES) data consisting of 193 individuals, from 100 families with self-limited delayed puberty, was analysed using a virtual panel of genes related to GnRH development and function (n = 12). Five rare predicted deleterious variants in Coiled-Coil Domain Containing 141 (CCDC141) were identified in 21 individuals from 6 families (6% of the tested cohort). Homology modeling predicted all five variants to be deleterious. CCDC141 mutant proteins showed atypical subcellular localization associated with abnormal distribution of acetylated tubulin, and expression of mutants resulted in a significantly delayed cell migration, demonstrated in transfected HEK293 cells. These data identify mutations in CCDC141 as a frequent finding in patients with self-limited delayed puberty. The mis-localization of acetylated tubulin and reduced cell migration seen with mutant CCDC141 suggests a role of the CCDC141-microtubule axis in GnRH neuronal migration, with heterozygous defects potentially impacting the timing of puberty.

Published
2021
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4. Caffeine metabolism during cultivation of oyster mushroom (Pleurotus ostreatus) with spent coffee grounds

Author

Tina L. Bell, Claudia P Carrasco-Cabrera, and Michael A. Kertesz

Subjects
Industrial Waste, Pleurotus, Coffee, Xanthine, Applied Microbiology and Biotechnology, Industrial Microbiology, 03 medical and health sciences, chemistry.chemical_compound, Caffeine, medicine, Fruiting Bodies, Fungal, Food science, Theobromine, Mycelium, 030304 developmental biology, Paraxanthine, Waste Products, 0303 health sciences, Mushroom, biology, 030306 microbiology, General Medicine, biology.organism_classification, Culture Media, chemistry, Pleurotus ostreatus, Biotechnology, medicine.drug
Abstract

In coffee-producing countries, waste products from coffee production are useful substrates for cultivation of Pleurotus ostreatus. This species is relatively easy to grow, coffee waste substrates are readily available and the mushroom fruiting bodies are a valuable source of nutrition and income. In developed countries, cultivation of P. ostreatus on spent coffee grounds (SCG) from coffee consumption is a novel way to recycle this urban waste product. Here, we studied the effect of SCG and caffeine on growth of a commercial strain of P. ostreatus in liquid and solid cultures, and on a commercial scale. The presence of caffeine inhibited mycelial growth on agar and in liquid culture in the laboratory. Increased levels of SCG in an SCG/sawdust substrate also delayed mycelial growth and delayed or prevented fruiting during commercial cultivation. Despite growth inhibition, partial degradation of caffeine to xanthine by P. ostreatus mycelium was observed in all SCG-containing substrate mixtures. Degradation of caffeine proceeded mainly via sequential N-demethylation to theophylline (1,3-dimethylxanthine) and 3-methylxanthine, although both paraxanthine and theobromine also accumulated in the substrate. Caffeine and its demethylated metabolites were also detected in fruiting bodies, but it was not clear whether caffeine metabolism occurred in the fruiting bodies themselves or whether caffeine metabolites were translocated there from the mycelium. Based on the caffeine concentrations measured in fruiting bodies after growth with SCG, it would be necessary to consume ~ 250 kg of fresh oyster mushrooms to obtain the amount of caffeine equivalent to one cup of espresso coffee, suggesting that the health impact of caffeine in these mushrooms is low. However, the ability of P. ostreatus to degrade caffeine indicates that this and other species in this genus may have potential applications in detoxification of coffee production wastes.

Published
2019
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5. EAP1 regulation of GnRH promoter activity is important for human pubertal timing

Author

Leonardo Guasti, Karoliina Wehkalampi, Ojeda, Howard, Alessia David, Claudia P. Cabrera, Alejandro Lomniczi, Leo Dunkel, Michael R. Barnes, Sabine Heger, Alessandra Mancini, Children's Hospital, University of Helsinki, HUS Children and Adolescents, and Clinicum

Subjects
Male, PREDICTION, CHILDREN, Gonadotropin-releasing hormone, Gonadotropin-Releasing Hormone, Mice, Transactivation, 0302 clinical medicine, 3123 Gynaecology and paediatrics, Missense mutation, Sexual Maturation, Child, Promoter Regions, Genetic, MUTATION, Genetics (clinical), Neurons, 0303 health sciences, 1184 Genetics, developmental biology, physiology, General Medicine, Middle Aged, Phenotype, Chromatin, Securin, GROWTH, CONSTITUTIONAL DELAY, Female, General Article, medicine.symptom, BEHAVIOR, Adult, Delayed puberty, medicine.medical_specialty, Adolescent, MIGRATION, GENETIC-BASIS, Hypothalamus, Biology, INHERITANCE, Young Adult, 03 medical and health sciences, AGE, Promoter activity, Internal medicine, Exome Sequencing, Genetics, medicine, Animals, Humans, RNA, Messenger, Molecular Biology, Transcription factor, 030304 developmental biology, Puberty, Delayed, Puberty, Endocrinology, Gene Expression Regulation, Trans-Activators, 1182 Biochemistry, cell and molecular biology, Chromatin immunoprecipitation, 030217 neurology & neurosurgery, Transcription Factors
Abstract

The initiation of puberty is orchestrated by an augmentation of gonadotropin-releasing hormone (GnRH) secretion from a few thousand hypothalamic neurons. Recent findings have indicated that the neuroendocrine control of puberty may be regulated by a hierarchically organized network of transcriptional factors acting upstream of GnRH. These include enhanced at puberty 1 (EAP1), which contributes to the initiation of female puberty through transactivation of the GnRH promoter. However, no EAP1 mutations have been found in humans with disorders of pubertal timing. We performed whole-exome sequencing in 67 probands and 93 relatives from a large cohort of familial self-limited delayed puberty (DP). Variants were analyzed for rare, potentially pathogenic variants enriched in case versus controls and relevant to the biological control of puberty. We identified one in-frame deletion (Ala221del) and one rare missense variant (Asn770His) in EAP1 in two unrelated families; these variants were highly conserved and potentially pathogenic. Expression studies revealed Eap1 mRNA abundance in peri-pubertal mouse hypothalamus. EAP1 binding to the GnRH1 promoter increased in monkey hypothalamus at the onset of puberty as determined by chromatin immunoprecipitation. Using a luciferase reporter assay, EAP1 mutants showed a reduced ability to trans-activate the GnRH promoter compared to wild-type EAP1, due to reduced protein levels caused by the Ala221del mutation and subcellular mislocation caused by the Asn770His mutation, as revealed by western blot and immunofluorescence, respectively. In conclusion, we have identified the first EAP1 mutations leading to reduced GnRH transcriptional activity resulting in a phenotype of self-limited DP.

Published
2019
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6. The trans-ancestral genomic architecture of glycemic traits

Author

Albertine J. Oldehinkel, Wieland Kiess, Xueling Sim, Norihiro Kato, Philippe Froguel, Astrid van Hylckama Vlieg, Josée Dupuis, Nanette R. Lee, Symen Ligthart, Harry Campbell, Marta E. Alarcón-Riquelme, P. Eline Slagboom, Massimo Mangino, Tian Xie, Niek Verweij, James B. Meigs, Chaolong Wang, Michael Y. Tsai, Erik Ingelsson, Colin N. A. Palmer, Erik B. van den Akker, Fumihiko Matsuda, Rainer Rauramaa, Yi-Cheng Chang, Lars Lind, Stefan R. Bornstein, Mandy Vogel, Sven Bergmann, Ya X. Wang, Ching-Ti Liu, Annette Schürmann, Michael Boehnke, David J. Porteous, Kazuya Setoh, Qibin Qi, Ayse Demirkan, Francesco Cucca, Allan Linneberg, Claire J. Steves, Jun Liu, Leslie A. Lange, Noël P. Burtt, Diana Kuh, Cassandra N. Spracklen, Ken K. Ong, Charumathi Sabanayagam, Jost B. Jonas, Ele Ferrannini, Lawrence J. Beilin, Qing Duan, Blair H. Smith, Isobel D. Stewart, Alexander P. Reiner, Simon P. Mooijaart, Tim D. Spector, Paul W. Franks, E. Shyong Tai, Mark I. McCarthy, Anna L. Gloyn, D.I. Boomsma, Dennis Raven, Nicholas J. Timpson, Rona J. Strawbridge, George Dedoussis, Susan Redline, Jaeyoung Hong, Harald Grallert, Jagadish Vangipurapu, Rico Rueedi, Diane M. Becker, Marian Beekman, Claudia P. Cabrera, Johannes Waage, Jin Fang Chai, Yii-Der Ida Chen, Graciela E. Delgado, Thibaud S. Boutin, Yang Hai, Yoriko Heianza, Wei Zhao, Andres Metspalu, Tien Yin Wong, Mila Desi Anasanti, Inger Njølstad, Hans Bisgaard, Valeriya Lyssenko, Denis Rybin, Wanqing Wen, Torben Hansen, James F. Wilson, Sameline Grimsgaard, Annette Peters, Michele K. Evans, Damia Noce, Sarah C. Nelson, May E. Montasser, Nan Wang, Geltrude Mingrone, Gudny Eiriksdottir, Nicholas J. Wareham, Fouad Kandeel, Linda S. Adair, Kelvin Lam, Jaana Lindström, Eco J. C. de Geus, Debbie A Lawlor, Sara M. Willems, Xu Lin, Harold Snieder, Matt J. Neville, Naveed Sattar, Chelsea K. Raulerson, Paul M. Ridker, Jer-Yuarn Wu, Weihua Zhang, H. Janaka de Silva, Jana V. van Vliet-Ostaptchouk, Elena Tremoli, Toru Nabika, Jing Hua Zhao, Vilmundur Gudnason, Tao Huang, Robert C. Kaplan, Sohee Han, Mohammad Hadi Zafarmand, Aaron Leong, Yen-Feng Chiu, Kumaraswamy Naidu Chitrala, Ivana Kolcic, Franco Giulianini, Tao Wang, Lu Qi, Stephan J. L. Bakker, Laura J Corbin, Zoltán Kutalik, Bruna Gigante, Willa A. Hsueh, Peter J. van der Most, Tin Louie, Yujie Wang, Stella Trompet, Fernando Rivideneira, Yasumasa Ohyagi, Lynne E. Wagenknecht, Jerry L. Nadler, Michael Stumvoll, Mark O. Goodarzi, Sahoko Ichihara, Jeffrey R. O'Connell, Tomohiro Katsuya, Giorgio Pistis, Alice Stanton, Sirkka Keinänen-Kiukaanniemi, Momoko Horikoshi, Honglan Li, Tanja G. M. Vrijkotte, Caroline Hayward, Karen L. Mohlke, Carola Marzi, Girish N. Nadkarni, Laura J. Rasmussen-Torvik, Alain G. Bertoni, Andrew R. Wood, Annique Claringbould, Mi Yeong Hwang, Hugh Watkins, Heikki A. Koistinen, Mattias Frånberg, Jani Heikkinen, Elizabeth Selvin, Donald W. Bowden, Abbas Dehghan, Christian Fuchsberger, Audrey Y. Chu, Kent D. Taylor, Katherine A. Kentistou, Johanna Kuusisto, Jingyi Tan, Huaixing Li, Eric Boerwinkle, Catharina A. Hartman, Archie Campbell, Kari E. North, Oluf Pedersen, Sölve Elmståhl, Emil V. R. Appel, Chang-Hsun Hsieh, Dennis O. Mook-Kanamori, Rob M. van Dam, Pontiano Kaleebu, Corri Black, Jennifer A. Brody, Bengt Sennblad, Shaofeng Huo, M. Larissa Avilés-Santa, Ruth J. F. Loos, Patricia B. Munroe, Chien-Hsiun Chen, Liang Sun, Zorayr Arzumanyan, Rebecca Rohde, Yasuharu Tabara, Albert V. Smith, Betina H. Thuesen, Niels Grarup, Jorgen Engmann, Tatijana Zemunik, M. Arfan Ikram, Marit E. Jørgensen, Christian Herder, Ching-Yu Cheng, Serena Sanna, Damiano Baldassarre, Tarunveer S. Ahluwalia, Mark J. Caulfield, Anne Ndungu, Carl D. Langefeld, Lisa R. Yanek, Luigi Ferrucci, Ananda R. Wickremasinghe, Raymond Noordam, Trevor A. Mori, Tom Wilsgaard, Mika Kivimäki, Rita R. Kalyani, Alan B. Zonderman, Veronique Vitart, Patricia A. Peyser, Shuiqing Lai, Richa Saxena, Li-Ching Chang, Karin Leander, Wei Huang, Peter Vollenweider, Tanya M. Teslovich, Ying Wu, Shufa Du, Brian E. Cade, Patrik K. E. Magnusson, John C. Chambers, Stephen C. J. Parker, Tamar Sofer, Winfried März, Sharon L.R. Kardia, Peter K. Joshi, Neil R. Robertson, Anny H. Xiang, Fumihiko Takeuchi, N. Amin, Jouke-Jan Hottenga, Carol A. Wang, Stefan Gustafsson, Jung Ho Gong, Penny Gordon-Larsen, Yu-Tang Gao, Abhishek Nag, Gonneke Willemsen, Michael A. Province, Aliki-Eleni Farmaki, Segun Fatumo, Antje Körner, Pim van der Harst, Marie Loh, Kei Hang Katie Chan, Gonçalo R. Abecasis, Nicholette D. Palmer, Simin Liu, Ishminder K. Kooner, Javier Gayán, Arne Astrup, Laura J. Scott, Erwin P. Bottinger, Andrew Wong, Inga Prokopenko, Ping An, Markku Laakso, Matthias Blüher, Susan R. Heckbert, Thomas A. Buchanan, Tatsuaki Matsubara, Andrew P. Morris, Brian H. Chen, Kristi Läll, Teresa Tusie, Timo A. Lakka, Jie Yao, Michael Preuss, Teemu Kuulasmaa, Carlos Lorenzo, Stephen S. Rich, Marie Lauzon, Laura M. Raffield, Pankow S. James, Takahisa Kawaguchi, Kathleen A. Ryan, Wei Zheng, Igor Rudan, Thomas Sparsø, Hugoline G. de Haan, Sandosh Padmanabhan, Richard M. Watanabe, Alicia Huerta-Chagoya, Anette P. Gjesing, Andrew A. Hicks, Richard N. Bergman, Mitsuhiro Yokota, Heather M. Stringham, Bruce M. Psaty, Jian'an Luan, Anuj Goel, Eleanor Wheeler, Masahiro Nakatochi, Young-Jin Kim, Xiao-Ou Shu, Mickaël Canouil, Robert A. Scott, Marika Kaakinen, Mari Nelis, Adolfo Correa, Jaspal S. Kooner, Michiya Igase, Anubha Mahajan, Peter E. H. Schwarz, Craig E. Pennell, Claudia Schurmann, Xiaoran Chai, Ji Chen, Lori L. Bonnycastle, Peter S. Sever, Thorkild I. A. Sørensen, André G. Uitterlinden, Ilja M. Nolte, Gaëlle Marenne, Timothy M. Frayling, Bong-Jo Kim, Kerrin S. Small, Cecilia M. Lindgren, Bernhard O. Böhm, Shih-Yi Lin, Katharina E. Schraut, Cornelia M. van Duijn, Sanghoon Moon, Mark Walker, Chiea Chuen Khor, Ruifang Li-Gao, Qiuyin Cai, Neil Schneiderman, Ko Willems van Dijk, Ozren Polasek, W. Craig Johnson, Dermot F. Reilly, Inês Barroso, Anke Tönjes, Manjinder S. Sandhu, Wen B. Wei, Jose C. Florez, Lorraine Southam, Leif Groop, Lawrence F. Bielak, Peter Kovacs, Jianjun Liu, Jouko Saramies, Helen R. Warren, Man Li, Daniel I. Chasman, Eleftheria Zeggini, Xiaoshuai Zhang, Loic Yengo, Shi Jinxiu, Jirong Long, Xiuqing Guo, Meena Kumari, Leslie J. Raffel, Jill M. Norris, Henrik Vestergaard, Jing He, Peter P. Pramstaller, Diana van Heemst, Kevin Sandow, Marjo-Ritta Jarvelin, Carlos A. Aguilar-Salinas, Peitao Wu, Hortensia Moreno-Macías, Jerome I. Rotter, Kathryn Roll, Frits R. Rosendaal, Bernardo L. Horta, Heming Wang, Fernando Pires Hartwig, Richard A. Jensen, Matti Uusitupa, Rozenn N. Lemaitre, Paul R. H. J. Timmers, Timo Saaristo, Jaakko Tuomilehto, Reedik Mägi, Debashree Ray, J. Wouter Jukema, Claudia Langenberg, Marcus E. Kleber, Francis S. Collins, Klaus Bønnelykke, Lenore J. Launer, Arushi Varshney, Anders Hamsten, European Commission, Génétique, génomique fonctionnelle et biotechnologies (UMR 1078) (GGB), Institut Brestois Santé Agro Matière (IBSAM), Université de Brest (UBO)-Université de Brest (UBO)-EFS-Institut National de la Santé et de la Recherche Médicale (INSERM), Sanger Institute, Wellcome Trust, Marenne, Gaëlle [0000-0002-4363-7170], Varshney, Arushi [0000-0001-9177-9707], Corbin, Laura J [0000-0002-4032-9500], Parker, Stephen CJ [0000-0001-8122-0117], Langenberg, Claudia [0000-0002-5017-7344], Wheeler, Eleanor [0000-0002-8616-6444], Morris, Andrew P [0000-0002-6805-6014], Barroso, Inês [0000-0001-5800-4520], Apollo - University of Cambridge Repository, Lifelines Cohort Study, Meta-Analysis of Glucose and Insulin-related Traits Consortium (MAGIC), de Haan, H.G., van den Akker, E., van der Most, P.J., de Geus, EJC, van Dam, R.M., van Heemst, D., van Hylckama Vlieg, A., van Willems van Dijk, K., de Silva, H.J., van der Harst, P., van Duijn, C., Centre of Excellence in Complex Disease Genetics, HUS Abdominal Center, Institute for Molecular Medicine Finland, Leif Groop Research Group, HUS Internal Medicine and Rehabilitation, Department of Medicine, Department of Biochemistry and Developmental Biology, Helsinki University Hospital Area, University of Helsinki, Clinicum, Department of Public Health, Biological Psychology, APH - Health Behaviors & Chronic Diseases, APH - Personalized Medicine, Physiology, AMS - Musculoskeletal Health, AMS - Tissue Function & Regeneration, APH - Mental Health, Nutrition and Health, APH - Methodology, Epidemiology and Data Science, ACS - Atherosclerosis & ischemic syndromes, APH - Aging & Later Life, ARD - Amsterdam Reproduction and Development, Public and occupational health, Epidemiology, Internal Medicine, Life Course Epidemiology (LCE), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Groningen Institute for Organ Transplantation (GIOT), Groningen Kidney Center (GKC), Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Center for Liver, Digestive and Metabolic Diseases (CLDM), and Cardiovascular Centre (CVC)

Subjects
Blood Glucose, Disease risk, Multifactorial Inheritance, Glycated Hemoglobin A, [SDV]Life Sciences [q-bio], Meta-Analysis of Glucose and Insulin-related Traits Consortium (MAGIC), LOCI, Genome-wide association study, Type 2 diabetes, VARIANTS, GLUCOSE, Epigenesis, Genetic, chemistry.chemical_compound, 0302 clinical medicine, Mechanisms, WIDE ASSOCIATION, genetics, Gene-expression, HEMOGLOBIN, ComputingMilieux_MISCELLANEOUS, 11 Medical and Health Sciences, GENE-EXPRESSION, Genetics, Genetics & Heredity, 0303 health sciences, INSULIN-RESISTANCE, Genome, Loci, 1184 Genetics, developmental biology, physiology, Variants, ALSPAC, Physical Chromosome Mapping, Life Sciences & Biomedicine, Human, Quantitative Trait Loci, Wide association study, Biology, Quantitative trait locus, Article, White People, diseases, MECHANISMS, Quantitative Trait, 03 medical and health sciences, Insulin resistance, Quantitative Trait, Heritable, SDG 3 - Good Health and Well-being, Genetic, Lifelines Cohort Study, Diabetes mellitus, medicine, Humans, Hemoglobin, Heritable, METAANALYSIS, Alleles, 030304 developmental biology, Genetic association, Glycemic, Glycated Hemoglobin, Science & Technology, Genome, Human, Whites, Gene Expression Profiling, DISEASE RISK, Settore MED/13 - ENDOCRINOLOGIA, Insulin-resistance, 06 Biological Sciences, medicine.disease, Glucose, chemistry, Blood Glucose/genetics, European Continental Ancestry Group/genetics, Genome-Wide Association Study, Glycated Hemoglobin A/metabolism, Multifactorial Inheritance/genetics, Quantitative Trait Loci/genetics, Glycated hemoglobin, 030217 neurology & neurosurgery, Meta analysis, Epigenesis, Developmental Biology
Abstract

Glycemic traits are used to diagnose and monitor type 2 diabetes and cardiometabolic health. To date, most genetic studies of glycemic traits have focused on individuals of European ancestry. Here we aggregated genome-wide association studies comprising up to 281,416 individuals without diabetes (30% non-European ancestry) for whom fasting glucose, 2-h glucose after an oral glucose challenge, glycated hemoglobin and fasting insulin data were available. Trans-ancestry and single-ancestry meta-analyses identified 242 loci (99 novel; P-8), 80% of which had no significant evidence of between-ancestry heterogeneity. Analyses restricted to individuals of European ancestry with equivalent sample size would have led to 24 fewer new loci. Compared with single-ancestry analyses, equivalent-sized trans-ancestry fine-mapping reduced the number of estimated variants in 99% credible sets by a median of 37.5%. Genomic-feature, gene-expression and gene-set analyses revealed distinct biological signatures for each trait, highlighting different underlying biological pathways. Our results increase our understanding of diabetes pathophysiology by using trans-ancestry studies for improved power and resolution.A trans-ancestry meta-analysis of GWAS of glycemic traits in up to 281,416 individuals identifies 99 novel loci, of which one quarter was found due to the multi-ancestry approach, which also improves fine-mapping of credible variant sets.

Published
2021
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7. Enzymatic degradation of <scp>RNA</scp> causes widespread protein aggregation in cell and tissue lysates

Author

Johan Aarum, Shiron Rajendran, Andrea Malaspina, Gavin Giovannoni, Claudia P. Cabrera, Tania A. Jones, Rocco Adiutori, Denise Sheer, and Michael R. Barnes

Subjects
Lysis, Endogeny, Brain tissue, Protein aggregation, Biochemistry, Article, motor neurone disease, Protein Aggregates, 03 medical and health sciences, 0302 clinical medicine, Genetics, medicine, Humans, Ribonuclease, Nucleic acid structure, Molecular Biology, 030304 developmental biology, Neurons, 0303 health sciences, biology, Chemistry, Oligonucleotide, Amyotrophic Lateral Sclerosis, Neurodegeneration, neurodegeneration, Post-translational Modifications, Proteolysis & Proteomics, RNA, Articles, medicine.disease, RNA Biology, DNA-Binding Proteins, phase transition, protein precipitation, biology.protein, ribonuclease, 030217 neurology & neurosurgery, Enzymatic degradation
Abstract

Most proteins in cell and tissue lysates are soluble. We show here that in lysate from human neurons, more than 1,300 proteins are maintained in a soluble and functional state by association with endogenous RNA, as degradation of RNA invariably leads to protein aggregation. The majority of these proteins lack conventional RNA‐binding domains. Using synthetic oligonucleotides, we identify the importance of nucleic acid structure, with single‐stranded pyrimidine‐rich bulges or loops surrounded by double‐stranded regions being particularly efficient in the maintenance of protein solubility. These experiments also identify an apparent one‐to‐one protein‐nucleic acid stoichiometry. Furthermore, we show that protein aggregates isolated from brain tissue from Amyotrophic Lateral Sclerosis patients can be rendered soluble after refolding by both RNA and synthetic oligonucleotides. Together, these findings open new avenues for understanding the mechanism behind protein aggregation and shed light on how certain proteins remain soluble., This study shows that RNA plays an important and direct role in maintaining protein solubility and preventing protein aggregation.

Published
2020
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8. The Trans-Ancestral Genomic Architecture of Glycaemic Traits

Author

Hugoline G. de Haan, Andrew A. Hicks, Achilleas Pitsilides, Fernando Pires Hartwig, Richard A. Jensen, Matti Uusitupa, Anders Hamsten, Dennis O. Mook-Kanamori, Zorayr Arzumanyan, Betina H. Thuesen, Karin Leander, Fernando Rivideneira, Lynne E. Wagenknecht, Andrew R. Wood, Annique Claringbould, Ele Ferranni, Sölve Elmståhl, Eleanor Wheeler, Sharon L.R. Kardia, Richa Saxena, Tatijana Zemunik, Cassandra N. Spracklen, Ken K. Ong, Xiao-Ou Shu, Johannes Waage, Blair H. Smith, Rozenn N. Lemaitre, Torben Hansen, Peter K. Joshi, Lisa R. Yanek, Neil R. Robertson, Sven Bergmann, Mila Desi Anasanti, Inger Njølstad, Ananda R. Wickremasinghe, Xu Lin, Harold Snieder, Wanqing Wen, Veronique Vitart, Paul R. H. J. Timmers, Timo Saaristo, James F. Wilson, Tian Xie, Tao Huang, Rainer Rauramaa, Kei Hang, Rebecca Rohde, Li-Ching Chang, Jing Hua Zhao, Kazuya Setoh, Yasuharu Tabara, Michael Stumvoll, Mark O. Goodarzi, Igor Rudan, James B. Meigs, Jaakko Tuomilehto, Richard M. Watanabe, Ruth J. F. Loos, Reedik Mägi, Jouke-Jan Hottenga, Ozren Polasek, Michael Y. Tsai, Donald W. Bowden, Diana Kuh, Erik B. van den Akker, Yii-Der Ida Chen, Daniel I. Chasman, Weihua Zhang, Nicholette D. Palmer, Marcus E. Kleber, Anny H. Xiang, Chang-Hsun Hsieh, Alan B. Zonderman, Stefan Gustafsson, Timo A. Lakka, Brian H. Chen, Dermot F. Reilly, Francis S. Collins, Oluf Pedersen, Corri Black, Yang Hai, Zoltán Kutalik, Yoriko Heianza, Willa A. Hsueh, Vilmundur Gudnason, Robert C. Kaplan, Jun Liu, Michael A. Province, Aliki-Eleni Farmaki, Stephen S. Rich, Jian'an Luan, Erik Ingelsson, Marie Loh, Michael Preuss, Lars Lind, Stefan R. Bornstein, Mandy Vogel, Colin N. A. Palmer, Fumihiko Matsuda, Takahisa Kawaguchi, Sohee Han, Ching-Ti Liu, Young-Jin Kim, L. Southam, Sara M. Willems, Mickaël Canouil, Robert A. Scott, Marika Kaakinen, Stephan J. L. Bakker, Momoko Horikoshi, Tarunveer S. Ahluwalia, Annette Schürmann, Graciela E. Delgado, Thibaud S. Boutin, Thomas Sparsø, Sandosh Padmanabhan, Fouad Kandeel, Eco J. C. de Geus, Anubha Mahajan, Claudia Schurmann, Klaus Bønnelykke, Leslie A. Lange, Qing Duan, Rona J. Strawbridge, Dennis Raven, Gonçalo R. Abecasis, Mitsuhiro Yokota, Jani Heikkinen, Elizabeth Selvin, Audrey Y. Chu, Anke Tönjes, Marta E. Alarcón-Riquelme, Hans Bisgaard, P. Eline Slagboom, Eric Boerwinkle, Massimo Mangino, Catharina A. Hartman, Geltrude Mingrone, Lenore J. Launer, Michael Boehnke, Emil V. R. Appel, Niels Grarup, Arushi Varshney, Archie Campbell, Kari E. North, W. Craig Johnson, Inês Barroso, Ya X. Wang, Carola Marzi, Anuj Goel, Eleftheria Zeggini, Lu Qi, Yasumasa Ohyagi, Tien Yin Wong, Tanja G. M. Vrijkotte, Gudny Eiriksdottir, Harald Grallert, Ishminder K. Kooner, Trevor A. Mori, Jagadish Vangipurapu, Laura J Corbin, Tomohiro Katsuya, Wen B. Wei, Segun Fatumo, Debashree Ray, Annette Peters, Lori L. Bonnycastle, Ilja M. Nolte, M. Arfan Ikram, Manjinder S. Sandhu, Marit E. Jørgensen, Christian Herder, Damia Noce, Sarah C. Nelson, Chien-Hsiun Chen, Heather M. Stringham, Yong-Bing Xiang, Bruce M. Psaty, Alain G. Bertoni, Gaëlle Marenne, Timothy M. Frayling, Jose C. Florez, Penny Gordon-Larsen, Yu-Tang Gao, Abhishek Nag, Damiano Baldassarre, J. Wouter Jukema, Wei Huang, Yi-Cheng Chang, Albertine J. Oldehinkel, Xiaoshuai Zhang, Yujie Wang, Shaofeng Huo, Xueling Sim, Norihiro Kato, Bernhard O. Böhm, Lorraine Southam, Mari Nelis, Gonneke Willemsen, Laura J. Rasmussen-Torvik, Philippe Froguel, Charumathi Sabanayagam, Leif Groop, Loic Yengo, Shi Jinxiu, Adolfo Correa, Serena Sanna, Arne Astrup, Teemu Kuulasmaa, Symen Ligthart, Shih-Yi Lin, David J. Porteous, Harry Campbell, Peter Vollenweider, Mark J. Caulfield, Kristi Läll, Anne Ndungu, Carl D. Langefeld, Tanya M. Teslovich, Heikki A. Koistinen, Ying Wu, Mattias Frånberg, D.I. Boomsma, Lawrence F. Bielak, Diana van Heemst, Peter Kovacs, Markku Laakso, Leslie J. Raffel, Katharina E. Schraut, Noël P. Burtt, Michiya Igase, Craig E. Pennell, Claudia Langenberg, Huaixing Li, Teresa Tusie, Laura M. Raffield, Jorgen Engmann, Stephen C. J. Parker, Michele K. Evans, Chaolong Wang, Rico Rueedi, Jianjun Liu, Pankow S. James, Hortensia Moreno-Macías, Fumihiko Takeuchi, Cornelia M. van Duijn, Sanghoon Moon, Susan R. Heckbert, Thomas A. Buchanan, Ko Willems van Dijk, Toru Nabika, May E. Montasser, Caroline Hayward, Jie Yao, Aaron Leong, Antje Körner, Jouko Saramies, Jost B. Jonas, Pim van der Harst, Naveed Sattar, Helen R. Warren, Alice Stanton, Yen-Feng Chiu, Kumaraswamy Naidu Chitrala, Mi Yeong Hwang, Jin Fang Chai, Alicia Huerta-Chagoya, Anette P. Gjesing, Ching-Yu Cheng, Debbie A Lawlor, Simin Liu, Man Li, Ivana Kolcic, Erwin P. Bottinger, Andrew Wong, Stella Trompet, Heming Wang, Jirong Long, Xiuqing Guo, Jeffrey R. O'Connell, Meena Kumari, Sirkka Keinänen-Kiukaanniemi, Rita R. Kalyani, Bengt Sennblad, Mohammad Hadi Zafarmand, Kent D. Taylor, Katherine A. Kentistou, Carol A. Wang, Shuiqing Lai, Patricia B. Munroe, Patricia A. Peyser, Lawrence J. Beilin, Niek Verweij, Inga Prokopenko, Brian E. Cade, Patrik K. E. Magnusson, John C. Chambers, Tamar Sofer, Ping An, Matthias Blüher, Isobel D. Stewart, Alexander P. Reiner, Anna L. Gloyn, Simon P. Mooijaart, Tim D. Spector, Paul W. Franks, Wei Zhao, Andres Metspalu, Wieland Kiess, Kathleen A. Ryan, Astrid van Hylckama Vlieg, Jaana Lindström, Wei Zheng, E. Shyong Tai, Josée Dupuis, Nanette R. Lee, Laura J. Scott, Nicholas J. Timpson, George Dedoussis, Mark I. McCarthy, Tatsuaki Matsubara, Carlos Lorenzo, Denis Rybin, Luigi Ferruci, Chelsea K. Raulerson, Mika Kivimäki, Paul M. Ridker, Jer-Yuarn Wu, Shufa Du, Jaeyoung Hong, Linda S. Adair, Tin Louie, Valeriya Lyssenko, Susan Redline, Kelvin Lam, Qibin Qi, H. Janaka de Silva, Jana V. van Vliet-Ostaptchouk, Peter J. van der Most, Sahoko Ichihara, Nicholas J. Wareham, Ayse Demirkan, Francesco Cucca, Allan Linneberg, Rob M. van Dam, Claire J. Steves, Liang Sun, Albert V. Smith, Raymond Noordam, Tom Wilsgaard, Winfried März, Jung Ho Gong, Matt J. Neville, Jerry L. Nadler, Giorgio Pistis, Karen L. Mohlke, Bruna Gigante, Jennifer A. Brody, Andrew P. Morris, Marie Lauzon, Peter E. H. Schwarz, Bernardo L. Horta, Xiaoran Chai, Ji Chen, Peter S. Sever, Thorkild I. A. Sørensen, André G. Uitterlinden, Javier Gayán, Elena Tremoli, Girish N. Nadkarni, Najaf Amin, Hugh Watkins, Johanna Kuusisto, Jingyi Tan, Sameline Grimsgaard, Bong-Jo Kim, Kerrin S. Small, Jill M. Norris, Cecilia M. Lindgren, Richard N. Bergman, Mark Walker, Henrik Vestergaard, Larissa Aviles-Santa, Jing He, Masahiro Nakatochi, Peter P. Pramstaller, Chiea Chuen Khor, Ruifang Li-Gao, Qiuyin Cai, Neil Schneiderman, Kevin Sandow, Jaspal S. Kooner, Carlos A. Aguilar-Salinas, Peitao Wu, Jerome I. Rotter, Kathryn Roll, Frits R. Rosendaal, Diane M. Becker, Marian Beekman, Claudia P. Cabrera, Nan Wang, Franco Giulianini, Tao Wang, Honglan Li, Abbas Dehghan, Christian Fuchsberger, and Pontiano Kaleebu

Subjects
0303 health sciences, medicine.medical_specialty, business.industry, Type 2 diabetes, medicine.disease, Fasting insulin, Fasting glucose, 03 medical and health sciences, 0302 clinical medicine, Endocrinology, Internal medicine, Diabetes mellitus, medicine, Genomic architecture, business, Glycated haemoglobin, 030217 neurology & neurosurgery, 030304 developmental biology, Genetic association
Abstract

Glycaemic traits are used to diagnose and monitor type 2 diabetes, and cardiometabolic health. To date, most genetic studies of glycaemic traits have focused on individuals of European ancestry. Here, we aggregated genome-wide association studies in up to 281,416 individuals without diabetes (30% non-European ancestry) with fasting glucose, 2h-glucose post-challenge, glycated haemoglobin, and fasting insulin data. Trans-ancestry and single-ancestry meta-analyses identified 242 loci (99 novel; P-8), 80% with no significant evidence of between-ancestry heterogeneity. Analyses restricted to European ancestry individuals with equivalent sample size would have led to 24 fewer new loci. Compared to single-ancestry, equivalent sized trans-ancestry fine-mapping reduced the number of estimated variants in 99% credible sets by a median of 37.5%. Genomic feature, gene-expression and gene-set analyses revealed distinct biological signatures for each trait, highlighting different underlying biological pathways. Our results increase understanding of diabetes pathophysiology by use of trans-ancestry studies for improved power and resolution.

Published
2020
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9. Gene-educational attainment interactions in a multi-ancestry genome-wide meta-analysis identify novel blood pressure loci

Author

Yongmei Liu, Tuomas O. Kilpeläinen, Kenneth Rice, Ching-Ti Liu, Jin-Fang Chai, Donna K. Arnett, Dhananjay Vaidya, Nicholette D. Palmer, Lili Milani, Yuri Milaneschi, Leo-Pekka Lyytikäinen, Colleen M. Sitlani, Richard S. Cooper, Gudny Eiriksdottir, Daniel Levy, Jerome I. Rotter, Lihua Wang, Sven Bergmann, Yih Chung Tham, Thomas Meitinger, Lynne E. Wagenknecht, Virginia Fisher, Babatunde L. Salako, Vilmundur Gudnason, Bamidele O. Tayo, Caizheng Yu, Barry I. Freedman, Muhammad Riaz, Kaare Christensen, Ulrich Broeckel, W. James Gauderman, Massimiliano Cocca, Eric Boerwinkle, Meian He, Rob M. van Dam, M. Arfan Ikram, Lisa de las Fuentes, Jiang He, Aldi T. Kraja, Nancy L. Pedersen, Albert V. Smith, Woon-Puay Koh, Bernardo L. Horta, He Gao, Traci M. Bartz, Mike A. Nalls, Federica Laguzzi, Raymond Noordam, Paul M. Ridker, Tien Yin Wong, Patricia B. Munroe, Paul S. de Vries, Adolfo Correa, Maris Alver, Dan E. Arking, Colin A. McKenzie, John M. Starr, Chi Charles Gu, Dongfeng Gu, Stefan Weiss, Patricia A. Peyser, Jessica D. Faul, Xu Chen, Jill M. Norris, Patrik K. E. Magnusson, Tamar Sofer, Ioanna Ntalla, Xiuqing Guo, Paul Elliott, Lawrence F. Bielak, Konstantin Strauch, Xueling Sim, Norihiro Kato, Evangelos Evangelou, Ilja M. Nolte, Steven C. Hunt, Mario Sims, Giorgia Girotto, Chuan Gao, Pamela J. Schreiner, Philippe Froguel, Archie Campbell, Xiao-Ou Shu, Claude Bouchard, Kurt Lohman, David R. Weir, José Eduardo Krieger, Yii-Der Ida Chen, Rainer Rauramaa, Walter Palmas, Cornelia M. van Duijn, James M. Shikany, Michael M. Province, Jennifer A. Smith, Wei Zheng, Xiaofeng Zhu, Jianjun Liu, Ozren Polasek, Alexandre C. Pereira, Diane M. Becker, Kari E. North, Salman M. Tajuddin, Deng Xuan, Leslie J. Raffel, Jie Yao, Astrid Petersmann, Ervin F. Fox, Mark J. Caulfield, Daniel I. Chasman, Jasmin Divers, Claudia P. Cabrera, Rico Rueedi, M. Yldau van der Ende, Carl D. Langefeld, Mika Kähönen, Terrence Forrester, Tangchun Wu, Harold Snieder, Caroline Hayward, Tamara B. Harris, Fang-Chi Hsu, Helen R. Warren, Brenda W.J.H. Penninx, Chiea Chuen Khor, Ruifang Li-Gao, Changwei Li, Sami Heikkinen, Jeffrey R. O'Connell, Christian Gieger, Michele K. Evans, Ching-Yu Cheng, Jingjing Liang, Stephen B. Kritchevsky, Gregory L. Burke, Donald W. Bowden, Alexander Teumer, Marcus Dörr, Alanna C. Morrison, Jian-Min Yuan, Annette Peters, Dennis O. Mook-Kanamori, Pedro Marques-Vidal, Pirjo Komulainen, Lisa R. Yanek, Melanie Waldenberger, Alisa K. Manning, Charles N. Rotimi, Chew-Kiat Heng, Tõnu Esko, Franco Giulianini, Miao Li Chee, Treva Rice, David J. Porteous, Yechiel Friedlander, Bing Yu, Myriam Fornage, Karin Leander, Dina Vojinovic, Sharon L.R. Kardia, Xiaoyin Li, Najaf Amin, Karen Schwander, Thomas T. Perls, Oscar Leonel Rueda-Ochoa, Erin B. Ware, Ya Xing Wang, Sandosh Padmanabhan, H. Janaka de Silva, André G. Uitterlinden, Rajkumar Dorajoo, Bruna Gigante, Jennifer A. Brody, Paolo Gasparini, Maryam Kavousi, Wanqing Wen, Stephen Sidney, Alan B. Zonderman, Michael R. Brown, Tuomo Rankinen, Timo A. Lakka, Yun Ju Sung, Alaitz Poveda, Bruce M. Psaty, Terho Lehtimäki, Tanika N. Kelly, Igor Rudan, Brigitte Kühnel, Christopher P. Nelson, John M. C. Connell, Mickaël Canouil, Niek Verweij, Thomas W. Winkler, Ian J. Deary, Marco Brumat, Yize Li, Fumihiko Takeuchi, Wei Zhao, Andres Metspalu, Marguerite R. Irvin, David C. Liewald, Pim van der Harst, Hugues Aschard, Candace M. Kammerer, Melissa A. Richard, Adesola Ogunniyi, Wen Bin Wei, Morris A. Swertz, Fernando Pires Hartwig, Dabeeru C. Rao, Reedik Mägi, Solomon K. Musani, Mathilde Boissel, Jonathan Marten, Nilesh J. Samani, Amy R. Bentley, Sarah E. Harris, Charumathi Sabanayagam, Mary F. Feitosa, Jost B. Jonas, Andrea R. V. R. Horimoto, Paul W. Franks, E. Shyong Tai, Medical Research Council (MRC), de las Fuentes, L., Sung, Y. J., Noordam, R., Winkler, T., Feitosa, M. F., Schwander, K., Bentley, A. R., Brown, M. R., Guo, X., Manning, A., Chasman, D. I., Aschard, H., Bartz, T. M., Bielak, L. F., Campbell, A., Cheng, C. -Y., Dorajoo, R., Hartwig, F. P., Horimoto, A. R. V. R., Li, C., Li-Gao, R., Liu, Y., Marten, J., Musani, S. K., Ntalla, I., Rankinen, T., Richard, M., Sim, X., Smith, A. V., Tajuddin, S. M., Tayo, B. O., Vojinovic, D., Warren, H. R., Xuan, D., Alver, M., Boissel, M., Chai, J. -F., Chen, X., Christensen, K., Divers, J., Evangelou, E., Gao, C., Girotto, G., Harris, S. E., He, M., Hsu, F. -C., Kuhnel, B., Laguzzi, F., Li, X., Lyytikainen, L. -P., Nolte, I. M., Poveda, A., Rauramaa, R., Riaz, M., Rueedi, R., Shu, X. -O., Snieder, H., Sofer, T., Takeuchi, F., Verweij, N., Ware, E. B., Weiss, S., Yanek, L. R., Amin, N., Arking, D. E., Arnett, D. K., Bergmann, S., Boerwinkle, E., Brody, J. A., Broeckel, U., Brumat, M., Burke, G., Cabrera, C. P., Canouil, M., Chee, M. L., Chen, Y. -D. I., Cocca, M., Connell, J., de Silva, H. J., de Vries, P. S., Eiriksdottir, G., Faul, J. D., Fisher, V., Forrester, T., Fox, E. F., Friedlander, Y., Gao, H., Gigante, B., Giulianini, F., Gu, C. C., Gu, D., Harris, T. B., He, J., Heikkinen, S., Heng, C. -K., Hunt, S., Ikram, M. A., Irvin, M. R., Kahonen, M., Kavousi, M., Khor, C. C., Kilpelainen, T. O., Koh, W. -P., Komulainen, P., Kraja, A. T., Krieger, J. E., Langefeld, C. D., Li, Y., Liang, J., Liewald, D. C. M., Liu, C. -T., Liu, J., Lohman, K. K., Magi, R., Mckenzie, C. A., Meitinger, T., Metspalu, A., Milaneschi, Y., Milani, L., Mook-Kanamori, D. O., Nalls, M. A., Nelson, C. P., Norris, J. M., O'Connell, J., Ogunniyi, A., Padmanabhan, S., Palmer, N. D., Pedersen, N. L., Perls, T., Peters, A., Petersmann, A., Peyser, P. A., Polasek, O., Porteous, D. J., Raffel, L. J., Rice, T. K., Rotter, J. I., Rudan, I., Rueda-Ochoa, O. -L., Sabanayagam, C., Salako, B. L., Schreiner, P. J., Shikany, J. M., Sidney, S. S., Sims, M., Sitlani, C. M., Smith, J. A., Starr, J. M., Strauch, K., Swertz, M. A., Teumer, A., Tham, Y. C., Uitterlinden, A. G., Vaidya, D., van der Ende, M. Y., Waldenberger, M., Wang, L., Wang, Y. -X., Wei, W. -B., Weir, D. R., Wen, W., Yao, J., Yu, B., Yu, C., Yuan, J. -M., Zhao, W., Zonderman, A. B., Becker, D. M., Bowden, D. W., Deary, I. J., Dorr, M., Esko, T., Freedman, B. I., Froguel, P., Gasparini, P., Gieger, C., Jonas, J. B., Kammerer, C. M., Kato, N., Lakka, T. A., Leander, K., Lehtimaki, T., Magnusson, P. K. E., Marques-Vidal, P., Penninx, B. W. J. H., Samani, N. J., van der Harst, P., Wagenknecht, L. E., Wu, T., Zheng, W., Zhu, X., Bouchard, C., Cooper, R. S., Correa, A., Evans, M. K., Gudnason, V., Hayward, C., Horta, B. L., Kelly, T. N., Kritchevsky, S. B., Levy, D., Palmas, W. R., Pereira, A. C., Province, M. M., Psaty, B. M., Ridker, P. M., Rotimi, C. N., Tai, E. S., van Dam, R. M., van Duijn, C. M., Wong, T. Y., Rice, K., Gauderman, W. J., Morrison, A. C., North, K. E., Kardia, S. L. R., Caulfield, M. J., Elliott, P., Munroe, P. B., Franks, P. W., Rao, D. C., Fornage, M., Washington University in Saint Louis (WUSTL), Leiden University Medical Center (LUMC), University of Regensburg, Washington University School of Medicine in St. Louis, National Institutes of Health [Bethesda] (NIH), Harbor UCLA Medical Center [Torrance, Ca.], Massachusetts General Hospital [Boston], Département de Biologie Computationnelle - Department of Computational Biology, Institut Pasteur [Paris]-Centre National de la Recherche Scientifique (CNRS), Harvard School of Public Health, Metabolic functional (epi)genomics and molecular mechanisms involved in type 2 diabetes and related diseases - UMR 8199 - UMR 1283 (GI3M), 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 National de la Recherche Scientifique (CNRS), The University of Texas Health Science Center at Houston (UTHealth), Psychiatry, Amsterdam Neuroscience - Complex Trait Genetics, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Mental Health, APH - Digital Health, Universiteit Leiden, Institut Pasteur [Paris] (IP)-Centre National de la Recherche Scientifique (CNRS), Metabolic functional (epi)genomics and molecular mechanisms involved in type 2 diabetes and related diseases - UMR 8199 - UMR 1283 (EGENODIA (GI3M)), Lifelines Cohort Study, Epidemiology, Radiology & Nuclear Medicine, Internal Medicine, Life Course Epidemiology (LCE), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), and Cardiovascular Centre (CVC)

Subjects
0301 basic medicine, CORONARY-HEART-DISEASE, SOCIOECONOMIC-STATUS, RISK-FACTORS, CARDIOVASCULAR-DISEASE, ESSENTIAL-HYPERTENSION, C825T POLYMORPHISM, SOCIAL-CLASS, ASSOCIATION, EXPRESSION, VARIANTS, Blood Pressure, Genome, 0302 clinical medicine, 11 Medical and Health Sciences, Genetics, Psychiatry, [STAT.AP]Statistics [stat]/Applications [stat.AP], 17 Psychology and Cognitive Sciences, Psychiatry and Mental health, Meta-analysis, Hypertension, [STAT.ME]Statistics [stat]/Methodology [stat.ME], Life Sciences & Biomedicine, GNB3, Biochemistry & Molecular Biology, Biology, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, Cellular and Molecular Neuroscience, Lifelines Cohort Study, SDG 3 - Good Health and Well-being, Humans, Risk factor, Molecular Biology, Gene, Science & Technology, Neurosciences, Epistasis, Genetic, 06 Biological Sciences, Genetic architecture, Educational attainment, 030104 developmental biology, Blood pressure, [SDV.GEN.GH]Life Sciences [q-bio]/Genetics/Human genetics, Genetic Loci, [SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie, Neurosciences & Neurology, [INFO.INFO-BI]Computer Science [cs]/Bioinformatics [q-bio.QM], Blood Pressure/genetics, Genome-Wide Association Study, Hypertension/genetics, 030217 neurology & neurosurgery
Abstract

Educational attainment is widely used as a surrogate for socioeconomic status (SES). Low SES is a risk factor for hypertension and high blood pressure (BP). To identify novel BP loci, we performed multi-ancestry meta-analyses accounting for gene-educational attainment interactions using two variables, "Some College" (yes/no) and "Graduated College" (yes/no). Interactions were evaluated using both a 1 degree of freedom (DF) interaction term and a 2DF joint test of genetic and interaction effects. Analyses were performed for systolic BP, diastolic BP, mean arterial pressure, and pulse pressure. We pursued genome-wide interrogation in Stage 1 studies (N = 117 438) and follow-up on promising variants in Stage 2 studies (N = 293 787) in five ancestry groups. Through combined meta-analyses of Stages 1 and 2, we identified 84 known and 18 novel BP loci at genome-wide significance level (P < 5 × 10 -8 ). Two novel loci were identified based on the 1DF test of interaction with educational attainment, while the remaining 16 loci were identified through the 2DF joint test of genetic and interaction effects. Ten novel loci were identified in individuals of African ancestry. Several novel loci show strong biological plausibility since they involve physiologic systems implicated in BP regulation. They include genes involved in the central nervous system-adrenal signaling axis (ZDHHC17, CADPS, PIK3C2G), vascular structure and function (GNB3, CDON), and renal function (HAS2 and HAS2-AS1, SLIT3). Collectively, these findings suggest a role of educational attainment or SES in further dissection of the genetic architecture of BP.

Published
2020
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10. Rare CNVs provide novel insights into the molecular basis of GH and IGF-1 insensitivity

Author

Susan Bint, Emily Cottrell, Vivian Hwa, Avril Mason, Gudrun E. Moore, Miho Ishida, Neil Wright, Iman Al Basiri, Louise A. Metherell, Leo Dunkel, Stephen J Rose, Helen L Storr, Joo Wook Ahn, Artur Bossowski, Sumana Chatterjee, Asma Deeb, Claudia P. Cabrera, and James Greening

Subjects
Male, medicine.medical_specialty, Adolescent, DNA Copy Number Variations, Endocrinology, Diabetes and Metabolism, 030209 endocrinology & metabolism, Genome-wide association study, Biology, Growth hormone, Short stature, Cohort Studies, 03 medical and health sciences, 0302 clinical medicine, Endocrinology, Internal medicine, medicine, Humans, Copy-number variation, Genetic Testing, Insulin-Like Growth Factor I, Child, Gene, Genetics, Human Growth Hormone, Wnt signaling pathway, Infant, General Medicine, medicine.disease, Idiopathic short stature, 030220 oncology & carcinogenesis, Child, Preschool, Cohort, Clinical Study, Female, medicine.symptom
Abstract

Objective Copy number variation (CNV) has been associated with idiopathic short stature, small for gestational age and Silver-Russell syndrome (SRS). It has not been extensively investigated in growth hormone insensitivity (GHI; short stature, IGF-1 deficiency and normal/high GH) or previously in IGF-1 insensitivity (short stature, high/normal GH and IGF-1). Design and methods Array comparative genomic hybridisation was performed with ~60 000 probe oligonucleotide array in GHI (n = 53) and IGF-1 insensitivity (n = 10) subjects. Published literature, mouse models, DECIPHER CNV tracks, growth associated GWAS loci and pathway enrichment analyses were used to identify key biological pathways/novel candidate growth genes within the CNV regions. Results Both cohorts were enriched for class 3–5 CNVs (7/53 (13%) GHI and 3/10 (30%) IGF-1 insensitivity patients). Interestingly, 6/10 (60%) CNV subjects had diagnostic/associated clinical features of SRS. 5/10 subjects (50%) had CNVs previously reported in suspected SRS: 1q21 (n = 2), 12q14 (n = 1) deletions and Xp22 (n = 1), Xq26 (n = 1) duplications. A novel 15q11 deletion, previously associated with growth failure but not SRS/GHI was identified. Bioinformatic analysis identified 45 novel candidate growth genes, 15 being associated with growth in GWAS. The WNT canonical pathway was enriched in the GHI cohort and CLOCK was identified as an upstream regulator in the IGF-1 insensitivity cohorts. Conclusions Our cohort was enriched for low frequency CNVs. Our study emphasises the importance of CNV testing in GHI and IGF-1 insensitivity patients, particularly GHI subjects with SRS features. Functional experimental evidence is now required to validate the novel candidate growth genes, interactions and biological pathways identified.

Published
2020

11. LGR4 deficiency results in delayed puberty through impaired Wnt/β-catenin signaling

Author

Marie-Isabelle Garcia, Morgane Leprovots, Roberto Oleari, Michael J.E. Sternberg, Alessandra Mancini, Sasha Howard, Anna Cariboni, Leo Dunkel, Gilbert Vassart, Elena Monti, Marco Bonomi, Michael R. Barnes, Claudia P. Cabrera, Alessia David, Antonella Lettieri, Valeria Vezzoli, Karoliina Wehkalampi, Leonardo Guasti, Irene Hadjidemetriou, Federica Marelli, Wellcome Trust, HUS Children and Adolescents, Children's Hospital, University of Helsinki, and Helsinki University Hospital Area

Subjects
Male, 0301 basic medicine, VARIANTS, Receptors, G-Protein-Coupled, Gonadotropin-Releasing Hormone, Mice, 0302 clinical medicine, Endocrinology, 3123 Gynaecology and paediatrics, Molecular genetics, Wnt Signaling Pathway, Neuroendocrine regulation, beta Catenin, Neurons, GnRH Neuron, education.field_of_study, Gene knockdown, Reproductive Biology, Wnt signaling pathway, General Medicine, Phenotype, G-protein coupled receptors, 030220 oncology & carcinogenesis, GROWTH, CONSTITUTIONAL DELAY, Female, medicine.symptom, Signal transduction, hormones, hormone substitutes, and hormone antagonists, Research Article, Delayed puberty, medicine.medical_specialty, endocrine system, Population, Biology, INHERITANCE, MENARCHE, 03 medical and health sciences, GNRH, Internal medicine, POSTNATAL-DEVELOPMENT, medicine, Animals, Humans, education, SERVER, Puberty, Delayed, Biologie moléculaire, Généralités, GENE, 030104 developmental biology, PATTERNS, Biologie cellulaire, Médecine clinique [biologie clinique], Follow-Up Studies, Hormone
Abstract

The initiation of puberty is driven by an upsurge in hypothalamic gonadotropin-releasing hormone (GnRH) secretion. In turn, GnRH secretion upsurge depends on the development of a complex GnRH neuroendocrine network during embryonic life. Although delayed puberty (DP) affects up to 2% of the population, is highly heritable, and is associated with adverse health outcomes, the genes underlying DP remain largely unknown. We aimed to discover regulators by whole-exome sequencing of 160 individuals of 67 multigenerational families in our large, accurately phenotyped DP cohort. LGR4 was the only gene remaining after analysis that was significantly enriched for potentially pathogenic, rare variants in 6 probands. Expression analysis identified specific Lgr4 expression at the site of GnRH neuron development. LGR4 mutant proteins showed impaired Wnt/β-catenin signaling, owing to defective protein expression, trafficking, and degradation. Mice deficient in Lgr4 had significantly delayed onset of puberty and fewer GnRH neurons compared with WT, whereas lgr4 knockdown in zebrafish embryos prevented formation and migration of GnRH neurons. Further, genetic lineage tracing showed strong Lgr4-mediated Wnt/β-catenin signaling pathway activation during GnRH neuron development. In conclusion, our results show that LGR4 deficiency impairs Wnt/β-catenin signaling with observed defects in GnRH neuron development, resulting in a DP phenotype., SCOPUS: ar.j, info:eu-repo/semantics/published

Published
2020

12. Reaching the End-Game for GWAS: Machine Learning Approaches for the Prioritization of Complex Disease Loci

Author

Hannah L. Nicholls, Christopher R. John, David S. Watson, Patricia B. Munroe, Michael R. Barnes, and Claudia P. Cabrera

Subjects
0301 basic medicine, Candidate gene, Linkage disequilibrium, lcsh:QH426-470, Genome-wide association study, Genomics, Review, Biology, Machine learning, computer.software_genre, clinical translation, 03 medical and health sciences, 0302 clinical medicine, Genetics, genomics, Genetics (clinical), Genetic association, genome-wide association study, Artificial neural network, business.industry, Deep learning, candidate gene, deep learning, artificial intelligence, lcsh:Genetics, 030104 developmental biology, machine learning, 030220 oncology & carcinogenesis, Molecular Medicine, Gradient boosting, Artificial intelligence, data science, business, computer
Abstract

Genome-wide association studies (GWAS) have revealed thousands of genetic loci that underpin the complex biology of many human traits. However, the strength of GWAS – the ability to detect genetic association by linkage disequilibrium (LD) – is also its limitation. Whilst the ever-increasing study size and improved design have augmented the power of GWAS to detect effects, differentiation of causal variants or genes from other highly correlated genes associated by LD remains the real challenge. This has severely hindered the biological insights and clinical translation of GWAS findings. Although thousands of disease susceptibility loci have been reported, causal genes at these loci remain elusive. Machine learning (ML) techniques offer an opportunity to dissect the heterogeneity of variant and gene signals in the post-GWAS analysis phase. ML models for GWAS prioritization vary greatly in their complexity, ranging from relatively simple logistic regression approaches to more complex ensemble models such as random forests and gradient boosting, as well as deep learning models, i.e., neural networks. Paired with functional validation, these methods show important promise for clinical translation, providing a strong evidence-based approach to direct post-GWAS research. However, as ML approaches continue to evolve to meet the challenge of causal gene identification, a critical assessment of the underlying methodologies and their applicability to the GWAS prioritization problem is needed. This review investigates the landscape of ML applications in three parts: selected models, input features, and output model performance, with a focus on prioritizations of complex disease associated loci. Overall, we explore the contributions ML has made towards reaching the GWAS end-game with consequent wide-ranging translational impact.

Published
2019

13. KCND3 potassium channel gene variant confers susceptibility to electrocardiographic early repolarization pattern

Author

Christian P. Müller, Patricia B. Munroe, Philipp S. Wild, Teresa Trenkwalder, Christian Hengstenberg, Georg Schmidt, Yalda Jamshidi, Stephan B. Felix, Renate B. Schnabel, Nilesh J. Samani, Jan A. Kors, Peter S. Braund, Bruno H. Stricker, Bernhard M. Kaess, Solmaz Assa, C. Pattaro, Uwe Völker, Matthias Nauck, M. Arfan Ikram, Thomas Münzel, Mobeen Zafar, Isabel Deisenhofer, Niek Verweij, Alexander Teumer, Alessandra Rossini, Christopher P. Nelson, Thorsten Kessler, Anna F. Dominiczak, Tim D. Spector, Harold Snieder, Marten E. van den Berg, André G. Uitterlinden, Rachel Bastiaenen, Maryam Kavousi, Christian Fuchsberger, Sandosh Padmanabhan, Claudia P. Cabrera, Leanne M. Hall, Klaus Stark, Helen R. Warren, Norbert Pfeiffer, Heribert Schunkert, Karl J. Lackner, Ilja M. Nolte, Elijah R. Behr, Marcus Dörr, Peter P. Pramstaller, Marzia De Bortoli, Martin Gögele, Pim van der Harst, Wibke Reinhard, Life Course Epidemiology (LCE), Cardiovascular Centre (CVC), Epidemiology, and Medical Informatics

Subjects
Male, 0301 basic medicine, Genotype, Heart Ventricles, Genome-wide association study, Locus (genetics), Biology, Polymorphism, Single Nucleotide, White People, Sudden cardiac death, Electrocardiography, 03 medical and health sciences, 0302 clinical medicine, Genetic variation, medicine, Genetic predisposition, Humans, SNP, GWAS, Genetic Predisposition to Disease, J-POINT ELEVATION, S422L, Allele, GENOME-WIDE ASSOCIATION, Gene, MUTATION, Alleles, METAANALYSIS, Genetics, General Medicine, medicine.disease, ddc, Death, Sudden, Cardiac, Shal Potassium Channels, 030104 developmental biology, Genetic Loci, 030220 oncology & carcinogenesis, Ventricular Fibrillation, CORONARY-ARTERY-DISEASE, Female, VENTRICULAR-FIBRILLATION, Clinical Medicine, Transcriptome, Genome-Wide Association Study
Abstract

BACKGROUND: The presence of an early repolarization pattern (ERP) on the surface ECG is associated with risk of ventricular fibrillation and sudden cardiac death. Family studies have shown that ERP is a highly heritable trait, but molecular genetic determinants are unknown. METHODS: To identify genetic susceptibility loci for ERP, we performed a GWAS and meta-analysis in 2,181 cases and 23,641 controls of European ancestry. RESULTS: We identified a genome-wide significant (P < 5 × 10(–8)) locus in the potassium voltage-gated channel subfamily D member 3 (KCND3) gene that was successfully replicated in additional 1,124 cases and 12,510 controls. A subsequent joint meta-analysis of the discovery and replication cohorts identified rs1545300 as the lead SNP at the KCND3 locus (OR 0.82 per minor T allele, P = 7.7 × 10(–)12) but did not reveal additional loci. Colocalization analyses indicate causal effects of KCND3 gene expression levels on ERP in both cardiac left ventricle and tibial artery. CONCLUSIONS: In this study, we identified for the first time to our knowledge a genome-wide significant association of a genetic variant with ERP. Our findings of a locus in the KCND3 gene provide insights not only into the genetic determinants but also into the pathophysiological mechanism of ERP, discovering a promising candidate for functional studies. FUNDING: This project was funded by the German Center for Cardiovascular Research (DZHK Shared Expertise SE081 – STATS). For detailed funding information per study, see the Supplemental Acknowledgments.

Published
2019

14. A Large-Scale Multi-ancestry Genome-wide Study Accounting for Smoking Behavior Identifies Multiple Significant Loci for Blood Pressure

Author

Patricia A. Peyser, Jessica D. Faul, Sing Hui Lim, Xu Chen, Brian E. Cade, Patrik K. E. Magnusson, John C. Chambers, Tamar Sofer, Marzyeh Amini, Benjamin Lehne, W. James Gauderman, Wei Zhao, Andres Metspalu, R. Graham Barr, Albertine J. Oldehinkel, Xueling Sim, Norihiro Kato, Daniel I. Chasman, Jasmin Divers, Fernando Pires Hartwig, Jing Hua Zhao, Yu Caizheng, Roby Joehanes, Nora Franceschini, Nita G. Forouhi, Charumathi Sabanayagam, Paul M. Ridker, Yun J. Sung, Mary F. Feitosa, Barbara V. Howard, Vilmundur Gudnason, Jost B. Jonas, Hua Tang, Yukihide Momozawa, Michael R. Brown, Tibor V. Varga, Franco Giulianini, Francis S. Collins, Alexander P. Reiner, Ulrich Broeckel, Tuomo Rankinen, Preeti Gupta, Tin Louie, Eric Boerwinkle, Saskia P. Hagenaars, Mark J. Caulfield, Albert Hofman, Aravinda Chakravarti, Paul W. Franks, Nicole Schupf, E. Shyong Tai, Carl D. Langefeld, Carsten Oliver Schmidt, Lawrence F. Bielak, Treva Rice, Anne B. Newman, Ioanna Ntalla, Kae-Woei Liang, Nilesh J. Samani, Alena Stančáková, Thomas H. Mosley, Dan E. Arking, Kenneth Rice, Bruce M. Psaty, Jirong Long, Yechiel Friedlander, Jianjun Liu, Donna K. Arnett, Ya X. Wang, Xiuqing Guo, Anne E. Justice, Pamela J. Schreiner, Renée de Mutsert, Lisa de las Fuentes, Marcus Dörr, Amy R. Bentley, Susan Redline, Cornelia M. van Duijn, Melissa A. Richard, Sarah E. Harris, Pirjo Komulainen, Nicholette D. Palmer, Alexandre C. Pereira, Michele K. Evans, Jie Yao, Adesola Ogunniyi, Wen Bin Wei, Anuradhani Kasturiratne, Yoichiro Kamatani, Charles Kooperberg, Helen R. Warren, Shiow Lin, Ozren Polasek, Makoto Hirata, Anubha Mahajan, Yingchang Lu, Jonathan Marten, Claudia P. Cabrera, Chuan Gao, Oscar H. Franco, Yongmei Liu, Mathilde Boissel, Olli T. Raitakari, Xiao-Ou Shu, Yii-Der Ida Chen, Y Liu, Claudia Langenberg, C. Charles Gu, Cathy C. Laurie, Tamuno Alfred, L. Adrienne Cupples, Yajuan Wang, Colin A. McKenzie, Mika Kähönen, Yize Li, Xiaofeng Zhu, Nana Matoba, James Scott, Marguerite R. Irvin, Markku Laakso, Frida Renström, Woon-Puay Koh, Dabeeru C. Rao, Yucheng Jia, Paul Elliott, Tangchun Wu, Caroline Hayward, Tamara B. Harris, Alison D. Murray, Karin Leander, Reedik Mägi, Keng-Hung Lin, Harold Snieder, Laura J. Bierut, Christine Williams, Solomon K. Musani, Michael A. Province, Charles B. Eaton, Sharon L.R. Kardia, Mario Sims, Steven C. Hunt, Stephen B. Kritchevsky, Weihua Zhang, David R. Weir, Andrea R. V. R. Horimoto, Saima Afaq, Hugues Aschard, Ilaria Gandin, Michiaki Kubo, Jaspal S. Kooner, Peter S. Braund, Jeffrey R. O'Connell, Kent D. Taylor, Annette Peters, Wei Zheng, Rainer Rettig, Nicola D. Kerrison, Donald W. Bowden, Ruth J. F. Loos, Tanika N. Kelly, Dennis O. Mook-Kanamori, Terrence Forrester, Igor Rudan, Brigitte Kühnel, Christopher P. Nelson, Ching-Yu Cheng, Alanna C. Morrison, Tuomas O. Kilpeläinen, Jian-Min Yuan, Bruna Gigante, Lisa R. Yanek, Ching-Ti Liu, Ananda R. Wickremasinghe, Michael Boehnke, Tin Aung, Jin-Fang Chai, Kaare Christensen, Wen-Jane Lee, Stéphanie Debette, Jennifer A. Brody, Wayne Huey-Herng Sheu, John M. C. Connell, Ganesh Chauhan, Jian'an Luan, Melanie Waldenberger, Erin B. Ware, Paolo Gasparini, Chew-Kiat Heng, Lili Milani, Alisa K. Manning, José Eduardo Krieger, Kiang Liu, Mickaël Canouil, Robert A. Scott, Yik Ying Teo, Gregory P. Wilson, Stella Aslibekyan, Andrew P. Morris, Thomas Meitinger, Jennifer A. Smith, Yi-Jen Hung, Myriam Fornage, Dina Vojinovic, William R. Scott, Virginia Fisher, Peter S. Sever, André G. Uitterlinden, Najaf Amin, Lenore J. Launer, Hugh Watkins, Johanna Kuusisto, Rajkumar Dorajoo, Georg Ehret, Heming Wang, Sandosh Padmanabhan, Jingmin Liu, Colleen M. Sitlani, Anuj Goel, Bamidele O. Tayo, Daniel Levy, Barry I. Freedman, Marie Loh, Yanhua Zhou, Charles N. Rotimi, Qing Duan, Aldi T. Kraja, He Meian, Archie Campbell, Kari E. North, Tien Yin Wong, Salman M. Tajuddin, Traci M. Bartz, Mike A. Nalls, Misa Graff, Dongfeng Gu, Sudha Seshadri, Tõnu Esko, Antonietta Robino, Anne U. Jackson, H. Janaka de Silva, Peter J. van der Most, Fang-Chi Hsu, Chiea Chuen Khor, Changwei Li, Sami Heikkinen, Maris Alver, Karen Schwander, Wanqing Wen, Rainer Rauramaa, Lynne E. Wagenknecht, Ubaydah Nasri, Peter J. Munson, He Gao, Evangelos Evangelou, Philippe Froguel, Ervin R. Fox, Christian Gieger, Kurt Lohman, James S. Pankow, Nicholas J. Wareham, Lynda M. Rose, Massimiliano Cocca, Rob M. van Dam, John M. Starr, Martin Farrall, Stefan Weiss, Konstantin Strauch, Albert V. Smith, Jill M. Norris, Raymond Noordam, Cora E. Lewis, Claude Bouchard, Ulf de Faire, Walter Palmas, Diane M. Becker, Kevin Sandow, Tomohiro Katsuya, Jiang He, Nancy L. Pedersen, Bernardo L. Horta, Joel D. Kaufman, Terho Lehtimäki, Heikki A. Koistinen, Thomas W. Winkler, Ian J. Deary, Richard S. Cooper, Fumihiko Takeuchi, Jerome I. Rotter, Lihua Wang, Yih Chung Tham, Babatunde L. Salako, Mary K. Wojczynski, Pim van der Harst, Jennifer G. Robinson, Erwin P. Bottinger, Alan B. Zonderman, Patricia B. Munroe, Ehret, Georg Benedikt, Harvard School of Public Health, Centre de Bioinformatique, Biostatistique et Biologie Intégrative (C3BI), Institut Pasteur [Paris]-Centre National de la Recherche Scientifique (CNRS), Institut Pasteur de Lille, Réseau International des Instituts Pasteur (RIIP), 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), The various Gene-Lifestyle Interaction projects, including this one, are largely supported by a grant from the U.S. National Heart, Lung, and Blood Institute (NHLBI), the National Institutes of Health, R01HL118305. A Career Development Award (K25HL121091), also from the NHLBI, enabled Y.J.S. to lead this project. Full set of study-specific funding sources and acknowledgments appear in the Supplemental Note., Sung, Yun J., Winkler, Thomas W., de las Fuentes, Lisa, Bentley, Amy R., Brown, Michael R., Kraja, Aldi T., Schwander, Karen, Ntalla, Ioanna, Guo, Xiuqing, Franceschini, Nora, Lu, Yingchang, Cheng, Ching-Yu, Sim, Xueling, Vojinovic, Dina, Marten, Jonathan, Musani, Solomon K., Li, Changwei, Feitosa, Mary F., Kilpeläinen, Tuomas O., Richard, Melissa A., Noordam, Raymond, Aslibekyan, Stella, Aschard, Hugue, Bartz, Traci M., Dorajoo, Rajkumar, Liu, Yongmei, Manning, Alisa K., Rankinen, Tuomo, Smith, Albert Vernon, Tajuddin, Salman M., Tayo, Bamidele O., Warren, Helen R., Zhao, Wei, Zhou, Yanhua, Matoba, Nana, Sofer, Tamar, Alver, Mari, Amini, Marzyeh, Boissel, Mathilde, Chai, Jin Fang, Chen, Xu, Divers, Jasmin, Gandin, Ilaria, Gao, Chuan, Giulianini, Franco, Goel, Anuj, Harris, Sarah E., Hartwig, Fernando Pire, Horimoto, Andrea R. V. R., Hsu, Fang-Chi, Jackson, Anne U., Kähönen, Mika, Kasturiratne, Anuradhani, Kühnel, Brigitte, Leander, Karin, Lee, Wen-Jane, Lin, Keng-Hung, ’an Luan, Jian, Mckenzie, Colin A., Meian, He, Nelson, Christopher P., Rauramaa, Rainer, Schupf, Nicole, Scott, Robert A., Sheu, Wayne H. H., Stančáková, Alena, Takeuchi, Fumihiko, van der Most, Peter J., Varga, Tibor V., Wang, Heming, Wang, Yajuan, Ware, Erin B., Weiss, Stefan, Wen, Wanqing, Yanek, Lisa R., Zhang, Weihua, Zhao, Jing Hua, Afaq, Saima, Alfred, Tamuno, Amin, Najaf, Arking, Dan, Aung, Tin, Barr, R. Graham, Bielak, Lawrence F., Boerwinkle, Eric, Bottinger, Erwin P., Braund, Peter S., Brody, Jennifer A., Broeckel, Ulrich, Cabrera, Claudia P., Cade, Brian, Caizheng, Yu, Campbell, Archie, Canouil, Mickaël, Chakravarti, Aravinda, Chauhan, Ganesh, Christensen, Kaare, Cocca, Massimiliano, Collins, Francis S., Connell, John M., de Mutsert, Renée, de Silva, H. Janaka, Debette, Stephanie, Dörr, Marcu, Duan, Qing, Eaton, Charles B., Ehret, Georg, Evangelou, Evangelo, Faul, Jessica D., Fisher, Virginia A., Forouhi, Nita G., Franco, Oscar H., Friedlander, Yechiel, Gao, He, Gigante, Bruna, Graff, Misa, Gu, C. Charle, Gu, Dongfeng, Gupta, Preeti, Hagenaars, Saskia P., Harris, Tamara B., He, Jiang, Heikkinen, Sami, Heng, Chew-Kiat, Hirata, Makoto, Hofman, Albert, Howard, Barbara V., Hunt, Steven, Irvin, Marguerite R., Jia, Yucheng, Joehanes, Roby, Justice, Anne E., Katsuya, Tomohiro, Kaufman, Joel, Kerrison, Nicola D., Khor, Chiea Chuen, Koh, Woon-Puay, Koistinen, Heikki A., Komulainen, Pirjo, Kooperberg, Charle, Krieger, Jose E., Kubo, Michiaki, Kuusisto, Johanna, Langefeld, Carl D., Langenberg, Claudia, Launer, Lenore J., Lehne, Benjamin, Lewis, Cora E., Li, Yize, Lim, Sing Hui, Lin, Shiow, Liu, Ching-Ti, Liu, Jianjun, Liu, Jingmin, Liu, Kiang, Liu, Yeheng, Loh, Marie, Lohman, Kurt K., Long, Jirong, Louie, Tin, Mägi, Reedik, Mahajan, Anubha, Meitinger, Thoma, Metspalu, Andre, Milani, Lili, Momozawa, Yukihide, Morris, Andrew P., Mosley, Thomas H., Munson, Peter, Murray, Alison D., Nalls, Mike A., Nasri, Ubaydah, Norris, Jill M., North, Kari, Ogunniyi, Adesola, Padmanabhan, Sandosh, Palmas, Walter R., Palmer, Nicholette D., Pankow, James S., Pedersen, Nancy L., Peters, Annette, Peyser, Patricia A., Polasek, Ozren, Raitakari, Olli T., Renström, Frida, Rice, Treva K., Ridker, Paul M., Robino, Antonietta, Robinson, Jennifer G., Rose, Lynda M., Rudan, Igor, Sabanayagam, Charumathi, Salako, Babatunde L., Sandow, Kevin, Schmidt, Carsten O., Schreiner, Pamela J., Scott, William R., Seshadri, Sudha, Sever, Peter, Sitlani, Colleen M., Smith, Jennifer A., Snieder, Harold, Starr, John M., Strauch, Konstantin, Tang, Hua, Taylor, Kent D., Teo, Yik Ying, Tham, Yih Chung, Uitterlinden, André G., Waldenberger, Melanie, Wang, Lihua, Wang, Ya X., Wei, Wen Bin, Williams, Christine, Wilson, Gregory, Wojczynski, Mary K., Yao, Jie, Yuan, Jian-Min, Zonderman, Alan B., Becker, Diane M., Boehnke, Michael, Bowden, Donald W., Chambers, John C., Chen, Yii-Der Ida, de Faire, Ulf, Deary, Ian J., Esko, Tõnu, Farrall, Martin, Forrester, Terrence, Franks, Paul W., Freedman, Barry I., Froguel, Philippe, Gasparini, Paolo, Gieger, Christian, Horta, Bernardo Lessa, Hung, Yi-Jen, Jonas, Jost B., Kato, Norihiro, Kooner, Jaspal S., Laakso, Markku, Lehtimäki, Terho, Liang, Kae-Woei, Magnusson, Patrik K. E., Newman, Anne B., Oldehinkel, Albertine J., Pereira, Alexandre C., Redline, Susan, Rettig, Rainer, Samani, Nilesh J., Scott, Jame, Shu, Xiao-Ou, van der Harst, Pim, Wagenknecht, Lynne E., Wareham, Nicholas J., Watkins, Hugh, Weir, David R., Wickremasinghe, Ananda R., Wu, Tangchun, Zheng, Wei, Kamatani, Yoichiro, Laurie, Cathy C., Bouchard, Claude, Cooper, Richard S., Evans, Michele K., Gudnason, Vilmundur, Kardia, Sharon L. R., Kritchevsky, Stephen B., Levy, Daniel, O'Connell, Jeff R., Psaty, Bruce M., van Dam, Rob M., Sims, Mario, Arnett, Donna K., Mook-Kanamori, Dennis O., Kelly, Tanika N., Fox, Ervin R., Hayward, Caroline, Fornage, Myriam, Rotimi, Charles N., Province, Michael A., van Duijn, Cornelia M., Tai, E. Shyong, Wong, Tien Yin, Loos, Ruth J. F., Reiner, Alex P., Rotter, Jerome I., Zhu, Xiaofeng, Bierut, Laura J., Gauderman, W. Jame, Caulfield, Mark J., Elliott, Paul, Rice, Kenneth, Munroe, Patricia B., Morrison, Alanna C., Cupples, L. Adrienne, Rao, Dabeeru C., Chasman, Daniel I., Marten, Jonathan [0000-0001-6916-2014], Zhao, Jing Hua [0000-0003-4930-3582], Forouhi, Nita [0000-0002-5041-248X], Langenberg, Claudia [0000-0002-5017-7344], Wareham, Nicholas [0000-0003-1422-2993], Apollo - University of Cambridge Repository, Life Course Epidemiology (LCE), Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Cardiovascular Centre (CVC), Epidemiology, Internal Medicine, Gastroenterology & Hepatology, Clinicum, Department of Medicine, Endokrinologian yksikkö, HUS Internal Medicine and Rehabilitation, and Institut Pasteur [Paris] (IP)-Centre National de la Recherche Scientifique (CNRS)

Subjects
0301 basic medicine, Male, multi-ancestry, Smoking/genetics, Genome-wide association study, Continental Population Groups/genetics, INTIMA-MEDIA THICKNESS, Cohort Studies, Diastole, Polymorphism (computer science), GWAS, TRANSTORNOS RELACIONADOS AO USO DE ÁLCOOL, GENE-ENVIRONMENT INTERACTION, Genetics (clinical), ddc:616, INSULIN-RESISTANCE, Multi-ancestry, Smoking, 1184 Genetics, developmental biology, physiology, blood pressure, GxE interaction, Diastole/genetics, 3. Good health, FALSE DISCOVERY RATE, Blood pressure, Medical genetics, CORONARY-ARTERY-DISEASE, Female, Single Nucleotide/genetics, Systole/genetics, BODY-MASS INDEX, ASSOCIATION ANALYSIS, COMMON VARIANTS, METAANALYSIS, DISEASE, OBESITY, JOINT, medicine.medical_specialty, lifestyle, SUSCEPTIBILITY LOCI, Blood Pressure/genetics, Systole, Quantitative Trait Loci, Single-nucleotide polymorphism, Accounting, Biology, Quantitative trait locus, Polymorphism, Single Nucleotide, GxE interactions, Article, smoking, 03 medical and health sciences, Genetic, medicine, Genetics, Journal Article, Humans, Polymorphism, Genetic association, ALCOHOL DEPENDENCE, business.industry, Racial Groups, Reproducibility of Results, Epistasis, Genetic, ta3121, Lifestyle, Genetic architecture, NICOTINE DEPENDENCE, 030104 developmental biology, Genetic Loci, Epistasis, [SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie, 3111 Biomedicine, business, Quantitative Trait Loci/genetics, Genome-Wide Association Study
Abstract

The authors declare no competing financial interests except for the following. B.M.P. serves on the DSMB of a clinical trial funded by the manufacturer (Zoll LifeCor) and on the Steering Committee of the Yale Open Data Access Project funded by Johnson & Johnson; O.H.F. received grants from Metagenics (on women’s health and epigenetics) and from Nestle (on child health); L.J.B. is listed as an inventor on Issued U.S. Patent 8,080,371,“Markers for Addiction” covering the use of certain SNPs in determining the diagnosis, prognosis, and treatment of addiction; P.S. has received research awards from Pfizer Inc., is a consultant for Mundipharma Co. (Cambridge, UK), is a patent holder with Biocompatibles UK Ltd. (Franham, Surrey, UK) (Title: Treatment of eye diseases using encapsulated cells encoding and secreting neuroprotective factor and/or anti-angiogenic factor; Patent number: 20120263794), and has a patent application with University of Heidelberg (Heidelberg, Germany) (Title: Agents for use in the therapeutic or prophylactic treatment of myopia or hyperopia; Europäische Patentanmeldung 15 000 771.4); P.W.F. has been a paid consultant for Eli Lilly and Sanofi Aventis and has received research support from several pharmaceutical companies as part of a European Union Innovative Medicines Initiative (IMI) project; M.A.N.’s participation is supported by a consulting contract between Data Tecnica Internation and the National Institute on Aging (NIH, Bethesda, MD, USA), and he also consults for Illumina, Inc., the Michael J. Fox Foundation, and University of California Healthcare among others; and M.J.C. is Chief Scientist for Genomics England, a UK government company.; International audience; Genome-wide association analysis advanced understanding of blood pressure (BP), a major risk factor for vascular conditions such as coronary heart disease and stroke. Accounting for smoking behavior may help identify BP loci and extend our knowledge of its genetic architecture. We performed genome-wide association meta-analyses of systolic and diastolic BP incorporating gene-smoking interactions in 610,091 individuals. Stage 1 analysis examined approximately 18.8 million SNPs and small insertion/deletion variants in 129,913 individuals from four ancestries (European, African, Asian, and Hispanic) with follow-up analysis of promising variants in 480,178 additional individuals from five ancestries. We identified 15 loci that were genome-wide significant (p < 5 x 10(-8)) in stage 1 and formally replicated in stage 2. A combined stage 1 and 2 meta-analysis identified 66 additional genome-wide significant loci (13, 35, and 18 loci in European, African, and trans-ancestry, respectively). A total of 56 known BP loci were also identified by our results (p < 5 x 10(-8)). Of the newly identified loci, ten showed significant interaction with smoking status, but none of them were replicated in stage 2. Several loci were identified in African ancestry, highlighting the importance of genetic studies in diverse populations. The identified loci show strong evidence for regulatory features and support shared pathophysiology with cardiometabolic and addiction traits. They also highlight a role in BP regulation for biological candidates such as modulators of vascular structure and function (CDKN1B, BCAR1-CFDP1, PXDN, EEA1), ciliopathies (SDCCAG8, RPGRIP1L), telomere maintenance (TNKS, PINX1, AKTIP), and central dopaminergic signaling (MSRA, EBF2).

Published
2018
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15. Genetic analysis of over 1 million people identifies 535 new loci associated with blood pressure traits

Author

Olle Melander, Niek Verweij, Uwe Völker, Morris A. Swertz, Seppo Koskinen, David Conen, Lars Lind, Rossella Sorice, Philippe Amouyel, Andres Metspalu, David J. Stott, Marty Larson, Francis S. Collins, Ozren Polasek, Paul F. O'Reilly, Albertine J. Oldehinkel, Evangelos Evangelou, Pekka Jousilahti, Michela Traglia, Tineka Blake, John Attia, Bruce M. Psaty, Massimo Mangino, Alison Pattie, Marco Brumat, Dorret I. Boomsma, Harry Campbell, Daniel I. Chasman, Tõnu Esko, Wei-Yu Lin, Rodney J. Scott, Marjo-Riitta Järvelin, Guillaume Paré, Adriana M. Hung, Marina Evangelou, Quang Tri Nguyen, Markus Perola, Kenneth Rice, Yong Qian, Antonietta Robino, Anne U. Jackson, Ian J. Deary, Mika Kähönen, Cristina Menni, Veronique Vitart, Igor Rudan, Ganesh Chauhan, Aravinda Chakravarti, Jennifer E. Huffman, John M. Starr, Anubha Mahajan, Christopher Newton-Cheh, Peter Almgren, Yuri Milaneschi, Jacklyn N. Hellwege, Roby Joehanes, Christopher P. Nelson, Eleftheria Zeggini, Elizabeth G. Holliday, Peter J. van der Most, Annette Peters, Paul M. Ridker, Michael Boehnke, Joris Deelen, Brenda W.J.H. Penninx, Neil Poulter, Renée de Mutsert, Rick Jansen, Fu Liang Ng, Anne-Claire Vergnaud, Ilja M. Nolte, Meixia Ren, Gail Davies, John M. C. Connell, Jian'an Luan, Todd L. Edwards, Benjamin Lehne, K. Witkowska, Lili Milani, Stéphanie Debette, Georgios Ntritsos, Claudia P. Cabrera, Paolo Gasparini, Jouke-Jan Hottenga, Antti-Pekka Sarin, Kelly Cho, Robert A. Scott, Veikko Salomaa, Niki Dimou, David C. Liewald, Pim van der Harst, Teemu J. Niiranen, Denis C. Shields, Leo-Pekka Lyytikäinen, Andrew P. Morris, Murielle Bochud, Helena Schmidt, Bernard Keavney, Christopher Oldmeadow, Ioanna Tzoulaki, Jaakko Tuomilehto, Louise V. Wain, Reedik Mägi, Christian Gieger, Caterina Barbieri, Aki S. Havulinna, Fabiola Del Greco M, Dragana Vuckovic, Alan F. Wright, J. Wouter Jukema, Reinhold Schmidt, Marcus Dörr, Franco Giulianini, Evan Tzanis, Erwin P. Bottinger, David Mosen-Ansorena, Ruth J. F. Loos, A. Mesut Erzurumluoglu, Teresa Nutile, Alice Stanton, Jun Ding, Yingchang Lu, Roberto Elosua, Walter Palmas, James F. Wilson, Edith Hofer, Giorgia Girotto, Bram P. Prins, Anna Morgan, Anuj Goel, Edward G. Lakatta, Alex S. F. Doney, Najaf Amin, Lenore J. Launer, Siim Sõber, Nicholas J. Wareham, Adam S. Butterworth, Ilaria Gandin, Xiuqing Guo, Kent D. Taylor, Andrew D. Morris, Paul Knekt, Cinzia Sala, Peter P. Pramstaller, Joshua C. Bis, Archie Campbell, Raha Pazoki, Hugh Watkins, Csaba P. Kovesdy, Yan V. Sun, Lynda M. Rose, Jaspal S. Kooner, Maciej Tomaszewski, Massimiliano Cocca, Claudia Langenberg, Gonneke Willemsen, Eco J. C. de Geus, Peter W.F. Wilson, Ahmad Vaez, Albert Hofman, Kristin L. Ayers, Sara M. Willems, Germaine C. Verwoert, Christophe Tzourio, Martin Farrall, Albert V. Smith, Joanna M. M. Howson, Daniela Toniolo, Digna R. Velez Edwards, Antti Jula, Stefan Enroth, Ruifang Li-Gao, Nabi Shah, Weihua Zhang, Paul Elliott, Dennis O. Mook-Kanamori, Tatijana Zemunik, Shih-Jen Hwang, Helen R. Warren, Peter J. Munson, He Gao, Ivana Kolcic, Peter S. Braund, Tamara B. Harris, Raymond Noordam, Stella Trompet, Markku Laakso, Peter K. Joshi, Zoltán Kutalik, Sébastien Thériault, Åsa Johansson, Rainer Rettig, Sarah H. Wild, Patricia B. Munroe, John Danesh, Anders Hamsten, Mark J. Caulfield, Gonçalo R. Abecasis, Praveen Surendran, Peter S. Sever, David S. Siscovick, Terho Lehtimäki, Priyanka Nandakumar, Aarno Palotie, Muralidharan Sargurupremraj, Chiara Batini, Nick Shrine, Harold Snieder, Cumhur Y Demirkale, Teresa Ferreira, André G. Uitterlinden, Sekar Kathiresan, Mattias Frånberg, Lorna M. Lopez, J. Michael Gaziano, Cornelia M. van Duijn, Maris Laan, Samuli Ripatti, John C. Chambers, Martin H. de Borst, Johan Sundström, Alan J. Gow, Caroline Hayward, Oscar H. Franco, Yongmei Liu, Sandosh Padmanabhan, Ibrahim Karaman, Georg Ehret, Cecilia M. Lindgren, Mike A. Nalls, Chrysovalanto Mamasoula, Daniela Ruggiero, Erik Ingelsson, Colin N. A. Palmer, Alan James, Elin Org, Kati Kristiansson, Alexander Teumer, Ulf Gyllensten, Joanne Knight, Vilmantas Giedraitis, Jerome I. Rotter, Yasaman Saba, Daniel Levy, Li Lin, Janina S. Ried, Michael R. Barnes, Harriëtte Riese, Andrew D. Johnson, David P. Strachan, Martin D. Tobin, Lorenz Risch, Rona J. Strawbridge, Jing Hua Zhao, Vilmundur Gudnason, Borbala Mifsud, Eric Boerwinkle, Catharina A. Hartman, Ben A. Oostra, Dan E. Arking, Andrew A. Hicks, Peter Vollenweider, Thibaud Boutin, Philip S. Tsao, Jie Yao, Ayush Giri, Marina Ciullo, Morris J. Brown, Alanna C. Morrison, Kay-Tee Khaw, Francesco Cucca, Jonathan Marten, Olli T. Raitakari, Christopher J. O'Donnell, Jaume Marrugat, Tim D. Spector, Heather J. Cordell, Nilesh J. Samani, Simon Thom, Sarah E. Harris, UNIVERSITY OF OULU, Commission of the European Communities, Home Office, Action on Hearing Loss, Imperial College Healthcare NHS Trust- BRC Funding, National Institute for Health Research, British Heart Foundation, Medical Research Council (MRC), UK DRI Ltd, Epidemiology, Internal Medicine, Lee Kong Chian School of Medicine (LKCMedicine), Biological Psychology, APH - Mental Health, APH - Methodology, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Health Behaviors & Chronic Diseases, APH - Personalized Medicine, Ehret, Georg Benedikt, Lin, Li, 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), Evangelou, Evangelo, Warren, Helen R, Mosen-Ansorena, David, Mifsud, Borbala, Pazoki, Raha, Gao, He, Ntritsos, Georgio, Dimou, Niki, Cabrera, Claudia P, Karaman, Ibrahim, Ng, Fu Liang, Evangelou, Marina, Witkowska, Katarzyna, Tzanis, Evan, Hellwege, Jacklyn N, Giri, Ayush, Velez Edwards, Digna R, Sun, Yan V, Cho, Kelly, Gaziano, J Michael, Wilson, Peter W F, Tsao, Philip S, Kovesdy, Csaba P, Esko, Tonu, Mägi, Reedik, Milani, Lili, Almgren, Peter, Boutin, Thibaud, Debette, Stéphanie, Ding, Jun, Giulianini, Franco, Holliday, Elizabeth G, Jackson, Anne U, Li-Gao, Ruifang, Lin, Wei-Yu, Luan, Jian'An, Mangino, Massimo, Oldmeadow, Christopher, Prins, Bram Peter, Qian, Yong, Sargurupremraj, Muralidharan, Shah, Nabi, Surendran, Praveen, Thériault, Sébastien, Verweij, Niek, Willems, Sara M, Zhao, Jing-Hua, Amouyel, Philippe, Connell, John, de Mutsert, Renée, Doney, Alex S F, Farrall, Martin, Menni, Cristina, Morris, Andrew D, Noordam, Raymond, Paré, Guillaume, Poulter, Neil R, Shields, Denis C, Stanton, Alice, Thom, Simon, Abecasis, Gonçalo, Amin, Najaf, Arking, Dan E, Ayers, Kristin L, Barbieri, Caterina M, Batini, Chiara, Bis, Joshua C, Blake, Tineka, Bochud, Murielle, Boehnke, Michael, Boerwinkle, Eric, Boomsma, Dorret I, Bottinger, Erwin P, Braund, Peter S, Brumat, Marco, Campbell, Archie, Campbell, Harry, Chakravarti, Aravinda, Chambers, John C, Chauhan, Ganesh, Ciullo, Marina, Cocca, Massimiliano, Collins, Franci, Cordell, Heather J, Davies, Gail, Borst, Martin H de, Geus, Eco J de, Deary, Ian J, Deelen, Jori, Del Greco M, Fabiola, Demirkale, Cumhur Yusuf, Dörr, Marcu, Ehret, Georg B, Elosua, Roberto, Enroth, Stefan, Erzurumluoglu, A Mesut, Ferreira, Teresa, Frånberg, Mattia, Franco, Oscar H, Gandin, Ilaria, Gasparini, Paolo, Giedraitis, Vilmanta, Gieger, Christian, Girotto, Giorgia, Goel, Anuj, Gow, Alan J, Gudnason, Vilmundur, Guo, Xiuqing, Gyllensten, Ulf, Hamsten, Ander, Harris, Tamara B, Harris, Sarah E, Hartman, Catharina A, Havulinna, Aki S, Hicks, Andrew A, Hofer, Edith, Hofman, Albert, Hottenga, Jouke-Jan, Huffman, Jennifer E, Hwang, Shih-Jen, Ingelsson, Erik, James, Alan, Jansen, Rick, Jarvelin, Marjo-Riitta, Joehanes, Roby, Johansson, Åsa, Johnson, Andrew D, Joshi, Peter K, Jousilahti, Pekka, Jukema, J Wouter, Jula, Antti, Kähönen, Mika, Kathiresan, Sekar, Keavney, Bernard D, Khaw, Kay-Tee, Knekt, Paul, Knight, Joanne, Kolcic, Ivana, Kooner, Jaspal S, Koskinen, Seppo, Kristiansson, Kati, Kutalik, Zoltan, Laan, Mari, Larson, Marty, Launer, Lenore J, Lehne, Benjamin, Lehtimäki, Terho, Liewald, David C M, Lind, Lar, Lindgren, Cecilia M, Liu, Yongmei, Loos, Ruth J F, Lopez, Lorna M, Lu, Yingchang, Lyytikäinen, Leo-Pekka, Mahajan, Anubha, Mamasoula, Chrysovalanto, Marrugat, Jaume, Marten, Jonathan, Milaneschi, Yuri, Morgan, Anna, Morris, Andrew P, Morrison, Alanna C, Munson, Peter J, Nalls, Mike A, Nandakumar, Priyanka, Nelson, Christopher P, Niiranen, Teemu, Nolte, Ilja M, Nutile, Teresa, Oldehinkel, Albertine J, Oostra, Ben A, O'Reilly, Paul F, Org, Elin, Padmanabhan, Sandosh, Palmas, Walter, Palotie, Aarno, Pattie, Alison, Penninx, Brenda W J H, Perola, Marku, Peters, Annette, Polasek, Ozren, Pramstaller, Peter P, Nguyen, Quang Tri, Raitakari, Olli T, Ren, Meixia, Rettig, Rainer, Rice, Kenneth, Ridker, Paul M, Ried, Janina S, Riese, Harriëtte, Ripatti, Samuli, Robino, Antonietta, Rose, Lynda M, Rotter, Jerome I, Rudan, Igor, Ruggiero, Daniela, Saba, Yasaman, Sala, Cinzia F, Salomaa, Veikko, Samani, Nilesh J, Sarin, Antti-Pekka, Schmidt, Reinhold, Schmidt, Helena, Shrine, Nick, Siscovick, David, Smith, Albert V, Snieder, Harold, Sõber, Siim, Sorice, Rossella, Starr, John M, Stott, David J, Strachan, David P, Strawbridge, Rona J, Sundström, Johan, Swertz, Morris A, Taylor, Kent D, Teumer, Alexander, Tobin, Martin D, Tomaszewski, Maciej, Toniolo, Daniela, Traglia, Michela, Trompet, Stella, Tuomilehto, Jaakko, Tzourio, Christophe, Uitterlinden, André G, Vaez, Ahmad, van der Most, Peter J, van Duijn, Cornelia M, Vergnaud, Anne-Claire, Verwoert, Germaine C, Vitart, Veronique, Völker, Uwe, Vollenweider, Peter, Vuckovic, Dragana, Watkins, Hugh, Wild, Sarah H, Willemsen, Gonneke, Wilson, James F, Wright, Alan F, Yao, Jie, Zemunik, Tatijana, Zhang, Weihua, Attia, John R, Butterworth, Adam S, Chasman, Daniel I, Conen, David, Cucca, Francesco, Danesh, John, Hayward, Caroline, Howson, Joanna M M, Laakso, Markku, Lakatta, Edward G, Langenberg, Claudia, Melander, Olle, Mook-Kanamori, Dennis O, Palmer, Colin N A, Risch, Lorenz, Scott, Robert A, Scott, Rodney J, Sever, Peter, Spector, Tim D, van der Harst, Pim, Wareham, Nicholas J, Zeggini, Eleftheria, Levy, Daniel, Munroe, Patricia B, Newton-Cheh, Christopher, Brown, Morris J, Metspalu, Andre, Hung, Adriana M, O'Donnell, Christopher J, Edwards, Todd L, Psaty, Bruce M, Tzoulaki, Ioanna, Barnes, Michael R, Wain, Louise V, Elliott, Paul, Caulfield, Mark J, Groningen Kidney Center (GKC), Lifestyle Medicine (LM), Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Life Course Epidemiology (LCE), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Cardiovascular Centre (CVC), Groningen Institute for Organ Transplantation (GIOT), VU University medical center, Psychiatry, Amsterdam Neuroscience - Complex Trait Genetics, APH - Digital Health, Institute for Molecular Medicine Finland, Centre of Excellence in Complex Disease Genetics, Research Programme of Molecular Medicine, Research Programs Unit, Aarno Palotie / Principal Investigator, University of Helsinki, Clinicum, Samuli Olli Ripatti / Principal Investigator, Biostatistics Helsinki, Department of Public Health, Complex Disease Genetics, and Genomics of Neurological and Neuropsychiatric Disorders

Subjects
Male, 0301 basic medicine, Netherlands Twin Register (NTR), Population/methods, Genome Informatics, Blood Pressure, Genome-wide association study, GENOME-WIDE ASSOCIATION, CARDIOVASCULAR-DISEASE RISK, UK BIOBANK, HYPERTENSION, VARIANTS, METAANALYSIS, COMMON, HEALTH, RARE, HYPERALDOSTERONISM, Disease, Bioinformatics, Cardiovascular Diseases/epidemiology/genetics, Risk Factors, 80 and over, GWAS, Cells, Cultured, 11 Medical and Health Sciences, ddc:616, Genetics & Heredity, Aged, 80 and over, Cultured, medicine.diagnostic_test, CARDIOVASCULAR RISK, Genetic analysis, Million Veteran Program, Genetics, Population/methods, Single Nucleotide, Middle Aged, PREVALENCE, 3. Good health, Pulse pressure, VINTAGE, Cardiovascular Diseases, Blood pressure, Medical genetics, Female, Medical Genetics, Life Sciences & Biomedicine, Genetic Testing/methods, Adult, medicine.medical_specialty, Blood Pressure/genetics, Cells, Quantitative Trait Loci, Biology, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, SDG 3 - Good Health and Well-being, Human Umbilical Vein Endothelial Cells, Genetics, medicine, Humans, Medicine [Science], Genetic Predisposition to Disease, Genetic Testing, Polymorphism, HEALTHY, Life Style, Medicinsk genetik, Aged, Genetic testing, Genetic association, Science & Technology, Cardiovascular Diseases/epidemiology, 06 Biological Sciences, Genetic architecture, Genetics, Population, 030104 developmental biology, Genetic Loci, [SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie, 3111 Biomedicine, Hypertension/genetics, Genome-Wide Association Study, Developmental Biology
Abstract

High blood pressure is a highly heritable and modifiable risk factor for cardiovascular disease. We report the largest genetic association study of blood pressure traits (systolic, diastolic and pulse pressure) to date in over 1 million people of European ancestry. We identify 535 novel blood pressure loci that not only offer new biological insights into blood pressure regulation but also highlight shared genetic architecture between blood pressure and lifestyle exposures. Our findings identify new biological pathways for blood pressure regulation with potential for improved cardiovascular disease prevention in the future. NMRC (Natl Medical Research Council, S’pore) MOH (Min. of Health, S’pore)

Published
2018
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16. The biological impact of blood pressure-associated genetic variants in the natriuretic peptide receptor C gene on human vascular smooth muscle

Author

Adrian J. Hobbs, Mark J. Caulfield, Helen R. Warren, Meixia Ren, Borbala Mifsud, Fu Liang Ng, Andrea Townsend-Nicholson, Patricia B. Munroe, Shu Ye, Kate Witkowska, Jia Zhilong, Ruoxin Zhang, Claudia P. Cabrera, Michael Baron, and Qingzhong Xiao

Subjects
0301 basic medicine, Linkage disequilibrium, medicine.medical_specialty, Vascular smooth muscle, Genotype, Myocytes, Smooth Muscle, Genome-wide association study, Blood Pressure, Biology, Polymorphism, Single Nucleotide, Linkage Disequilibrium, Muscle, Smooth, Vascular, 03 medical and health sciences, Gene Frequency, Internal medicine, Calcium flux, Genetics, medicine, Humans, Allele, Association Studies Article, Molecular Biology, Genetics (clinical), Genetic association, Natriuretic peptide receptor activity, Endothelial Cells, Genetic Variation, General Medicine, Molecular biology, NPR2, 030104 developmental biology, Endocrinology, Hypertension, Databases, Nucleic Acid, Receptors, Atrial Natriuretic Factor, Genome-Wide Association Study, Signal Transduction
Abstract

Elevated blood pressure (BP) is a major global risk factor for cardiovascular disease. Genome-wide association studies have identified several genetic variants at the NPR3 locus associated with BP, but the functional impact of these variants remains to be determined. Here we confirmed, by a genome-wide association study within UK Biobank, the existence of two independent BP-related signals within NPR3 locus. Using human primary vascular smooth muscle cells (VSMCs) and endothelial cells (ECs) from different individuals, we found that the BP-elevating alleles within one linkage disequilibrium block identified by the sentinel variant rs1173771 was associated with lower endogenous NPR3 mRNA and protein levels in VSMCs, together with reduced levels in open chromatin and nuclear protein binding. The BP-elevating alleles also increased VSMC proliferation, angiotensin II-induced calcium flux and cell contraction. However, an analogous genotype-dependent association was not observed in vascular ECs. Our study identifies novel, putative mechanisms for BP-associated variants at the NPR3 locus to elevate BP, further strengthening the case for targeting NPR-C as a therapeutic approach for hypertension and cardiovascular disease prevention.

Published
2017

17. Enhanced Energetic State and Protection from Oxidative Stress in Human Myoblasts Overexpressing BMI1

Author

M. Ragazzi, Paul Knopp, Michael R. Barnes, Silvia Dibenedetto, Matthew J. Ellis, Claudia P. Cabrera, Aleksandar Radunovic, Silvia Marino, Lesley G. Robson, Maria Victoria Niklison-Chirou, Francesco Tedesco, and Valentina Di Foggia

Subjects
0301 basic medicine, Biopsy, Duchenne muscular dystrophy, Gene Expression, medicine.disease_cause, Biochemistry, Myoblasts, Mice, Myocyte, lcsh:QH301-705.5, Wasting, Cells, Cultured, Cell Line, Transformed, satellite cells, Polycomb Repressive Complex 1, lcsh:R5-920, muscle regeneration, Cell Differentiation, Mitochondria, Cell biology, medicine.anatomical_structure, medicine.symptom, lcsh:Medicine (General), Oxidation-Reduction, myopathy, Satellite Cells, Skeletal Muscle, DNA damage, oxidative phosphorylation, Polycomb gene, macromolecular substances, Biology, Article, 03 medical and health sciences, DMD, Genetics, medicine, Animals, Humans, Regeneration, Muscle, Skeletal, Gene, Cell Proliferation, Skeletal muscle, Cell Biology, medicine.disease, Muscular Dystrophy, Duchenne, Disease Models, Animal, Oxidative Stress, 030104 developmental biology, lcsh:Biology (General), BMI1, Energy Metabolism, Oxidative stress, DNA Damage, Developmental Biology
Abstract

Summary The Polycomb group gene BMI1 is essential for efficient muscle regeneration in a mouse model of Duchenne muscular dystrophy, and its enhanced expression in adult skeletal muscle satellite cells ameliorates the muscle strength in this model. Here, we show that the impact of mild BMI1 overexpression observed in mouse models is translatable to human cells. In human myoblasts, BMI1 overexpression increases mitochondrial activity, leading to an enhanced energetic state with increased ATP production and concomitant protection against DNA damage both in vitro and upon xenografting in a severe dystrophic mouse model. These preclinical data in mouse models and human cells provide a strong rationale for the development of pharmacological approaches to target BMI1-mediated mitochondrial regulation and protection from DNA damage to sustain the regenerative potential of the skeletal muscle in conditions of chronic muscle wasting., Highlights • BMI1 overexpression enhances energetic state in human dystrophic myoblasts • It protects the cells from DNA damage both in vitro and in vivo in a dystrophic model • BMI1 expression is reduced in chronic muscle wasting independently of its etiology, In this article, Marino and colleagues show that BMI1 overexpression in human myoblasts enhanced their energetic state while conferring protection from DNA damage both in vitro and in vivo upon xenografting in a dystrophic mouse model. These preclinical data provide a strong rationale for the development of pharmacological approaches to target BMI1-mediated mitochondrial regulation and protection from DNA damage to sustain the regenerative potential of the skeletal muscle.

Published
2017
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18. Artesunate Protects Against the Organ Injury and Dysfunction Induced by Severe Hemorrhage and Resuscitation

Author

Regina Sordi, Christoph Thiemermann, Hew D.T. Torrance, Kiran K. Nandra, Massimo Collino, Michael R. Barnes, Fausto Chiazza, Florence L. Johnson, Noriaki Yamada, Claudia P. Cabrera, Karim Brohi, and Nimesh S. A. Patel

Subjects
Male, 0301 basic medicine, medicine.medical_specialty, Multiple Organ Failure, Resuscitation, Treatment outcome, Artesunate, Translational research, Shock, Hemorrhagic, Protective Agents, Marie curie, Random Allocation, 03 medical and health sciences, Nursing, medicine, Animals, media_common.cataloged_instance, Rats, Wistar, European union, media_common, Random allocation, business.industry, Organ protection, Combined Modality Therapy, Artemisinins, Rats, Surgery, Treatment Outcome, 030104 developmental biology, Christian ministry, business, Biomarkers
Abstract

To evaluate the effects of artesunate on organ injury and dysfunction associated with hemorrhagic shock (HS) in the rat.HS is still a common cause of death in severely injured patients and is characterized by impairment of organ perfusion, systemic inflammatory response, and multiple organ failure. There is no specific therapy that reduces organ injury/dysfunction. Artesunate exhibits pharmacological actions beyond its antimalarial activity, such as anticancer, antiviral, and anti-inflammatory effects.Rats were submitted to HS. Mean arterial pressure was reduced to 30 mm Hg for 90 minutes, followed by resuscitation. Rats were randomly treated with artesunate (2.4 or 4.8 mg/kg i.v.) or vehicle upon resuscitation. Four hours later, parameters of organ injury and dysfunction were assessed.Artesunate attenuated the multiple organ injury and dysfunction caused by HS. Pathway analysis of RNA sequencing provided good evidence to support an effect of artesunate on the Akt-survival pathway, leading to downregulation of interleukin-1 receptor-associated kinase 1. Using Western blot analysis, we confirmed that treatment of HS rats with artesunate enhanced the phosphorylation (activation) of Protein kinase B (Akt) and endothelial nitric oxide synthase and the phosphorylation (inhibition) of glycogen synthase kinase-3β (GSK-3β). Moreover, artesunate attenuated the HS-induced activation of nuclear factor kappa B and reduced the expression of proinflammatory proteins (inducible nitric oxide synthase, tumor necrosis factor-α, and interleukin 6).Artesunate attenuated the organ injury/dysfunction associated with HS by a mechanism that involves the activation of the Akt-endothelial nitric oxide synthase survival pathway, and the inhibition of glycogen synthase kinase-3β and nuclear factor kappa B. A phase II clinical trial evaluating the effects of good manufacturing practice-artesunate in patients with trauma and severe hemorrhage is planned.

Published
2017
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19. Genome-Wide analysis of left ventricular image-derived phenotypes identifies fourteen loci associated with cardiac morphogenesis and heart failure development

Author

Kent D. Taylor, Stefan K. Piechnik, Joao A.C. Lima, Nay Aung, Kenneth Fung, Chaojie Yang, Steffen E. Petersen, Stefan Neubauer, David A. Bluemke, Patricia B. Munroe, Jose D. Vargas, Helen R. Warren, Evan Tzanis, Jerome I. Rotter, Michael R. Barnes, Ani Manichaikul, and Claudia P. Cabrera

Subjects
Male, Genotype, left ventricle, Heart Ventricles, Genome wide analysis, Magnetic Resonance Imaging, Cine, Genome-wide association study, Computational biology, 030204 cardiovascular system & hematology, Ventricular Function, Left, 03 medical and health sciences, 0302 clinical medicine, Original Research Articles, Physiology (medical), Morphogenesis, Humans, Medicine, Cardiac morphogenesis, Aged, 030304 developmental biology, Heart Failure, 0303 health sciences, genome-wide association study, Ventricular Remodeling, business.industry, Heart, Middle Aged, medicine.disease, Phenotype, 3. Good health, Genetic Loci, Heart failure, Risk stratification, ComputingMethodologies_DOCUMENTANDTEXTPROCESSING, Female, Cardiology and Cardiovascular Medicine, business
Abstract

Supplemental Digital Content is available in the text., Background: The genetic basis of left ventricular (LV) image-derived phenotypes, which play a vital role in the diagnosis, management, and risk stratification of cardiovascular diseases, is unclear at present. Methods: The LV parameters were measured from the cardiovascular magnetic resonance studies of the UK Biobank. Genotyping was done using Affymetrix arrays, augmented by imputation. We performed genome-wide association studies of 6 LV traits—LV end-diastolic volume, LV end-systolic volume, LV stroke volume, LV ejection fraction, LV mass, and LV mass to end-diastolic volume ratio. The replication analysis was performed in the MESA study (Multi-Ethnic Study of Atherosclerosis). We identified the candidate genes at genome-wide significant loci based on the evidence from extensive bioinformatic analyses. Polygenic risk scores were constructed from the summary statistics of LV genome-wide association studies to predict the heart failure events. Results: The study comprised 16 923 European UK Biobank participants (mean age 62.5 years; 45.8% men) without prevalent myocardial infarction or heart failure. We discovered 14 genome-wide significant loci (3 loci each for LV end-diastolic volume, LV end-systolic volume, and LV mass to end-diastolic volume ratio; 4 loci for LV ejection fraction, and 1 locus for LV mass) at a stringent P

Published
2019
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20. Over 1000 genetic loci influencing blood pressure with multiple systems and tissues implicated

Author

Michael R. Barnes, Fu Liang Ng, Mark J. Caulfield, Hannah L Nicholls, Patricia B. Munroe, Ajay Gupta, and Claudia P. Cabrera

Subjects
0301 basic medicine, Invited Review Article, In silico, Quantitative Trait Loci, Genome-wide association study, Genomics, Blood Pressure, 030204 cardiovascular system & hematology, Biology, Polymorphism, Single Nucleotide, 03 medical and health sciences, 0302 clinical medicine, Risk Factors, Genetic variation, Pleiotropism, Genetics, Genetic Pleiotropy, Animals, Humans, Genetic Predisposition to Disease, Molecular Biology, Gene, Genetics (clinical), 11 Medical and Health Sciences, Genetic association, Genetics & Heredity, General Medicine, 06 Biological Sciences, 030104 developmental biology, Gene Ontology, Phenotype, Genetic Loci, Hypertension, Software, Genome-Wide Association Study
Abstract

High blood pressure (BP) remains the major heritable and modifiable risk factor for cardiovascular disease. Persistent high BP, or hypertension, is a complex trait with both genetic and environmental interactions. Despite swift advances in genomics, translating new discoveries to further our understanding of the underlying molecular mechanisms remains a challenge. More than 500 loci implicated in the regulation of BP have been revealed by genome-wide association studies (GWAS) in 2018 alone, taking the total number of BP genetic loci to over 1000. Even with the large number of loci now associated to BP, the genetic variance explained by all loci together remains low (~5.7%). These genetic associations have elucidated mechanisms and pathways regulating BP, highlighting potential new therapeutic and drug repurposing targets. A large proportion of the BP loci were discovered and reported simultaneously by multiple research groups, creating a knowledge gap, where the reported loci to date have not been investigated in a harmonious way. Here, we review the BP-associated genetic variants reported across GWAS studies and investigate their potential impact on the biological systems using in silico enrichment analyses for pathways, tissues, gene ontology and genetic pleiotropy.

Published
2019

21. Differentially expressed genes for atrial fibrillation identified by RNA sequencing from paired human left and right atrial appendages

Author

Kristie Wood, Kulvinder Lall, Alison M. Thomas, Malcolm Finlay, Muriel Nobles, Andrew Tinker, Charles A. Mein, Michael R. Barnes, Richard J. Schilling, Patricia B. Munroe, and Claudia P. Cabrera

Subjects
0301 basic medicine, Male, Physiology, Atrial Appendage, Down-Regulation, 030204 cardiovascular system & hematology, Biology, Bioinformatics, Real-Time Polymerase Chain Reaction, Cohort Studies, 03 medical and health sciences, 0302 clinical medicine, Gene expression, Atrial Fibrillation, Genetics, medicine, Humans, cardiovascular diseases, Coronary Artery Bypass, Wnt Signaling Pathway, Aged, Aged, 80 and over, Sequence Analysis, RNA, RNA, Atrial fibrillation, Clathrin-Coated Vesicles, Middle Aged, medicine.disease, Up-Regulation, 030104 developmental biology, Differentially expressed genes, cardiovascular system, Female, Collagen, Transcriptome, Signal Transduction, Research Article
Abstract

Atrial fibrillation is a significant worldwide contributor to cardiovascular morbidity and mortality. Few studies have investigated the differences in gene expression between the left and right atrial appendages, leaving their characterization largely unexplored. In this study, differential gene expression was investigated in atrial fibrillation and sinus rhythm using left and right atrial appendages from the same patients. RNA sequencing was performed on the left and right atrial appendages from five sinus rhythm (SR) control patients and five permanent AF case patients. Differential gene expression in both the left and right atrial appendages was analyzed using the Bioconductor package edgeR. A selection of differentially expressed genes, with relevance to atrial fibrillation, were further validated using quantitative RT-PCR. The distribution of the samples assessed through principal component analysis showed distinct grouping between left and right atrial appendages and between SR controls and AF cases. Overall 157 differentially expressed genes were identified to be downregulated and 90 genes upregulated in AF. Pathway enrichment analysis indicated a greater involvement of left atrial genes in the Wnt signaling pathway whereas right atrial genes were involved in clathrin-coated vesicle and collagen formation. The differing expression of genes in both left and right atrial appendages indicate that there are different mechanisms for development, support and remodeling of AF within the left and right atria.

Published
2019

22. Trans-ethnic association study of blood pressure determinants in over 750,000 individuals

Author

Dennis O. Mook-Kanamori, J M Gaziano, Harst Pvd., Derek Klarin, K A Birdwell, Josh C. Denny, Martin Farrall, Thibaud Boutin, Najim Lahrouchi, Nabi Shah, Scott M. Damrauer, Cecilia P. Chung, Neil Poulter, Herzig K-H., E E Siew, John Concato, Yan V. Sun, Sara M. Willems, Louise V. Wain, Philip S. Tsao, Massimo Mangino, Wei W-Q., Ioanna Ntalla, Brian S. Mautz, David Schlessinger, Daniel I. Chasman, Branwen J. Hennig, Christopher Newton-Cheh, Michael E. Matheny, Palmer Cna., Caroline Hayward, Zhao J-H., Eleftheria Zeggini, Paul Elliott, C M Lindgren, Praveen Surendran, Csaba P. Kovesdy, Jacob M. Keaton, Chengxiang Qiu, Claudia Langenberg, Christopher Oldmeadow, Stéphanie Debette, D.R. Velez Edwards, Evangelos Evangelou, Howson Jmm., Adriana M. Hung, Yaomin Xu, Nicholas J. Wareham, James P. Cook, Scott L. DuVall, Peter Almgren, Jacklyn N. Hellwege, Sébastien Thériault, Helen R. Warren, Jian'an Luan, Ching-Ti Liu, Christopher J. O'Donnell, Michael Boehnke, Peter S. Sever, Ruifang Li-Gao, Cassianne Robinson-Cohen, Robert A. Scott, Muralidharan Sargurupremraj, Mark J. Caulfield, Jarvelin M-R., Tim D. Spector, Todd L. Edwards, Elena V. Feofanova, Francesco Cucca, Jihwan Park, Savita Karthikeyan, J C Smith, Wilson Pwf., Markku Laakso, Ayush Giri, Christianne L. Roumie, Rojesh Shrestha, Claudia P. Cabrera, Kelly Cho, Laura J. Scott, Elvis A. Akwo, Yu Wang, Tom G. Richardson, Patricia B. Munroe, Eric S. Torstenson, Katalin Susztak, John Attia, Bruce M. Psaty, Aldi T. Kraja, Olle Melander, Nicholas J. Timpson, George Dedoussis, Paul M. Ridker, Niek Verweij, David Conen, Philippe Amouyel, Otis D. Wilson, Nuno Sepúlveda, 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), Cardiology, ACS - Heart failure & arrhythmias, Cardiovascular Centre (CVC), Luan, Jian'an [0000-0003-3137-6337], Zhao, Jing Hua [0000-0003-4930-3582], Surendran, Praveen [0000-0002-4911-6077], Karthikeyan, Savita [0000-0002-4798-5746], Langenberg, Claudia [0000-0002-5017-7344], Wareham, Nicholas [0000-0003-1422-2993], Howson, Joanna [0000-0001-7618-0050], and Apollo - University of Cambridge Repository

Subjects
Male, LOCI, Gene Expression, Physiology, Blood Pressure, Genome-wide association study, IDENTIFIES 8, Mice, 0302 clinical medicine, Ethnicity, PARTITIONING HERITABILITY, Genetics & Heredity, 0303 health sciences, Kidney, Blood Pressure-International Consortium of Exome Chip Studies, Million Veteran Program, PULSE PRESSURE, 11 Medical And Health Sciences, Middle Aged, Up-Regulation, 3. Good health, Pulse pressure, Kidney Tubules, medicine.anatomical_structure, VINTAGE, International Consortium for Blood Pressure, AUTOSOMAL-DOMINANT HYPERTENSION, Female, Life Sciences & Biomedicine, Understanding Society Scientific Group, Adolescent, Diastole, Single-nucleotide polymorphism, Biology, Polymorphism, Single Nucleotide, 03 medical and health sciences, Genetics, medicine, Animals, Humans, GENOME-WIDE ASSOCIATION, Gene, 030304 developmental biology, Genetic association, Science & Technology, 06 Biological Sciences, GLOBAL BURDEN, MEAN ARTERIAL, GENE, Blood pressure, [SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie, SOLUBLE GUANYLYL CYCLASE, Transcriptome, 030217 neurology & neurosurgery, Genome-Wide Association Study, Developmental Biology
Abstract

International audience; In this trans-ethnic multi-omic study, we reinterpret the genetic architecture of blood pressure to identify genes, tissues, phenomes and medication contexts of blood pressure homeostasis. We discovered 208 novel common blood pressure SNPs and 53 rare variants in genome-wide association studies of systolic, diastolic and pulse pressure in up to 776,078 participants from the Million Veteran Program (MVP) and collaborating studies, with analysis of the blood pressure clinical phenome in MVP. Our transcriptome-wide association study detected 4,043 blood pressure associations with genetically predicted gene expression of 840 genes in 45 tissues, and mouse renal single-cell RNA sequencing identified upregulated blood pressure genes in kidney tubule cells.

Published
2019
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23. The narrow-sense and common single nucleotide polymorphism heritability of early repolarization

Author

Harriëtte Riese, Harold Snieder, Tim D. Spector, Nilesh J. Samani, Yi Gang, Wibke Reinhard, Elijah R. Behr, Fruhling Rijsdijk, Claudia P. Cabrera, Rachel Bastiaenen, Christian Hengstenberg, Yalda Jamshidi, Ilja M. Nolte, Helen R. Warren, Christopher P. Nelson, Patricia B. Munroe, Henry O'Connor, Life Course Epidemiology (LCE), and Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE)

Subjects
Adult, Male, Benign early repolarization, Restricted maximum likelihood, Twins, Single-nucleotide polymorphism, Genome-wide association study, 030204 cardiovascular system & hematology, Polymorphism, Single Nucleotide, Cohort Studies, Heritability, Electrocardiography, 03 medical and health sciences, 0302 clinical medicine, Common single nucleotide polymorphisms, Diseases in Twins, Genetic predisposition, Humans, SNP, Medicine, Genetic Predisposition to Disease, Registries, 030212 general & internal medicine, Aged, Genetic association, Genetics, business.industry, Early repolarization, Arrhythmias, Cardiac, Middle Aged, United Kingdom, Sudden cardiac death, Death, Sudden, Cardiac, Female, Cardiology and Cardiovascular Medicine, business, Genome-Wide Association Study
Abstract

BACKGROUND: Early repolarization (ER) is a risk marker for sudden cardiac death. Higher risk is associated with horizontal/descending ST-segment ER in the inferior or inferolateral ECG leads. Studies in family cohorts have demonstrated substantial heritability for the ER pattern, but genome-wide association studies (GWAS) have failed to identify statistically significant and replicable genetic signals.METHODS AND RESULTS: We assessed the narrow-sense and common single nucleotide polymorphism (SNP) heritability of ER and ER subtypes using ECG data from 5829 individuals (TwinsUK, BRIGHT and GRAPHIC cohorts). ER prevalence was 8.3%. In 455 monozygous vs 808 dizygous twin pairs, concordances and twin correlations for ER subtypes (except horizontal/descending ST-segment ER) were higher and familial resemblance (except notched ER) was significant. Narrow-sense heritability estimates derived from 1263 female twin pairs using the structural equation program Mx ranged from 0.00-0.47 and common SNP heritability estimates derived from 4009 unrelated individuals of both sexes using Genome-wide Restricted Maximum Likelihood (GREML) ranged from 0.00-0.36, but none were statistically significant.CONCLUSION: From our data, ER shows limited genetic predisposition. There appears to be significant environmental influence and these modest narrow-sense and common SNP heritability estimates may explain why previous GWAS have been unsuccessful.

Published
2018
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24. Genetic analysis of over one million people identifies 535 novel loci for blood pressure

Author

Lorenz Risch, Anne-Claire Vergnaud, Nguyen Quang Tri, Rona J. Strawbridge, Alan F. Wright, Francesco Cucca, Evan Tzanis, Caterina Barbieri, Jaakko Tuomilehto, Louise V. Wain, Jonathan Marten, James F. Wilson, Christopher Newton-Cheh, Reedik Mägi, Olli T. Raitakari, Peter W.F. Wilson, Joris Deelen, Morris Brown, Anna Morgan, Nabi Shah, Weihua Zhang, Ganesh Chauhan, Gail Davies, Peter S. Braund, Bram P. Prins, Alison Pattie, Marcus Dörr, Zoltán Kutalik, Marco Brumat, Franco Giulianini, Rainer Rettig, Uwe Völker, Georgios Ntritsos, Teresa Nutile, Todd L. Edwards, Albertine J. Oldehinkel, Christopher J. O'Donnell, Jaume Marrugat, Evangelos Evangelou, Nilesh J. Samani, Pekka Jousilahti, Dorret I. Boomsma, Harry Campbell, Francis S. Collins, Tim D. Spector, Simon Thom, Sarah E. Harris, Heather J. Cordell, Helen R. Warren, Cinzia Sala, Peter P. Pramstaller, Seppo Koskinen, Paul F. O'Reilly, Aravinda Chakravarti, Joshua C. Bis, Archie Campbell, Bernard Keavney, Sébastien Thériault, Gonneke Willemsen, Lynda M. Rose, Massimiliano Cocca, Jennifer E. Huffman, Meixia Ren, Massimo Mangino, Markus Perola, Joanna M. M. Howson, David Mosen-Ansorena, Harriëtte Riese, Martin Farrall, Albert V. Smith, Lenore J. Launer, Marina Ciullo, Antti-Pekka Sarin, Veikko Salomaa, Ilaria Gandin, Kent D. Taylor, Peter S. Sever, Markku Laakso, André G. Uitterlinden, Yan V. Sun, Raymond Noordam, Renée de Mutsert, Alan L. James, Jing Hua Zhao, Stefan Enroth, Andrew D. Morris, David S. Siscovick, Andrew D. Johnson, Igor Rudan, Tõnu Esko, Jun Ding, David P. Strachan, Martin D. Tobin, Christopher P. Nelson, Daniela Toniolo, J. Wouter Jukema, Vilmundur Gudnason, Borbala Mifsud, Marty Larson, Andrew A. Hicks, Adriana M. Hung, Antonietta Robino, Ruifang Li-Gao, Paul Elliott, Anne U. Jackson, Michela Traglia, Martin H. de Borst, Germaine C. Verwoert, Rheinhold Schmidt, Fabiola M Del Greco, Åsa Johansson, Anders Hamsten, Csaba P. Kovesdy, Mark J. Caulfield, Cumhur Y Demirkale, John M. C. Connell, Jian'an Luan, K. Witkowska, Georg Ehret, Cecilia M. Lindgren, Oscar H. Franco, Yongmei Liu, Ioanna Tzoulaki, Eric Boerwinkle, Catharina A. Hartman, Muralidharan Sargurupremraj, Claudia Langenberg, J. Michael Gaziano, Peter K. Joshi, Cornelia M. van Duijn, Maris Laan, Nick Shrine, Peter J. van der Most, Michael Boehnke, Leo-Pekka Lyytikäinen, Samuli Ripatti, Ben A. Oostra, Robert A. Scott, Lingchan Lu, Edward G. Lakatta, Yasaman Saba, Daniel Levy, Li Lin, Harold Schneider, Alex S. F. Doney, Michael R. Barnes, Najaf Amin, Hugh Watkins, Paul M. Ridker, Janina S Reid, Ayush Giri, Sekar Kathiresan, Lorna M. Lopez, Mike A. Nalls, Marina Evangelou, Erik Ingelsson, Lili Milani, Alice Stanton, Ozren Polasek, Sara M. Willems, Colin N. A. Palmer, Stéphanie Debette, Dan E. Arking, Helena Schmidt, Paul Knekt, John M. Starr, Yong Qian, Cristina Menni, Yuri Milaneschi, Christophe Tzourio, Tamara B. Harris, Kristin L. Ayers, Peter Vollenweider, Paolo Gasparini, Dennis O. Mook-Kanamori, Rodney J. Scott, Sandosh Padmanabhan, Anubha Mahajan, Peter Almgren, Jacklyn N. Hellwege, Teemu J. Niiranen, Mika Kähönen, Shih-Jen Hwang, Elizabeth G. Holliday, Edith Hofer, Priyanka Nandakumar, Peter J. Munson, Rick Jansen, Andrew P. Morris, Walter Palmas, Ilja M. Nolte, Siim Sõber, Thibaud Boutin, Ahmad Vaez, Albert Hofman, He Gao, Brenda W.J.H. Penninx, Neil Poulter, Alan J. Gow, Caroline Hayward, Nicholas J. Wareham, Elin Org, Philip S. Tsao, Claudia P. Cabrera, Aki S. Havulinna, Dragana Vuckovic, Kelly Cho, Jie Yao, Lars Lind, Jerome I. Rotter, David J. Stott, Ivana Kolcic, Wei-Yu Lin, Tatijana Zemunik, Tineka Blake, Kenneth Rice, Veronique Vitart, Alanna C. Morrison, Kay-Tee Khaw, Marjo-Riitta Järvelin, Guillaume Paré, Jouke-Jan Hottenga, Giorgia Girotto, Chiara Batini, Niki Dimou, Stella Trompet, John Danesh, Annette Peters, Alexander Teumer, Ulf Gyllensten, Joanne Knight, Vilmantas Giedraitis, Morris A. Swertz, Jaspal S. Kooner, Niek Verweij, Ibrahim Karaman, Murielle Bochud, Christian Gieger, Ruth J. F. Loos, Daniella Ruggiero, Arno Palotie, David Conen, Raha Pazoki, Denis C. Shields, Rossella Sorice, Philippe Amouyel, Gonçalo R. Abecasis, Andres Metspalu, John Attia, Bruce M. Psaty, Sarah H. Wild, Patricia B. Munroe, Daniel I. Chasman, Ollie Melander, John C. Chambers, Roby Joehanes, Eleftheria Zeggini, Johan Sundström, Chrysovalanto Mamasoula, Benjamin Lehne, Kati Kristiansson, Christopher Oldmeadow, Eco J. C. de Geus, A. Mesut Erzurumluoglu, Anuj Goel, Adam S. Butterworth, Digna R. Velez Edwards, Xiuqing Guo, Antti Jula, Praveen Surendran, Terho Lehtimäki, Mattias Frånberg, Teresa Ferreira, Ian J. Deary, David C. Liewald, Pim van der Harst, Erwin P. Bottinger, Roberto Elosua, and Fu Liang Ng

Subjects
Genetics, 0303 health sciences, Diastole, Disease, 030204 cardiovascular system & hematology, Biology, Precision medicine, Genetic analysis, 3. Good health, Pulse pressure, 03 medical and health sciences, 0302 clinical medicine, Blood pressure, Disease prevention, 030304 developmental biology, Genetic association
Abstract

High blood pressure is the foremost heritable global risk factor for cardiovascular disease. We report the largest genetic association study of blood pressure traits to date (systolic, diastolic, pulse pressure) in over one million people of European ancestry. We identify 535 novel blood pressure loci that not only offer new biological insights into blood pressure regulation but also reveal shared loci influencing lifestyle exposures. Our findings offer the potential for a precision medicine strategy for future cardiovascular disease prevention.

Published
2017
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25. Corrigendum: Genome-wide association analysis identifies novel blood pressure loci and offers biological insights into cardiovascular risk

Author

Neil R Poulter, Barnes, Danish Saleheen, Borbala Mifsud, Tobin, Aravinda Chakravarti, Ioanna Tzoulaki, Meixia Ren, Ching-Ti Liu, MA Said, Char Genome, Ron T. Gansevoort, Simon A. McG. Thom, Claudia P. Cabrera, Niek Verweij, Norihiro Kato, Evangelos Evangelou, Patricia B. Munroe, Igb Pressure, John M. C. Connell, Paul F. O'Reilly, R Magi, Peter S. Sever, Paul Elliott, Icbp Icbp, John C. Chambers, Morris J. Brown, J. Marten, Mps Lepe, Alice Stanton, Sandosh Padmanabhan, Daniel Levy, He Gao, Denis C. Shields, Marie Loh, Jmm Howson, Mark J. Caulfield, James P. Cook, Helen R. Warren, E-Shyong Tai, David J. Porteous, Fotios Drenos, Jaspal S. Kooner, Bernard Keavney, P. van der Harst, Maris Alver, Christopher Newton-Cheh, A. Metspalu, Martin Farrall, Praveen Surendran, Caroline Hayward, Joanne Knight, Maciej Tomaszewski, Jiang He, Ioanna Ntalla, C M Lindgren, Daniel I. Chasman, T Esko, Harold Snieder, Sjl Bakker, Ibrahim Karaman, Louise V. Wain, G. Ehret, Aldi T. Kraja, Rajiv Chowdhury, Nilesh J. Samani, and Pfizer Inc

Subjects
International Consortium of Blood Pressure (ICBP) 1000G Analyses, The CHD Exome+ Consortium, The ExomeBP Consortium, The T2D-GENES Consortium, The GoT2DGenes Consortium, The Cohorts for Heart and Ageing Research in Genome Epidemiology (CHARGE) BP Exome Consortium, The International Genomics of Blood Pressure (iGEN-BP) Consortium, College health, medicine.medical_specialty, media_common.quotation_subject, UK Biobank CardioMetabolic Consortium BP working group, Library science, Translational research, 030204 cardiovascular system & hematology, Biology, 03 medical and health sciences, 0302 clinical medicine, Excellence, Health care, Genetics, medicine, Genome-Wide Association Analysis, media_common, business.industry, Public health, 11 Medical And Health Sciences, 06 Biological Sciences, Medical research, Biobank, business, 030217 neurology & neurosurgery, Developmental Biology
Abstract

HRW, CPC, MR, MRB, PBM, MB and MJC were funded by the National Institutes for Health Research (NIHR) as part of the portfolio of translational research of the NIHR Biomedical Research Unit at Barts and The London School of Medicine and Dentistry. HG was funded by the NIHR Imperial College Health Care NHS Trust and Imperial College London Biomedical Research Centre. MR was a recipient from China Scholarship Council (No. 2011632047). BM holds an MRC eMedLab Medical Bioinformatics Career Development Fellowship, funded from award MR/L016311/1. JMMH was funded by the UK Medical Research Council (G0800270), British Heart Foundation (SP/09/002), UK National Institute for Health Research Cambridge Biomedical Research Centre, European Research Council (268834), European Commission Framework Programme 7 (HEALTH-F2-2012-279233). BK holds a British Heart Foundation Personal Chair (CH/13/2/30154). NJS holds a chair funded by the British Heart Foundation and is a NIHR Senior Investigator. FD was funded by the MRC Unit at the University of Bristol (MC_UU_12013/1-9). PSu was funded by the UK Medical Research Council (G0800270). CL and AK were funded by the NHLBI intramural funding. CNC was funded by the National Institutes of Health (HL113933, HL124262). PVDH was funded by the ZonMw grant 90.700.441, Marie Sklodowska-Curie GF (call: H2020- MSCA-IF-2014, Project ID: 661395). NV was supported by Marie Sklodowska-Curie GF grant (661395) and ICIN-NHI. NP received funding from the UK National Institute for Health Research Biomedical Research Centre at Imperial College Healthcare NHS Trust and Imperial College London and also from his Senior Investigator Award. PS was supported by the NIHR Biomedical Research Centre at Imperial College Healthcare NHS Trust and Imperial College London. ST was supported by the NIHR Biomedical Research Centre at Imperial College Healthcare NHS Trust and Imperial College London. PFO received funding from the UK Medical Research Council (MR/N015746/1) and the Wellcome Trust (109863/Z/15/Z). IK was supported by the EU PhenoMeNal project (Horizon 2020, 654241). AC was funded by the National Institutes of Health (HL128782, HL086694). MF was supported by the Wellcome Trust core award (090532/Z/09/Z) and the BHF Centre of Research Excellence, Oxford (RE/13/1/30181). CH was funded by an MRC core grant for QTL in Health and Disease programme. Some of this work used the ALICE and SPECTRE High Performance Computing Facilities at the University of Leicester. MJC is a National Institute for Health Research (NIHR) senior investigator. PE is a National Institute for Health Research (NIHR) senior investigator and acknowledges support from the NIHR Biomedical Research Centre at Imperial College Healthcare NHS Trust and Imperial College London, and the NIHR Health Protection Research Unit in Health Impact of Environmental Hazards (HPRU-2012-10141). As director of the MRC-PHE Centre for Environment and Health, PE acknowledges support from the Medical Research Council and Public Health England (MR/L01341X/1). This work used the computing resources of the UK MEDical BIOinformatics partnership - aggregation, integration, visualisation and analysis of large, complex data (UK MED-BIO) which is supported by the Medical Research Council (MR/L01632X/1). This research was supported by the British Heart Foundation (grant SP/13/2/30111). Project title: Large-scale comprehensive genotyping of UK Biobank for cardiometabolic traits and diseases: UK CardioMetabolic Consortium (UKCMC).

Published
2017

26. Novel Blood Pressure Locus and Gene Discovery Using Genome-Wide Association Study and Expression Data Sets from Blood and the Kidney

Author

Peter Vollenweider, Christophe Tzourio, Stefan Enroth, Cinzia Sala, Mark J. Caulfield, Murielle Bochud, Peter P. Pramstaller, Ozren Polasek, Paul Elliott, Dennis O. Mook-Kanamori, Daniel I. Chasman, Christian Gieger, Harriëtte Riese, Rodney J. Scott, Cristina Menni, Anubha Mahajan, Elizabeth G. Holliday, Ilja M. Nolte, Priyanka Nandakumar, Tatijana Zemunik, Dragana Vuckovic, Tõnu Esko, Franco Giulianini, Michael Boehnke, Antonietta Robino, Anne U. Jackson, Roby Joehanes, Alanna C. Morrison, Kay-Tee Khaw, Alison Pattie, Peter J. van der Most, Mika Kähönen, Rick Jansen, Andrew D. Johnson, John M. Starr, Marcus Dörr, Anders Hamsten, Kenneth Rice, Alice Stanton, James F. Wilson, Nabi Shah, Weihua Zhang, Andrew A. Hicks, Jeffrey Damman, Jing Hua Zhao, Aarno Palotie, Veronique Vitart, Alan J. Gow, Caroline Hayward, Alan James, Ben A. Oostra, Janina S. Ried, John Beilby, David P. Strachan, Martin D. Tobin, Eco J. C. de Geus, Vilmundur Gudnason, Bruce M. Psaty, Zoltán Kutalik, Neil Poulter, Paul M. Ridker, Johan Sundström, Cornelia M. van Duijn, Eleftheria Zeggini, Christopher Oldmeadow, Borbala Mifsud, Giorgia Girotto, Aravinda Chakravarti, Jonathan Marten, Alexander Teumer, Joanne Knight, Robert A. Scott, Vilmantas Giedraitis, Paul F. O'Reilly, Marco Brumat, Brenda W.J.H. Penninx, Peter J. Munson, Olli T. Raitakari, Leo-Pekka Lyytikäinen, He Gao, Massimo Mangino, Benjamin Lehne, J. Wouter Jukema, Paul Knekt, Catharina A. Hartman, Rona J. Strawbridge, Jouke-Jan Hottenga, Jaspal S. Kooner, Nilesh J. Samani, Kristin L. Ayers, A. Mesut Erzurumluoglu, Joshua C. Bis, Archie Campbell, Dan E. Arking, Germaine C. Verwoert, John Attia, Samuli Ripatti, Yuri Milaneschi, Caterina Barbieri, Fabiola M. Del Greco, C M Lindgren, Peter K. Joshi, Helen R. Warren, Nicholas J. Wareham, Simon Thom, Seppo Koskinen, Tamara B. Harris, Ilaria Gandin, Kent D. Taylor, Andrew D. Morris, Anna Morgan, Chiara Batini, Terho Lehtimäki, Walter Palmas, David Conen, Harold Snieder, Martin H. de Borst, Sarah E. Harris, Igor Rudan, Ruth J. F. Loos, Claudia Langenberg, Anuj Goel, Christopher P. Nelson, Peter S. Braund, Rossella Sorice, Yasaman Saba, Oscar H. Franco, Yongmei Liu, Mattias Frånberg, David S. Siscovick, Patricia B. Munroe, Rainer Rettig, Michela Traglia, Daniel Levy, Li Lin, Michael R. Barnes, Elin Org, Anne-Claire Vergnaud, Andres Metspalu, Stéphanie Debette, Yusuf Demirkale, John M. C. Connell, Jian'an Luan, Paolo Gasparini, Tim D. Spector, Marina Ciullo, Antti-Pekka Sarin, Ian J. Deary, Teemu J. Niiranen, Marty Larson, Heather J. Cordell, Jerome I. Rotter, Sekar Kathiresan, Teresa Nutile, Andrew P. Morris, Denis C. Shields, Alan F. Wright, Lorna M. Lopez, Aki S. Havulinna, Gonçalo R. Abecasis, Edith Hofer, Siim Sõber, Sébastien Thériault, Ahmad Vaez, Albert Hofman, Gonneke Willemsen, Lynda M. Rose, John C. Chambers, Peter S. Sever, Maryam Abedi, André G. Uitterlinden, François Mach, Massimiliano Cocca, Sarah H Wild, Reinhold Schmidt, Jaume Marrugat, Marc A. Seelen, Maris Laan, Aude Saint Pierre, David C. Liewald, Pim van der Harst, Sandosh Padmanabhan, Martin Farrall, Georg Ehret, Albert V. Smith, Quang Tri Nguyen, Ulf Gyllensten, Helena Schmidt, Ganesh Chauhan, Jennifer E. Huffman, Morris A. Swertz, Jaakko Tuomilehto, Louise V. Wain, Meixia Ren, Erwin P. Bottinger, Roberto Elosua, Ivana Kolcic, Veikko Salomaa, Stella Trompet, Bernard Keavney, Claudia P. Cabrera, Bram P. Prins, Jennie Hui, Uwe Völker, Albertine J. Oldehinkel, Evangelos Evangelou, Pekka Jousilahti, Dorret I. Boomsma, Harry Campbell, Shih-Jen Hwang, Jie Yao, Francis S. Collins, Chrysovalanto Mamasoula, Kati Kristiansson, Markus Perola, Renée de Mutsert, Xiuqing Guo, Antti Jula, Daniela Toniolo, Ruifang Li-Gao, Åsa Johansson, Nick Shrine, Teresa Ferreira, Lars Lind, David J. Stott, Tineka Blake, Daniela Ruggiero, Mike A. Nalls, Erik Ingelsson, Colin N. A. Palmer, Christopher Newton-Cheh, Marjo-Riitta Järvelin, Guillaume Paré, Joris Deelen, Morris Brown, Gail Davies, Annette Peters, Ioanna Tzoulaki, Alex S. F. Doney, Najaf Amin, Lenore J. Launer, Hugh Watkins, Yingchang Lu, Wain, Lv, Vaez, A, Jansen, R, Joehanes, R, van der Most, Pj, Erzurumluoglu, Am, O'Reilly, Pf, Cabrera, Cp, Warren, Hr, Rose, Lm, Verwoert, Gc, Hottenga, Jj, Strawbridge, Rj, Esko, T, Arking, De, Hwang, Sj, Guo, X, Kutalik, Z, Trompet, S, Shrine, N, Teumer, A, Ried, J, Bis, Jc, Smith, Av, Amin, N, Nolte, Im, Lyytikäinen, Lp, Mahajan, A, Wareham, Nj, Hofer, E, Joshi, Pk, Kristiansson, K, Traglia, M, Havulinna, A, Goel, A, Nalls, Ma, Sõber, S, Vuckovic, Dragana, Luan, J, Del Greco, M. F, Ayers, Kl, Marrugat, J, Ruggiero, D, Lopez, Lm, Niiranen, T, Enroth, S, Jackson, Au, Nelson, Cp, Huffman, Je, Zhang, W, Marten, J, Gandin, I, Harris, Se, Zemunik, T, Lu, Y, Evangelou, E, Shah, N, de Borst, Mh, Mangino, M, Prins, Bp, Campbell, A, Li Gao, R, Chauhan, G, Oldmeadow, C, Abecasis, G, Abedi, M, Barbieri, Cm, Barnes, Mr, Batini, C, Beilby, J, Blake, T, Boehnke, M, Bottinger, Ep, Braund, P, Brown, M, Brumat, M, Campbell, H, Chambers, Jc, Cocca, M, Collins, F, Connell, J, Cordell, Hj, Damman, Jj, Davies, G, de Geus, Ej, de Mutsert, R, Deelen, J, Demirkale, Y, Doney, Asf, Dörr, M, Farrall, M, Ferreira, T, Frånberg, M, Gao, H, Giedraitis, V, Gieger, C, Giulianini, F, Gow, Aj, Hamsten, A, Harris, Tb, Hofman, A, Holliday, Eg, Hui, J, Jarvelin, Mr, Johansson, Å, Johnson, Ad, Jousilahti, P, Jula, A, Kähönen, M, Kathiresan, S, Khaw, Kt, Kolcic, I, Koskinen, S, Langenberg, C, Larson, M, Launer, Lj, Lehne, B, Liewald, Dcm, Lin, L, Lind, L, Mach, F, Mamasoula, C, Menni, C, Mifsud, B, Milaneschi, Y, Morgan, Anna, Morris, Ad, Morrison, Ac, Munson, Pj, Nandakumar, P, Nguyen, Qt, Nutile, T, Oldehinkel, Aj, Oostra, Ba, Org, E, Padmanabhan, S, Palotie, A, Paré, G, Pattie, A, Penninx, Bwjh, Poulter, N, Pramstaller, Pp, Raitakari, Ot, Ren, M, Rice, K, Ridker, Pm, Riese, H, Ripatti, S, Robino, A, Rotter, Ji, Rudan, I, Saba, Y, Saint Pierre, A, Sala, Cf, Sarin, Ap, Schmidt, R, Scott, R, Seelen, Ma, Shields, Dc, Siscovick, D, Sorice, R, Stanton, A, Stott, Dj, Sundström, J, Swertz, M, Taylor, Kd, Thom, S, Tzoulaki, I, Tzourio, C, Uitterlinden, Ag, Völker, U, Vollenweider, P, Wild, S, Willemsen, G, Wright, Af, Yao, J, Thériault, S, Conen, D, Attia, J, Sever, P, Debette, S, Mook Kanamori, Do, Zeggini, E, Spector, Td, van der Harst, P, Palmer, Cna, Vergnaud, Ac, Loos, Rjf, Polasek, O, Starr, Jm, Girotto, Giorgia, Hayward, C, Kooner, J, Lindgren, Cm, Vitart, V, Samani, Nj, Tuomilehto, J, Gyllensten, U, Knekt, P, Deary, Ij, Ciullo, M, Elosua, R, Keavney, Bd, Hicks, Aa, Scott, Ra, Gasparini, Paolo, Laan, M, Liu, Y, Watkins, H, Hartman, Ca, Salomaa, V, Toniolo, D, Perola, M, Wilson, Jf, Schmidt, H, Zhao, Jh, Lehtimäki, T, van Duijn, Cm, Gudnason, V, Psaty, Bm, Peters, A, Rettig, R, James, A, Jukema, Jw, Strachan, Dp, Palmas, W, Metspalu, A, Ingelsson, E, Boomsma, Di, Franco, Oh, Bochud, M, Newton Cheh, C, Munroe, Pb, Elliott, P, Chasman, Di, Chakravarti, A, Knight, J, Morris, Ap, Levy, D, Tobin, Md, Snieder, H, Caulfield, Mj, Ehret, G. b., Home Office, Medical Research Council (MRC), National Institute for Health Research, Imperial College Healthcare NHS Trust- BRC Funding, British Heart Foundation, Life Course Epidemiology (LCE), Groningen Kidney Center (GKC), Lifestyle Medicine (LM), Vascular Ageing Programme (VAP), Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Groningen Institute for Organ Transplantation (GIOT), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Cardiovascular Centre (CVC), Epidemiology, Gastroenterology & Hepatology, Clinical Genetics, Internal Medicine, Erasmus MC other, Psychiatry, Amsterdam Neuroscience - Complex Trait Genetics, Epidemiology and Data Science, Division 6, APH - Mental Health, APH - Digital Health, Biological Psychology, APH - Health Behaviors & Chronic Diseases, APH - Personalized Medicine, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, and APH - Methodology

Subjects
0301 basic medicine, cardiovascular risk, Netherlands Twin Register (NTR), hypertension, NETHERLANDS, Sistema cardiovascular -- Malalties, GWAS, blood pressure, complex traits, eSNP, Locus (genetics), Genome-wide association study, Disease, Biology, PERIPHERAL-BLOOD, 1102 Cardiovascular Medicine And Haematology, 03 medical and health sciences, SDG 3 - Good Health and Well-being, Genetic variation, Internal Medicine, Journal Article, Cardiac and Cardiovascular Systems, 1000 Genomes Project, Gene, CENTRIC ARRAY, METAANALYSIS, Genetics, ddc:616, Kardiologi, PULSE PRESSURE, COMMON VARIANTS, 1103 Clinical Sciences, ta3121, 3. Good health, INDIVIDUALS, 030104 developmental biology, Blood pressure, TARGET, Cardiovascular System & Hematology, complex trait, GWAS, blood pressure, cardiovascular risk, complex traits, eSNP, hypertension, Hipertensió, Imputation (genetics), TRAITS
Abstract

Elevated blood pressure is a major risk factor for cardiovascular disease and has a substantial genetic contribution. Genetic variation influencing blood pressure has the potential to identify new pharmacological targets for the treatment of hypertension. To discover additional novel blood pressure loci, we used 1000 Genomes Project–based imputation in 150 134 European ancestry individuals and sought significant evidence for independent replication in a further 228 245 individuals. We report 6 new signals of association in or near HSPB7 , TNXB , LRP12 , LOC283335 , SEPT9 , and AKT2 , and provide new replication evidence for a further 2 signals in EBF2 and NFKBIA . Combining large whole-blood gene expression resources totaling 12 607 individuals, we investigated all novel and previously reported signals and identified 48 genes with evidence for involvement in blood pressure regulation that are significant in multiple resources. Three novel kidney-specific signals were also detected. These robustly implicated genes may provide new leads for therapeutic innovation.

Published
2017
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27. Discovery of novel heart rate-associated loci using the Exome Chip

Author

Massimo Mangino, Alison D. Murray, Kathleen Stirrups, Antonella Mulas, Claudia P. Cabrera, Stephan B. Felix, Martin D. Tobin, Jerome I. Rotter, Jan A. Kors, Arno W. Hoes, Bruno H. Stricker, David J. Porteous, Cornelia M. van Duijn, Yi-Ping Fu, George Dedoussis, Ozren Polasek, Nathan A. Bihlmeyer, Ruben N. Eppinga, Marco Orru, Torben Hansen, Elsayed Z. Soliman, James G. Wilson, Martina Müller-Nurasyid, Stefan Weiss, Peter W. Macfarlane, Oluf Pedersen, Honghuang Lin, Joshua C. Bis, Mika Kähönen, Farid Radmanesh, Sandosh Padmanabhan, Xiuqing Guo, Henry J. Lin, Tamara B. Harris, Magdalena Zoledziewska, Nabi Shah, Ilonca Vaartjes, Niels Grarup, Mark J. Caulfield, Yalda Jamshidi, Bram P. Prins, J. Wouter Jukema, Nona Sotoodehnia, Andrew Tinker, Jørgen K. Kanters, Patrick T. Ellinor, Alvaro Alonso, Leanne M. Hall, Helen R. Warren, Man Li, Marcus Dörr, Hugoline G. de Haan, Charles Kooperberg, Moritz F. Sinner, Eleftheria Zeggini, Lihong Qi, Aaron Isaacs, Susan R. Heckbert, Carolina Roselli, Serena Sanna, Bruce M. Psaty, Niek Verweij, Dennis O. Mook-Kanamori, Shih-Jen Hwang, Stefan Kääb, Melanie Waldenberger, Rudolf A. de Boer, Caroline Hayward, Annette Peters, Uwe Völker, Giorgio Pistis, Jeffrey Haessler, Folkert W. Asselbergs, Alex S. F. Doney, Albert V. Smith, Yanick Hagemeijer, Lenore J. Launer, Steven A. Lubitz, Peter S. Sever, André G. Uitterlinden, Jonathan Rosand, Renée de Mutsert, Anna F. Dominiczak, Colin N. A. Palmer, Jennifer A. Brody, Naveed Sattar, Ivana Kolcic, Paul L. Huang, Stella Trompet, Aiman Entwistle, Terho Lehtimäki, Peter van der Meer, Nilesh J. Samani, Alice Stanton, Ruifang Li-Gao, Patricia B. Munroe, Pim van der Harst, Kent D. Taylor, Andrew D. Morris, Igor Rudan, Christopher P. Nelson, Simin Liu, Neil R Poulter, Fernando Rivadeneira, Leo-Pekka Lyytikäinen, Marten E. van den Berg, Allan Linneberg, Zhijun Xie, Claudia Tamar Silva, Jessica van Setten, Jonathan Marten, Jie Yao, Olli T. Raitakari, Christopher J. O'Donnell, Vilmundur Gudnason, Borbala Mifsud, Mark Eijgelsheim, Panos Deloukas, Hao Mei, Tim D. Spector, Dan E. Arking, Cardiovascular Centre (CVC), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Restoring Organ Function by Means of Regenerative Medicine (REGENERATE), Medical Informatics, Epidemiology, Internal Medicine, Biochemie, RS: FHML MaCSBio, RS: CARIM - R1.01 - Blood proteins & engineering, and Zorgwetenschappen

Subjects
0301 basic medicine, Male, Candidate gene, PROTEIN, Genome-wide association study, VARIANTS, DISEASE, Gene Frequency, Heart Rate, Risk Factors, Exome, Genetics(clinical), Genetics (clinical), Oligonucleotide Array Sequence Analysis, ALL-CAUSE MORTALITY, Genetics, Genetics & Heredity, Association Studies Articles, General Medicine, Single Nucleotide, 11 Medical And Health Sciences, Middle Aged, 3. Good health, Female, Life Sciences & Biomedicine, PROJECT, Adult, Biochemistry & Molecular Biology, Genotype, European Continental Ancestry Group, Locus (genetics), Biology, Polymorphism, Single Nucleotide, White People, 03 medical and health sciences, RISK-FACTOR, Heart rate, Journal Article, Humans, Genetic Predisposition to Disease, Allele, Polymorphism, GENOME-WIDE ASSOCIATION, Allele frequency, Molecular Biology, Alleles, Science & Technology, IDENTIFICATION, ta1184, COMPLEX TRAITS, ta1182, heart rate, exome, meta-analysis, ta3121, 06 Biological Sciences, GENE, Genetic architecture, 030104 developmental biology, Genetic Loci, Genome-Wide Association Study
Abstract

Resting heart rate is a heritable trait, and an increase in heart rate is associated with increased mortality risk. Genome-wide association study analyses have found loci associated with resting heart rate, at the time of our study these loci explained 0.9% of the variation. This study aims to discover new genetic loci associated with heart rate from Exome Chip meta-analyses.\ud \ud Heart rate was measured from either elecrtrocardiograms or pulse recordings. We meta-analysed heart rate association results from 104 452 European-ancestry individuals from 30 cohorts, genotyped using the Exome Chip. Twenty-four variants were selected for follow-up in an independent dataset (UK Biobank, N = 134 251). Conditional and gene-based testing was undertaken, and variants were investigated with bioinformatics methods.\ud \ud We discovered five novel heart rate loci, and one new independent low-frequency non-synonymous variant in an established heart rate locus (KIAA1755). Lead variants in four of the novel loci are non-synonymous variants in the genes C10orf71, DALDR3, TESK2 and SEC31B. The variant at SEC31B is significantly associated with SEC31B expression in heart and tibial nerve tissue. Further candidate genes were detected from long-range regulatory chromatin interactions in heart tissue (SCD, SLF2 and MAPK8). We observed significant enrichment in DNase I hypersensitive sites in fetal heart and lung. Moreover, enrichment was seen for the first time in human neuronal progenitor cells (derived from embryonic stem cells) and fetal muscle samples by including our novel variants.\ud \ud Our findings advance the knowledge of the genetic architecture of heart rate, and indicate new candidate genes for follow-up functional studies.

Published
2017
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28. New Blood Pressure-Associated Loci Identified in Meta-Analyses of 475 000 Individuals

Author

Anne-Claire Vergnaud, Tibor V. Varga, Melissa A. Richard, Jaakko Tuomilehto, Louise V. Wain, Leif Groop, Reedik Mägi, Danish Saleheen, Olle Melander, Marcus Dörr, He Zhang, Alena Stančáková, Michael Boehnke, Claudia Langenberg, Paul Elliott, Adam S. Butterworth, Andrianos M. Yiorkas, Yingchang Lu, Tea Skaaby, George Dedoussis, Xiuqing Guo, Robin Young, Cristiano Fava, Timo A. Lakka, Igor Rudan, Riccardo E. Marioni, Helen R. Warren, Ioanna Tzoulaki, Myriam Fornage, Bruce M. Psaty, Tõnu Esko, Najaf Amin, Vilmundur Gudnason, Ozren Polasek, Yongmei Liu, Panos Deloukas, Paul M. Ridker, Vinicius Tragante, John M. C. Connell, Mark J. Caulfield, Jette Bork-Jensen, Giovanni Malerba, Eric Boerwinkle, Alanna C. Morrison, Todd L. Edwards, Teresa Ferreira, Torben Hansen, Aldi T. Kraja, He Gao, Alaitz Poveda, Praveen Surendran, Christopher Newton-Cheh, Christian Theil Have, Cramer Christensen, Daniel I. Chasman, Paul W. Franks, Ian J. Deary, Xueling Sim, Evangelos Evangelou, Roby Joehanes, Daniel R. Witte, Cristina Menni, Niels Grarup, Weihua Zhang, Eleftheria Zeggini, Anubha Mahajan, Nora Franceschini, Fredrik Karpe, Lars Lind, Rainer Rauramaa, Oluf Pedersen, Pim van der Harst, Jeanette M. Stafford, Alisa K. Manning, Lori L. Bonnycastle, Rudolf A. de Boer, Kenneth Rice, Nicholas J. Wareham, Tiinamaija Tuomi, Charles Kooperberg, Alexandra I. F. Blakemore, Kathleen Stirrups, Marjo-Riitta Järvelin, Michael A. Province, Marit E. Jørgensen, Allan Linneberg, Veikko Salomaa, Albert V. Smith, Cornelia M. van Duijn, Hao Mei, Mark I. McCarthy, Nilesh J. Samani, Anna F. Dominiczak, Joanna M. M. Howson, Erik Ingelsson, Colin N. A. Palmer, Markku Laakso, Karen L. Mohlke, Folkert W. Asselbergs, Sarah E. Harris, Ayush Giri, Daniel Levy, Anne Mari Käräjämäki, Michael R. Barnes, Aliki-Eleni Farmaki, Muhammad Riaz, Lorraine Southam, Karl-Heinz Herzig, Caroline Hayward, Nigel W. Rayner, John Danesh, Ruth J. F. Loos, Jennifer A. Smith, Ivan Brandslund, Neil Poulter, Jerome I. Rotter, Peter S. Sever, Chunyu Liu, John M. Starr, Stefan Weiss, Georg Ehret, Cecilia M. Lindgren, Walter Palmas, Fotios Drenos, Jaspal S. Kooner, Göran Hallmans, Megan L. Grove, Patricia B. Munroe, Andrew P. Morris, Aki S. Havulinna, James P. Cook, John C. Chambers, Cristen J. Willer, Claudia P. Cabrera, Sharon L.R. Kardia, Peter van der Meer, James G. Wilson, Louis Little, Sandosh Padmanabhan, Oksa Heikki, Franco Giulianini, Giovanni Gambaro, Cardiovascular Centre (CVC), Restoring Organ Function by Means of Regenerative Medicine (REGENERATE), Ehret, Georg Benedikt, Medical Research Council (MRC), Wellcome Trust, National Institute for Health Research, British Heart Foundation, Imperial College Healthcare NHS Trust- BRC Funding, Epidemiology, Medical Informatics, Medical Oncology, Internal Medicine, and Gastroenterology & Hepatology

Subjects
0301 basic medicine, Candidate gene, Cardiac & Cardiovascular Systems, Databases, Factual, Neuronal, Association Studies, Genome-wide association study, Blood Pressure, 030204 cardiovascular system & hematology, VARIANTS, Lymphocyte Homing, DISEASE, Antiporters, Cell Adhesion Molecules, Neuronal/genetics, 0302 clinical medicine, Genotype, Receptors, Missense mutation, Settore MED/14 - NEFROLOGIA, FUNCTIONAL VARIATION, CHARGE EXOME BP, CHD Exome+, Exome BP, GoT2D:T2DGenes Consortia, The UK Biobank Cardio-Metabolic Traits Consortium Blood Pressure Working Group†, genetics, Exome, Genetics (clinical), Genetics, Genetics & Heredity, ddc:616, Antiporters/genetics, Microfilament Proteins, blood pressure, Single Nucleotide, sample size, Phenotype, COMPARATIVE RISK-ASSESSMENT, exome, genotype, Cell Adhesion Molecules, Neuronal, Genome-Wide Association Study, Humans, Polymorphism, Single Nucleotide, Receptors, Lymphocyte Homing, Genetic Loci, Cardiology and Cardiovascular Medicine, Life Sciences & Biomedicine, SCAVENGER RECEPTOR, Understanding Society Scientific Group, Blood Pressure/genetics, Neuronal/genetics, Locus (genetics), Biology, Gene Expression and Regulation, 1102 Cardiovascular Medicine And Haematology, 03 medical and health sciences, Databases, Microfilament Proteins/genetics, SYSTEMATIC ANALYSIS, Journal Article, GENOME-WIDE ASSOCIATION, Polymorphism, COMMON, Receptors, Lymphocyte Homing/genetics, Factual, Genetic association, 0604 Genetics, Science & Technology, FAT DISTRIBUTION, GLOBAL BURDEN, Minor allele frequency, 030104 developmental biology, Cardiovascular System & Hematology, Cardiovascular System & Cardiology, Cell Adhesion Molecules, Lymphocyte Homing/genetics
Abstract

Background— Genome-wide association studies have recently identified >400 loci that harbor DNA sequence variants that influence blood pressure (BP). Our earlier studies identified and validated 56 single nucleotide variants (SNVs) associated with BP from meta-analyses of exome chip genotype data. An additional 100 variants yielded suggestive evidence of association. Methods and Results— Here, we augment the sample with 140 886 European individuals from the UK Biobank, in whom 77 of the 100 suggestive SNVs were available for association analysis with systolic BP or diastolic BP or pulse pressure. We performed 2 meta-analyses, one in individuals of European, South Asian, African, and Hispanic descent (pan-ancestry, ≈475 000), and the other in the subset of individuals of European descent (≈423 000). Twenty-one SNVs were genome-wide significant ( P − 8 ) for BP, of which 4 are new BP loci: rs9678851 (missense, SLC4A1AP ), rs7437940 ( AFAP1 ), rs13303 (missense, STAB1 ), and rs1055144 ( 7p15.2 ). In addition, we identified a potentially independent novel BP-associated SNV, rs3416322 (missense, SYNPO2L ) at a known locus, uncorrelated with the previously reported SNVs. Two SNVs are associated with expression levels of nearby genes, and SNVs at 3 loci are associated with other traits. One SNV with a minor allele frequency DBH ) was genome-wide significant. Conclusions— We report 4 novel loci associated with BP regulation, and 1 independent variant at an established BP locus. This analysis highlights several candidate genes with variation that alter protein function or gene expression for potential follow-up.

Published
2017
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29. Genome-Wide Association Study of Blood Pressure Traits by Hispanic/Latino Background: the Hispanic Community Health Study/Study of Latinos

Author

Tamar Sofer, Quenna Wong, Fernando P. Hartwig, Kent Taylor, Helen R. Warren, Evangelos Evangelou, Claudia P. Cabrera, Daniel Levy, Holly Kramer, Leslie A. Lange, Bernardo L. Horta, COGENT-BP consortium, Kathleen F. Kerr, Alex P. Reiner, and Nora Franceschini

Subjects
COGENT-BP consortium, 0301 basic medicine, Male, BRAZIL BIRTH COHORT, LOCI, Ethnic group, lcsh:Medicine, Genome-wide association study, Blood Pressure, IDENTIFIES 8, 030105 genetics & heredity, GENETIC ASSOCIATION, Medicine, Public Health Surveillance, lcsh:Science, education.field_of_study, Multidisciplinary, Hispanic latino, COMMON VARIANTS, Chromosome Mapping, Hispanic or Latino, Middle Aged, Biobank, 3. Good health, Multidisciplinary Sciences, Community health, Science & Technology - Other Topics, Female, Adult, Genotype, Population, ANCESTRY, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, Quantitative Trait, Heritable, Statistical significance, Humans, education, METAANALYSIS, Alleles, Aged, Science & Technology, HYPERTENSION, business.industry, lcsh:R, CARDIOVASCULAR-DISEASE RISK, Reproducibility of Results, Data science, United States, 030104 developmental biology, Blood pressure, lcsh:Q, business, MEXICAN-AMERICANS, Demography, Genome-Wide Association Study
Abstract

Hypertension prevalence varies between ethnic groups, possibly due to differences in genetic, environmental, and cultural determinants. Hispanic/Latino Americans are a diverse and understudied population. We performed a genome-wide association study (GWAS) of blood pressure (BP) traits in 12,278 participants from the Hispanics Community Health Study/Study of Latinos (HCHS/SOL). In the discovery phase we identified eight previously unreported BP loci. In the replication stage, we tested these loci in the 1982 Pelotas Birth Cohort Study of admixed Southern Brazilians, the COGENT-BP study of African descent, women of European descent from the Women Health Initiative (WHI), and a sample of European descent from the UK Biobank. No loci met the Bonferroni-adjusted level of statistical significance (0.0024). Two loci had marginal evidence of replication: rs78701042 (NGF) with diastolic BP (P = 0.008 in the 1982 Pelotas Birth Cohort Study), and rs7315692 (SLC5A8) with systolic BP (P = 0.007 in European ancestry replication). We investigated whether previously reported loci associated with BP in studies of European, African, and Asian ancestry generalize to Hispanics/Latinos. Overall, 26% of the known associations in studies of individuals of European and Chinese ancestries generalized, while only a single association previously discovered in a people of African descent generalized.

Published
2017

30. Novel blood pressure locus and gene discovery using GWAS and expression datasets from blood and the kidney

Author

Ganesh Chauhan, Dragana Vuckovic, Yingchang Lu, Bernard Keavney, Patricia B. Munroe, Tim D. Spector, Tamara B. Harris, Chiara Batini, Harold Snieder, Yusuf Demirkale, Ulf Gyllensten, Heather J. Cordell, Christopher Newton-Cheh, Anne-Claire Vergnaud, Christophe Tzourio, Giorgia Girotto, Morris A. Swertz, John C. Chambers, Xiuqing Guo, Caterina Barbieri, Joris Deelen, Morris Brown, Igor Rudan, Christopher P. Nelson, Paul Knekt, Antti-Pekka Sarin, Peter Vollenweider, Lynda M. Rose, Ozren Polasek, Nilesh J. Samani, Murielle Bochud, James F. Wilson, Anna Morgan, Gail Davies, Ian J. Deary, Massimiliano Cocca, Antti Jula, Ioanna Tzoulaki, Jaspal S. Kooner, Sarah H Wild, Peter S. Braund, John M. Starr, Simon Thom, Christian Gieger, Rainer Rettig, John M. C. Connell, Marina Ciullo, Jian'an Luan, Rodney J. Scott, Franco Giulianini, Brenda W.J.H. Penninx, Mika Kähönen, Alison Pattie, Nabi Shah, Weihua Zhang, Ruth J. F. Loos, Maris Laan, Martin Farrall, Rick Jansen, Albert V. Smith, Sarah E. Harris, Alex S. F. Doney, Najaf Amin, Lenore J. Launer, Paul M. Ridker, John Attia, Alanna C. Morrison, Kay-Tee Khaw, Jaume Marrugat, Hugh Watkins, David C. Liewald, Pim van der Harst, Benjamin Lehne, Jennifer E. Huffman, Meixia Ren, Zoltán Kutalik, Lars Lind, Walter Palmas, Teresa Ferreira, David J. Stott, Janina S. Ried, Bruce M. Psaty, Paul F. O'Reilly, Massimo Mangino, Tõnu Esko, Jonathan Marten, Nick Shrine, Anders Hamsten, Tineka Blake, Yuri Milaneschi, Jing Hua Zhao, David Conen, Kristin L. Ayers, Germaine C. Verwoert, Veikko Salomaa, Olli T. Raitakari, Jaakko Tuomilehto, Louise V. Wain, Jennie Hui, Elin Org, Gonçalo R. Abecasis, Vilmundur Gudnason, Andrew A. Hicks, Rossella Sorice, Borbala Mifsud, Helen R. Warren, Jerome I. Rotter, Erwin P. Bottinger, Roberto Elosua, Antonietta Robino, Ilaria Gandin, Andres Metspalu, Marjo-Riitta Järvelin, Guillaume Paré, Anne U. Jackson, Jie Yao, Kent D. Taylor, Denis C. Shields, Andrew D. Morris, Daniela Ruggiero, Samuli Ripatti, C M Lindgren, Mike A. Nalls, Erik Ingelsson, Michela Traglia, Jeffrey Damman, J. Wouter Jukema, Catharina A. Hartman, Eco J. C. de Geus, Colin N. A. Palmer, Peter J. van der Most, Neil Poulter, Robert A. Scott, Anuj Goel, Aude Saint Pierre, Annette Peters, Paul Elliott, Daniel I. Chasman, Marco Brumat, Dennis O. Mook-Kanamori, Priyanka Nandakumar, Roby Joehanes, Cornelia M. van Duijn, Joshua C. Bis, Eleftheria Zeggini, Archie Campbell, Ivana Kolcic, Terho Lehtimäki, Mattias Frånberg, David S. Siscovick, Dan E. Arking, Shih-Jen Hwang, Stella Trompet, Christopher Oldmeadow, A. Mesut Erzurumluoglu, Nicholas J. Wareham, Alice Stanton, Chrysovalanto Mamasoula, Seppo Koskinen, Uwe Völker, Albertine J. Oldehinkel, Evangelos Evangelou, Pekka Jousilahti, Dorret I. Boomsma, Harry Campbell, Peter J. Munson, Aarno Palotie, Daniela Toniolo, He Gao, Ruifang Li-Gao, Claudia Langenberg, Kati Kristiansson, Åsa Johansson, Johan Sundström, Francis S. Collins, Alan J. Gow, Caroline Hayward, Markus Perola, Renée de Mutsert, Alan James, Ben A. Oostra, Alexander Teumer, Joanne Knight, Vilmantas Giedraitis, Marty Larson, Helena Schmidt, Sébastien Thériault, Peter S. Sever, Maryam Abedi, André G. Uitterlinden, Marc A. Seelen, Georg Ehret, Cristina Menni, Anubha Mahajan, Elizabeth G. Holliday, Ilja M. Nolte, Stéphanie Debette, Paolo Gasparini, Teemu J. Niiranen, Stefan Enroth, Mark J. Caulfield, Andrew P. Morris, Aki S. Havulinna, Cinzia Sala, Peter P. Pramstaller, Marcus Dörr, Quang Tri Nguyen, Claudia P. Cabrera, Bram P. Prins, Peter K. Joshi, Sekar Kathiresan, Lorna M. Lopez, Reinhold Schmidt, Sandosh Padmanabhan, Teresa Nutile, Gonneke Willemsen, François Mach, Michael Boehnke, John Beilby, Leo-Pekka Lyytikäinen, Alan F. Wright, Edith Hofer, Siim Sõber, Ahmad Vaez, Albert Hofman, Martin H. de Borst, Oscar H. Franco, Yongmei Liu, Tatijana Zemunik, Kenneth Rice, Veronique Vitart, Aravinda Chakravarti, Jouke-Jan Hottenga, Fabiola M. Del Greco, Yasaman Saba, Daniel Levy, Li Lin, Michael R. Barnes, Rona J. Strawbridge, Harriëtte Riese, Andrew D. Johnson, David P. Strachan, and Martin D. Tobin

Subjects
Genetics, 0303 health sciences, Genomics, Locus (genetics), Genome-wide association study, Biology, 3. Good health, 03 medical and health sciences, 0302 clinical medicine, Blood pressure, Genetic variation, 1000 Genomes Project, Gene, 030217 neurology & neurosurgery, Imputation (genetics), 030304 developmental biology
Abstract

Elevated blood pressure is a major risk factor for cardiovascular disease and has a substantial genetic contribution. Genetic variation influencing blood pressure has the potential to identify new pharmacological targets for the treatment of hypertension. To discover additional novel blood pressure loci, we used 1000 Genomes Project-based imputation in 150,134 European ancestry individuals and sought significant evidence for independent replication in a further 228,245 individuals. We report 6 new signals of association in or near HSPB7, TNXB, LRP12, LOC283335, SEPT9 and AKT2, and provide new replication evidence for a further 2 signals in EBF2 and NFKBIA. Combining large whole-blood gene expression resources totaling 12,607 individuals, we investigated all novel and previously reported signals and identified 48 genes with evidence for involvement in BP regulation that are significant in multiple resources. Three novel kidney-specific signals were also detected. These robustly implicated genes may provide new leads for therapeutic innovation.

Published
2017
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31. Publisher Correction: Genetic analysis of over 1 million people identifies 535 new loci associated with blood pressure traits

Author

Aravinda Chakravarti, Jennifer E. Huffman, Meixia Ren, Veikko Salomaa, Christopher Newton-Cheh, Johan Sundström, Alan L. James, Joris Deelen, Raha Pazoki, Michela Traglia, Tõnu Esko, Seppo Koskinen, Christopher J. O'Donnell, Csaba P. Kovesdy, Daniel I. Chasman, Paul F. O'Reilly, Roby Joehanes, Paul M. Ridker, G. Abecasis, Lars Lind, Dragana Vuckovic, Yingchang Lu, Antonietta Robino, Anders Hamsten, Muralidharan Sargurupremraj, Caterina Barbieri, Anne U. Jackson, Anna Morgan, Claudia Langenberg, Peter S. Braund, Rainer Rettig, Murielle Bochud, Vilmundur Gudnason, Eleftheria Zeggini, David J. Stott, Joop Jukema, Nick Shrine, Jun Ding, Olle Melander, Massimo Mangino, Borbala Mifsud, Frank H. Collins, Liewald Dcm., Tineka Blake, Peter K. Joshi, Yan V. Sun, Aarno Palotie, Maciej Tomaszewski, Jarvelin M-R., Kati Kristiansson, L. J. Launer, Sara M. Willems, Ian J. Deary, Christophe Tzourio, Alan J. Gow, Caroline Hayward, Guillaume Paré, Christopher Oldmeadow, John M. Starr, Paul Elliott, Morris A. Swertz, C M van Duijn, Sekar Kathiresan, Lorna M. Lopez, Neil R Poulter, Mike A. Nalls, Erik Ingelsson, Eric Boerwinkle, Catharina A. Hartman, Giorgia Girotto, Ben A. Oostra, Markus Perola, Paul Knekt, Lyytikäinen L-P., T.B. Harris, J. C. Bis, Harriëtte Riese, J. Marrugat, Samuli Ripatti, Howson Jmm., Archie Campbell, C M Lindgren, Adam S. Butterworth, Xiuqing Guo, Lin W-Y., Priyanka Nandakumar, David Mosen-Ansorena, Alison Pattie, Marco Brumat, Annette Peters, Georgios Ntritsos, Ivana Kolcic, Alexander Teumer, Ulf Gyllensten, Joanne Knight, Stella Trompet, K. Witkowska, Hottenga J-J., Tim D. Spector, Maris Laan, Vilmantas Giedraitis, Bram P. Prins, Loos Rjf., M. H. de Borst, Antti Jula, Lynda M. Rose, Massimiliano Cocca, Daniela Toniolo, Igor Rudan, P. J. van der Most, Fu Liang Ng, Heather J. Cordell, Walter Palmas, John Danesh, John Attia, Dan E. Arking, Ganesh Chauhan, C Gieger, P. van der Harst, Penninx Bwjh., Kristin L. Ayers, Germaine C. Verwoert, Bruce M. Psaty, Jaspal S. Kooner, Ruifang Li-Gao, Benjamin Lehne, Khaw K-T., Sandosh Padmanabhan, Franco Giulianini, Erwin P. Bottinger, Roberto Elosua, Christopher P. Nelson, Ozren Polasek, D.R. Velez Edwards, Martin Farrall, Ioanna Tzoulaki, Peter Vollenweider, Uwe Völker, Albertine J. Oldehinkel, Åsa Johansson, Helen R. Warren, Evan Tzanis, Albert V. Smith, Hwang S-J., Teresa Ferreira, E.J.C. de Geus, Evangelos Evangelou, Niek Verweij, R. J. Scott, Pekka Jousilahti, Elin Org, Stefan Enroth, Dorret I. Boomsma, Harry Campbell, Andrew D. Johnson, David Conen, James F. Wilson, Edward G. Lakatta, Anuj Goel, Raymond Noordam, Najaf Amin, David P. Strachan, Martin D. Tobin, Francesco Cucca, Doney Asf., Todd L. Edwards, Jerome I. Rotter, Mika Kähönen, Hugh Watkins, Rossella Sorice, John M. C. Connell, David S. Siscovick, Sébastien Thériault, Jian'an Luan, Marty Larson, Philippe Amouyel, A C Morrison, Louise V. Wain, Reedik Mägi, Jonathan Marten, Thibaud Boutin, Nabi Shah, Weihua Zhang, Palmer Cna., Daniela Ruggiero, Zhao J-H., Olli T. Raitakari, Bernard Keavney, Peter S. Sever, Philip S. Tsao, Jie Yao, André G. Uitterlinden, Marina Evangelou, Zoltán Kutalik, Robert A. Scott, Helena Schmidt, J. Tuomilehto, Nilesh J. Samani, Quang Tri Nguyen, John Michael Gaziano, Georg Ehret, Praveen Surendran, Terho Lehtimäki, Mark J. Caulfield, Denis C. Shields, Rick Jansen, Sarin A-P., Alice Stanton, Mattias Frånberg, Cumhur Y Demirkale, Stéphanie Debette, Paolo Gasparini, Ilaria Gandin, Simon Thom, Kent D. Taylor, Andrew D. Morris, Claudia P. Cabrera, Teemu J. Niiranen, Nicholas J. Wareham, Andrew P. Morris, Yasaman Saba, Daniel Levy, Aki S. Havulinna, Kelly Cho, Sarah E. Harris, Li Lin, Janina S. Ried, Michael R. Barnes, Sarah H. Wild, Patricia B. Munroe, Vergnaud A-C., Lorenz Risch, Rona J. Strawbridge, Y. Milaneschi, John C. Chambers, Yong Qian, Cristina Menni, Anubha Mahajan, Peter Almgren, Gary Davies, Jacklyn N. Hellwege, Elizabeth G. Holliday, A. Metspalu, Ilja M. Nolte, Peter J. Munson, He Gao, Marcus Dörr, Cinzia Sala, Peter P. Pramstaller, Teresa Nutile, Wilson Pwf., Gonneke Willemsen, Markku Laakso, Chiara Batini, Harold Snieder, Ibrahim Karaman, Adriana M. Hung, Reinhold Schmidt, R. de Mutsert, Michael Boehnke, Lili Milani, Alan F. Wright, Edith Hofer, Siim Sõber, Ahmad Vaez, Albert Hofman, Oscar H. Franco, Yongmei Liu, Tatijana Zemunik, Kenneth Rice, Veronique Vitart, Marina Ciullo, Niki Dimou, Morris J. Brown, Crysovalanto Mamasoula, A.M. Erzurumluoglu, Andrew A. Hicks, Ayush Giri, Dennis O. Mook-Kanamori, Home Office, UNIVERSITY OF OULU, Commission of the European Communities, Medical Research Council (MRC), Action on Hearing Loss, British Heart Foundation, National Institute for Health Research, Imperial College Healthcare NHS Trust- BRC Funding, and UK DRI Ltd

Subjects
Genetics & Heredity, 0301 basic medicine, Netherlands Twin Register (NTR), Science & Technology, computer.internet_protocol, Million Veteran Program, Genome-wide association study, Computational biology, 06 Biological Sciences, Biology, Genetic analysis, 03 medical and health sciences, 030104 developmental biology, Genetics, Genome informatics, ComputingMethodologies_DOCUMENTANDTEXTPROCESSING, Life Sciences & Biomedicine, computer, 11 Medical and Health Sciences, XML, Developmental Biology
Abstract

In the version of this article originally published, the name of author Martin H. de Borst was coded incorrectly in the XML. The error has now been corrected in the HTML version of the paper.

Published
2018
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32. The genetics of blood pressure regulation and its target organs from association studies in 342,415 individuals

Author

Timo A. Lakka, Kathleen Stirrups, Jean Ferrières, Ying Wu, Gulum Kosova, Toby Johnson, Heather M. Stringham, Bruce M. Psaty, Bruna Gigante, Göran Hallmans, Cornelia M. van Duijn, Kae Woei Liang, Niclas Eriksson, N. William Rayner, Lynda M. Rose, Stavroula Kanoni, Xueling Sim, Evangelos Evangelou, Philippe Froguel, Michel Burnier, Andrew P. Morris, Olle Melander, Martin Farrall, Albert V. Smith, Brendan J. Keating, Thomas Illig, Johan Sundström, Dorret I. Boomsma, Kate Witkowska, Ellen M. Schmidt, Aki S. Havulinna, Ann-Kristin Petersen, Paul F. O'Reilly, Young Jin Kim, Kari Kuulasmaa, Tom Wilsgaard, John D. Eicher, Marcus E. Kleber, Francis S. Collins, Rona J. Strawbridge, Ronald M. Krauss, Fotios Drenos, Stuart K. Kim, Ken K. Ong, Pascal Bovet, Danish Saleheen, Jaspal S. Kooner, Karl-Heinz Herzig, Tien Yin Wong, Benjamin F. Voight, Stefania Bandinelli, Stéphane Lobbens, Colin A. McKenzie, Jing Hua Zhao, Terrence Forrester, Louise A. Donnelly, Alice Stanton, Jean Dallongeville, Kirill V. Tarasov, Narisu Narisu, Jürgen Gräßler, Luigi Ferrucci, Peter S. Sever, Paul Elliott, Tune H. Pers, Andrew J. Smith, Tomas Axelsson, Young Ah Shin, Nora Franceschini, James F. Wilson, Vilmundur Gudnason, Kati Kristiansson, Andrew A. Hicks, Kent D. Taylor, Genovefa Kolovou, Andrew D. Morris, André G. Uitterlinden, Serena Sanna, Xiuqing Guo, Honghuang Lin, Aravinda Chakravarti, Wayne Huey-Herng Sheu, Panos Deloukas, Linda S. Adair, Diana Kuh, Murielle Bochud, Eric Boerwinkle, Inger Njølstad, Meena Kumari, Norman Klopp, Leo-Pekka Lyytikäinen, Steven C. Hunt, Weihua Zhang, Tõnu Esko, Pierre Meneton, Markus Perola, Erik P A Van Iperen, Georg Ehret, Veikko Salomaa, Lars Lind, Zoltán Kutalik, Cristiano Fava, Caroline Hayward, Hugh S. Markus, Teresa Ferreira, Stefan R. Bornstein, Vasyl Pihur, Patricia B. Munroe, Anne U. Jackson, Eirini Marouli, Gabriele Müller, Damiano Baldassarre, Jacques E. Rossouw, Dan E. Arking, Maija Hassinen, Nicholas J. Wareham, Robert Roberts, Daniel I. Chasman, I. Shou Chang, Sylvain Sebert, Tove Fall, Roby Joehanes, Patrik K. E. Magnusson, John C. Chambers, Peter Vollenweider, Wen Jane Lee, Dmitry Shungin, Mathias Gorski, Christopher Newton-Cheh, Anders Franco-Cereceda, Ching-Yu Cheng, Yun Kyoung Kim, Ruth J. F. Loos, Lude Franke, Karen L. Mohlke, Yii-Der Ida Chen, Carlos Iribarren, Martina Müller-Nurasyid, Alexander Teumer, Andrew D. Johnson, Antonella Mulas, Ulf Gyllensten, Martin D. Tobin, George Dedoussis, Rainford J. Wilks, Joshua C. Bis, Beverley Balkau, Jie Yao, Frida Renström, Themistocles L. Assimes, Morris Brown, Inês Barroso, Hyun Min Kang, Loic Yengo, Mika Kähönen, Christopher J. Groves, Kirsti Kvaløy, Rainer Rauramaa, Heribert Schunkert, Satu Männistö, Marjo-Riitta Järvelin, Nancy L. Pedersen, Karl Gertow, Rick Jansen, Thomas Quertermous, Jarmo Virtamo, Lazaros Lataniotis, Serge Hercberg, Paul M. Ridker, Osorio Meirelles, Jostein Holmen, Phil Howard, G. Kees Hovingh, Jeanette Erdmann, Jong-Young Lee, Peter Schwarz, Ramaiah Nagaraja, Elizabeth Theusch, Wei Zhao, Sonia Shah, Chao A. Hsiung, Santhi K. Ganesh, Richard S. Cooper, John M. C. Connell, Jian'an Luan, Graciela E. Delgado, Eric Kim, Daniel Levy, Li Lin, Jerome I. Rotter, Andres Metspalu, Nabila Bouatia-Naji, Christopher J. O'Donnell, Roberto Elosua, Andrew Wong, Alanna C. Morrison, Juha Saltevo, Michael R. Barnes, Alan B. Weder, Kay-Tee Khaw, Leena Moilanen, Peter S. Chines, Claudia Langenberg, Marika Kaakinen, Asif Rasheed, Annette Peters, Angela Döring, Alena Stančáková, Richard A. Jensen, Jaana Lindström, Alison H. Goodall, Toshiko Tanaka, Loukianos S. Rallidis, Dabeeru C. Rao, Ann-Christine Syvänen, Alun Evans, Brenda W.J.H. Penninx, Sarah Edkins, Xiaohui Li, Neil Poulter, Jouko Saramies, Ulf de Faire, Walter Palmas, Jaakko Tuomilehto, Louise V. Wain, Cristina Menni, Stephen Bevan, Maria X. Sosa, Nanette R. Lee, Anuj Goel, Germaine C. Verwoert, Kjell Nikus, Helen R. Warren, May E. Montasser, Ren-Hua Chung, Francesco Gianfagna, Kristian Hveem, Rainer Rettig, Unnur Thorsteinsdottir, Lori L. Bonnycastle, Tim D. Spector, Paul W. Franks, Bamidele O. Tayo, Ilja M. Nolte, John Danesh, E. Shyong Tai, Mika Kivimäki, Devin Absher, Oddgeir L. Holmen, Per Eriksson, Pirjo Komulainen, Peter P. Pramstaller, Cameron D. Palmer, He Gao, Elena Tremoli, H.-Erich Wichmann, Myriam Fornage, Gyda Bjornsdottir, Afshin Parsa, Anders Hamsten, Terho Lehtimäki, Lasse Folkersen, Janine F. Felix, Anna F. Dominiczak, Hinco J. Gierman, Edward G. Lakatta, Alex S. F. Doney, Erik Ingelsson, Colin N. A. Palmer, Najaf Amin, Hugh Watkins, Johanna Kuusisto, Vladan Mijatovic, Mark I. McCarthy, Joel N. Hirschhorn, Winfried März, Nilesh J. Samani, Stefan Enroth, Mark J. Caulfield, Gudmar Thorleifsson, Tsun-Po Yang, François Mach, Cristen J. Willer, Claudia P. Cabrera, Aline Wagner, Michael Boehnke, Elias Salfati, Sekar Kathiresan, Ramachandran S. Vasan, Franco Giulianini, Harm-Jan Westra, Harold Snieder, Mark O. Goodarzi, M. Arfan Ikram, Fred Paccaud, Johannes H. Smit, Anna-Liisa Hartikainen, Xiaofeng Zhu, Markku Laakso, Ahmad Vaez, Albert Hofman, Amy J. Swift, Maria Hughes, I. Te Lee, Aroon D. Hingorani, Matti Uusitupa, Oscar H. Franco, Kenneth Rice, Veronique Vitart, Ross M. Fraser, Jouke-Jan Hottenga, Kari Stefansson, Dhananjay Vaidya, Johns Hopkins University, School of Medicine, Hôpitaux Universitaires de Genève (HUG), Saw Swee Hock School of Public Health, National University of Singapore (NUS), The Wellcome Trust Centre for Human Genetics [Oxford], University of Oxford [Oxford], Brigham and Women's Hospital [Boston], Harvard Medical School [Boston] (HMS), Department of Biostatistics, University of Michigan [Ann Arbor], University of Michigan System-University of Michigan System, University of Michigan System, Department of Computational Medicine and Bioinformatics (DCM&B), Queen Mary University of London (QMUL), GlaxoSmithKline, Glaxo Smith Kline, deCODE genetics [Reykjavik], University of Cambridge [UK] (CAM), University of Dundee, German Research Center for Environmental Health - Helmholtz Center München (GmbH), Karolinska University Hospital [Stockholm], Umea University Hospital, Lund University [Lund], Queen's University [Belfast] (QUB), National Institutes of Health, Department of Genomics of Common Disease, Imperial College London, Institut National de la Santé et de la Recherche Médicale (INSERM), Université Paris Descartes - Paris 5 (UPD5), National Institute of Health and Welfare, Institute for Molecular Medicine Finland (FIMM), University College London Hospitals (UCLH), University Hospital of Heidelberg, Harbor UCLA Medical Center [Torrance, Ca.], University of Tampere, University of Verona (UNIVR), Uppsala University Hospital, Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, Department of Medical Epidemiology and Biostatistics (MEB), Karolinska Institutet [Stockholm], Stanford University School of Medicine [CA, USA], Medical School University of Athens, Partenaires INRAE, Children's Hospital Oakland Research Institute, Boston Children's Hospital, Broad Institute of Harvard and MIT, University of Copenhagen = Københavns Universitet (KU), Statens Serum Institut [Copenhagen], Framingham Heart Dis Epidemiol Study, Department of Psychiatry, VU University Medical Center [Amsterdam], National Heart, Lung and Blood Institute, Osong Health Technology Administration Complex, University of Pennsylvania, Department of Genetics, University of North Carolina at Chapel Hill (UNC), Loyola University [Chicago], Centre Hospitalier Universitaire Vaudois (CHUV), Hudson Alpha Institute for Biotechnology, Erasmus University Rotterdam, Department of Medical Sciences, Uppsala University, Università degli Studi di Milano [Milano] (UNIMI), Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Université Paris-Sud - Paris 11 (UP11), Azienda Sanitaria Firenze, Wellcome Trust Genome Campus, The Wellcome Trust Sanger Institute [Cambridge], University of Lincoln, University of Washington [Seattle], Amgen Inc., The University of Texas Health Science Center at Houston (UTHealth), VU University Amsterdam, University of Dresden Medical School, Université de Lausanne (UNIL), Healthcare NHS Trust, National Health Research Institutes, National University Health System [Singapore] (NUHS), Duke-NUS Medical School [Singapore], Singapore Eye Research Institute [Singapore] (SERI), National Human Genome Research Institute (NHGRI), Centre de Recherche Épidémiologie et Statistique Sorbonne Paris Cité (CRESS (U1153 / UMR_A_1125 / UMR_S_1153)), Université Paris Diderot - Paris 7 (UPD7)-Université Sorbonne Paris Cité (USPC)-Université Paris Descartes - Paris 5 (UPD5)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Institut National de la Recherche Agronomique (INRA), Psychiatry, Amsterdam Neuroscience - Complex Trait Genetics, Radiology and nuclear medicine, EMGO - Mental health, Lin, Li, Mach, François, ProdInra, Migration, University of Oxford, Università degli studi di Verona = University of Verona (UNIVR), University of Copenhagen = Københavns Universitet (UCPH), Università degli Studi di Milano = University of Milan (UNIMI), Vrije Universiteit Amsterdam [Amsterdam] (VU), Université de Lausanne = University of Lausanne (UNIL), Institut National de la Recherche Agronomique (INRA)-Université Paris Diderot - Paris 7 (UPD7)-Université Paris Descartes - Paris 5 (UPD5)-Université Sorbonne Paris Cité (USPC)-Institut National de la Santé et de la Recherche Médicale (INSERM), Laboratoire d'Informatique Médicale et Ingénierie des Connaissances en e-Santé (LIMICS), Institut National de la Santé et de la Recherche Médicale (INSERM)-Sorbonne Université (SU)-Université Sorbonne Paris Nord, Vrije universiteit = Free university of Amsterdam [Amsterdam] (VU), EMGO+ - Lifestyle, Overweight and Diabetes, Biological Psychology, APH - Amsterdam Public Health, Epidemiology and Data Science, Graduate School, Other departments, ACS - Amsterdam Cardiovascular Sciences, Vascular Medicine, Luan, Jian'an [0000-0003-3137-6337], Barroso, Ines [0000-0001-5800-4520], Danesh, John [0000-0003-1158-6791], Khaw, Kay-Tee [0000-0002-8802-2903], Markus, Hugh [0000-0002-9794-5996], Ong, Kenneth [0000-0003-4689-7530], Johnson, Kathleen [0000-0002-6823-3252], Wareham, Nicholas [0000-0003-1422-2993], Zhao, Jing Hua [0000-0003-4930-3582], Langenberg, Claudia [0000-0002-5017-7344], Apollo - University of Cambridge Repository, Life Course Epidemiology (LCE), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Stem Cell Aging Leukemia and Lymphoma (SALL), CHARGE-EchoGen Consortium, CHARGE-HF Consortium, Wellcome Trust Case Control Consortium, Medical Microbiology & Infectious Diseases, Epidemiology, Neurology, Radiology & Nuclear Medicine, Internal Medicine, Clinical Genetics, Biochemistry, National Institute for Health Research, and Medical Research Council (MRC)

Subjects
0301 basic medicine, Netherlands Twin Register (NTR), CHROMATIN, [SDV]Life Sciences [q-bio], LOCI, Genome-wide association study, Blood Pressure, SUSCEPTIBILITY, Bioinformatics, Cardiovascular, Genome-wide association studies, Medical and Health Sciences, single nucleotide polymorphism, CHARGE-EchoGen consortium, GWAS, 2.1 Biological and endogenous factors, Aetiology, Cells, Cultured, African Continental Ancestry Group, Genetics & Heredity, Genetics, ddc:616, Kidney, Framingham Risk Score, Cultured, COMMON VARIANTS, 11 Medical And Health Sciences, Single Nucleotide, Biological Sciences, African Continental Ancestry Group/genetics, Asian Continental Ancestry Group/genetics, Blood Pressure/genetics, Genome-Wide Association Study, Humans, Hypertension/genetics, Hypertension/pathology, Microarray Analysis, Polymorphism, Single Nucleotide, [SDV] Life Sciences [q-bio], medicine.anatomical_structure, Hypertension/genetics/pathology, Hypertension, Medical genetics, Wellcome Trust Case Control Consortium, Life Sciences & Biomedicine, TRAITS, Biotechnology, Asian Continental Ancestry Group, medicine.medical_specialty, CHARGE-EchoGen Consortium, Cells, Black People, BIOLOGY, Single-nucleotide polymorphism, Biology, Blood pressure, hypertension, genetics, single nucleotide polymorphism, GWAS, 03 medical and health sciences, SDG 3 - Good Health and Well-being, Asian People, medicine, Polymorphism, GENOME-WIDE ASSOCIATION, CELL-TYPES, METAANALYSIS, Genetic association, Science & Technology, CHARGE-HF consortium, 06 Biological Sciences, Genetic architecture, 030104 developmental biology, Blood pressure, CHARGE-HF Consortium, ARTERIAL-HYPERTENSION, Developmental Biology
Abstract

To dissect the genetic architecture of blood pressure (BP) and assess how its elevation promotes downstream cardiovascular diseases, we analyzed 128,272 SNPs from targeted and genome-wide arrays in 201,529 individuals of European ancestry. Genotypes from an additional 140,886 individuals of European ancestry were used as validation for loci reaching genome-wide significance but without prior support in the literature. We identified 66 BP loci, of which 17 were novel and 15 harbored multiple distinct association signals, and which together explain up to 3.5% of BP variation. The 66 index SNPs were enriched for cis-regulatory elements, particularly in vascular endothelial cells, consistent with a primary role in BP control through modulating blood vessel tone and fluid filtration across multiple tissues, not solely the kidney. Importantly, the 66 index SNPs combined in a risk score showed comparable effects in 64,421 individuals of non-European descent (South-Asian, East-Asian and African), confirming that these are ancestral physiological effects that arose prior to human migration out of Africa. The 66-SNP BP risk score was significantly associated with target-organ damage in multiple tissues, with minor effects in the kidney. Our data expand current knowledge of BP pathways, and also, highlight that BP regulation and its effects may occur in multiple organs and tissues beyond the classic renal system.

Published
2016
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33. Uncovering Networks from Genome-Wide Association Studies via Circular Genomic Permutation

Author

Alan F. Wright, Jennifer E. Huffman, Caroline Hayward, Igor Rudan, Harry Campbell, James F. Wilson, Chris Haley, Veronique Vitart, Pau Navarro, Claudia P. Cabrera, and Nicholas D. Hastie

Subjects
cardiac disease, Linkage disequilibrium, Single-nucleotide polymorphism, Genome-wide association study, Genomics, Investigations, Biology, Polymorphism, Single Nucleotide, pathway-based, 03 medical and health sciences, Permutation, 0302 clinical medicine, Genetics, Humans, GWAS, Computer Simulation, Gene Regulatory Networks, Molecular Biology, Genetics (clinical), 030304 developmental biology, Genetic association, Internet, 0303 health sciences, Models, Genetic, Genome, Human, Molecular Sequence Annotation, Tag SNP, SNP genotyping, genomicper R package, Cardiomyopathies, Software, permutation method, 030217 neurology & neurosurgery, Genome-Wide Association Study, Signal Transduction
Abstract

Genome-wide association studies (GWAS) aim to detect single nucleotide polymorphisms (SNP) associated with trait variation. However, due to the large number of tests, standard analysis techniques impose highly stringent significance thresholds, leaving potentially associated SNPs undetected, and much of the trait genetic variation unexplained. Pathway- and network-based methodologies applied to GWAS aim to detect associations missed by standard single-marker approaches. The complex and non-random architecture of the genome makes it a challenge to derive an appropriate testing framework for such methodologies. We developed a rapid and simple permutation approach that uses GWAS SNP association results to establish the significance of pathway associations while accounting for the linkage disequilibrium structure of SNPs and the clustering of functionally related elements in the genome. All SNPs used in the GWAS are placed in a “circular genome” according to their location. Then the complete set of SNP association P values are permuted by rotation with respect to the genomic locations of the SNPs. Once these “simulated” P values are assigned, the joint gene P values are calculated using Fisher’s combination test, and the association of pathways is tested using the hypergeometric test. The circular genomic permutation approach was applied to a human genome-wide association dataset. The data consists of 719 individuals from the ORCADES study genotyped for ∼300,000 SNPs and measured for 51 traits ranging from physical to biochemical measurements. KEGG pathways (n = 225) were used as the sets of pathways to be tested. Our results demonstrate that the circular genomic permutations provide robust association P values. The non-permuted hypergeometric analysis generates ∼1400 pathway-trait combination results with an association P value more significant than P ≤ 0.05, whereas applying circular genomic permutation reduces the number of significant results to a more credible 40% of that value. The circular permutation software (“genomicper”) is available as an R package at http://cran.r-project.org/.

Published
2012
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34. Genome-wide analysis of epistasis in body mass index using multiple human populations

Author

Igor Rudan, Claudia P. Cabrera, James F. Wilson, Sarah H. Wild, Alan F. Wright, Chris Haley, Jennifer E. Huffman, Peter P. Pramstaller, Pau Navarro, Andrew A. Hicks, Sara Knott, Attila Gyenesei, Veronique Vitart, Nicholas D. Hastie, Caroline Hayward, Gib Hemani, Harry Campbell, and Wenhua Wei

Subjects
Adult, Male, epistasis, Adolescent, Genome wide analysis, body mass index, Computational biology, Biology, Polymorphism, Single Nucleotide, White People, Article, Cohort Studies, Young Adult, BMI, 03 medical and health sciences, Gene interaction, Genetics, Humans, Genetics (clinical), Aged, 030304 developmental biology, Aged, 80 and over, 2. Zero hunger, 0303 health sciences, gene interaction, 030305 genetics & heredity, ta1182, Epistasis, Genetic, Middle Aged, Epistasis, Female, pair-wise genome scan, Body mass index, Genome-Wide Association Study
Abstract

We surveyed gene–gene interactions (epistasis) in human body mass index (BMI) in four European populations (n5000). We conclude that genome-wide analysis of epistasis in multiple populations is an effective approach to provide new insights into the genetic regulation of BMI but requires additional efforts to confirm the findings.

Published
2012
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35. Single-Cell Expression Profiling Reveals a Dynamic State of Cardiac Precursor Cells in the Early Mouse Embryo

Author

Anna Terry, Michael R. Barnes, Ken Suzuki, Kenta Yashiro, Prashant Ruchaya, Masahiro Kaneko, Hidekazu Ishida, Monika Struebig, Hiroshi Hamada, Hidetaka Shiratori, Charles A. Mein, Claudia P. Cabrera, Torath Ameen, Yasunori Shintani, Ioannis Kokkinopoulos, Rie Saba, Steven R. Coppen, Queen Mary University of London, Universidade Estadual Paulista (Unesp), and Osaka University

Subjects
Male, Mesoderm, Population, lcsh:Medicine, Mice, Transgenic, Biology, Mice, 03 medical and health sciences, 0302 clinical medicine, Pregnancy, Gene expression, medicine, Animals, Myocytes, Cardiac, lcsh:Science, education, Cells, Cultured, Embryonic Stem Cells, 030304 developmental biology, Progenitor, 0303 health sciences, education.field_of_study, Multidisciplinary, Heart development, Gene Expression Profiling, lcsh:R, Gene Expression Regulation, Developmental, Cell Differentiation, Embryo, Embryo, Mammalian, Molecular biology, Embryonic stem cell, humanities, 3. Good health, Cell biology, Gene expression profiling, medicine.anatomical_structure, Female, lcsh:Q, Single-Cell Analysis, Transcriptome, 030217 neurology & neurosurgery, Research Article
Abstract

Made available in DSpace on 2015-12-07T15:32:27Z (GMT). No. of bitstreams: 0 Previous issue date: 2015. Added 1 bitstream(s) on 2015-12-07T15:54:05Z : No. of bitstreams: 1 PMC4607431.pdf: 15306805 bytes, checksum: 0954e0b090d2f139da736c39ec3d5585 (MD5) Medical Research Council (MRC) In the early vertebrate embryo, cardiac progenitor/precursor cells (CPs) give rise to cardiac structures. Better understanding their biological character is critical to understand the heart development and to apply CPs for the clinical arena. However, our knowledge remains incomplete. With the use of single-cell expression profiling, we have now revealed rapid and dynamic changes in gene expression profiles of the embryonic CPs during the early phase after their segregation from the cardiac mesoderm. Progressively, the nascent mesodermal gene Mesp1 terminated, and Nkx2-5+/Tbx5+ population rapidly replaced the Tbx5low+ population as the expression of the cardiac genes Tbx5 and Nkx2-5 increased. At the Early Headfold stage, Tbx5-expressing CPs gradually showed a unique molecular signature with signs of cardiomyocyte differentiation. Lineage-tracing revealed a developmentally distinct characteristic of this population. They underwent progressive differentiation only towards the cardiomyocyte lineage corresponding to the first heart field rather than being maintained as a progenitor pool. More importantly, Tbx5 likely plays an important role in a transcriptional network to regulate the distinct character of the FHF via a positive feedback loop to activate the robust expression of Tbx5 in CPs. These data expands our knowledge on the behavior of CPs during the early phase of cardiac development, subsequently providing a platform for further study. Translational Medicine and Therapeutics, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom Translational Medicine and Therapeutics, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom; Physiology and Pathology, University of São Paulo State - UNESP, Araraquara School of Dentistry, Araraquara, São Paulo, Brazil. Clinical Pharmacology, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom; Genome Centre, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom; NIHR Barts Cardiovascular Biomedical Research Unit, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom Genome Centre, William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom. Department of Developmental Genetics, Graduate School of Frontier Biosciences, Osaka University, Suita, Osaka, Japan Physiology and Pathology, University of São Paulo State - UNESP, Araraquara School of Dentistry, Araraquara, São Paulo, Brazil MRC: G0900105 MRC: MR/J007625/1

Published
2015
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36. Genome-wide association analysis identifies novel blood pressure loci and offers biological insights into cardiovascular risk

Author

Warren, Helen R., Evangelou, Evangelos, Cabrera, Claudia P., Gao, Ren, Meixia, Mifsud, Borbala, Ntalla, Ioanna, Surendran, Praveen, Liu, Chunyu, Cook, James P., Kraja, Aldi T., Drenos, Fotios, Loh, Marie, Verweij, Niek, Marten, Jonathan, Karaman, Ibrahim, Lepe, Marcelo P. Segura, O'Reilly, Paul F., Knight, Joanne, Snieder, Harold, Kato, Norihiro, Jiang, Tai, E. Shyong, Said, M. Abdullah, Porteous, David, Alver, Maris, Poulter, Neil, Farrall, Martin, Gansevoort, Ron T., Padmanabhan, Sandosh, Magi, Reedik, Stanton, Alice, Connell, John, Bakker, Stephan J. L., Metspalu, Andres, Shields, Denis C., Thom, Simon, Brown, Morris, Sever, Peter, Esko, Tonu, Hayward, Caroline, van der Harst, Pim, Saleheen, Danish, Chowdhury, Rajiv, Chambers, John C., Chasman, Daniel I., Chakravarti, Aravinda, Newton-Cheh, Christopher, Lindgren, Cecilia M., Levy, Daniel, Kooner, Jaspal S., Keavney, Bernard, Tomaszewski, Maciej, Samani, Nilesh J., Howson, Joanna M. M., Tobin, Martin D., Munroe, Patricia B., Ehret, Georg B., Wain, Louise V., Barnes, Michael R., Tzoulaki, Joanna, Caulfield, Mark J., Elliott, Paul, Vaez, Ahmad, Jansen, Rick, Joehanes, Roby, van der Most, Peter J., Erzurumluoglu, A. Mesut, Rose, Lynda M., Verwoert, Germaine C., Hottenga, Jouke-Jan, Strawbridge, Rona J., Arking, Dan E., Hwang, Shih-Jen, Guo, Xiuqing, Kutalik, Zoltan, Trompet, Stella, Shrine, Nick, Teumer, Alexander, Ried, Janina S., Bis, Joshua C., Smith, Albert V., Amin, Najaf, Nolte, Ilja M., Lyytikainen, Leo-Pekka, Mahajan, Anubha, Wareham, Nicholas J., Hofer, Edith, Joshi, Peter K., Kristiansson, Kati, Traglia, Michela, Havulinna, Aki S., Goel, Anuj, Nalls, Mike A., Sober, Siim, Vuckovic, Dragana, Luan, Jian'an, Del Greco M, Fabiola, Ayers, Kristin L., Marrugat, Jaume, Ruggiero, Daniela, Lopez, Lorna M., Niiranen, Teemu, Enroth, Stefan, Jackson, Anne U., Nelson, Christopher P., Huffman, Jennifer E., Zhang, Weihua, Gandin, Ilaria, Harris, Sarah E., Zemonik, Tatijana, Yingchang, Shah, Nabi, de Borst, Martin H., Mangino, Massimo, Prins, Bram P., Campbell, Archie, Li-Gao, Ruifang, Chauhan, Ganesh, Oldmeadow, Abecasis, Goncalo, Abedi, Maryam, Barbieri, Caterina M., Batini, Chiara, Blake, Tineka, Boehnke, Michael, Bottinger, Erwin P., Braund, Peter S., Brumat, Marco, Harry, Cocca, Massimiliano, Collins, Francis, Cordell, Heather J., Damman, Jeffrey J., Davies, Gail, de Geus, Eco J., de Mutsert, Renee, Deelen, Joris, Demirkale, Yusuf, Doney, Alex S. F., Dorr, Marcus, Ferreira, Teresa, Franberg, Mattias, Giedraitis, Vilmantas, Gieger, Christian, Giulianini, Franco, Gow, Alan J., Hamsten, Anders, Tamara B., Hofman, Albert, Holliday, Elizabeth G., Jarvelin, Marjo-Riitta, Johansson, Asa, Johnson, Andrew D., Jousilahti, Pekka, Jula, Antti, Kahonen, Mika, Kathiresan, Sekar, Khaw, Kay-Tee, Kolcic, Ivana, Koskinen, Seppo, Langenberg, Claudia, Larson, Marty, Launer, Lenore J., Lehne, Benjamin, Liewald, David C. M., Lin, Lind, Lars, Mach, Francois, Mamasoula, Chrysovalanto, Menni, Cristina, Milaneschi, Yuri, Morgan, Anna, Morrison, Alanna C., Munson, Nandakumar, Priyanka, Quang Tri Nguyen, Nutile, Oldehinkel, Albertine J., Oostra, Ben A., Org, Elin, Palotie, Aarno, Pare, Guillaume, Pattie, Alison, Penninx, Brenda W. J. H., Pramstaller, Peter P., Raitakari, Olli T., Rice, Kenneth, Ridker, Paul M., Riese, Harriette, Ripatti, Samuli, Robino, Antonietta, Rotter, Jerome I., Rudan, Igor, Saba, Yasaman, Saint Pierre, Aude, Sala, Cinzia F., Sarin, Antti-Pekka, Schmidt, Reinhold, Scott, Rodney, Seelen, Marc A., Siscovick, Sorice, Rossella, Stott, David J., Sundstrom, Johan, Swertz, Taylor, Kent D., Tzourio, Christophe, Uitterlinden, Andre G., Volker, Uwe, Vollenweider, Wild, Sarah, Willemsen, Gonneke, Wright, Alan F., Yao, Jie, Theriault, Sebastien, Conen, Attia, Debette, Stephanie, Mook-Kanamori, Dennis O., Zeggini, Eleftheria, Spector, Tim D., Palmer, Colin N. A., Vergnaud, Anne-Claire, Loos, Ruth J. F., Polasek, Ozren, Starr, John M., Girotto, Giorgia, Cecila M., Vitart, Veronique, Tuomilehto, Jaakko, Gyllensten, Ulf, Knekt, Deary, Ian J., Ciullo, Marina, Elosua, Roberto, Bernard D., Hicks, Andrew A., Robert A., Gasparini, Paolo, Laan, YongMei, Watkins, Hugh, Hartman, Catharina A., Salomaa, Veikko, Toniolo, Perola, Markus, Wilson, James F., Helena, Zhao, Jing Hua, Lehtimaki, Terho, van Duijn, Cornelia M., Gudnason, Vilmundur, Psaty, Bruce M., Peters, Annette, Rettig, Rainer, James, Alan, Jukema, J. Wouter, Strachan, David P., Palmas, Walter, Ingelsson, Erik, Boomsma, Dorret I., Oscar H., Bochud, Murielle, Andrew P., Int Consortium Blood Pressure ICBP, CHD Exome Consortium, ExomeBP Consortium, T2D-GENES Consortium, GoT2D Genes Consortium, CHARGE BP Exome Consortium, iGEN-BP Consortium, UK Biobank CardioMetab Consortium, BIOS Consortium, Lifelines Cohort Study, Understanding Soc Sci Grp, UK Biobank, National Institute for Health Research, Imperial College Healthcare NHS Trust- BRC Funding, British Heart Foundation, Medical Research Council (MRC), Lee Kong Chian School of Medicine (LKCMedicine), International Consortium of Blood Pressure (ICBP) 1000G Analyses, BIOS Consortium, Lifelines Cohort Study, Understanding Society Scientific group, CHD Exome+ Consortium, ExomeBP Consortium, T2D-GENES Consortium, GoT2DGenes Consortium, Cohorts for Heart and Ageing Research in Genome Epidemiology (CHARGE) BP Exome Consortium, International Genomics of Blood Pressure (iGEN-BP) Consortium, UK Biobank CardioMetabolic Consortium BP working group, Völker, U., Vollenweider, P., Wild, S., Willemsen, G., Wright, A.F., Yao, J., Thériault, S., Conen, D., John, A., Sever, P., Debette, S., Mook-Kanamori, D.O., Zeggini, E., Spector, T.D., van der Harst, P., Palmer, C.N., Vergnaud, A.C., Loos, R.J., Polasek, O., Starr, J.M., Girotto, G., Hayward, C., Kooner, J.S., Lindgren, C.M., Vitart, V., Samani, N.J., Tuomilehto, J., Gyllensten, U., Knekt, P., Deary, I.J., Ciullo, M., Elosua, R., Keavney, B.D., Hicks, A.A., Scott, R.A., Gasparini, P., Laan, M., Liu, Y., Watkins, H., Hartman, C.A., Salomaa, V., Toniolo, D., Perola, M., Wilson, J.F., Schmidt, H., Zhao, J.H., Lehtimäki, T., van Duijn, C.M., Gudnason, V., Psaty, B.M., Peters, A., Rettig, R., James, A., Jukema, J.W., Strachan, D.P., Palmas, W., Metspalu, A., Ingelsson, E., Boomsma, D.I., Franco, O.H., Bochud, M., Newton-Cheh, C., Munroe, P.B., Elliott, P., Chasman, D.I., Chakravarti, A., Knight, J., Morris, A.P., Levy, D., Tobin, M.D., Snieder, H., Caulfield, M.J., Ehret, G.B., Barnes, M.R., Tzoulaki, I., Warren, Helen R., Evangelou, Evangelo, Cabrera, Claudia P., Gao, He, Ren, Meixia, Mifsud, Borbala, Ntalla, Ioanna, Surendran, Praveen, Liu, Chunyu, Cook, James P., Kraja, Aldi T., Drenos, Fotio, Loh, Marie, Verweij, Niek, Marten, Jonathan, Karaman, Ibrahim, Lepe, Marcelo P. Segura, O'Reilly, Paul F., Knight, Joanne, Snieder, Harold, Kato, Norihiro, He, Jiang, Tai, E. Shyong, Said, M. Abdullah, Porteous, David, Alver, Mari, Poulter, Neil, Farrall, Martin, Gansevoort, Ron T., Padmanabhan, Sandosh, Magi, Reedik, Stanton, Alice, Connell, John, Bakker, Stephan J. L., Metspalu, Andre, Shields, Denis C., Thom, Simon, Brown, Morri, Sever, Peter, Esko, Tonu, Hayward, Caroline, van der Harst, Pim, Saleheen, Danish, Chowdhury, Rajiv, Chambers, John C, Chasman, Daniel I., Chakravarti, Aravinda, Newton Cheh, Christopher, Lindgren, Cecilia M., Levy, Daniel, Kooner, Jaspal S., Keavney, Bernard, Tomaszewski, Maciej, Samani, Nilesh J., Howson, Joanna M. M., Tobin, Martin D., Munroe, Patricia B., Ehret, Georg B., Wain, Louise V., Barnes, Michael R., Tzoulaki, Joanna, Caulfield, Mark J., Elliott, Paul, Vaez, Ahmad, Jansen, Rick, Joehanes, Roby, van der Most, Peter J., Erzurumluoglu, A. Mesut, O'Reilly, Paul, Rose, Lynda M., Verwoert, Germaine C., Hottenga, Jouke Jan, Strawbridge, Rona J., Arking, Dan E., Hwang, Shih Jen, Guo, Xiuqing, Kutalik, Zoltan, Trompet, Stella, Shrine, Nick, Teumer, Alexander, Ried, Janina S., Bis, Joshua C., Smith, Albert V., Amin, Najaf, Nolte, Ilja M., Lyytikainen, Leo Pekka, Mahajan, Anubha, Wareham, Nicholas J., Hofer, Edith, Joshi, Peter K., Kristiansson, Kati, Traglia, Michela, Havulinna, Aki S., Goel, Anuj, Nalls, Mike A., Sober, Siim, Vuckovic, Dragana, Luan, Jian'An, Del Greco M, Fabiola, Ayers, Kristin L., Marrugat, Jaume, Ruggiero, Daniela, Lopez, Lorna M, Niiranen, Teemu, Enroth, Stefan, Jackson, Anne U., Nelson, Christopher P., Huffman, Jennifer E., Zhang, Weihua, Gandin, Ilaria, Harris, Sarah E., Zemonik, Tatijana, Lu, Yingchang, Shah, Nabi, de Borst, Martin H., Mangino, Massimo, Prins, Bram P., Campbell, Archie, Li Gao, Ruifang, Chauhan, Ganesh, Oldmeadow, Christopher, Abecasis, Goncalo, Abedi, Maryam, Barbieri, Caterina M., Batini, Chiara, Blake, Tineka, Boehnke, Michael, Bottinger, Erwin P., Braund, Peter S., Brown, Morris), Brumat, Marco, Campbell, Harry, Chambers, John C., Cocca, Massimiliano, Collins, Franci, Connell, John), Cordell, Heather J., Damman, Jeffrey J., Davies, Gail, de Geus, Eco J., de Mutsert, Renee, Deelen, Jori, Demirkale, Yusuf, Doney, Alex S. F., Dorr, Marcu, Ferreira, Teresa, Franberg, Mattia, Giedraitis, Vilmanta, Gieger, Christian, Giulianini, Franco, Gow, Alan J., Hamsten, Ander, Harris, Tamara B., Hofman, Albert, Holliday, Elizabeth G., Jarvelin, Marjo Riitta, Johansson, Asa, Johnson, Andrew D., Jousilahti, Pekka, Jula, Antti, Kahonen, Mika, Kathiresan, Sekar, Khaw, Kay Tee, Kolcic, Ivana, Koskinen, Seppo, Langenberg, Claudia, Larson, Marty, Launer, Lenore J, Lehne, Benjamin, Liewald, David C. M., Lin, Li, Lind, Lar, Mach, Francoi, Mamasoula, Chrysovalanto, Menni, Cristina, Milaneschi, Yuri, Morgan, Anna, Morris, Andrew D., Morrison, Alanna C., Munson, Peter J., Nandakumar, Priyanka, Quang Tri, Nguyen, Nutile, Teresa, Oldehinkel, Albertine J., Oostra, Ben A., Org, Elin, Palotie, Aarno, Pare, Guillaume, Pattie, Alison, Penninx, Brenda W. J. H., Pramstaller, Peter P., Raitakari, Olli T., Rice, Kenneth, Ridker, Paul M., Riese, Harriette, Ripatti, Samuli, Robino, Antonietta, Rotter, Jerome I., Rudan, Igor, Saba, Yasaman, Saint Pierre, Aude, Sala, Cinzia F., Sarin, Antti Pekka, Schmidt, Reinhold, Scott, Rodney, Seelen, Marc A., Siscovick, David, Sorice, Rossella, Stott, David J., Sundstrom, Johan, Swertz, Morri, Taylor, Kent D., Tzoulaki, Ioanna, Tzourio, Christophe, Uitterlinden, Andre G., Volker, Uwe, Vollenweider, Peter, Wild, Sarah, Willemsen, Gonneke, Wright, Alan F., Yao, Jie, Theriault, Sebastien, Conen, David, John, Attia, Debette, Stephanie, Mook Kanamori, Dennis O., Zeggini, Eleftheria, Spector, Tim D., Palmer, Colin N. A., Vergnaud, Anne Claire, Loos, Ruth J. F., Polasek, Ozren, Starr, John M., Girotto, Giorgia, Lindgren, Cecila M., Vitart, Veronique, Tuomilehto, Jaakko, Gyllensten, Ulf, Knekt, Paul, Deary, Ian J., Ciullo, Marina, Elosua, Roberto, Keavney, Bernard D., Hicks, Andrew A., Scott, Robert A., Gasparini, Paolo, Laan, Mari, Liu, Yongmei, Watkins, Hugh, Hartman, Catharina A., Salomaa, Veikko, Toniolo, Daniela, Perola, Marku, Wilson, James F., Schmidt, Helena, Zhao, Jing Hua, Lehtimaki, Terho, van Duijn, Cornelia M., Gudnason, Vilmundur, Psaty, Bruce M., Peters, Annette, Rettig, Rainer, James, Alan, Jukema, J. Wouter, Strachan, David P., Palmas, Walter, Ingelsson, Erik, Boomsma, Dorret I., Franco, Oscar H., Bochud, Murielle, Morris, Andrew P., Tobin, Martin D, CHD Exome, Consortium, Exomebp, Consortium, T2D GENES, Consortium, GoT2D Genes, Consortium, CHARGE BP Exome, Consortium, iGEN BP, Consortium, UK Biobank CardioMetab, Consortium, Bios, Consortium, Lifelines Cohort, Study, Understanding Soc Sci, Grp, Pathology, Gastroenterology & Hepatology, Cardiology, Epidemiology, Internal Medicine, Clinical Genetics, Internal medicine, Psychiatry, Amsterdam Neuroscience - Complex Trait Genetics, APH - Mental Health, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Digital Health, Biological Psychology, APH - Health Behaviors & Chronic Diseases, APH - Personalized Medicine, APH - Methodology, Surendran, Praveen [0000-0002-4911-6077], Marten, Jonathan [0000-0001-6916-2014], Chowdhury, Rajiv [0000-0003-4881-5690], Howson, Joanna [0000-0001-7618-0050], and Apollo - University of Cambridge Repository

Subjects
Netherlands Twin Register (NTR), Male, 0301 basic medicine, Blood Pressure, Genome-wide association study, Disease, Bioinformatics, Risk Factors, NADPH OXIDASE, health care economics and organizations, IN-VIVO, 11 Medical And Health Sciences, Middle Aged, Biobank, 3. Good health, Pulse pressure, ENDOTHELIAL-CELL, Cardiovascular Diseases, Hypertension, CORONARY-ARTERY-DISEASE, Medical genetics, Female, KEY ROLE, Adult, medicine.medical_specialty, NEUROTROPHIC FACTOR, HYPERTENSION, COMMON, GENE, NOX4, METAANALYSIS, INHIBITION, European Continental Ancestry Group, Biology, Polymorphism, Single Nucleotide, White People, Article, 03 medical and health sciences, SDG 3 - Good Health and Well-being, UK BIOBANK, Journal Article, Genetics, medicine, Humans, Genetic Predisposition to Disease, Risk factor, Genetic association, ta1184, ta3121, 06 Biological Sciences, 030104 developmental biology, Blood pressure, MYOCARDIAL-INFARCTION, Genetic Loci, genome-wide association studies, Genome-Wide Association Study, Cardiovascular Risk, Developmental Biology
Abstract

Elevated blood pressure is the leading heritable risk factor for cardiovascular disease worldwide. We report genetic association of blood pressure (systolic, diastolic, pulse pressure) among UK Biobank participants of European ancestry with independent replication in other cohorts, and robust validation of 107 independent loci. We also identify new independent variants at 11 previously reported blood pressure loci. In combination with results from a range of in silico functional analyses and wet bench experiments, our findings highlight new biological pathways for blood pressure regulation enriched for genes expressed in vascular tissues and identify potential therapeutic targets for hypertension. Results from genetic risk score models raise the possibility of a precision medicine approach through early lifestyle intervention to offset the impact of blood pressure-raising genetic variants on future cardiovascular disease risk.

Published
2017
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