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2. Transcriptomic variation of pharmacogenes in multiple human tissues and lymphoblastoid cell lines

Author

Chhibber, A, French, CE, Yee, SW, Gamazon, ER, Theusch, E, Qin, X, Webb, A, Papp, AC, Wang, A, Simmons, CQ, Konkashbaev, A, Chaudhry, AS, Mitchel, K, Stryke, D, Ferrin, TE, Weiss, ST, Kroetz, DL, Sadee, W, Nickerson, DA, Krauss, RM, George, AL, Schuetz, EG, Medina, MW, Cox, NJ, Scherer, SE, Giacomini, KM, and Brenner, SE

Subjects
Pharmacology and Pharmaceutical Sciences, Biomedical and Clinical Sciences, Human Genome, Genetics, Good Health and Well Being, Adipose Tissue, Alternative Splicing, Cell Line, Computational Biology, Databases, Genetic, Genotype, High-Throughput Nucleotide Sequencing, Humans, Kidney, Liver, Myocardium, Pharmacogenetics, Pharmacogenomic Variants, Phenotype, Sequence Analysis, RNA, Transcriptome, Pharmacology & Pharmacy, Pharmacology and pharmaceutical sciences
Abstract

Variation in the expression level and activity of genes involved in drug disposition and action ('pharmacogenes') can affect drug response and toxicity, especially when in tissues of pharmacological importance. Previous studies have relied primarily on microarrays to understand gene expression differences, or have focused on a single tissue or small number of samples. The goal of this study was to use RNA-sequencing (RNA-seq) to determine the expression levels and alternative splicing of 389 Pharmacogenomics Research Network pharmacogenes across four tissues (liver, kidney, heart and adipose) and lymphoblastoid cell lines, which are used widely in pharmacogenomics studies. Analysis of RNA-seq data from 139 different individuals across the 5 tissues (20-45 individuals per tissue type) revealed substantial variation in both expression levels and splicing across samples and tissue types. Comparison with GTEx data yielded a consistent picture. This in-depth exploration also revealed 183 splicing events in pharmacogenes that were previously not annotated. Overall, this study serves as a rich resource for the research community to inform biomarker and drug discovery and use.

Published
2017

3. Cross-disorder genome-wide analyses suggest a complex genetic relationship between Tourette's syndrome and OCD.

Author

Yu, Dongmei, Mathews, Carol A, Scharf, Jeremiah M, Neale, Benjamin M, Davis, Lea K, Gamazon, Eric R, Derks, Eske M, Evans, Patrick, Edlund, Christopher K, Crane, Jacquelyn, Fagerness, Jesen A, Osiecki, Lisa, Gallagher, Patience, Gerber, Gloria, Haddad, Stephen, Illmann, Cornelia, McGrath, Lauren M, Mayerfeld, Catherine, Arepalli, Sampath, Barlassina, Cristina, Barr, Cathy L, Bellodi, Laura, Benarroch, Fortu, Berrió, Gabriel Bedoya, Bienvenu, O Joseph, Black, Donald W, Bloch, Michael H, Brentani, Helena, Bruun, Ruth D, Budman, Cathy L, Camarena, Beatriz, Campbell, Desmond D, Cappi, Carolina, Silgado, Julio C Cardona, Cavallini, Maria C, Chavira, Denise A, Chouinard, Sylvain, Cook, Edwin H, Cookson, MR, Coric, Vladimir, Cullen, Bernadette, Cusi, Daniele, Delorme, Richard, Denys, Damiaan, Dion, Yves, Eapen, Valsama, Egberts, Karin, Falkai, Peter, Fernandez, Thomas, Fournier, Eduardo, Garrido, Helena, Geller, Daniel, Gilbert, Donald L, Girard, Simon L, Grabe, Hans J, Grados, Marco A, Greenberg, Benjamin D, Gross-Tsur, Varda, Grünblatt, Edna, Hardy, John, Heiman, Gary A, Hemmings, Sian MJ, Herrera, Luis D, Hezel, Dianne M, Hoekstra, Pieter J, Jankovic, Joseph, Kennedy, James L, King, Robert A, Konkashbaev, Anuar I, Kremeyer, Barbara, Kurlan, Roger, Lanzagorta, Nuria, Leboyer, Marion, Leckman, James F, Lennertz, Leonhard, Liu, Chunyu, Lochner, Christine, Lowe, Thomas L, Lupoli, Sara, Macciardi, Fabio, Maier, Wolfgang, Manunta, Paolo, Marconi, Maurizio, McCracken, James T, Mesa Restrepo, Sandra C, Moessner, Rainald, Moorjani, Priya, Morgan, Jubel, Muller, Heike, Murphy, Dennis L, Naarden, Allan L, Nurmi, Erika, Ochoa, William Cornejo, Ophoff, Roel A, Pakstis, Andrew J, Pato, Michele T, Pato, Carlos N, Piacentini, John, Pittenger, Christopher, and Pollak, Yehuda

Subjects
Humans, Tourette Syndrome, Severity of Illness Index, Obsessive-Compulsive Disorder, Psychiatric Status Rating Scales, Comorbidity, Polymorphism, Single Nucleotide, Adult, Female, Male, Genome-Wide Association Study, Human Genome, Genetics, Brain Disorders, Serious Mental Illness, Neurodegenerative, Prevention, Anxiety Disorders, Mental Health, Neurosciences, 2.1 Biological and endogenous factors, Aetiology, Mental health, Medical and Health Sciences, Psychology and Cognitive Sciences, Psychiatry
Abstract

ObjectiveObsessive-compulsive disorder (OCD) and Tourette's syndrome are highly heritable neurodevelopmental disorders that are thought to share genetic risk factors. However, the identification of definitive susceptibility genes for these etiologically complex disorders remains elusive. The authors report a combined genome-wide association study (GWAS) of Tourette's syndrome and OCD.MethodThe authors conducted a GWAS in 2,723 cases (1,310 with OCD, 834 with Tourette's syndrome, 579 with OCD plus Tourette's syndrome/chronic tics), 5,667 ancestry-matched controls, and 290 OCD parent-child trios. GWAS summary statistics were examined for enrichment of functional variants associated with gene expression levels in brain regions. Polygenic score analyses were conducted to investigate the genetic architecture within and across the two disorders.ResultsAlthough no individual single-nucleotide polymorphisms (SNPs) achieved genome-wide significance, the GWAS signals were enriched for SNPs strongly associated with variations in brain gene expression levels (expression quantitative loci, or eQTLs), suggesting the presence of true functional variants that contribute to risk of these disorders. Polygenic score analyses identified a significant polygenic component for OCD (p=2×10(-4)), predicting 3.2% of the phenotypic variance in an independent data set. In contrast, Tourette's syndrome had a smaller, nonsignificant polygenic component, predicting only 0.6% of the phenotypic variance (p=0.06). No significant polygenic signal was detected across the two disorders, although the sample is likely underpowered to detect a modest shared signal. Furthermore, the OCD polygenic signal was significantly attenuated when cases with both OCD and co-occurring Tourette's syndrome/chronic tics were included in the analysis (p=0.01).ConclusionsPrevious work has shown that Tourette's syndrome and OCD have some degree of shared genetic variation. However, the data from this study suggest that there are also distinct components to the genetic architectures of these two disorders. Furthermore, OCD with co-occurring Tourette's syndrome/chronic tics may have different underlying genetic susceptibility compared with OCD alone.

Published
2015

6. Partitioning the Heritability of Tourette Syndrome and Obsessive Compulsive Disorder Reveals Differences in Genetic Architecture

Author

Davis, Lea K, Yu, Dongmei, Keenan, Clare L, Gamazon, Eric R, Konkashbaev, Anuar I, Derks, Eske M, Neale, Benjamin M, Yang, Jian, Lee, S. Hong, Evans, Patrick, Barr, Cathy L, Bellodi, Laura, Benarroch, Fortu, Berrio, Gabriel Bedoya, Bienvenu, Oscar J, Bloch, Michael H, Blom, Rianne M, Bruun, Ruth D, Budman, Cathy L, Camarena, Beatriz, Campbell, Desmond, Cappi, Carolina, Cardona Silgado, Julio C, Cath, Danielle C, Cavallini, Maria C, Chavira, Denise A, Chouinard, Sylvain, Conti, David V, Cook, Edwin H, Coric, Vladimir, Cullen, Bernadette A, Deforce, Dieter, Delorme, Richard, Dion, Yves, Edlund, Christopher K, Egberts, Karin, Falkai, Peter, Fernandez, Thomas V, Gallagher, Patience J, Garrido, Helena, Geller, Daniel, Girard, Simon L, Grabe, Hans J, Grados, Marco A, Greenberg, Benjamin D, Gross-Tsur, Varda, Haddad, Stephen, Heiman, Gary A, Hemmings, Sian M. J, Hounie, Ana G, Illmann, Cornelia, Jankovic, Joseph, Jenike, Michael A, Kennedy, James L, King, Robert A, Kremeyer, Barbara, Kurlan, Roger, Lanzagorta, Nuria, Leboyer, Marion, Leckman, James F, Lennertz, Leonhard, Liu, Chunyu, Lochner, Christine, Lowe, Thomas L, Macciardi, Fabio, McCracken, James T, McGrath, Lauren M, Mesa Restrepo, Sandra C, Moessner, Rainald, Morgan, Jubel, Muller, Heike, Murphy, Dennis L, Naarden, Allan L, Ochoa, William Cornejo, Ophoff, Roel A, Osiecki, Lisa, Pakstis, Andrew J, Pato, Michele T, Pato, Carlos N, Piacentini, John, Pittenger, Christopher, Pollak, Yehuda, Rauch, Scott L, Renner, Tobias J, Reus, Victor I, Richter, Margaret A, Riddle, Mark A, Robertson, Mary M, Romero, Roxana, Rosàrio, Maria C, Rosenberg, David, Rouleau, Guy A, Ruhrmann, Stephan, Ruiz-Linares, Andres, Sampaio, Aline S, Samuels, Jack, Sandor, Paul, Sheppard, Brooke, Singer, Harvey S, and Smit, Jan H

Subjects
Missing Heritability, Tic Disorders, Neuropsychiatric Disorders, Complex Diseases, Common Snps, Gilles, Family, Brain, Expression, Autism
Published
2013

7. Partitioning the heritability of Tourette syndrome and obsessive compulsive disorder reveals differences in genetic architecture.

Author

Chouinard, Sylvain, Conti, David, Cook, Edwin, Coric, Vladimir, Cullen, Bernadette, Deforce, Dieter, Delorme, Richard, Dion, Yves, Edlund, Christopher, Egberts, Karin, Falkai, Peter, Fernandez, Thomas, Gallagher, Patience, Garrido, Helena, Geller, Daniel, Girard, Simon, Grabe, Hans, Grados, Marco, Greenberg, Benjamin, Gross-Tsur, Varda, Haddad, Stephen, Heiman, Gary, Hemmings, Sian, Hounie, Ana, Illmann, Cornelia, Jankovic, Joseph, Jenike, Michael, Kennedy, James, King, Robert, Kremeyer, Barbara, Kurlan, Roger, Lanzagorta, Nuria, Leboyer, Marion, Leckman, James, Lennertz, Leonhard, Liu, Chunyu, Lochner, Christine, Davis, Lea, Yu, Dongmei, Keenan, Clare, Gamazon, Eric, Konkashbaev, Anuar, Derks, Eske, Neale, Benjamin, Yang, Jian, Lee, S, Evans, Patrick, Barr, Cathy, Bellodi, Laura, Benarroch, Fortu, Berrio, Gabriel, Bienvenu, Oscar, Bloch, Michael, Blom, Rianne, Bruun, Ruth, Budman, Cathy, Camarena, Beatriz, Campbell, Desmond, Cappi, Carolina, Cardona Silgado, Julio, Cath, Danielle, Cavallini, Maria, McCracken, James, McGrath, Lauren, Mesa Restrepo, Sandra, Moessner, Rainald, Morgan, Jubel, Muller, Heike, Murphy, Dennis, Naarden, Allan, Ochoa, William, Osiecki, Lisa, Pakstis, Andrew, Pato, Michele, Pato, Carlos, Pittenger, Christopher, Pollak, Yehuda, Rauch, Scott, Renner, Tobias, Richter, Margaret, Riddle, Mark, Robertson, Mary, Romero, Roxana, Rosàrio, Maria, Rosenberg, David, Rouleau, Guy, Ruhrmann, Stephan, Ruiz-Linares, Andres, Sampaio, Aline, Samuels, Jack, Sandor, Paul, Sheppard, Brooke, Singer, Harvey, Smit, Jan, Stein, Dan, Strengman, E, Tischfield, Jay, Valencia Duarte, Ana, Vallada, Homero, and Van Nieuwerburgh, Filip

Subjects
Gene Frequency, Genome-Wide Association Study, Humans, Obsessive-Compulsive Disorder, Phenotype, Polymorphism, Single Nucleotide, Quantitative Trait, Heritable, Tourette Syndrome
Abstract

The direct estimation of heritability from genome-wide common variant data as implemented in the program Genome-wide Complex Trait Analysis (GCTA) has provided a means to quantify heritability attributable to all interrogated variants. We have quantified the variance in liability to disease explained by all SNPs for two phenotypically-related neurobehavioral disorders, obsessive-compulsive disorder (OCD) and Tourette Syndrome (TS), using GCTA. Our analysis yielded a heritability point estimate of 0.58 (se = 0.09, p = 5.64e-12) for TS, and 0.37 (se = 0.07, p = 1.5e-07) for OCD. In addition, we conducted multiple genomic partitioning analyses to identify genomic elements that concentrate this heritability. We examined genomic architectures of TS and OCD by chromosome, MAF bin, and functional annotations. In addition, we assessed heritability for early onset and adult onset OCD. Among other notable results, we found that SNPs with a minor allele frequency of less than 5% accounted for 21% of the TS heritability and 0% of the OCD heritability. Additionally, we identified a significant contribution to TS and OCD heritability by variants significantly associated with gene expression in two regions of the brain (parietal cortex and cerebellum) for which we had available expression quantitative trait loci (eQTLs). Finally we analyzed the genetic correlation between TS and OCD, revealing a genetic correlation of 0.41 (se = 0.15, p = 0.002). These results are very close to previous heritability estimates for TS and OCD based on twin and family studies, suggesting that very little, if any, heritability is truly missing (i.e., unassayed) from TS and OCD GWAS studies of common variation. The results also indicate that there is some genetic overlap between these two phenotypically-related neuropsychiatric disorders, but suggest that the two disorders have distinct genetic architectures.

Published
2013

8. Genome-wide association study of Tourettes syndrome.

Author

Neale, B, Stewart, S, Fagerness, J, Evans, P, Gamazon, E, Edlund, C, Service, S, Tikhomirov, A, Osiecki, L, Illmann, C, Pluzhnikov, A, Konkashbaev, A, Davis, L, Han, B, Crane, J, Scharf, J, Yu, D, Rangel-Lugo, M, Chouinard, S, Dion, Y, Girard, S, Cath, D, Smit, J, King, R, Fernandez, T, Leckman, J, Kidd, K, Kidd, J, Pakstis, A, Herrera, L, Romero, R, Fournier, E, Sandor, P, Barr, C, Phan, N, Gross-Tsur, V, Benarroch, F, Pollak, Y, Budman, C, Bruun, R, Erenberg, G, Naarden, A, Lee, P, Weiss, N, Kremeyer, B, Berrío, G, Campbell, D, Cardona Silgado, J, Ochoa, W, Mesa Restrepo, S, Muller, H, Valencia Duarte, A, Lyon, G, Leppert, M, Morgan, J, Weiss, R, Grados, M, Anderson, K, Davarya, S, Singer, H, Walkup, J, Jankovic, J, Tischfield, J, Heiman, G, Gilbert, D, Hoekstra, P, Robertson, M, Kurlan, R, Liu, C, Gibbs, J, Singleton, A, Hardy, J, Strengman, E, Crenshaw, A, Parkin, M, Wagner, M, Moessner, R, Mirel, D, Posthuma, D, Sabatti, C, Conti, D, Knowles, J, Ruiz-Linares, A, Rouleau, G, Purcell, S, Heutink, P, Oostra, B, McMahon, W, Cox, N, Pauls, D, Reus, Victor, State, Matthew, Eskin, Eleazar, Mathews, Carol, Lowe, Thomas, Freimer, Nelson, Ophoff, Roel, and Moorjani, Priya

Subjects
Adolescent, Adult, Attention Deficit Disorder with Hyperactivity, Case-Control Studies, Chromosomes, Human, Pair 9, Female, Fibrillar Collagens, Genetic Predisposition to Disease, Genome-Wide Association Study, Genotype, Humans, International Cooperation, Male, Meta-Analysis as Topic, Obsessive-Compulsive Disorder, Polymorphism, Single Nucleotide, Tourette Syndrome, White People, Young Adult
Abstract

Tourettes syndrome (TS) is a developmental disorder that has one of the highest familial recurrence rates among neuropsychiatric diseases with complex inheritance. However, the identification of definitive TS susceptibility genes remains elusive. Here, we report the first genome-wide association study (GWAS) of TS in 1285 cases and 4964 ancestry-matched controls of European ancestry, including two European-derived population isolates, Ashkenazi Jews from North America and Israel and French Canadians from Quebec, Canada. In a primary meta-analysis of GWAS data from these European ancestry samples, no markers achieved a genome-wide threshold of significance (P

Published
2013

9. Genome-wide association study of Tourette's syndrome.

Author

Scharf, JM, Yu, D, Mathews, CA, Neale, BM, Stewart, SE, Fagerness, JA, Evans, P, Gamazon, E, Edlund, CK, Service, SK, Tikhomirov, A, Osiecki, L, Illmann, C, Pluzhnikov, A, Konkashbaev, A, Davis, LK, Han, B, Crane, J, Moorjani, P, Crenshaw, AT, Parkin, MA, Reus, VI, Lowe, TL, Rangel-Lugo, M, Chouinard, S, Dion, Y, Girard, S, Cath, DC, Smit, JH, King, RA, Fernandez, TV, Leckman, JF, Kidd, KK, Kidd, JR, Pakstis, AJ, State, MW, Herrera, LD, Romero, R, Fournier, E, Sandor, P, Barr, CL, Phan, N, Gross-Tsur, V, Benarroch, F, Pollak, Y, Budman, CL, Bruun, RD, Erenberg, G, Naarden, AL, Lee, PC, Weiss, N, Kremeyer, B, Berrío, GB, Campbell, DD, Cardona Silgado, JC, Ochoa, WC, Mesa Restrepo, SC, Muller, H, Valencia Duarte, AV, Lyon, GJ, Leppert, M, Morgan, J, Weiss, R, Grados, MA, Anderson, K, Davarya, S, Singer, H, Walkup, J, Jankovic, J, Tischfield, JA, Heiman, GA, Gilbert, DL, Hoekstra, PJ, Robertson, MM, Kurlan, R, Liu, C, Gibbs, JR, Singleton, A, North American Brain Expression Consortium, Hardy, J, UK Human Brain Expression Database, Strengman, E, Ophoff, RA, Wagner, M, Moessner, R, Mirel, DB, Posthuma, D, Sabatti, C, Eskin, E, Conti, DV, Knowles, JA, Ruiz-Linares, A, Rouleau, GA, Purcell, S, Heutink, P, Oostra, BA, McMahon, WM, Freimer, NB, Cox, NJ, and Pauls, DL

Subjects
North American Brain Expression Consortium, UK Human Brain Expression Database, Chromosomes, Human, Pair 9, Humans, Tourette Syndrome, Genetic Predisposition to Disease, Fibrillar Collagens, Case-Control Studies, Obsessive-Compulsive Disorder, Attention Deficit Disorder with Hyperactivity, Genotype, Polymorphism, Single Nucleotide, International Cooperation, Adolescent, Adult, Female, Male, Meta-Analysis as Topic, Genome-Wide Association Study, Young Adult, White People, Genetics, Human Genome, Mental Health, Brain Disorders, Neurodegenerative, Aetiology, 2.1 Biological and endogenous factors, genetics, GWAS, neurodevelopmental disorder, tics, Tourette's syndrome, Biological Sciences, Medical and Health Sciences, Psychology and Cognitive Sciences, Psychiatry
Abstract

Tourette's syndrome (TS) is a developmental disorder that has one of the highest familial recurrence rates among neuropsychiatric diseases with complex inheritance. However, the identification of definitive TS susceptibility genes remains elusive. Here, we report the first genome-wide association study (GWAS) of TS in 1285 cases and 4964 ancestry-matched controls of European ancestry, including two European-derived population isolates, Ashkenazi Jews from North America and Israel and French Canadians from Quebec, Canada. In a primary meta-analysis of GWAS data from these European ancestry samples, no markers achieved a genome-wide threshold of significance (P

Published
2013

10. Using an atlas of gene regulation across 44 human tissues to inform complex disease- and trait-associated variation

Author

Gamazon, Eric R., Segrè, Ayellet V., van de Bunt, Martijn, Wen, Xiaoquan, Xi, Hualin S., Hormozdiari, Farhad, Ongen, Halit, Konkashbaev, Anuar, Derks, Eske M., Aguet, François, Quan, Jie, GTEx Consortium, Nicolae, Dan L., Eskin, Eleazar, Kellis, Manolis, Getz, Gad, McCarthy, Mark I., Dermitzakis, Emmanouil T., Cox, Nancy J., and Ardlie, Kristin G.

Published
2018
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11. Evidence of selection on splicing-associated loci in human populations and relevance to disease loci mapping

Author

Eric R. Gamazon, Anuar Konkashbaev, Eske M. Derks, Nancy J. Cox, and Younghee Lee

Subjects
Medicine, Science
Abstract

Abstract We performed a whole-genome scan of genetic variants in splicing regulatory elements (SREs) and evaluated the extent to which natural selection has shaped extant patterns of variation in SREs. We investigated the degree of differentiation of single nucleotide polymorphisms (SNPs) in SREs among human populations and applied long-range haplotype- and multilocus allelic differentiation-based methods to detect selection signatures. We describe an approach, sampling a large number of loci across the genome from functional classes and using the consensus from multiple tests, for identifying candidates for selection signals. SRE SNPs in various SNP functional classes show different patterns of population differentiation compared with their non-SRE counterparts. Intronic regions display a greater enrichment for extreme population differentiation among the potentially tissue-dependent transcript ratio quantitative trait loci (trQTLs) than SRE SNPs in general and includ outlier trQTLs for cross-population composite likelihood ratio, suggesting that incorporation of context annotation for regulatory variation may lead to improved detection of signature of selection on these loci. The proportion of extremely rare SNPs disrupting SREs is significantly higher in European than in African samples. The approach developed here will be broadly useful for studies of function and disease-associated variation in the human genome.

Published
2017
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12. Two polymorphic gene loci associated with treprostinil dose in pulmonary arterial hypertension

Author

Vasiliki Thomeas-McEwing, Mitchell A. Psotka, Eric R. Gamazon, Paula Friedman, Anuar Konkashbaev, Michiaki Kubo, Yusuke Nakamura, Mark J. Ratain, Raymond L. Benza, Nancy J. Cox, Mardi I. Gomberg-Maitland, and Michael L. Maitland

Subjects
Pulmonary Arterial Hypertension, Hypertension, Pulmonary, Genetics, Humans, Molecular Medicine, Familial Primary Pulmonary Hypertension, General Pharmacology, Toxicology and Pharmaceutics, Epoprostenol, Molecular Biology, Antihypertensive Agents, Genetics (clinical), Genome-Wide Association Study
Abstract

Prostacyclin infusion for pulmonary arterial hypertension (PAH) is an effective therapy with varied dosing requirements and clinical response. The major aim of this study was to determine new biologically-based predictors of prostacyclin treatment response heterogeneity.Ninety-eight patients with hemodynamically defined PAH at two academic medical centers volunteered for registry studies. A stable dose of treprostinil was the quantitative phenotype for the genome-wide association study (GWAS). Candidate genes with the largest effect sizes and strongest statistical associations were further characterized with in silico and in-vitro assays to confirm mechanistic hypotheses. The clinical significance of these candidate predictors was assessed for mechanistically consistent physiologic effects in an independent cohort of patients.GWAS identified three loci for association with P 10-6. All three loci had clinically significant effect sizes. Specific single-nucleotide polymorphisms (SNPs) at two of the loci: rs11078738 in phosphoribosylformylglycinamidine synthase and rs10023113 in CAMK2D encoded sequence changes with clear predicted consequences. Production of the primary mediator of prostacyclin-induced vasodilation, cyclic AMP, was reduced in human cell lines by the missense variant rs11078738 (p.L621P). Located in the promoter of CAMK2D, the allele of rs10023113 associated with a higher treprostinil dose has higher ventricular transcription of CAMK2δ. At initial diagnostic catheterization in a separate cohort of patients, the same allele of rs10023113 was associated with elevated right mean atrial and ventricular diastolic pressures.The quantitative phenotype of stable treprostinil dose identified two gene loci associated with pharmacodynamic response and right ventricular function in PAH worth further investigation.

Published
2022
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14. Genetic variants associated with warfarin dose in African-American individuals: a genome-wide association study

Author

Perera, Minoli A, Cavallari, Larisa H, Limdi, Nita A, Gamazon, Eric R, Konkashbaev, Anuar, Daneshjou, Roxana, Pluzhnikov, Anna, Crawford, Dana C, Wang, Jelai, Liu, Nianjun, Tatonetti, Nicholas, Bourgeois, Stephane, Takahashi, Harumi, Bradford, Yukiko, Burkley, Benjamin M, Desnick, Robert J, Halperin, Jonathan L, Khalifa, Sherief I, Langaee, Taimour Y, Lubitz, Steven A, Nutescu, Edith A, Oetjens, Matthew, Shahin, Mohamed H, Patel, Shitalben R, Sagreiya, Hersh, Tector, Matthew, Weck, Karen E, Rieder, Mark J, Scott, Stuart A, Wu, Alan HB, Burmester, James K, Wadelius, Mia, Deloukas, Panos, Wagner, Michael J, Mushiroda, Taisei, Kubo, Michiaki, Roden, Dan M, Cox, Nancy J, Altman, Russ B, Klein, Teri E, Nakamura, Yusuke, and Johnson, Julie A

Published
2013
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16. Two polymorphic gene loci associated with treprostinil dose in pulmonary arterial hypertension

Author

Thomeas-McEwing, Vasiliki, primary, Psotka, Mitchell A., additional, Gamazon, Eric R., additional, Friedman, Paula, additional, Konkashbaev, Anuar, additional, Kubo, Michiaki, additional, Nakamura, Yusuke, additional, Ratain, Mark J., additional, Benza, Raymond L., additional, Cox, Nancy J., additional, Gomberg-Maitland, Mardi I., additional, and Maitland, Michael L., additional

Published
2022
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20. Revealing the complex genetic architecture of obsessive-compulsive disorder using meta-analysis

Author

nternational Obsessive Compulsive Disorder Foundation Genetics Collaborative (IOCDF-GC), OCD Collaborative Genetics Association Studies (OCGAS): Arnold PD, Askland KD, Barlassina C, Bellodi L, Bienvenu OJ, Black D, Bloch M, Brentani H, Burton CL, Camarena B, Cappi C, Cath D, Cavallini M, Conti D, Cook E, Coric V, Cullen BA, Cusi D, Davis LK, Delorme R, Denys D, Derks E, Eapen V, Edlund C, Erdman L, Falkai P, Figee M, Fyer AJ, Geller DA, Goes FS, Grabe H, Grados MA, Greenberg BD, Grünblatt E, Guo W, Hanna GL, Hemmings S, Hounie AG, Jenicke M, Keenan C, Kennedy J, Khramtsova EA, Konkashbaev A, Knowles JA, Krasnow J, Lange C, Lanzagorta N, Leboyer M, Lennertz L, Li B, Liang KY, Lochner C, Macciardi F, Maher B, Maier W, Marconi M, Mathews CA, Matthesien M, McCracken JT, McLaughlin NC, Miguel EC, Moessner R, Murphy DL, Neale B, Nestadt G, Nestadt P, Nicolini H, Nurmi E, Osiecki L, Pauls DL, Piacentini J, Posthuma D, Pulver AE, Qin HD, Rasmussen SA, Rauch S, Richter MA, Riddle MA, Ripke S, Ruhrmann S, Sampaio AS, Samuels JF, Scharf JM, Shugart YY, Smit J, Stein D, Stewart SE, Turiel M, Vallada H, Veenstra-VanderWeele J, Wagner M, Walitza S, Wang Y, Wendland J, Vulink N, Yu D, Zai G., Amsterdam Neuroscience - Complex Trait Genetics, Complex Trait Genetics, Psychiatry, Amsterdam Neuroscience - Cellular & Molecular Mechanisms, Amsterdam Neuroscience - Compulsivity, Impulsivity & Attention, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, Amsterdam Reproduction & Development (AR&D), Human genetics, ANS - Compulsivity, Impulsivity & Attention, Adult Psychiatry, APH - Mental Health, Arnold, Paul D, Askland, Kathleen D, Barlassina, Cristina, Bellodi, Laura, Bienvenu, O. J, Black, Donald, Bloch, Michael, Brentani, Helena, Burton, Christie L, Camarena, Beatriz, Cappi, Carolina, Cath, Danielle, Cavallini, Maria, Conti, David, Cook, Edwin, Coric, Vladimir, Cullen, Bernadette A, Cusi, Danielle, Davis, Lea K, Delorme, Richard, Denys, Damiaan, Derks, Eske, Eapen, Valsamma, Edlund, Christopher, Erdman, Lauren, Falkai, Peter, Figee, Martijn, Fyer, Abigail J, Geller, Daniel A, Goes, Fernando S, Grabe, Han, Grados, Marcos A, Greenberg, Benjamin D, Grünblatt, Edna, Guo, Wei, Hanna, Gregory L, Hemmings, Sian, Hounie, Ana G, Jenicke, Michael, Keenan, Clare, Kennedy, Jame, Khramtsova, Ekaterina A, Konkashbaev, Anuar, Knowles, James A, Krasnow, Janice, Lange, Cristophe, Lanzagorta, Nuria, Leboyer, Marion, Lennertz, Leonhard, Li, Bingbin, Liang, K. y, Lochner, Christine, Macciardi, Fabio, Maher, Brion, Maier, Wolfgang, Marconi, Maurizio, Mathews, Carol A, Matthesien, Manuel, Mccracken, James T, Mclaughlin, Nicole C, Miguel, Euripedes C, Moessner, Rainald, Murphy, Dennis L, Neale, Benjamin, Nestadt, Gerald, Nestadt, Paul, Nicolini, Humberto, Nurmi, Ericka, Osiecki, Lisa, Pauls, David L, Piacentini, John, Posthuma, Danielle, Pulver, Ann E, Qin, H. d, Rasmussen, Steven A, Rauch, Scott, Richter, Margaret A, Riddle, Mark A, Ripke, Stephan, Ruhrmann, Stephan, Sampaio, Aline S, Samuels, Jack F, Scharf, Jeremiah M, Shugart, Yin Yao, Smit, Jan, Stein, Daniel, Stewart, S. Evelyn, Turiel, Maurizio, Vallada, Homero, Veenstra vanderweele, Jeremy, Wagner, Michael, Walitza, Susanne, Wang, Y, Wendland, Jen, Vulink, Nienke, Yu, Dongmei, Zai, Gwyneth, and Netherlands Institute for Neuroscience (NIN)

Subjects
0301 basic medicine, Genetics, TRANSTORNO OBSESSIVO-COMPULSIVO, Single-nucleotide polymorphism, Odds ratio, Biology, Heritability, Confidence interval, Genetic architecture, Minor allele frequency, 03 medical and health sciences, Cellular and Molecular Neuroscience, Psychiatry and Mental health, 030104 developmental biology, 0302 clinical medicine, Journal Article, SNP, SDG 2 - Zero Hunger, Molecular Biology, 030217 neurology & neurosurgery, Genetic association
Abstract

Two obsessive-compulsive disorder (OCD) genome-wide association studies (GWASs) have been published by independent OCD consortia, the International Obsessive-Compulsive Disorder Foundation Genetics Collaborative (IOCDF-GC) and the OCD Collaborative Genetics Association Study (OCGAS), but many of the top-ranked signals were supported in only one study. We therefore conducted a meta-analysis from the two consortia, investigating a total of 2688 individuals of European ancestry with OCD and 7037 genomically matched controls. No single-nucleotide polymorphisms (SNPs) reached genome-wide significance. However, in comparison with the two individual GWASs, the distribution of P-values shifted toward significance. The top haplotypic blocks were tagged with rs4733767 (P=7.1 × 10(-7); odds ratio (OR)=1.21; confidence interval (CI): 1.12-1.31, CASC8/CASC11), rs1030757 (P=1.1 × 10(-6); OR=1.18; CI: 1.10-1.26, GRID2) and rs12504244 (P=1.6 × 10(-6); OR=1.18; CI: 1.11-1.27, KIT). Variants located in or near the genes ASB13, RSPO4, DLGAP1, PTPRD, GRIK2, FAIM2 and CDH20, identified in linkage peaks and the original GWASs, were among the top signals. Polygenic risk scores for each individual study predicted case-control status in the other by explaining 0.9% (P=0.003) and 0.3% (P=0.0009) of the phenotypic variance in OCGAS and the European IOCDF-GC target samples, respectively. The common SNP heritability in the combined OCGAS and IOCDF-GC sample was estimated to be 0.28 (s.e.=0.04). Strikingly, ∼65% of the SNP-based heritability in the OCGAS sample was accounted for by SNPs with minor allele frequencies of ⩾40%. This joint analysis constituting the largest single OCD genome-wide study to date represents a major integrative step in elucidating the genetic causes of OCD.Molecular Psychiatry advance online publication, 1 August 2017; doi:10.1038/mp.2017.154.

Published
2018
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22. Genome-wide association study of obsessive-compulsive disorder

Author

Stewart, S E, Yu, D, Scharf, J M, Neale, B M, Fagerness, J A, Mathews, C A, Arnold, P D, Evans, P D, Gamazon, E R, Osiecki, L, McGrath, L, Haddad, S, Crane, J, Hezel, D, Illman, C, Mayerfeld, C, Konkashbaev, A, Liu, C, Pluzhnikov, A, Tikhomirov, A, Edlund, C K, Rauch, S L, Moessner, R, Falkai, P, Maier, W, Ruhrmann, S, Grabe, H-J, Lennertz, L, Wagner, M, Bellodi, L, Cavallini, M C, Richter, M A, Cook, Jr, E H, Kennedy, J L, Rosenberg, D, Stein, D J, Hemmings, S M J, Lochner, C, Azzam, A, Chavira, D A, Fournier, E, Garrido, H, Sheppard, B, Umaña, P, Murphy, D L, Wendland, J R, Veenstra-VanderWeele, J, Denys, D, Blom, R, Deforce, D, Van Nieuwerburgh, F, Westenberg, H G M, Walitza, S, Egberts, K, Renner, T, Miguel, E C, Cappi, C, Hounie, A G, Conceição do Rosário, M, Sampaio, A S, Vallada, H, Nicolini, H, Lanzagorta, N, Camarena, B, Delorme, R, Leboyer, M, Pato, C N, Pato, M T, Voyiaziakis, E, Heutink, P, Cath, D C, Posthuma, D, Smit, J H, Samuels, J, Bienvenu, O J, Cullen, B, Fyer, A J, Grados, M A, Greenberg, B D, McCracken, J T, Riddle, M A, Wang, Y, Coric, V, Leckman, J F, Bloch, M, Pittenger, C, Eapen, V, Black, D W, Ophoff, R A, Strengman, E, Cusi, D, Turiel, M, Frau, F, Macciardi, F, Gibbs, J R, Cookson, M R, Singleton, A, Hardy, J, Crenshaw, A T, Parkin, M A, Mirel, D B, Conti, D V, Purcell, S, Nestadt, G, Hanna, G L, Jenike, M A, Knowles, J A, Cox, N, and Pauls, D L

Published
2013
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24. Analysis of shared heritability in common disorders of the brain

Author

Brainstorm Consortium, Anttila, Verneri, Bulik-Sullivan, Brendan, Finucane, Hilary K, Walters, Raymond K, Bras, Jose, Duncan, Laramie, Escott-Price, Valentina, Falcone, Guido J, Gormley, Padhraig, Malik, Rainer, Patsopoulos, Nikolaos A, Ripke, Stephan, Wei, Zhi, Yu, Dongmei, Lee, Phil H, Turley, Patrick, Grenier-Boley, Benjamin, Chouraki, Vincent, Kamatani, Yoichiro, Berr, Claudine, Letenneur, Luc, Hannequin, Didier, Amouyel, Philippe, Boland, Anne, Deleuze, Jean-François, Duron, Emmanuelle, Vardarajan, Badri N, Reitz, Christiane, Goate, Alison M, Huentelman, Matthew J, Kamboh, M Ilyas, Larson, Eric B, Rogaeva, Ekaterina, St George-Hyslop, Peter, Hakonarson, Hakon, Kukull, Walter A, Farrer, Lindsay A, Barnes, Lisa L, Beach, Thomas G, Demirci, F Yesim, Head, Elizabeth, Hulette, Christine M, Jicha, Gregory A, Kauwe, John SK, Kaye, Jeffrey A, Leverenz, James B, Levey, Allan I, Lieberman, Andrew P, Pankratz, Vernon S, Poon, Wayne W, Quinn, Joseph F, Saykin, Andrew J, Schneider, Lon S, Smith, Amanda G, Sonnen, Joshua A, Stern, Robert A, Van Deerlin, Vivianna M, Van Eldik, Linda J, Harold, Denise, Russo, Giancarlo, Rubinsztein, David C, Bayer, Anthony, Tsolaki, Magda, Proitsi, Petra, Fox, Nick C, Hampel, Harald, Owen, Michael J, Mead, Simon, Passmore, Peter, Morgan, Kevin, Nöthen, Markus M, Rossor, Martin, Lupton, Michelle K, Hoffmann, Per, Kornhuber, Johannes, Lawlor, Brian, McQuillin, Andrew, Al-Chalabi, Ammar, Bis, Joshua C, Ruiz, Agustin, Boada, Mercè, Seshadri, Sudha, Beiser, Alexa, Rice, Kenneth, Van Der Lee, Sven J, De Jager, Philip L, Geschwind, Daniel H, Riemenschneider, Matthias, Riedel-Heller, Steffi, Rotter, Jerome I, Ransmayr, Gerhard, Hyman, Bradley T, Cruchaga, Carlos, Alegret, Montserrat, Winsvold, Bendik, Palta, Priit, Farh, Kai-How, Cuenca-Leon, Ester, Furlotte, Nicholas, Kurth, Tobias, Ligthart, Lannie, Terwindt, Gisela M, Freilinger, Tobias, Ran, Caroline, Gordon, Scott D, Borck, Guntram, Adams, Hieab HH, Lehtimäki, Terho, Wedenoja, Juho, Buring, Julie E, Schürks, Markus, Hrafnsdottir, Maria, Hottenga, Jouke-Jan, Penninx, Brenda, Artto, Ville, Kaunisto, Mari, Vepsäläinen, Salli, Martin, Nicholas G, Montgomery, Grant W, Kurki, Mitja I, Hämäläinen, Eija, Huang, Hailiang, Huang, Jie, Sandor, Cynthia, Webber, Caleb, Muller-Myhsok, Bertram, Schreiber, Stefan, Salomaa, Veikko, Loehrer, Elizabeth, Göbel, Hartmut, Macaya, Alfons, Pozo-Rosich, Patricia, Hansen, Thomas, Werge, Thomas, Kaprio, Jaakko, Metspalu, Andres, Kubisch, Christian, Ferrari, Michel D, Belin, Andrea C, Van Den Maagdenberg, Arn MJM, Zwart, John-Anker, Boomsma, Dorret, Eriksson, Nicholas, Olesen, Jes, Chasman, Daniel I, Nyholt, Dale R, Avbersek, Andreja, Baum, Larry, Berkovic, Samuel, Bradfield, Jonathan, Buono, Russell J, Catarino, Claudia B, Cossette, Patrick, De Jonghe, Peter, Depondt, Chantal, Dlugos, Dennis, Ferraro, Thomas N, French, Jacqueline, Hjalgrim, Helle, Jamnadas-Khoda, Jennifer, Kälviäinen, Reetta, Kunz, Wolfram S, Lerche, Holger, Leu, Costin, Lindhout, Dick, Lo, Warren, Lowenstein, Daniel, McCormack, Mark, Møller, Rikke S, Molloy, Anne, Ng, Ping-Wing, Oliver, Karen, Privitera, Michael, Radtke, Rodney, Ruppert, Ann-Kathrin, Sander, Thomas, Schachter, Steven, Schankin, Christoph, Scheffer, Ingrid, Schoch, Susanne, Sisodiya, Sanjay M, Smith, Philip, Sperling, Michael, Striano, Pasquale, Surges, Rainer, Thomas, G Neil, Visscher, Frank, Whelan, Christopher D, Zara, Federico, Heinzen, Erin L, Marson, Anthony, Becker, Felicitas, Stroink, Hans, Zimprich, Fritz, Gasser, Thomas, Gibbs, Raphael, Heutink, Peter, Martinez, Maria, Morris, Huw R, Sharma, Manu, Ryten, Mina, Mok, Kin Y, Pulit, Sara, Bevan, Steve, Holliday, Elizabeth, Attia, John, Battey, Thomas, Boncoraglio, Giorgio, Thijs, Vincent, Chen, Wei-Min, Mitchell, Braxton, Rothwell, Peter, Sharma, Pankaj, Sudlow, Cathie, Vicente, Astrid, Markus, Hugh, Kourkoulis, Christina, Pera, Joana, Raffeld, Miriam, Silliman, Scott, Boraska Perica, Vesna, Thornton, Laura M, Huckins, Laura M, William Rayner, N, Lewis, Cathryn M, Gratacos, Monica, Rybakowski, Filip, Keski-Rahkonen, Anna, Raevuori, Anu, Hudson, James I, Reichborn-Kjennerud, Ted, Monteleone, Palmiero, Karwautz, Andreas, Mannik, Katrin, Baker, Jessica H, O'Toole, Julie K, Trace, Sara E, Davis, Oliver SP, Helder, Sietske G, Ehrlich, Stefan, Herpertz-Dahlmann, Beate, Danner, Unna N, Van Elburg, Annemarie A, Clementi, Maurizio, Forzan, Monica, Docampo, Elisa, Lissowska, Jolanta, Hauser, Joanna, Tortorella, Alfonso, Maj, Mario, Gonidakis, Fragiskos, Tziouvas, Konstantinos, Papezova, Hana, Yilmaz, Zeynep, Wagner, Gudrun, Cohen-Woods, Sarah, Herms, Stefan, Julià, Antonio, Rabionet, Raquel, Dick, Danielle M, Ripatti, Samuli, Andreassen, Ole A, Espeseth, Thomas, Lundervold, Astri J, Steen, Vidar M, Pinto, Dalila, Scherer, Stephen W, Aschauer, Harald, Schosser, Alexandra, Alfredsson, Lars, Padyukov, Leonid, Halmi, Katherine A, Mitchell, James, Strober, Michael, Bergen, Andrew W, Kaye, Walter, Szatkiewicz, Jin Peng, Cormand, 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Anatomy and Genetics [Oxford], University of Oxford, Max Planck Institute of Psychiatry, Max-Planck-Gesellschaft, Christian-Albrechts-Universität zu Kiel (CAU), Institute of Clinical Molecular Biology, Kiel University, National Institute for Health and Welfare [Helsinki], Harvard T.H. Chan School of Public Health, Universitat Autònoma de Barcelona (UAB), Vall d'Hebron University Hospital [Barcelona], University of Tartu, Universitaetsklinikum Hamburg-Eppendorf = University Medical Center Hamburg-Eppendorf [Hamburg] (UKE), Center for Human and Clinical Genetics, Universiteit Leiden-Universiteit Leiden, University of Copenhagen = Københavns Universitet (UCPH), Institute of Health and Biomedical Innovation (IHBI), Queensland University of Technology [Brisbane] (QUT), Discipline of Psychiatry [Dublin], Trinity College Dublin-Trinity College Dublin, Institute of Neurology [London], The University of Hong Kong (HKU), University of Melbourne, Cooper Medical School of Rowan University [Camden] (CMSRU), Centre Hospitalier de l'Université de Montréal (CHUM), Université de Montréal (UdeM), University of Antwerp (UA), Hôpital Erasme [Bruxelles] (ULB), Faculté de Médecine [Bruxelles] (ULB), Université libre de Bruxelles (ULB)-Université libre de Bruxelles (ULB), New York University School of Medicine (NYU), New York University School of Medicine, NYU System (NYU)-NYU System (NYU), University of Eastern Finland, Universitätsklinikum Bonn (UKB), Hertie Institute for Clinical Brain Research [Tubingen], University of Tübingen, NIHR Biomedical Research Centre [London], Guy's and St Thomas' NHS Foundation Trust-King‘s College London, University Medical Center [Utrecht], Ohio State University [Columbus] (OSU), University of California [San Francisco] (UC San Francisco), University of California (UC), Royal College of Surgeons in Ireland (RCSI), University of Southern Denmark (SDU), United Christian Hospital [Hong Kong] (UCH), University of Cincinnati (UC), University of Cologne, Inselspital Bern, University of Wales, Jefferson University Hospitals, University of Liverpool, Medizinische Universität Wien = Medical University of Vienna, National Institutes of Health [Bethesda] (NIH), German Research Center for Neurodegenerative Diseases - Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE), Institut de Recherche en Santé Digestive (IRSD ), Institut National de la Recherche Agronomique (INRA)-Université Toulouse III - Paul Sabatier (UT3), Université de Toulouse (UT)-Université de Toulouse (UT)-Ecole Nationale Vétérinaire de Toulouse (ENVT), Institut National Polytechnique (Toulouse) (Toulouse INP), Université de Toulouse (UT)-Université de Toulouse (UT)-Institut National Polytechnique (Toulouse) (Toulouse INP), Université de Toulouse (UT)-Institut National de la Santé et de la Recherche Médicale (INSERM), University of Lincoln, University of Newcastle [Callaghan, Australia] (UoN), Fondazione IRCCS Istituto Neurologico 'Carlo Besta', University of Virginia, University of Maryland [Baltimore County] (UMBC), University of Maryland System, Royal Holloway [University of London] (RHUL), University of Edinburgh, Universidade de Lisboa = University of Lisbon (ULISBOA), Uniwersytet Jagielloński w Krakowie = Jagiellonian University (UJ), University of Split, University of North Carolina [Chapel Hill] (UNC), University of North Carolina System (UNC), Center for Genomic Regulation (CRG-UPF), CIBER de Epidemiología y Salud Pública (CIBERESP), McLean Hospital [Belmont, Ma.], Norwegian Institute of Public Health [Oslo] (NIPH), Università degli Studi di Salerno = University of Salerno (UNISA), University of Bristol [Bristol], Technische Universität Dresden = Dresden University of Technology (TU Dresden), Rheinisch-Westfälische Technische Hochschule Aachen University (RWTH), Utrecht University [Utrecht], Azienda Ospedaliera di Padova, Université de Liège, Maria Sklodowska-Curie Memorial Cancer Center and Institute of Oncology (MCMCC), Università degli Studi di Perugia = University of Perugia (UNIPG), Università degli studi della Campania 'Luigi Vanvitelli' = University of the Study of Campania Luigi Vanvitelli, National and Kapodistrian University of Athens (NKUA), Charles University [Prague] (CU), SURFACES, Institut de recherches sur la catalyse et l'environnement de Lyon (IRCELYON), Université Claude Bernard Lyon 1 (UCBL), Université de Lyon-Université de Lyon-Institut de Chimie du CNRS (INC)-Centre National de la Recherche Scientifique (CNRS)-Université Claude Bernard Lyon 1 (UCBL), Université de Lyon-Université de Lyon-Institut de Chimie du CNRS (INC)-Centre National de la Recherche Scientifique (CNRS), Flinders University [Adelaide, Australia], Virginia Commonwealth University (VCU), University of Oslo (UiO), University of Bergen (UiB), Weill Medical College of Cornell University [New York], University of North Dakota [Grand Forks] (UND), Oregon Research Institute (ORI), University of California [San Diego] (UC San Diego), Universitat de Barcelona (UB), Centro de Investigación Biomédica en Red Salud Mental [Madrid] (CIBER-SAM), Hospital Universitario Mutua de Terrassa, School of Computer Science and Communication [Stockholm], Royal Institute of Technology [Stockholm] (KTH ), Jefferson (Philadelphia University + Thomas Jefferson University), University Medical Center Göttingen (UMG), Universität Heidelberg [Heidelberg] = Heidelberg University, Radboud University Medical Center [Nijmegen], Universitätsklinikum Frankfurt, Maastricht University [Maastricht], Institute of Psychological Medicine and Clinical Neurosciences, Aarhus University [Aarhus], University of Iowa [Iowa City], Universidade Federal do Rio Grande do Sul [Porto Alegre] (UFRGS), The Hospital for sick children [Toronto] (SickKids), Hospital de Clínicas de Porto Alegre (HCPA), Alma Mater Studiorum Università di Bologna [Bologna] (UNIBO), University of British Columbia (UBC), IRCCS Fondazione Stella Maris [Pisa], Institut de Biologie Paris Seine (IBPS), Institut National de la Santé et de la Recherche Médicale (INSERM)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS), Neuroscience Paris Seine (NPS), Institut National de la Santé et de la Recherche Médicale (INSERM)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Institut de Biologie Paris Seine (IBPS), Institut National de la Santé et de la Recherche Médicale (INSERM)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS), Universidade de Coimbra [Coimbra], Academic Centre on Rare Diseases (ACoRD), University College Dublin [Dublin] (UCD), Our Lady's Children's Hospital Crumlin (OLCHC), German Cancer Research Center - Deutsches Krebsforschungszentrum [Heidelberg] (DKFZ), Institut Mondor de Recherche Biomédicale (IMRB), Institut National de la Santé et de la Recherche Médicale (INSERM)-IFR10-Université Paris-Est Créteil Val-de-Marne - Paris 12 (UPEC UP12), Children’s Hospital Los Angeles [Los Angeles], Yale University [New Haven], Brown University, Institute of Neuroscience [Newcastle] (ION), Newcastle University [Newcastle], Department of Medical Epidemiology and Biostatistics (MEB), Division of Medical Genetics [Seattle], University of Illinois [Chicago] (UIC), University of Illinois System, Maine Medical Center Research Institute (MMCRI), Génétique humaine et fonctions cognitives - Human Genetics and Cognitive Functions (GHFC (UMR_3571 / U-Pasteur_1)), Institut Pasteur [Paris] (IP)-Université Paris Diderot - Paris 7 (UPD7)-Centre National de la Recherche Scientifique (CNRS), Centre d’Etudes et de Recherches en Psychopathologie et Psychologie de la Santé (CERPPS), Université Toulouse - Jean Jaurès (UT2J), Université de Toulouse (UT)-Université de Toulouse (UT)-Toulouse Mind & Brain Institut (TMBI), Université de Toulouse (UT)-Université de Toulouse (UT)-Université Toulouse III - Paul Sabatier (UT3), Université de Toulouse (UT)-Université Toulouse - Jean Jaurès (UT2J), Université de Toulouse (UT)-Université Toulouse III - Paul Sabatier (UT3), Université de Toulouse (UT), Johns Hopkins University School of Medicine [Baltimore], Ludwig Maximilian University [Munich] (LMU), University of Michigan System, Department of Genetic Epidemiology in Psychiatry [Mannhein], Universität Heidelberg [Heidelberg] = Heidelberg University-Central Institute of Mental Health Mannheim, University of Dundee, National University of Ireland [Galway] (NUI Galway), University Hospital Basel [Basel], Neuroscience Research Australia (NeuRA), Forschungszentrum Jülich GmbH | Centre de recherche de Juliers, Helmholtz-Gemeinschaft = Helmholtz Association, UNSW Faculty of Medicine [Sydney], University of New South Wales [Sydney] (UNSW), University of Chicago, Johns Hopkins University (JHU), Johns Hopkins Bloomberg School of Public Health [Baltimore], Dalhousie University [Halifax], Montreal Neurological Institute and Hospital, McGill University = Université McGill [Montréal, Canada], State University of New York (SUNY), University Hospital of Cologne [Cologne], University of Adelaide, James Cook University (JCU), Institute for Molecular Bioscience, University of Queensland [Brisbane], Greifswald University Hospital, The University of Sydney, University Medical Center Groningen [Groningen] (UMCG), University of Calgary, University Health Network, Universidad de Antioquia = University of Antioquia [Medellín, Colombia], Universidade de São Paulo = University of São Paulo (USP), Ospedale San Raffaele, University of Amsterdam [Amsterdam] (UvA), University of Groningen [Groningen], Yale School of Medicine [New Haven, Connecticut] (YSM), Academic Medical Center - Academisch Medisch Centrum [Amsterdam] (AMC), CHU Pitié-Salpêtrière [AP-HP], Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU), University of Cape Town, Cold Spring Harbor Laboratory (CSHL), Universidad de Sevilla / University of Sevilla, University of Florida [Gainesville] (UF), University of Denver, Purdue University [West Lafayette], Centre Hospitalier Universitaire Vaudois [Lausanne] (CHUV), Moscow Institute of Physics and Technology [Moscow] (MIPT), Sunnybrook Health Sciences Centre, Federal Institute of São Paulo (IFSP), Democritus University of Thrace (DUTH), Universiteit Gent = Ghent University (UGENT), Medical University of Warsaw - Poland, Sorbonne Université - Faculté de Médecine - Département d'Enseignement et de Recherche en Médecine Générale, Universitätsklinikum Essen [Universität Duisburg-Essen] (Uniklinik Essen), Vanderbilt University Medical Center [Nashville], Vanderbilt University [Nashville], Institute of Mental Health [Singapore], Universidad de Cantabria [Santander], Tel Aviv University (TAU), University College Cork (UCC), University of Rochester [USA], Statens Serum Institut [Copenhagen], Софийски университет = Sofia University, Russian Academy of Sciences [Moscow] (RAS), Latvian Biomedical Research and Study Centre [Rīga], Vilnius University [Vilnius], Nanyang Technological University [Singapour], Department of Life Sciences, Imperial College London, Jena University Hospital [Jena], Oxford University Hospitals NHS Trust, Schizophrenia Research Institute [Sydney], Faculty of Science, Medicine and Health [Wollongong], University of Wollongong [Australia], City University of Hong Kong [Hong Kong] (CUHK), Lawrence Berkeley National Laboratory [Berkeley] (LBNL), This work was supported by grants 1R01MH10764901 and 5U01MH09443203 from the National Institute of Mental Health, as well as the Orion Farmos Research Foundation (V.A.) and the Fannie and John Hertz Foundation (H.K.F.). Consortium specific funding is detailed in the supplementary materials ('Study-specific acknowledgments')., Brainstorm Consortium, University of Kentucky, University of California [Irvine] (UCI), University of California-University of California, University of Pennsylvania [Philadelphia], Alzheimer Precision Medicine [CHU Pitié-Salpétriêre] (GRC 21 AMP), Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU), Universität Leipzig [Leipzig], Johannes Kepler University Linz [Linz] (JKU), University of Helsinki-University of Helsinki, University of Helsinki, University of Oxford [Oxford], University of Copenhagen = Københavns Universitet (KU), University of California [San Francisco] (UCSF), University of California, Université Toulouse III - Paul Sabatier (UT3), Université Fédérale Toulouse Midi-Pyrénées-Université Fédérale Toulouse Midi-Pyrénées-Institut National de la Recherche Agronomique (INRA)-Ecole Nationale Vétérinaire de Toulouse (ENVT), Université Fédérale Toulouse Midi-Pyrénées-Université Fédérale Toulouse Midi-Pyrénées-Institut National Polytechnique (Toulouse) (Toulouse INP), Université Fédérale Toulouse Midi-Pyrénées-Institut National de la Santé et de la Recherche Médicale (INSERM), University of Newcastle [Australia] (UoN), University of Virginia [Charlottesville], Universidade de Lisboa (ULISBOA), Università degli Studi di Salerno (UNISA), Rheinisch-Westfälische Technische Hochschule Aachen (RWTH), Università degli Studi di Perugia (UNIPG), Università degli studi della Campania 'Luigi Vanvitelli', Universität Heidelberg [Heidelberg], Sorbonne Université (SU)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre National de la Recherche Scientifique (CNRS), Institut Pasteur [Paris]-Université Paris Diderot - Paris 7 (UPD7)-Centre National de la Recherche Scientifique (CNRS), Universität Heidelberg [Heidelberg]-Central Institute of Mental Health Mannheim, VU University Amsterdam, Universidade de São Paulo (USP), Yale University School of Medicine, Universidad de Sevilla, Universiteit Gent = Ghent University [Belgium] (UGENT), Service de Psychiatrie de l'Enfant et de l'Adolescent [CHU Pitié-Salpêtrière] (SPEA), Tel Aviv University [Tel Aviv], University of Sofia, Anttila, Verneri, Bulik-Sullivan, Brendan, Finucane, Hilary K., Walters, Raymond K., Bras, Jose, Duncan, Laramie, Escott-Price, Valentina, Falcone, Guido J., Gormley, Padhraig, Malik, Rainer, Patsopoulos, Nikolaos A., Ripke, Stephan, Wei, Zhi, Yu, Dongmei, Lee, Phil H., Turley, Patrick, Grenier-Boley, Benjamin, Chouraki, Vincent, Kamatani, Yoichiro, Berr, Claudine, Letenneur, Luc, Hannequin, Didier, Amouyel, Philippe, Boland, Anne, Deleuze, Jean-Françoi, Duron, Emmanuelle, Vardarajan, Badri N., Reitz, Christiane, Goate, Alison M., Huentelman, Matthew J., Ilyas Kamboh, M., Larson, Eric B., Rogaeva, Ekaterina, George-Hyslop, Peter St, Hakonarson, Hakon, Kukull, Walter A., Farrer, Lindsay A., Barnes, Lisa L., Beach, Thomas G., Yesim Demirci, F., Head, Elizabeth, Hulette, Christine M., Jicha, Gregory A., Kauwe, John S.K., Kaye, Jeffrey A., Leverenz, James B., Levey, Allan I., Lieberman, Andrew P., Pankratz, Vernon S., Poon, Wayne W., Quinn, Joseph F., Saykin, Andrew J., Schneider, Lon S., Smith, Amanda G., Sonnen, Joshua A., Stern, Robert A., Van Deerlin, Vivianna M., Van Eldik, Linda J., Harold, Denise, Russo, Giancarlo, Rubinsztein, David C., Bayer, Anthony, Tsolaki, Magda, Proitsi, Petra, Fox, Nick C., Hampel, Harald, Owen, Michael J., Mead, Simon, Passmore, Peter, Morgan, Kevin, Nöthen, Markus M., Rossor, Martin, Lupton, Michelle K., Hoffmann, Per, Kornhuber, Johanne, Lawlor, Brian, McQuillin, Andrew, Al-Chalabi, Ammar, Bis, Joshua C., Ruiz, Agustin, Boada, Mercè, Seshadri, Sudha, Beiser, Alexa, Rice, Kenneth, Van Der Lee, Sven J., De Jager, Philip L., Geschwind, Daniel H., Riemenschneider, Matthia, Riedel-Heller, Steffi, Rotter, Jerome I., Ransmayr, Gerhard, Hyman, Bradley T., Cruchaga, Carlo, Alegret, Montserrat, Winsvold, Bendik, Palta, Priit, Farh, Kai-How, Cuenca-Leon, Ester, Furlotte, Nichola, Kurth, Tobia, Ligthart, Lannie, Terwindt, Gisela M., Freilinger, Tobia, Ran, Caroline, Gordon, Scott D., Borck, Guntram, Adams, Hieab H.H., Lehtimäki, Terho, Wedenoja, Juho, Buring, Julie E., Schürks, Marku, Hrafnsdottir, Maria, Hottenga, Jouke-Jan, Penninx, Brenda, Artto, Ville, Kaunisto, Mari, Vepsäläinen, Salli, Martin, Nicholas G., Montgomery, Grant W., Kurki, Mitja I., Hämäläinen, Eija, Huang, Hailiang, Huang, Jie, Sandor, Cynthia, Webber, Caleb, Muller-Myhsok, Bertram, Schreiber, Stefan, Salomaa, Veikko, Loehrer, Elizabeth, Göbel, Hartmut, Macaya, Alfon, Pozo-Rosich, Patricia, Hansen, Thoma, Werge, Thoma, Kaprio, Jaakko, Metspalu, Andre, Kubisch, Christian, Ferrari, Michel D., Belin, Andrea C., Van Den Maagdenberg, Arn M. J. M., Zwart, John-Anker, Boomsma, Dorret, Eriksson, Nichola, Olesen, Je, Chasman, Daniel I., Nyholt, Dale R., Avbersek, Andreja, Baum, Larry, Berkovic, Samuel, Bradfield, Jonathan, Buono, Russell, Catarino, Claudia B., Cossette, Patrick, De Jonghe, Peter, Depondt, Chantal, Dlugos, Denni, Ferraro, Thomas N., French, Jacqueline, Hjalgrim, Helle, Jamnadas-Khoda, Jennifer, Kälviäinen, Reetta, Kunz, Wolfram S., Lerche, Holger, Leu, Costin, Lindhout, Dick, Lo, Warren, Lowenstein, Daniel, McCormack, Mark, Møller, Rikke S., Molloy, Anne, Ng, Ping-Wing, Oliver, Karen, Privitera, Michael, Radtke, Rodney, Ruppert, Ann-Kathrin, Sander, Thoma, Schachter, Steven, Schankin, Christoph, Scheffer, Ingrid, Schoch, Susanne, Sisodiya, Sanjay M., Smith, Philip, Sperling, Michael, Striano, Pasquale, Surges, Rainer, Neil Thomas, G., Visscher, Frank, Whelan, Christopher D., Zara, Federico, Heinzen, Erin L., Marson, Anthony, Becker, Felicita, Stroink, Han, Zimprich, Fritz, Gasser, Thoma, Gibbs, Raphael, Heutink, Peter, Martinez, Maria, Morris, Huw R., Sharma, Manu, Ryten, Mina, Mok, Kin Y., Pulit, Sara, Bevan, Steve, Holliday, Elizabeth, Attia, John, Battey, Thoma, Boncoraglio, Giorgio, Thijs, Vincent, Chen, Wei-Min, Mitchell, Braxton, Rothwell, Peter, Sharma, Pankaj, Sudlow, Cathie, Vicente, Astrid, Markus, Hugh, Kourkoulis, Christina, Pera, Joana, Raffeld, Miriam, Silliman, Scott, Perica, Vesna Boraska, Thornton, Laura M., Huckins, Laura M., William Rayner, N., Lewis, Cathryn M., Gratacos, Monica, Rybakowski, Filip, Keski-Rahkonen, Anna, Raevuori, Anu, Hudson, James I., Reichborn-Kjennerud, Ted, Monteleone, Palmiero, Karwautz, Andrea, Mannik, Katrin, Baker, Jessica H., O'Toole, Julie K., Trace, Sara E., Davis, Oliver S. P., Helder, Sietske G., Ehrlich, Stefan, Herpertz-Dahlmann, Beate, Danner, Unna N., Van Elburg, Annemarie A., Clementi, Maurizio, Forzan, Monica, Docampo, Elisa, Lissowska, Jolanta, Hauser, Joanna, Tortorella, Alfonso, Maj, Mario, Gonidakis, Fragisko, Tziouvas, Konstantino, Papezova, Hana, Yilmaz, Zeynep, Wagner, Gudrun, Cohen-Woods, Sarah, Herms, Stefan, Julia, Antonio, Rabionet, Raquel, Dick, Danielle M., Ripatti, Samuli, Andreassen, Ole A., Espeseth, Thoma, Lundervold, Astri J., Steen, Vidar M., Pinto, Dalila, Scherer, Stephen W., Aschauer, Harald, Schosser, Alexandra, Alfredsson, Lar, Padyukov, Leonid, Halmi, Katherine A., Mitchell, Jame, Strober, Michael, Bergen, Andrew W., Kaye, Walter, Szatkiewicz, Jin Peng, Cormand, Bru, Ramos-Quiroga, Josep Antoni, Sánchez-Mora, Cristina, Ribasés, Marta, Casas, Miguel, Hervas, Amaia, Arranz, Maria Jesú, Haavik, Jan, Zayats, Tetyana, Johansson, Stefan, Williams, Nigel, Dempfle, Astrid, Rothenberger, Aribert, Kuntsi, Jonna, Oades, Robert D., Banaschewski, Tobia, Franke, Barbara, Buitelaar, Jan K., Vasquez, Alejandro Aria, Doyle, Alysa E., Reif, Andrea, Lesch, Klaus-Peter, Freitag, Christine, Rivero, Olga, Palmason, Haukur, Romanos, Marcel, Langley, Kate, Rietschel, Marcella, Witt, Stephanie H., Dalsgaard, Soeren, Børglum, Anders D., Waldman, Irwin, Wilmot, Beth, Molly, Nikola, Bau, Claiton H.D., Crosbie, Jennifer, Schachar, Russell, Loo, Sandra K., McGough, James J., Grevet, Eugenio H., Medland, Sarah E., Robinson, Elise, Weiss, Lauren A., Bacchelli, Elena, Bailey, Anthony, Bal, Vanessa, Battaglia, Agatino, Betancur, Catalina, Bolton, Patrick, Cantor, Rita, Celestino-Soper, Patrícia, Dawson, Geraldine, De Rubeis, Silvia, Duque, Frederico, Green, Andrew, Klauck, Sabine M., Leboyer, Marion, Levitt, Pat, Maestrini, Elena, Mane, Shrikant, Moreno-De-Luca, Daniel, Parr, Jeremy, Regan, Regina, Reichenberg, Abraham, Sandin, Sven, Vorstman, Jacob, Wassink, Thoma, Wijsman, Ellen, Cook, Edwin, Santangelo, Susan, Delorme, Richard, Roge, Bernadette, Magalhaes, Tiago, Arking, Dan, Schulze, Thomas G., Thompson, Robert C., Strohmaier, Jana, Matthews, Keith, Melle, Ingrid, Morris, Derek, Blackwood, Dougla, McIntosh, Andrew, Bergen, Sarah E., Schalling, Martin, Jamain, Stéphane, Maaser, Anna, Fischer, Sascha B., Reinbold, Céline S., Fullerton, Janice M., Guzman-Parra, José, Mayoral, Fermin, Schofield, Peter R., Cichon, Sven, Mühleisen, Thomas W., Degenhardt, Franziska, Schumacher, Johanne, Bauer, Michael, Mitchell, Philip B., Gershon, Elliot S., Rice, John, Potash, James B., Zandi, Peter P., Craddock, Nick, Nicol Ferrier, I., Alda, Martin, Rouleau, Guy A., Turecki, Gustavo, Ophoff, Roel, Pato, Carlo, Anjorin, Adebayo, Stahl, Eli, Leber, Marku, Czerski, Piotr M., Cruceanu, Cristiana, Jones, Ian R., Posthuma, Danielle, Andlauer, Till F.M., Forstner, Andreas J., Streit, Fabian, Baune, Bernhard T., Air, Tracy, Sinnamon, Grant, Wray, Naomi R., MacIntyre, Donald J., Porteous, David, Homuth, Georg, Rivera, Margarita, Grove, Jakob, Middeldorp, Christel M., Hickie, Ian, Pergadia, Michele, Mehta, Divya, Smit, Johannes H., Jansen, Rick, De Geus, Eco, Dunn, Erin, Li, Qingqin S., Nauck, Matthia, Schoevers, Robert A., Beekman, Aartjan TF, Knowles, James A., Viktorin, Alexander, Arnold, Paul, Barr, Cathy L., Bedoya-Berrio, Gabriel, Joseph Bienvenu, O., Brentani, Helena, Burton, Christie, Camarena, Beatriz, Cappi, Carolina, Cath, Danielle, Cavallini, Maria, Cusi, Daniele, Darrow, Sabrina, Denys, Damiaan, Derks, Eske M., Dietrich, Andrea, Fernandez, Thoma, Figee, Martijn, Freimer, Nelson, Gerber, Gloria, Grados, Marco, Greenberg, Erica, Hanna, Gregory L., Hartmann, Andrea, Hirschtritt, Matthew E., Hoekstra, Pieter J., Huang, Alden, Huyser, Chaim, Illmann, Cornelia, Jenike, Michael, Kuperman, Samuel, Leventhal, Bennett, Lochner, Christine, Lyon, Gholson J., Macciardi, Fabio, Madruga-Garrido, Marco, Malaty, Irene A., Maras, Athanasio, McGrath, Lauren, Miguel, Eurípedes C., Mir, Pablo, Nestadt, Gerald, Nicolini, Humberto, Okun, Michael S., Pakstis, Andrew, Paschou, Peristera, Piacentini, John, Pittenger, Christopher, Plessen, Kerstin, Ramensky, Vasily, Ramos, Eliana M., Reus, Victor, Richter, Margaret A., Riddle, Mark A., Robertson, Mary M., Roessner, Veit, Rosário, Maria, Samuels, Jack F., Sandor, Paul, Stein, Dan J., Tsetsos, Foti, Van Nieuwerburgh, Filip, Weatherall, Sarah, Wendland, Jens R., Wolanczyk, Tomasz, Worbe, Yulia, Zai, Gwyneth, Goes, Fernando S., McLaughlin, Nicole, Nestadt, Paul S., Grabe, Hans-Jorgen, Depienne, Christel, Konkashbaev, Anuar, Lanzagorta, Nuria, Valencia-Duarte, Ana, Bramon, Elvira, Buccola, Nancy, Cahn, Wiepke, Cairns, Murray, Chong, Siow A., Cohen, David, Crespo-Facorro, Benedicto, Crowley, Jame, Davidson, Michael, DeLisi, Lynn, Dinan, Timothy, Donohoe, Gary, Drapeau, Elodie, Duan, Jubao, Haan, Lieuwe, Hougaard, David, Karachanak-Yankova, Sena, Khrunin, Andrey, Klovins, Jani, Kučinskas, Vaiduti, Keong, Jimmy Lee Chee, Limborska, Svetlana, Loughland, Carmel, Lönnqvist, Jouko, Maher, Brion, Mattheisen, Manuel, McDonald, Colm, Murphy, Kieran C., Nenadic, Igor, Van Os, Jim, Pantelis, Christo, Pato, Michele, Petryshen, Tracey, Quested, Digby, Roussos, Pano, Sanders, Alan R., Schall, Ulrich, Schwab, Sibylle G., Sim, Kang, So, Hon-Cheong, Stögmann, Elisabeth, Subramaniam, Mythily, Toncheva, Draga, Waddington, John, Walters, Jame, Weiser, Mark, Cheng, Wei, Cloninger, Robert, Curtis, David, Gejman, Pablo V., Henskens, Fran, Mattingsdal, Morten, Oh, Sang-Yun, Scott, Rodney, Webb, Bradley, Breen, Gerome, Churchhouse, Claire, Bulik, Cynthia M., Daly, Mark, Dichgans, Martin, Faraone, Stephen V., Guerreiro, Rita, Holmans, Peter, Kendler, Kenneth S., Koeleman, Bobby, Mathews, Carol A., Price, Alke, Scharf, Jeremiah, Sklar, Pamela, Williams, Julie, Wood, Nicholas W., Cotsapas, Chri, Palotie, Aarno, Smoller, Jordan W., Sullivan, Patrick, Rosand, Jonathan, Corvin, Aiden, Neale, Benjamin M., Epidemiology, Radiology & Nuclear Medicine, Anttila, V, Bulik-Sullivan, B, Finucane, H, Walters, R, Bras, J, Duncan, L, Escott-Price, V, Falcone, G, Gormley, P, Malik, R, Patsopoulos, N, Ripke, S, Wei, Z, Yu, D, Lee, P, Turley, P, Grenier-Boley, B, Chouraki, V, Kamatani, Y, Berr, C, Letenneur, L, Hannequin, D, Amouyel, P, Boland, A, Deleuze, J, Duron, E, Vardarajan, B, Reitz, C, Goate, A, Huentelman, M, Ilyas Kamboh, M, Larson, E, Rogaeva, E, George-Hyslop, P, Hakonarson, H, Kukull, W, Farrer, L, Barnes, L, Beach, T, Yesim Demirci, F, Head, E, Hulette, C, Jicha, G, Kauwe, J, Kaye, J, Leverenz, J, Levey, A, Lieberman, A, Pankratz, V, Poon, W, Quinn, J, Saykin, A, Schneider, L, Smith, A, Sonnen, J, Stern, R, Van Deerlin, V, Van Eldik, L, Harold, D, Russo, G, Rubinsztein, D, Bayer, A, Tsolaki, M, Proitsi, P, Fox, N, Hampel, H, Owen, M, Mead, S, Passmore, P, Morgan, K, Nöthen, M, Rossor, M, Lupton, M, Hoffmann, P, Kornhuber, J, Lawlor, B, Mcquillin, A, Al-Chalabi, A, Bis, J, Ruiz, A, Boada, M, Seshadri, S, Beiser, A, Rice, K, Van Der Lee, S, De Jager, P, Geschwind, D, Riemenschneider, M, Riedel-Heller, S, Rotter, J, Ransmayr, G, Hyman, B, Cruchaga, C, Alegret, M, Winsvold, B, Palta, P, Farh, K, Cuenca-Leon, E, Furlotte, N, Kurth, T, Ligthart, L, Terwindt, G, Freilinger, T, Ran, C, Gordon, S, Borck, G, Adams, H, Lehtimäki, T, Wedenoja, J, Buring, J, Schürks, M, Hrafnsdottir, M, Hottenga, J, Penninx, B, Artto, V, Kaunisto, M, Vepsäläinen, S, Martin, N, Montgomery, G, Kurki, M, Hämäläinen, E, Huang, H, Huang, J, Sandor, C, Webber, C, Muller-Myhsok, B, Schreiber, S, Salomaa, V, Loehrer, E, Göbel, H, Macaya, A, Pozo-Rosich, P, Hansen, T, Werge, T, Kaprio, J, Metspalu, A, Kubisch, C, Ferrari, M, Belin, A, Van Den Maagdenberg, A, Zwart, J, Boomsma, D, Eriksson, N, Olesen, J, Chasman, D, Nyholt, D, Avbersek, A, Baum, L, Berkovic, S, Bradfield, J, Buono, R, Catarino, C, Cossette, P, De Jonghe, P, Depondt, C, Dlugos, D, Ferraro, T, French, J, Hjalgrim, H, Jamnadas-Khoda, J, Kälviäinen, R, Kunz, W, Lerche, H, Leu, C, Lindhout, D, Lo, W, Lowenstein, D, Mccormack, M, Møller, R, Molloy, A, Ng, P, Oliver, K, Privitera, M, Radtke, R, Ruppert, A, Sander, T, Schachter, S, Schankin, C, Scheffer, I, Schoch, S, Sisodiya, S, Smith, P, Sperling, M, Striano, P, Surges, R, Neil Thomas, G, Visscher, F, Whelan, C, Zara, F, Heinzen, E, Marson, A, Becker, F, Stroink, H, Zimprich, F, Gasser, T, Gibbs, R, Heutink, P, Martinez, M, Morris, H, Sharma, M, Ryten, M, Mok, K, Pulit, S, Bevan, S, Holliday, E, Attia, J, Battey, T, Boncoraglio, G, Thijs, V, Chen, W, Mitchell, B, Rothwell, P, Sharma, P, Sudlow, C, Vicente, A, Markus, H, Kourkoulis, C, Pera, J, Raffeld, M, Silliman, S, Perica, V, Thornton, L, Huckins, L, William Rayner, N, Lewis, C, Gratacos, M, Rybakowski, F, Keski-Rahkonen, A, Raevuori, A, Hudson, J, Reichborn-Kjennerud, T, Monteleone, P, Karwautz, A, Mannik, K, Baker, J, O'Toole, J, Trace, S, Davis, O, Helder, S, Ehrlich, S, Herpertz-Dahlmann, B, Danner, U, Van Elburg, A, Clementi, M, Forzan, M, Docampo, E, Lissowska, J, Hauser, J, Tortorella, A, Maj, M, Gonidakis, F, Tziouvas, K, Papezova, H, Yilmaz, Z, Wagner, G, Cohen-Woods, S, Herms, S, Julia, A, Rabionet, R, Dick, D, Ripatti, S, Andreassen, O, Espeseth, T, Lundervold, A, Steen, V, Pinto, D, Scherer, S, Aschauer, H, Schosser, A, Alfredsson, L, Padyukov, L, Halmi, K, Mitchell, J, Strober, M, Bergen, A, Kaye, W, Szatkiewicz, J, Cormand, B, Ramos-Quiroga, J, Sánchez-Mora, C, Ribasés, M, Casas, M, Hervas, A, Arranz, M, Haavik, J, Zayats, T, Johansson, S, Williams, N, Dempfle, A, Rothenberger, A, Kuntsi, J, Oades, R, Banaschewski, T, Franke, B, Buitelaar, J, Vasquez, A, Doyle, A, Reif, A, Lesch, K, Freitag, C, Rivero, O, Palmason, H, Romanos, M, Langley, K, Rietschel, M, Witt, S, Dalsgaard, S, Børglum, A, Waldman, I, Wilmot, B, Molly, N, Bau, C, Crosbie, J, Schachar, R, Loo, S, Mcgough, J, Grevet, E, Medland, S, Robinson, E, Weiss, L, Bacchelli, E, Bailey, A, Bal, V, Battaglia, A, Betancur, C, Bolton, P, Cantor, R, Celestino-Soper, P, Dawson, G, De Rubeis, S, Duque, F, Green, A, Klauck, S, Leboyer, M, Levitt, P, Maestrini, E, Mane, S, Moreno-De-Luca, D, Parr, J, Regan, R, Reichenberg, A, Sandin, S, Vorstman, J, Wassink, T, Wijsman, E, Cook, E, Santangelo, S, Delorme, R, Roge, B, Magalhaes, T, Arking, D, Schulze, T, Thompson, R, Strohmaier, J, Matthews, K, Melle, I, Morris, D, Blackwood, D, Mcintosh, A, Bergen, S, Schalling, M, Jamain, S, Maaser, A, Fischer, S, Reinbold, C, Fullerton, J, Guzman-Parra, J, Mayoral, F, Schofield, P, Cichon, S, Mühleisen, T, Degenhardt, F, Schumacher, J, Bauer, M, Mitchell, P, Gershon, E, Rice, J, Potash, J, Zandi, P, Craddock, N, Nicol Ferrier, I, Alda, M, Rouleau, G, Turecki, G, Ophoff, R, Pato, C, Anjorin, A, Stahl, E, Leber, M, Czerski, P, Cruceanu, C, Jones, I, Posthuma, D, Andlauer, T, Forstner, A, Streit, F, Baune, B, Air, T, Sinnamon, G, Wray, N, Macintyre, D, Porteous, D, Homuth, G, Rivera, M, Grove, J, Middeldorp, C, Hickie, I, Pergadia, M, Mehta, D, Smit, J, Jansen, R, De Geus, E, Dunn, E, Li, Q, Nauck, M, Schoevers, R, Beekman, A, Knowles, J, Viktorin, A, Arnold, P, Barr, C, Bedoya-Berrio, G, Joseph Bienvenu, O, Brentani, H, Burton, C, Camarena, B, Cappi, C, Cath, D, Cavallini, M, Cusi, D, Darrow, S, Denys, D, Derks, E, Dietrich, A, Fernandez, T, Figee, M, Freimer, N, Gerber, G, Grados, M, Greenberg, E, Hanna, G, Hartmann, A, Hirschtritt, M, Hoekstra, P, Huang, A, Huyser, C, Illmann, C, Jenike, M, Kuperman, S, Leventhal, B, Lochner, C, Lyon, G, Macciardi, F, Madruga-Garrido, M, Malaty, I, Maras, A, Mcgrath, L, Miguel, E, Mir, P, Nestadt, G, Nicolini, H, Okun, M, Pakstis, A, Paschou, P, Piacentini, J, Pittenger, C, Plessen, K, Ramensky, V, Ramos, E, Reus, V, Richter, M, Riddle, M, Robertson, M, Roessner, V, Rosário, M, Samuels, J, Sandor, P, Stein, D, Tsetsos, F, Van Nieuwerburgh, F, Weatherall, S, Wendland, J, Wolanczyk, T, Worbe, Y, Zai, G, Goes, F, Mclaughlin, N, Nestadt, P, Grabe, H, Depienne, C, Konkashbaev, A, Lanzagorta, N, Valencia-Duarte, A, Bramon, E, Buccola, N, Cahn, W, Cairns, M, Chong, S, Cohen, D, Crespo-Facorro, B, Crowley, J, Davidson, M, Delisi, L, Dinan, T, Donohoe, G, Drapeau, E, Duan, J, Haan, L, Hougaard, D, Karachanak-Yankova, S, Khrunin, A, Klovins, J, Kučinskas, V, Keong, J, Limborska, S, Loughland, C, Lönnqvist, J, Maher, B, Mattheisen, M, Mcdonald, C, Murphy, K, Nenadic, I, Van Os, J, Pantelis, C, Pato, M, Petryshen, T, Quested, D, Roussos, P, Sanders, A, Schall, U, Schwab, S, Sim, K, So, H, Stögmann, E, Subramaniam, M, Toncheva, D, Waddington, J, Walters, J, Weiser, M, Cheng, W, Cloninger, R, Curtis, D, Gejman, P, Henskens, F, Mattingsdal, M, Oh, S, Scott, R, Webb, B, Breen, G, Churchhouse, C, Bulik, C, Daly, M, Dichgans, M, Faraone, S, Guerreiro, R, Holmans, P, Kendler, K, Koeleman, B, Mathews, C, Price, A, Scharf, J, Sklar, P, Williams, J, Wood, N, Cotsapas, C, Palotie, A, Smoller, J, Sullivan, P, Rosand, J, Corvin, A, Neale, B, Kauwe, John S. K., Mcquillin, Andrew, Adams, Hieab H. H., Mccormack, Mark, Bau, Claiton H. D., Mcgough, James J., Mcintosh, Andrew, Andlauer, Till F. M., Macintyre, Donald J., Mcgrath, Lauren, Mclaughlin, Nicole, Delisi, Lynn, Mcdonald, Colm, Université Montpellier 1 (UM1)-Université de Montpellier (UM)-Institut National de la Santé et de la Recherche Médicale (INSERM), Sorbonne Université (SU)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP), Vrije universiteit = Free university of Amsterdam [Amsterdam] (VU), Sorbonne Université (SU)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP), Facteurs de Risque et Déterminants Moléculaires des Maladies liées au Vieillissement (Inserm U1167 - RID-AGE - Institut Pasteur), RIKEN Center for Integrative Medical Science, Neuropsychiatrie : recherche épidémiologique et clinique, Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Montpellier 1 (UM1)-Université de Montpellier (UM), University of South Florida (USF), University of Zürich [Zürich] (UZH)-Eidgenössische Technische Hochschule - Swiss Federal Institute of Technology in Zürich [Zürich] (ETH Zürich), Alzheimer Precision Medicine GRC n°21 (APM), CHU Pitié-Salpêtrière [APHP], Cardiff University-Medical Research Council, Centre National de la Recherche Scientifique (CNRS)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Institut Paoli-Calmettes, Fédération nationale des Centres de lutte contre le Cancer (FNCLCC)-Fédération nationale des Centres de lutte contre le Cancer (FNCLCC)-Aix Marseille Université (AMU), Johannes Kepler University Linz [linz] (JKU), Washington University in St Louis, Charité - Universitätsmedizin Berlin / Charite - University Medicine Berlin, Universitat Autònoma de Barcelona [Barcelona] (UAB), Hôpital Erasme (Bruxelles), Université Fédérale Toulouse Midi-Pyrénées-Université Fédérale Toulouse Midi-Pyrénées-Ecole Nationale Vétérinaire de Toulouse (ENVT), Jagiellonian University [Krakow] (UJ), Technische Universität Dresden (TUD), National and Kapodistrian University of Athens = University of Athens (NKUA | UoA), Charles University [Prague], Université de Lyon-Université de Lyon-Centre National de la Recherche Scientifique (CNRS)-Université Claude Bernard Lyon 1 (UCBL), Université de Lyon-Université de Lyon-Centre National de la Recherche Scientifique (CNRS), University of Bergen (UIB), University Medicine Goettingen, Università di Bologna [Bologna] (UNIBO), Forschungszentrum Jülich GmbH, UNSW Medicine [Sydney], McGill University, Universidad de Antioquia, University of Florida [Gainesville], Universiteit Gent [Ghent], Service Psychiatrie de l'Enfant et de l'Adolescent [CHU Pitié-Salpêtrière], Assistance publique - Hôpitaux de Paris (AP-HP) (APHP)-CHU Pitié-Salpêtrière [APHP], University of Wollongong, Alzheimer Precision Medicine [CHU Pitié-Salpétriêre] (GRC 21 APM), Anttila, Verneri [0000-0002-0073-4675], Finucane, Hilary K [0000-0003-3864-9828], Walters, Raymond K [0000-0001-8422-6530], Duncan, Laramie [0000-0003-1131-661X], Escott-Price, Valentina [0000-0003-1784-5483], Falcone, Guido J [0000-0002-6407-0302], Gormley, Padhraig [0000-0002-8908-6968], Malik, Rainer [0000-0001-9212-2520], Ripke, Stephan [0000-0003-3622-835X], Wei, Zhi [0000-0001-6059-4267], Yu, Dongmei [0000-0001-7901-4365], Lee, Phil H [0000-0003-1770-3100], Breen, Gerome [0000-0003-2053-1792], Bulik, Cynthia M [0000-0001-7772-3264], Daly, Mark [0000-0002-0949-8752], Dichgans, Martin [0000-0002-0654-387X], Faraone, Stephen V [0000-0002-9217-3982], Holmans, Peter [0000-0003-0870-9412], Koeleman, Bobby [0000-0001-7749-182X], Mathews, Carol A [0000-0003-2208-7058], Sklar, Pamela [0000-0001-9715-4943], Williams, Julie [0000-0002-4069-0259], Wood, Nicholas W [0000-0002-9500-3348], Cotsapas, Chris [0000-0002-7772-5910], Smoller, Jordan W [0000-0002-0381-6334], Sullivan, Patrick [0000-0002-6619-873X], Rosand, Jonathan [0000-0002-1014-9138], Corvin, Aiden [0000-0001-6717-4089], Neale, Benjamin M [0000-0003-1513-6077], and Apollo - University of Cambridge Repository

Subjects
Etiology, [SDV]Life Sciences [q-bio], MESH: Brain Diseases, body-mass index, genetics [Mental Disorders], Disorders of the Brain, Risks factors, classification [Mental Disorders], MESH: Quantitative Trait, Heritable, MESH: Risk Factors, Risk Factors, MESH: Genetic Variation, alzheimers-disease, 610 Medicine & health, bipolar disorder, Brain Diseases, deficit hyperactivity disorder, Multidisciplinary, Mental Disorders, genetics [Brain Diseases], Brain Disease, Brain, Genetic Variation, Genome-Wide Association Study, Humans, Phenotype, Quantitative Trait, Heritable, Psychiatric Disorders, anorexia-nervosa, Mental Disorder, Psychiatric Genomics, [SDV.NEU]Life Sciences [q-bio]/Neurons and Cognition [q-bio.NC], long-term survival, Engineering sciences. Technology, Human, General Science & Technology, population-based twin, diagnosis [Mental Disorders], MESH: Phenotype, Neurological Disorders, Quantitative Trait, MD Multidisciplinary, MESH: Mental Disorders, diagnosis [Brain Diseases], Heritable, genetic correlations, [SDV.GEN]Life Sciences [q-bio]/Genetics, MESH: Humans, major depressive disorder, Risk Factor, Brain Diseases/classification, Brain Diseases/diagnosis, Brain Diseases/genetics, Mental Disorders/classification, Mental Disorders/diagnosis, Mental Disorders/genetics, classification [Brain Diseases], Perturbações do Desenvolvimento Infantil e Saúde Mental, ddc:320, MESH: Genome-Wide Association Study, genome-wide association, Brainstorm Consortium, Genetic Factors, [SDV.MHEP]Life Sciences [q-bio]/Human health and pathology
Abstract

INTRODUCTION Brain disorders may exhibit shared symptoms and substantial epidemiological comorbidity, inciting debate about their etiologic overlap. However, detailed study of phenotypes with different ages of onset, severity, and presentation poses a considerable challenge. Recently developed heritability methods allow us to accurately measure correlation of genome-wide common variant risk between two phenotypes from pools of different individuals and assess how connected they, or at least their genetic risks, are on the genomic level. We used genome-wide association data for 265,218 patients and 784,643 control participants, as well as 17 phenotypes from a total of 1,191,588 individuals, to quantify the degree of overlap for genetic risk factors of 25 common brain disorders. RATIONALE Over the past century, the classification of brain disorders has evolved to reflect the medical and scientific communities’ assessments of the presumed root causes of clinical phenomena such as behavioral change, loss of motor function, or alterations of consciousness. Directly observable phenomena (such as the presence of emboli, protein tangles, or unusual electrical activity patterns) generally define and separate neurological disorders from psychiatric disorders. Understanding the genetic underpinnings and categorical distinctions for brain disorders and related phenotypes may inform the search for their biological mechanisms. RESULTS Common variant risk for psychiatric disorders was shown to correlate significantly, especially among attention deficit hyperactivity disorder (ADHD), bipolar disorder, major depressive disorder (MDD), and schizophrenia. By contrast, neurological disorders appear more distinct from one another and from the psychiatric disorders, except for migraine, which was significantly correlated to ADHD, MDD, and Tourette syndrome. We demonstrate that, in the general population, the personality trait neuroticism is significantly correlated with almost every psychiatric disorder and migraine. We also identify significant genetic sharing between disorders and early life cognitive measures (e.g., years of education and college attainment) in the general population, demonstrating positive correlation with several psychiatric disorders (e.g., anorexia nervosa and bipolar disorder) and negative correlation with several neurological phenotypes (e.g., Alzheimer’s disease and ischemic stroke), even though the latter are considered to result from specific processes that occur later in life. Extensive simulations were also performed to inform how statistical power, diagnostic misclassification, and phenotypic heterogeneity influence genetic correlations. CONCLUSION The high degree of genetic correlation among many of the psychiatric disorders adds further evidence that their current clinical boundaries do not reflect distinct underlying pathogenic processes, at least on the genetic level. This suggests a deeply interconnected nature for psychiatric disorders, in contrast to neurological disorders, and underscores the need to refine psychiatric diagnostics. Genetically informed analyses may provide important “scaffolding” to support such restructuring of psychiatric nosology, which likely requires incorporating many levels of information. By contrast, we find limited evidence for widespread common genetic risk sharing among neurological disorders or across neurological and psychiatric disorders. We show that both psychiatric and neurological disorders have robust correlations with cognitive and personality measures. Further study is needed to evaluate whether overlapping genetic contributions to psychiatric pathology may influence treatment choices. Ultimately, such developments may pave the way toward reduced heterogeneity and improved diagnosis and treatment of psychiatric disorders.

Published
2018
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25. Spoiling the whole bunch: quality control aimed at preserving the integrity of high-throughput genotyping

Author

Pluzhnikov, Anna, Below, Jennifer E., Konkashbaev, Anuar, Tikhomirov, Anna, Kistner-Griffin, Emily, Roe, Cherly A., Nicolae, Dan L., and Cox, Nancy J.

Subjects
Cardiovascular diseases -- Genetic aspects, Cardiovascular diseases -- Physiological aspects, Diabetes -- Genetic aspects, Genotype -- Analysis, Population genetics -- Research, Single nucleotide polymorphisms -- Analysis, Biological sciences
Abstract

A source of error in genotype calling was identified to determine the ability of standard battery of quality-control (QC) measures to detect and/or correct genetics of kidneys in diabetes (GoKinD). The study provides insight into the possible way to detect and correct the bias associated with the genotype calling by utilizing additional sources of information including raw signal-intensity data.

Published
2010

27. Partitioning the heritability of Tourette syndrome and obsessive compulsive disorder reveals differences in genetic architecture.

Author

Lea K Davis, Dongmei Yu, Clare L Keenan, Eric R Gamazon, Anuar I Konkashbaev, Eske M Derks, Benjamin M Neale, Jian Yang, S Hong Lee, Patrick Evans, Cathy L Barr, Laura Bellodi, Fortu Benarroch, Gabriel Bedoya Berrio, Oscar J Bienvenu, Michael H Bloch, Rianne M Blom, Ruth D Bruun, Cathy L Budman, Beatriz Camarena, Desmond Campbell, Carolina Cappi, Julio C Cardona Silgado, Danielle C Cath, Maria C Cavallini, Denise A Chavira, Sylvain Chouinard, David V Conti, Edwin H Cook, Vladimir Coric, Bernadette A Cullen, Dieter Deforce, Richard Delorme, Yves Dion, Christopher K Edlund, Karin Egberts, Peter Falkai, Thomas V Fernandez, Patience J Gallagher, Helena Garrido, Daniel Geller, Simon L Girard, Hans J Grabe, Marco A Grados, Benjamin D Greenberg, Varda Gross-Tsur, Stephen Haddad, Gary A Heiman, Sian M J Hemmings, Ana G Hounie, Cornelia Illmann, Joseph Jankovic, Michael A Jenike, James L Kennedy, Robert A King, Barbara Kremeyer, Roger Kurlan, Nuria Lanzagorta, Marion Leboyer, James F Leckman, Leonhard Lennertz, Chunyu Liu, Christine Lochner, Thomas L Lowe, Fabio Macciardi, James T McCracken, Lauren M McGrath, Sandra C Mesa Restrepo, Rainald Moessner, Jubel Morgan, Heike Muller, Dennis L Murphy, Allan L Naarden, William Cornejo Ochoa, Roel A Ophoff, Lisa Osiecki, Andrew J Pakstis, Michele T Pato, Carlos N Pato, John Piacentini, Christopher Pittenger, Yehuda Pollak, Scott L Rauch, Tobias J Renner, Victor I Reus, Margaret A Richter, Mark A Riddle, Mary M Robertson, Roxana Romero, Maria C Rosàrio, David Rosenberg, Guy A Rouleau, Stephan Ruhrmann, Andres Ruiz-Linares, Aline S Sampaio, Jack Samuels, Paul Sandor, Brooke Sheppard, Harvey S Singer, Jan H Smit, Dan J Stein, E Strengman, Jay A Tischfield, Ana V Valencia Duarte, Homero Vallada, Filip Van Nieuwerburgh, Jeremy Veenstra-Vanderweele, Susanne Walitza, Ying Wang, Jens R Wendland, Herman G M Westenberg, Yin Yao Shugart, Euripedes C Miguel, William McMahon, Michael Wagner, Humberto Nicolini, Danielle Posthuma, Gregory L Hanna, Peter Heutink, Damiaan Denys, Paul D Arnold, Ben A Oostra, Gerald Nestadt, Nelson B Freimer, David L Pauls, Naomi R Wray, S Evelyn Stewart, Carol A Mathews, James A Knowles, Nancy J Cox, and Jeremiah M Scharf

Subjects
Genetics, QH426-470
Abstract

The direct estimation of heritability from genome-wide common variant data as implemented in the program Genome-wide Complex Trait Analysis (GCTA) has provided a means to quantify heritability attributable to all interrogated variants. We have quantified the variance in liability to disease explained by all SNPs for two phenotypically-related neurobehavioral disorders, obsessive-compulsive disorder (OCD) and Tourette Syndrome (TS), using GCTA. Our analysis yielded a heritability point estimate of 0.58 (se = 0.09, p = 5.64e-12) for TS, and 0.37 (se = 0.07, p = 1.5e-07) for OCD. In addition, we conducted multiple genomic partitioning analyses to identify genomic elements that concentrate this heritability. We examined genomic architectures of TS and OCD by chromosome, MAF bin, and functional annotations. In addition, we assessed heritability for early onset and adult onset OCD. Among other notable results, we found that SNPs with a minor allele frequency of less than 5% accounted for 21% of the TS heritability and 0% of the OCD heritability. Additionally, we identified a significant contribution to TS and OCD heritability by variants significantly associated with gene expression in two regions of the brain (parietal cortex and cerebellum) for which we had available expression quantitative trait loci (eQTLs). Finally we analyzed the genetic correlation between TS and OCD, revealing a genetic correlation of 0.41 (se = 0.15, p = 0.002). These results are very close to previous heritability estimates for TS and OCD based on twin and family studies, suggesting that very little, if any, heritability is truly missing (i.e., unassayed) from TS and OCD GWAS studies of common variation. The results also indicate that there is some genetic overlap between these two phenotypically-related neuropsychiatric disorders, but suggest that the two disorders have distinct genetic architectures.

Published
2013
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28. Analysis of Genetically Determined Gene Expression Suggests Role of Inflammatory Processes in Exfoliation Syndrome

Author

Peter Straub, Daniel Berner, Julia Sealock, Patrick Evans, Milam A. Brantley, Chiea Chuen Khor, Francesca Pasutto, Eric R. Gamazon, Ursula Schlötzer-Schrehardt, Jibril Hirbo, Ran Tao, Priyanka Pawar, Max Breyer, Karen M. Joos, André Reis, Nancy J. Cox, and Anuar Konkashbaev

Subjects
Connective tissue, Genome-wide association study, Inflammation, Biology, medicine.disease, Comorbidity, eye diseases, Transcriptome, medicine.anatomical_structure, Gene expression, Immunology, medicine, medicine.symptom, Gene, Genetic association
Abstract

Exfoliation syndrome (XFS) is an age-related systemic disorder characterized by excessive production and progressive accumulation of abnormal extracellular material, with pathognomonic ocular manifestations. It is the most common cause of secondary glaucoma, resulting in widespread global blindness. We performed Transcriptomic Wide Association Studies (TWAS) using PrediXcan models trained in 48 GTEx tissues to identify genetically- determined gene expression changes associated with XFS risk, leveraging on results from a global GWAS that included 123,457 individuals from 24 countries. We observed twenty-eight genes in a three-Megabase chr15q22-25 region that showed statistically significant associations, which were further whittled down to ten genes after additional statistical validations. In experimental analysist of these ten genes, mRNA transcript levels for ARID3B, CD276, LOXL1, NEO1, SCAMP2, and UBL7 were significantly decreased in iris tissues from XFS patients compared to control samples. Genes with genetically determined expression changes in XFS were significantly enriched for genes associated with inflammatory conditions. We further explored the health consequences of high susceptibility to XFS using a large electronic health record and observed a higher incidence of XFS comorbidity with inflammatory and connective tissue diseases. Our results implicate a role for connective tissues and inflammation in the etiology of XFS. Targeting the inflammatory pathway may be a potential therapeutic option to reduce progression in XFS.

Published
2020
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29. Analysis of Genetically Determined Gene Expression Suggests Role of Inflammatory Processes in Etiology of Exfoliation Syndrome

Author

Jibril Hirbo, Francesca Pasutto, Eric Gamazon, Patrick Evans, Priyanka Pawar, Daniel Berner, Julia Sealock, Ran Tao, Peter Straub, Anuar Konkashbaev, Max Breyer, Ursula Schlötzer-Schrehardt, Andre Reis, Milam Brantley, Chiea Chuen Khor, Karen Joos, and Nancy Cox

Subjects
eye diseases
Abstract

Exfoliation syndrome (XFS) is an age-related systemic disorder characterized by excessive production and progressive accumulation of abnormal extracellular material, with pathognomonic ocular manifestations. It is the most common cause of secondary glaucoma, resulting in widespread global blindness. We performed Transcriptomic Wide Association Studies using PrediXcan models trained in 48 GTEx tissues to identify genetically-determined gene expression changes associated with XFS risk, leveraging on results from a global GWAS that included 123,457 individuals from 24 countries. Twenty-eight genes in the chr15q22-25 region showed statistically significant associations in both single-tissue and multi-tissue analysis. Reduced models for these genes that excluded variants in LD with the known LOXL1 signal showed genome-wide significant association signals in nine genes, independently of LOXL1. Out of these ten genes, mRNA transcript levels for ARID3B, CD276, LOXL1, NEO1, SCAMP2, and UBL7 were significantly decreased in iris tissues from XFS patients compared to control samples. Genes with genetically determined expression changes in XFS were significantly enriched for genes associated with inflammatory conditions. We further explored the health consequences of high susceptibility to XFS using a large electronic health record and observed a higher incidence of XFS comorbidity with inflammatory and connective tissue diseases. Our results implicate a role for connective tissues and inflammation in the etiology of XFS. Targeting the inflammatory pathway may be a potential therapeutic option to reduce progression in XFS.

Published
2020
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32. Analysis of Genetically Determined Gene Expression Suggests Role of Inflammatory Processes in Exfoliation Syndrome

Author

Hirbo, Jibril B., primary, Pasutto, Francesca, additional, Gamazon, Eric R., additional, Evans, Patrick, additional, Pawar, Priyanka, additional, Berner, Daniel, additional, Sealock, Julia, additional, Tao, Ran, additional, Straub, Peter S., additional, Konkashbaev, Anuar I., additional, Breyer, Max, additional, Schlötzer-Schrehardt, Ursula, additional, Reis, André, additional, Brantley, Milam A., additional, Khor, Chiea C., additional, Joos, Karen M., additional, and Cox, Nancy J., additional

Published
2020
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33. Analysis of Genetically Determined Gene Expression Suggests Role of Inflammatory Processes in Etiology of Exfoliation Syndrome

Author

Hirbo, Jibril, primary, Pasutto, Francesca, additional, Gamazon, Eric, additional, Evans, Patrick, additional, Pawar, Priyanka, additional, Berner, Daniel, additional, Sealock, Julia, additional, Tao, Ran, additional, Straub, Peter, additional, Konkashbaev, Anuar, additional, Breyer, Max, additional, Schlötzer-Schrehardt, Ursula, additional, Reis, Andre, additional, Brantley, Milam, additional, Khor, Chiea Chuen, additional, Joos, Karen, additional, and Cox, Nancy, additional

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2020
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34. Analysis of shared heritability in common disorders of the brain

Author

Anttila, V, Bulik-Sullivan, B, Finucane, H, Walters, R, Bras, J, Duncan, L, Escott-Price, V, Falcone, G, Gormley, P, Malik, R, Patsopoulos, N, Ripke, S, Wei, Z, Yu, D, Lee, P, Turley, P, Grenier-Boley, B, Chouraki, V, Kamatani, Y, Berr, C, Letenneur, L, Hannequin, D, Amouyel, P, Boland, A, Deleuze, J, Duron, E, Vardarajan, B, Reitz, C, Goate, A, Huentelman, M, Ilyas Kamboh, M, Larson, E, Rogaeva, E, George-Hyslop, P, Hakonarson, H, Kukull, W, Farrer, L, Barnes, L, Beach, T, Yesim Demirci, F, Head, E, Hulette, C, Jicha, G, Kauwe, J, Kaye, J, Leverenz, J, Levey, A, Lieberman, A, Pankratz, V, Poon, W, Quinn, J, Saykin, A, Schneider, L, Smith, A, Sonnen, J, Stern, R, Van Deerlin, V, Van Eldik, L, Harold, D, Russo, G, Rubinsztein, D, Bayer, A, Tsolaki, M, Proitsi, P, Fox, N, Hampel, H, Owen, M, Mead, S, Passmore, P, Morgan, K, Nöthen, M, Rossor, M, Lupton, M, Hoffmann, P, Kornhuber, J, Lawlor, B, Mcquillin, A, Al-Chalabi, A, Bis, J, Ruiz, A, Boada, M, Seshadri, S, Beiser, A, Rice, K, Van Der Lee, S, De Jager, P, Geschwind, D, Riemenschneider, M, Riedel-Heller, S, Rotter, J, Ransmayr, G, Hyman, B, Cruchaga, C, Alegret, M, Winsvold, B, Palta, P, Farh, K, Cuenca-Leon, E, Furlotte, N, Kurth, T, Ligthart, L, Terwindt, G, Freilinger, T, Ran, C, Gordon, S, Borck, G, Adams, H, Lehtimäki, T, Wedenoja, J, Buring, J, Schürks, M, Hrafnsdottir, M, Hottenga, J, Penninx, B, Artto, V, Kaunisto, M, Vepsäläinen, S, Martin, N, Montgomery, G, Kurki, M, Hämäläinen, E, Huang, H, Huang, J, Sandor, C, Webber, C, Muller-Myhsok, B, Schreiber, S, Salomaa, V, Loehrer, E, Göbel, H, Macaya, A, Pozo-Rosich, P, Hansen, T, Werge, T, Kaprio, J, Metspalu, A, Kubisch, C, Ferrari, M, Belin, A, Van Den Maagdenberg, A, Zwart, J, Boomsma, D, Eriksson, N, Olesen, J, Chasman, D, Nyholt, D, Avbersek, A, Baum, L, Berkovic, S, Bradfield, J, Buono, R, Catarino, C, Cossette, P, De Jonghe, P, Depondt, C, Dlugos, D, Ferraro, T, French, J, Hjalgrim, H, Jamnadas-Khoda, J, Kälviäinen, R, Kunz, W, Lerche, H, Leu, C, Lindhout, D, Lo, W, Lowenstein, D, Mccormack, M, Møller, R, Molloy, A, Ng, P, Oliver, K, Privitera, M, Radtke, R, Ruppert, A, Sander, T, Schachter, S, Schankin, C, Scheffer, I, Schoch, S, Sisodiya, S, Smith, P, Sperling, M, Striano, P, Surges, R, Neil Thomas, G, Visscher, F, Whelan, C, Zara, F, Heinzen, E, Marson, A, Becker, F, Stroink, H, Zimprich, F, Gasser, T, Gibbs, R, Heutink, P, Martinez, M, Morris, H, Sharma, M, Ryten, M, Mok, K, Pulit, S, Bevan, S, Holliday, E, Attia, J, Battey, T, Boncoraglio, G, Thijs, V, Chen, W, Mitchell, B, Rothwell, P, Sharma, P, Sudlow, C, Vicente, A, Markus, H, Kourkoulis, C, Pera, J, Raffeld, M, Silliman, S, Perica, V, Thornton, L, Huckins, L, William Rayner, N, Lewis, C, Gratacos, M, Rybakowski, F, Keski-Rahkonen, A, Raevuori, A, Hudson, J, Reichborn-Kjennerud, T, Monteleone, P, Karwautz, A, Mannik, K, Baker, J, O'Toole, J, Trace, S, Davis, O, Helder, S, Ehrlich, S, Herpertz-Dahlmann, B, Danner, U, Van Elburg, A, Clementi, M, Forzan, M, Docampo, E, Lissowska, J, Hauser, J, Tortorella, A, Maj, M, Gonidakis, F, Tziouvas, K, Papezova, H, Yilmaz, Z, Wagner, G, Cohen-Woods, S, Herms, S, Julia, A, Rabionet, R, Dick, D, Ripatti, S, Andreassen, O, Espeseth, T, Lundervold, A, Steen, V, Pinto, D, Scherer, S, Aschauer, H, Schosser, A, Alfredsson, L, Padyukov, L, Halmi, K, Mitchell, J, Strober, M, Bergen, A, Kaye, W, Szatkiewicz, J, Cormand, B, Ramos-Quiroga, J, Sánchez-Mora, C, Ribasés, M, Casas, M, Hervas, A, Arranz, M, Haavik, J, Zayats, T, Johansson, S, Williams, N, Dempfle, A, Rothenberger, A, Kuntsi, J, Oades, R, Banaschewski, T, Franke, B, Buitelaar, J, Vasquez, A, Doyle, A, Reif, A, Lesch, K, Freitag, C, Rivero, O, Palmason, H, Romanos, M, Langley, K, Rietschel, M, Witt, S, Dalsgaard, S, Børglum, A, Waldman, I, Wilmot, B, Molly, N, Bau, C, Crosbie, J, Schachar, R, Loo, S, Mcgough, J, Grevet, E, Medland, S, Robinson, E, Weiss, L, Bacchelli, E, Bailey, A, Bal, V, Battaglia, A, Betancur, C, Bolton, P, Cantor, R, Celestino-Soper, P, Dawson, G, De Rubeis, S, Duque, F, Green, A, Klauck, S, Leboyer, M, Levitt, P, Maestrini, E, Mane, S, Moreno-De-Luca, D, Parr, J, Regan, R, Reichenberg, A, Sandin, S, Vorstman, J, Wassink, T, Wijsman, E, Cook, E, Santangelo, S, Delorme, R, Roge, B, Magalhaes, T, Arking, D, Schulze, T, Thompson, R, Strohmaier, J, Matthews, K, Melle, I, Morris, D, Blackwood, D, Mcintosh, A, Bergen, S, Schalling, M, Jamain, S, Maaser, A, Fischer, S, Reinbold, C, Fullerton, J, Guzman-Parra, J, Mayoral, F, Schofield, P, Cichon, S, Mühleisen, T, Degenhardt, F, Schumacher, J, Bauer, M, Mitchell, P, Gershon, E, Rice, J, Potash, J, Zandi, P, Craddock, N, Nicol Ferrier, I, Alda, M, Rouleau, G, Turecki, G, Ophoff, R, Pato, C, Anjorin, A, Stahl, E, Leber, M, Czerski, P, Cruceanu, C, Jones, I, Posthuma, D, Andlauer, T, Forstner, A, Streit, F, Baune, B, Air, T, Sinnamon, G, Wray, N, Macintyre, D, Porteous, D, Homuth, G, Rivera, M, Grove, J, Middeldorp, C, Hickie, I, Pergadia, M, Mehta, D, Smit, J, Jansen, R, De Geus, E, Dunn, E, Li, Q, Nauck, M, Schoevers, R, Beekman, A, Knowles, J, Viktorin, A, Arnold, P, Barr, C, Bedoya-Berrio, G, Joseph Bienvenu, O, Brentani, H, Burton, C, Camarena, B, Cappi, C, Cath, D, Cavallini, M, Cusi, D, Darrow, S, Denys, D, Derks, E, Dietrich, A, Fernandez, T, Figee, M, Freimer, N, Gerber, G, Grados, M, Greenberg, E, Hanna, G, Hartmann, A, Hirschtritt, M, Hoekstra, P, Huang, A, Huyser, C, Illmann, C, Jenike, M, Kuperman, S, Leventhal, B, Lochner, C, Lyon, G, Macciardi, F, Madruga-Garrido, M, Malaty, I, Maras, A, Mcgrath, L, Miguel, E, Mir, P, Nestadt, G, Nicolini, H, Okun, M, Pakstis, A, Paschou, P, Piacentini, J, Pittenger, C, Plessen, K, Ramensky, V, Ramos, E, Reus, V, Richter, M, Riddle, M, Robertson, M, Roessner, V, Rosário, M, Samuels, J, Sandor, P, Stein, D, Tsetsos, F, Van Nieuwerburgh, F, Weatherall, S, Wendland, J, Wolanczyk, T, Worbe, Y, Zai, G, Goes, F, Mclaughlin, N, Nestadt, P, Grabe, H, Depienne, C, Konkashbaev, A, Lanzagorta, N, Valencia-Duarte, A, Bramon, E, Buccola, N, Cahn, W, Cairns, M, Chong, S, Cohen, D, Crespo-Facorro, B, Crowley, J, Davidson, M, Delisi, L, Dinan, T, Donohoe, G, Drapeau, E, Duan, J, Haan, L, Hougaard, D, Karachanak-Yankova, S, Khrunin, A, Klovins, J, Kučinskas, V, Keong, J, Limborska, S, Loughland, C, Lönnqvist, J, Maher, B, Mattheisen, M, Mcdonald, C, Murphy, K, Nenadic, I, Van Os, J, Pantelis, C, Pato, M, Petryshen, T, Quested, D, Roussos, P, Sanders, A, Schall, U, Schwab, S, Sim, K, So, H, Stögmann, E, Subramaniam, M, Toncheva, D, Waddington, J, Walters, J, Weiser, M, Cheng, W, Cloninger, R, Curtis, D, Gejman, P, Henskens, F, Mattingsdal, M, Oh, S, Scott, R, Webb, B, Breen, G, Churchhouse, C, Bulik, C, Daly, M, Dichgans, M, Faraone, S, Guerreiro, R, Holmans, P, Kendler, K, Koeleman, B, Mathews, C, Price, A, Scharf, J, Sklar, P, Williams, J, Wood, N, Cotsapas, C, Palotie, A, Smoller, J, Sullivan, P, Rosand, J, Corvin, A, Neale, B, Anttila, Verneri, Bulik-Sullivan, Brendan, Finucane, Hilary K., Walters, Raymond K., Bras, Jose, Duncan, Laramie, Escott-Price, Valentina, Falcone, Guido J., Gormley, Padhraig, Malik, Rainer, Patsopoulos, Nikolaos A., Ripke, Stephan, Wei, Zhi, Yu, Dongmei, Lee, Phil H., Turley, Patrick, Grenier-Boley, Benjamin, Chouraki, Vincent, Kamatani, Yoichiro, Berr, Claudine, Letenneur, Luc, Hannequin, Didier, Amouyel, Philippe, Boland, Anne, Deleuze, Jean-François, Duron, Emmanuelle, Vardarajan, Badri N., Reitz, Christiane, Goate, Alison M., Huentelman, Matthew J., Ilyas Kamboh, M., Larson, Eric B., Rogaeva, Ekaterina, George-Hyslop, Peter St, Hakonarson, Hakon, Kukull, Walter A., Farrer, Lindsay A., Barnes, Lisa L., Beach, Thomas G., Yesim Demirci, F., Head, Elizabeth, Hulette, Christine M., Jicha, Gregory A., Kauwe, John S. K., Kaye, Jeffrey A., Leverenz, James B., Levey, Allan I., Lieberman, Andrew P., Pankratz, Vernon S., Poon, Wayne W., Quinn, Joseph F., Saykin, Andrew J., Schneider, Lon S., Smith, Amanda G., Sonnen, Joshua A., Stern, Robert A., Van Deerlin, Vivianna M., Van Eldik, Linda J., Harold, Denise, Russo, Giancarlo, Rubinsztein, David C., Bayer, Anthony, Tsolaki, Magda, Proitsi, Petra, Fox, Nick C., Hampel, Harald, Owen, Michael J., Mead, Simon, Passmore, Peter, Morgan, Kevin, Nöthen, Markus M., Rossor, Martin, Lupton, Michelle K., Hoffmann, Per, Kornhuber, Johannes, Lawlor, Brian, McQuillin, Andrew, Al-Chalabi, Ammar, Bis, Joshua C., Ruiz, Agustin, Boada, Mercè, Seshadri, Sudha, Beiser, Alexa, Rice, Kenneth, Van Der Lee, Sven J., De Jager, Philip L., Geschwind, Daniel H., Riemenschneider, Matthias, Riedel-Heller, Steffi, Rotter, Jerome I., Ransmayr, Gerhard, Hyman, Bradley T., Cruchaga, Carlos, Alegret, Montserrat, Winsvold, Bendik, Palta, Priit, Farh, Kai-How, Cuenca-Leon, Ester, Furlotte, Nicholas, Kurth, Tobias, Ligthart, Lannie, Terwindt, Gisela M., Freilinger, Tobias, Ran, Caroline, Gordon, Scott D., Borck, Guntram, Adams, Hieab H. H., Lehtimäki, Terho, Wedenoja, Juho, Buring, Julie E., Schürks, Markus, Hrafnsdottir, Maria, Hottenga, Jouke-Jan, Penninx, Brenda, Artto, Ville, Kaunisto, Mari, Vepsäläinen, Salli, Martin, Nicholas G., Montgomery, Grant W., Kurki, Mitja I., Hämäläinen, Eija, Huang, Hailiang, Huang, Jie, Sandor, Cynthia, Webber, Caleb, Muller-Myhsok, Bertram, Schreiber, Stefan, Salomaa, Veikko, Loehrer, Elizabeth, Göbel, Hartmut, Macaya, Alfons, Pozo-Rosich, Patricia, Hansen, Thomas, Werge, Thomas, Kaprio, Jaakko, Metspalu, Andres, Kubisch, Christian, Ferrari, Michel D., Belin, Andrea C., Van Den Maagdenberg, Arn M. J. M., Zwart, John-Anker, Boomsma, Dorret, Eriksson, Nicholas, Olesen, Jes, Chasman, Daniel I., Nyholt, Dale R., Avbersek, Andreja, Baum, Larry, Berkovic, Samuel, Bradfield, Jonathan, Buono, Russell, Catarino, Claudia B., Cossette, Patrick, De Jonghe, Peter, Depondt, Chantal, Dlugos, Dennis, Ferraro, Thomas N., French, Jacqueline, Hjalgrim, Helle, Jamnadas-Khoda, Jennifer, Kälviäinen, Reetta, Kunz, Wolfram S., Lerche, Holger, Leu, Costin, Lindhout, Dick, Lo, Warren, Lowenstein, Daniel, McCormack, Mark, Møller, Rikke S., Molloy, Anne, Ng, Ping-Wing, Oliver, Karen, Privitera, Michael, Radtke, Rodney, Ruppert, Ann-Kathrin, Sander, Thomas, Schachter, Steven, Schankin, Christoph, Scheffer, Ingrid, Schoch, Susanne, Sisodiya, Sanjay M., Smith, Philip, Sperling, Michael, Striano, Pasquale, Surges, Rainer, Neil Thomas, G., Visscher, Frank, Whelan, Christopher D., Zara, Federico, Heinzen, Erin L., Marson, Anthony, Becker, Felicitas, Stroink, Hans, Zimprich, Fritz, Gasser, Thomas, Gibbs, Raphael, Heutink, Peter, Martinez, Maria, Morris, Huw R., Sharma, Manu, Ryten, Mina, Mok, Kin Y., Pulit, Sara, Bevan, Steve, Holliday, Elizabeth, Attia, John, Battey, Thomas, BONCORAGLIO, GIORGIO BATTISTA, Thijs, Vincent, Chen, Wei-Min, Mitchell, Braxton, Rothwell, Peter, Sharma, Pankaj, Sudlow, Cathie, Vicente, Astrid, Markus, Hugh, Kourkoulis, Christina, Pera, Joana, Raffeld, Miriam, Silliman, Scott, Perica, Vesna Boraska, Thornton, Laura M., Huckins, Laura M., William Rayner, N., Lewis, Cathryn M., Gratacos, Monica, Rybakowski, Filip, Keski-Rahkonen, Anna, Raevuori, Anu, Hudson, James I., Reichborn-Kjennerud, Ted, Monteleone, Palmiero, Karwautz, Andreas, Mannik, Katrin, Baker, Jessica H., O'Toole, Julie K., Trace, Sara E., Davis, Oliver S. P., Helder, Sietske G., Ehrlich, Stefan, Herpertz-Dahlmann, Beate, Danner, Unna N., Van Elburg, Annemarie A., Clementi, Maurizio, Forzan, Monica, Docampo, Elisa, Lissowska, Jolanta, Hauser, Joanna, Tortorella, Alfonso, Maj, Mario, Gonidakis, Fragiskos, Tziouvas, Konstantinos, Papezova, Hana, Yilmaz, Zeynep, Wagner, Gudrun, Cohen-Woods, Sarah, Herms, Stefan, Julia, Antonio, Rabionet, Raquel, Dick, Danielle M., Ripatti, Samuli, Andreassen, Ole A., Espeseth, Thomas, Lundervold, Astri J., Steen, Vidar M., Pinto, Dalila, Scherer, Stephen W., Aschauer, Harald, Schosser, Alexandra, Alfredsson, Lars, Padyukov, Leonid, Halmi, Katherine A., Mitchell, James, Strober, Michael, Bergen, Andrew W., Kaye, Walter, Szatkiewicz, Jin Peng, Cormand, Bru, Ramos-Quiroga, Josep Antoni, Sánchez-Mora, Cristina, Ribasés, Marta, Casas, Miguel, Hervas, Amaia, Arranz, Maria Jesús, Haavik, Jan, Zayats, Tetyana, Johansson, Stefan, Williams, Nigel, Dempfle, Astrid, Rothenberger, Aribert, Kuntsi, Jonna, Oades, Robert D., Banaschewski, Tobias, Franke, Barbara, Buitelaar, Jan K., Vasquez, Alejandro Arias, Doyle, Alysa E., Reif, Andreas, Lesch, Klaus-Peter, Freitag, Christine, Rivero, Olga, Palmason, Haukur, Romanos, Marcel, Langley, Kate, Rietschel, Marcella, Witt, Stephanie H., Dalsgaard, Soeren, Børglum, Anders D., Waldman, Irwin, Wilmot, Beth, Molly, Nikolas, Bau, Claiton H. D., Crosbie, Jennifer, Schachar, Russell, Loo, Sandra K., McGough, James J., Grevet, Eugenio H., Medland, Sarah E., Robinson, Elise, Weiss, Lauren A., Bacchelli, Elena, Bailey, Anthony, Bal, Vanessa, Battaglia, Agatino, Betancur, Catalina, Bolton, Patrick, Cantor, Rita, Celestino-Soper, Patrícia, Dawson, Geraldine, De Rubeis, Silvia, Duque, Frederico, Green, Andrew, Klauck, Sabine M., Leboyer, Marion, Levitt, Pat, Maestrini, Elena, Mane, Shrikant, Moreno-De-Luca, Daniel, Parr, Jeremy, Regan, Regina, Reichenberg, Abraham, Sandin, Sven, Vorstman, Jacob, Wassink, Thomas, Wijsman, Ellen, Cook, Edwin, Santangelo, Susan, Delorme, Richard, Roge, Bernadette, Magalhaes, Tiago, Arking, Dan, Schulze, Thomas G., Thompson, Robert C., Strohmaier, Jana, Matthews, Keith, Melle, Ingrid, Morris, Derek, Blackwood, Douglas, McIntosh, Andrew, Bergen, Sarah E., Schalling, Martin, Jamain, Stéphane, Maaser, Anna, Fischer, Sascha B., Reinbold, Céline S., Fullerton, Janice M., Guzman-Parra, José, Mayoral, Fermin, Schofield, Peter R., Cichon, Sven, Mühleisen, Thomas W., Degenhardt, Franziska, Schumacher, Johannes, Bauer, Michael, Mitchell, Philip B., Gershon, Elliot S., Rice, John, Potash, James B., Zandi, Peter P., Craddock, Nick, Nicol Ferrier, I., Alda, Martin, Rouleau, Guy A., Turecki, Gustavo, Ophoff, Roel, Pato, Carlos, Anjorin, Adebayo, Stahl, Eli, Leber, Markus, Czerski, Piotr M., Cruceanu, Cristiana, Jones, Ian R., Posthuma, Danielle, Andlauer, Till F. M., Forstner, Andreas J., Streit, Fabian, Baune, Bernhard T., Air, Tracy, Sinnamon, Grant, Wray, Naomi R., MacIntyre, Donald J., Porteous, David, Homuth, Georg, Rivera, Margarita, Grove, Jakob, Middeldorp, Christel M., Hickie, Ian, Pergadia, Michele, Mehta, Divya, Smit, Johannes H., Jansen, Rick, De Geus, Eco, Dunn, Erin, Li, Qingqin S., Nauck, Matthias, Schoevers, Robert A., Beekman, Aartjan TF, Knowles, James A., Viktorin, Alexander, Arnold, Paul, Barr, Cathy L., Bedoya-Berrio, Gabriel, Joseph Bienvenu, O., Brentani, Helena, Burton, Christie, Camarena, Beatriz, Cappi, Carolina, Cath, Danielle, Cavallini, Maria, Cusi, Daniele, Darrow, Sabrina, Denys, Damiaan, Derks, Eske M., Dietrich, Andrea, Fernandez, Thomas, Figee, Martijn, Freimer, Nelson, Gerber, Gloria, Grados, Marco, Greenberg, Erica, Hanna, Gregory L., Hartmann, Andreas, Hirschtritt, Matthew E., Hoekstra, Pieter J., Huang, Alden, Huyser, Chaim, Illmann, Cornelia, Jenike, Michael, Kuperman, Samuel, Leventhal, Bennett, Lochner, Christine, Lyon, Gholson J., Macciardi, Fabio, Madruga-Garrido, Marcos, Malaty, Irene A., Maras, Athanasios, McGrath, Lauren, Miguel, Eurípedes C., Mir, Pablo, Nestadt, Gerald, Nicolini, Humberto, Okun, Michael S., Pakstis, Andrew, Paschou, Peristera, Piacentini, John, Pittenger, Christopher, Plessen, Kerstin, Ramensky, Vasily, Ramos, Eliana M., Reus, Victor, Richter, Margaret A., Riddle, Mark A., Robertson, Mary M., Roessner, Veit, Rosário, Maria, Samuels, Jack F., Sandor, Paul, Stein, Dan J., Tsetsos, Fotis, Van Nieuwerburgh, Filip, Weatherall, Sarah, Wendland, Jens R., Wolanczyk, Tomasz, Worbe, Yulia, Zai, Gwyneth, Goes, Fernando S., McLaughlin, Nicole, Nestadt, Paul S., Grabe, Hans-Jorgen, Depienne, Christel, Konkashbaev, Anuar, Lanzagorta, Nuria, Valencia-Duarte, Ana, Bramon, Elvira, Buccola, Nancy, Cahn, Wiepke, Cairns, Murray, Chong, Siow A., Cohen, David, Crespo-Facorro, Benedicto, Crowley, James, Davidson, Michael, DeLisi, Lynn, Dinan, Timothy, Donohoe, Gary, Drapeau, Elodie, 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W., Cotsapas, Chris, Palotie, Aarno, Smoller, Jordan W., Sullivan, Patrick, Rosand, Jonathan, Corvin, Aiden, Neale, Benjamin M., Anttila, V, Bulik-Sullivan, B, Finucane, H, Walters, R, Bras, J, Duncan, L, Escott-Price, V, Falcone, G, Gormley, P, Malik, R, Patsopoulos, N, Ripke, S, Wei, Z, Yu, D, Lee, P, Turley, P, Grenier-Boley, B, Chouraki, V, Kamatani, Y, Berr, C, Letenneur, L, Hannequin, D, Amouyel, P, Boland, A, Deleuze, J, Duron, E, Vardarajan, B, Reitz, C, Goate, A, Huentelman, M, Ilyas Kamboh, M, Larson, E, Rogaeva, E, George-Hyslop, P, Hakonarson, H, Kukull, W, Farrer, L, Barnes, L, Beach, T, Yesim Demirci, F, Head, E, Hulette, C, Jicha, G, Kauwe, J, Kaye, J, Leverenz, J, Levey, A, Lieberman, A, Pankratz, V, Poon, W, Quinn, J, Saykin, A, Schneider, L, Smith, A, Sonnen, J, Stern, R, Van Deerlin, V, Van Eldik, L, Harold, D, Russo, G, Rubinsztein, D, Bayer, A, Tsolaki, M, Proitsi, P, Fox, N, Hampel, H, Owen, M, Mead, S, Passmore, P, Morgan, K, Nöthen, M, Rossor, M, Lupton, M, 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Abstract

Disorders of the brain can exhibit considerable epidemiological comorbidity and often share symptoms, provoking debate about their etiologic overlap. We quantified the genetic sharing of 25 brain disorders from genome-wide association studies of 265,218 patients and 784,643 control participants and assessed their relationship to 17 phenotypes from 1,191,588 individuals. Psychiatric disorders share common variant risk, whereas neurological disorders appear more distinct from one another and from the psychiatric disorders. We also identified significant sharing between disorders and a number of brain phenotypes, including cognitive measures. Further, we conducted simulations to explore how statistical power, diagnostic misclassification, and phenotypic heterogeneity affect genetic correlations. These results highlight the importance of common genetic variation as a risk factor for brain disorders and the value of heritability-based methods in understanding their etiology.

Published
2018

35. SCAN: SNP and copy number annotation

Author

Gamazon, Eric R., Zhang, Wei, Konkashbaev, Anuar, Duan, Shiwei, Kistner, Emily O., Nicolae, Dan L., Dolan, M. Eileen, and Cox, Nancy J.

Published
2010

41. Using an atlas of gene regulation across 44 human tissues to inform complex disease- and trait-associated variation

Author

Nancy J. Cox, Mark I. McCarthy, Martijn van de Bunt, Anuar Konkashbaev, Halit Ongen, Farhad Hormozdiari, Eric R. Gamazon, Xiaoquan Wen, Hualin S. Xi, Jie Quan, Manolis Kellis, Eleazar Eskin, Emmanouil T. Dermitzakis, François Aguet, Ayellet V. Segrè, Gad Getz, Eske M. Derks, Kristin G. Ardlie, Dan L. Nicolae, and Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory

Subjects
0301 basic medicine, Linkage disequilibrium, Genotype, ddc:025.063/570, Quantitative Trait Loci, Gene Expression, Genome-wide association study, Biology, Quantitative trait locus, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, Quantitative Trait, Heritable, ddc:590, Genetics, Humans, Disease, ddc:576.5, Regulation of gene expression, Gene Expression Profiling, Heritability, 3. Good health, Phenotype, 030104 developmental biology, Gene Expression Regulation, Expression quantitative trait loci, Trait, Functional genomics, Genome-Wide Association Study
Abstract

We apply integrative approaches to expression quantitative loci (eQTLs) from 44 tissues from the Genotype-Tissue Expression project and genome-wide association study data. About 60% of known trait-associated loci are in linkage disequilibrium with a cis-eQTL, over half of which were not found in previous large-scale whole blood studies. Applying polygenic analyses to metabolic, cardiovascular, anthropometric, autoimmune, and neurodegenerative traits, we find that eQTLs are significantly enriched for trait associations in relevant pathogenic tissues and explain a substantial proportion of the heritability (40-80%). For most traits, tissue-shared eQTLs underlie a greater proportion of trait associations, although tissue-specific eQTLs have a greater contribution to some traits, such as blood pressure. By integrating information from biological pathways with eQTL target genes and applying a gene-based approach, we validate previously implicated causal genes and pathways, and propose new variant and gene associations for several complex traits, which we replicate in the UK BioBank and BioVU., National Institutes of Health (U.S.) (Contract HHSN268201000029C)

Published
2018

42. Two Polymorphic Gene Loci Associated with Treprostinil Dose in Pulmonary Arterial Hypertension

Author

Psotka, M.A., primary, Thomeas-McEwing, V., additional, Gamazon, E.R., additional, Hirota, T., additional, Friedman, P.N., additional, Konkashbaev, A., additional, Kubo, M., additional, Nakamura, Y., additional, Ratain, M.J., additional, Benza, R.L., additional, Cox, N.J., additional, Gomberg-Maitland, M.I., additional, and Maitland, M.L., additional

Published
2019
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46. Using an atlas of gene regulation across 44 human tissues to inform complex disease- and trait-associated variation

Author

Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory, Gamazon, Eric R., Segrè, Ayellet V., van de Bunt, Martijn, Wen, Xiaoquan, Xi, Hualin S., Hormozdiari, Farhad, Ongen, Halit, Konkashbaev, Anuar, Derks, Eske M., Aguet, François, Quan, Jie, GTEx Consortium, Nicolae, Dan L., Eskin, Eleazar, Kamvysselis, Manolis, Getz, Gad, McCarthy, Mark I., Dermitzakis, Emmanouil T., Cox, Nancy J., Ardlie, Kristin G., Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory, Gamazon, Eric R., Segrè, Ayellet V., van de Bunt, Martijn, Wen, Xiaoquan, Xi, Hualin S., Hormozdiari, Farhad, Ongen, Halit, Konkashbaev, Anuar, Derks, Eske M., Aguet, François, Quan, Jie, GTEx Consortium, Nicolae, Dan L., Eskin, Eleazar, Kamvysselis, Manolis, Getz, Gad, McCarthy, Mark I., Dermitzakis, Emmanouil T., Cox, Nancy J., and Ardlie, Kristin G.

Abstract

We apply integrative approaches to expression quantitative loci (eQTLs) from 44 tissues from the Genotype-Tissue Expression project and genome-wide association study data. About 60% of known trait-associated loci are in linkage disequilibrium with a cis-eQTL, over half of which were not found in previous large-scale whole blood studies. Applying polygenic analyses to metabolic, cardiovascular, anthropometric, autoimmune, and neurodegenerative traits, we find that eQTLs are significantly enriched for trait associations in relevant pathogenic tissues and explain a substantial proportion of the heritability (40-80%). For most traits, tissue-shared eQTLs underlie a greater proportion of trait associations, although tissue-specific eQTLs have a greater contribution to some traits, such as blood pressure. By integrating information from biological pathways with eQTL target genes and applying a gene-based approach, we validate previously implicated causal genes and pathways, and propose new variant and gene associations for several complex traits, which we replicate in the UK BioBank and BioVU., National Institutes of Health (U.S.) (Contract HHSN268201000029C)

Published
2019

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

Author

Anttila, V. Bulik-Sullivan, B. Finucane, H.K. Walters, R.K. Bras, J. Duncan, L. Escott-Price, V. Falcone, G.J. Gormley, P. Malik, R. Patsopoulos, N.A. Ripke, S. Wei, Z. Yu, D. Lee, P.H. Turley, P. Grenier-Boley, B. Chouraki, V. Kamatani, Y. Berr, C. Letenneur, L. Hannequin, D. Amouyel, P. Boland, A. Deleuze, J.-F. Duron, E. Vardarajan, B.N. Reitz, C. Goate, A.M. Huentelman, M.J. Ilyas Kamboh, M. Larson, E.B. Rogaeva, E. George-Hyslop, P.S. Hakonarson, H. Kukull, W.A. Farrer, L.A. Barnes, L.L. Beach, T.G. Yesim Demirci, F. Head, E. Hulette, C.M. Jicha, G.A. Kauwe, J.S.K. Kaye, J.A. Leverenz, J.B. Levey, A.I. Lieberman, A.P. Pankratz, V.S. Poon, W.W. Quinn, J.F. Saykin, A.J. Schneider, L.S. Smith, A.G. Sonnen, J.A. Stern, R.A. Van Deerlin, V.M. Van Eldik, L.J. Harold, D. Russo, G. Rubinsztein, D.C. Bayer, A. Tsolaki, M. Proitsi, P. Fox, N.C. Hampel, H. Owen, M.J. Mead, S. Passmore, P. Morgan, K. Nöthen, M.M. Rossor, M. Lupton, M.K. Hoffmann, P. Kornhuber, J. Lawlor, B. McQuillin, A. Al-Chalabi, A. Bis, J.C. Ruiz, A. Boada, M. Seshadri, S. Beiser, A. Rice, K. Van Der Lee, S.J. De Jager, P.L. Geschwind, D.H. Riemenschneider, M. Riedel-Heller, S. Rotter, J.I. Ransmayr, G. Hyman, B.T. Cruchaga, C. Alegret, M. Winsvold, B. Palta, P. Farh, K.-H. Cuenca-Leon, E. Furlotte, N. Kurth, T. Ligthart, L. Terwindt, G.M. Freilinger, T. Ran, C. Gordon, S.D. Borck, G. Adams, H.H.H. Lehtimäki, T. Wedenoja, J. Buring, J.E. Schürks, M. Hrafnsdottir, M. Hottenga, J.-J. Penninx, B. Artto, V. Kaunisto, M. Vepsäläinen, S. Martin, N.G. Montgomery, G.W. Kurki, M.I. Hämäläinen, E. Huang, H. Huang, J. Sandor, C. Webber, C. Muller-Myhsok, B. Schreiber, S. Salomaa, V. Loehrer, E. Göbel, H. Macaya, A. Pozo-Rosich, P. Hansen, T. Werge, T. Kaprio, J. Metspalu, A. Kubisch, C. Ferrari, M.D. Belin, A.C. Van Den Maagdenberg, A.M.J.M. Zwart, J.-A. Boomsma, D. Eriksson, N. Olesen, J. Chasman, D.I. Nyholt, D.R. Avbersek, A. Baum, L. Berkovic, S. Bradfield, J. Buono, R. Catarino, C.B. Cossette, P. De Jonghe, P. Depondt, C. Dlugos, D. Ferraro, T.N. French, J. Hjalgrim, H. Jamnadas-Khoda, J. Kälviäinen, R. Kunz, W.S. Lerche, H. Leu, C. Lindhout, D. Lo, W. Lowenstein, D. McCormack, M. Møller, R.S. Molloy, A. Ng, P.-W. Oliver, K. Privitera, M. Radtke, R. Ruppert, A.-K. Sander, T. Schachter, S. Schankin, C. Scheffer, I. Schoch, S. Sisodiya, S.M. Smith, P. Sperling, M. Striano, P. Surges, R. Neil Thomas, G. Visscher, F. Whelan, C.D. Zara, F. Heinzen, E.L. Marson, A. Becker, F. Stroink, H. Zimprich, F. Gasser, T. Gibbs, R. Heutink, P. Martinez, M. Morris, H.R. Sharma, M. Ryten, M. Mok, K.Y. Pulit, S. Bevan, S. Holliday, E. Attia, J. Battey, T. Boncoraglio, G. Thijs, V. Chen, W.-M. Mitchell, B. Rothwell, P. Sharma, P. Sudlow, C. Vicente, A. Markus, H. Kourkoulis, C. Pera, J. Raffeld, M. Silliman, S. Perica, V.B. Thornton, L.M. Huckins, L.M. William Rayner, N. Lewis, C.M. Gratacos, M. Rybakowski, F. Keski-Rahkonen, A. Raevuori, A. Hudson, J.I. Reichborn-Kjennerud, T. Monteleone, P. Karwautz, A. Mannik, K. Baker, J.H. O'Toole, J.K. Trace, S.E. Davis, O.S.P. Helder, S.G. Ehrlich, S. Herpertz-Dahlmann, B. Danner, U.N. Van Elburg, A.A. Clementi, M. Forzan, M. Docampo, E. Lissowska, J. Hauser, J. Tortorella, A. Maj, M. Gonidakis, F. Tziouvas, K. Papezova, H. Yilmaz, Z. Wagner, G. Cohen-Woods, S. Herms, S. Julia, A. Rabionet, R. Dick, D.M. Ripatti, S. Andreassen, O.A. Espeseth, T. Lundervold, A.J. Steen, V.M. Pinto, D. Scherer, S.W. Aschauer, H. Schosser, A. Alfredsson, L. Padyukov, L. Halmi, K.A. Mitchell, J. Strober, M. Bergen, A.W. Kaye, W. Szatkiewicz, J.P. Cormand, B. Ramos-Quiroga, J.A. Sánchez-Mora, C. Ribasés, M. Casas, M. Hervas, A. Arranz, M.J. Haavik, J. Zayats, T. Johansson, S. Williams, N. Dempfle, A. Rothenberger, A. Kuntsi, J. Oades, R.D. Banaschewski, T. Franke, B. Buitelaar, J.K. Vasquez, A.A. Doyle, A.E. Reif, A. Lesch, K.-P. Freitag, C. Rivero, O. Palmason, H. Romanos, M. Langley, K. Rietschel, M. Witt, S.H. Dalsgaard, S. Børglum, A.D. Waldman, I. Wilmot, B. Molly, N. Bau, C.H.D. Crosbie, J. Schachar, R. Loo, S.K. McGough, J.J. Grevet, E.H. Medland, S.E. Robinson, E. Weiss, L.A. Bacchelli, E. Bailey, A. Bal, V. Battaglia, A. Betancur, C. Bolton, P. Cantor, R. Celestino-Soper, P. Dawson, G. De Rubeis, S. Duque, F. Green, A. Klauck, S.M. Leboyer, M. Levitt, P. Maestrini, E. Mane, S. Moreno-De-Luca, D. Parr, J. Regan, R. Reichenberg, A. Sandin, S. Vorstman, J. Wassink, T. Wijsman, E. Cook, E. Santangelo, S. Delorme, R. Roge, B. Magalhaes, T. Arking, D. Schulze, T.G. Thompson, R.C. Strohmaier, J. Matthews, K. Melle, I. Morris, D. Blackwood, D. McIntosh, A. Bergen, S.E. Schalling, M. Jamain, S. Maaser, A. Fischer, S.B. Reinbold, C.S. Fullerton, J.M. Guzman-Parra, J. Mayoral, F. Schofield, P.R. Cichon, S. Mühleisen, T.W. Degenhardt, F. Schumacher, J. Bauer, M. Mitchell, P.B. Gershon, E.S. Rice, J. Potash, J.B. Zandi, P.P. Craddock, N. Nicol Ferrier, I. Alda, M. Rouleau, G.A. Turecki, G. Ophoff, R. Pato, C. Anjorin, A. Stahl, E. Leber, M. Czerski, P.M. Cruceanu, C. Jones, I.R. Posthuma, D. Andlauer, T.F.M. Forstner, A.J. Streit, F. Baune, B.T. Air, T. Sinnamon, G. Wray, N.R. MacIntyre, D.J. Porteous, D. Homuth, G. Rivera, M. Grove, J. Middeldorp, C.M. Hickie, I. Pergadia, M. Mehta, D. Smit, J.H. Jansen, R. De Geus, E. Dunn, E. Li, Q.S. Nauck, M. Schoevers, R.A. Beekman, A.T.F. Knowles, J.A. Viktorin, A. Arnold, P. Barr, C.L. Bedoya-Berrio, G. Joseph Bienvenu, O. Brentani, H. Burton, C. Camarena, B. Cappi, C. Cath, D. Cavallini, M. Cusi, D. Darrow, S. Denys, D. Derks, E.M. Dietrich, A. Fernandez, T. Figee, M. Freimer, N. Gerber, G. Grados, M. Greenberg, E. Hanna, G.L. Hartmann, A. Hirschtritt, M.E. Hoekstra, P.J. Huang, A. Huyser, C. Illmann, C. Jenike, M. Kuperman, S. Leventhal, B. Lochner, C. Lyon, G.J. Macciardi, F. Madruga-Garrido, M. Malaty, I.A. Maras, A. McGrath, L. Miguel, E.C. Mir, P. Nestadt, G. Nicolini, H. Okun, M.S. Pakstis, A. Paschou, P. Piacentini, J. Pittenger, C. Plessen, K. Ramensky, V. Ramos, E.M. Reus, V. Richter, M.A. Riddle, M.A. Robertson, M.M. Roessner, V. Rosário, M. Samuels, J.F. Sandor, P. Stein, D.J. Tsetsos, F. Van Nieuwerburgh, F. Weatherall, S. Wendland, J.R. Wolanczyk, T. Worbe, Y. Zai, G. Goes, F.S. McLaughlin, N. Nestadt, P.S. Grabe, H.-J. Depienne, C. Konkashbaev, A. Lanzagorta, N. Valencia-Duarte, A. Bramon, E. Buccola, N. Cahn, W. Cairns, M. Chong, S.A. Cohen, D. Crespo-Facorro, B. Crowley, J. Davidson, M. DeLisi, L. Dinan, T. Donohoe, G. Drapeau, E. Duan, J. Haan, L. Hougaard, D. Karachanak-Yankova, S. Khrunin, A. Klovins, J. Kučinskas, V. Keong, J.L.C. Limborska, S. Loughland, C. Lönnqvist, J. Maher, B. Mattheisen, M. McDonald, C. Murphy, K.C. Nenadic, I. Van Os, J. Pantelis, C. Pato, M. Petryshen, T. Quested, D. Roussos, P. Sanders, A.R. Schall, U. Schwab, S.G. Sim, K. So, H.-C. Stögmann, E. Subramaniam, M. Toncheva, D. Waddington, J. Walters, J. Weiser, M. Cheng, W. Cloninger, R. Curtis, D. Gejman, P.V. Henskens, F. Mattingsdal, M. Oh, S.-Y. Scott, R. Webb, B. Breen, G. Churchhouse, C. Bulik, C.M. Daly, M. Dichgans, M. Faraone, S.V. Guerreiro, R. Holmans, P. Kendler, K.S. Koeleman, B. Mathews, C.A. Price, A. Scharf, J. Sklar, P. Williams, J. Wood, N.W. Cotsapas, C. Palotie, A. Smoller, J.W. Sullivan, P. Rosand, J. Corvin, A. Neale, B.M. The Brainstorm Consortium

Abstract

Disorders of the brain can exhibit considerable epidemiological comorbidity and often share symptoms, provoking debate about their etiologic overlap. We quantified the genetic sharing of 25 brain disorders from genome-wide association studies of 265,218 patients and 784,643 control participants and assessed their relationship to 17 phenotypes from 1,191,588 individuals. Psychiatric disorders share common variant risk, whereas neurological disorders appear more distinct from one another and from the psychiatric disorders. We also identified significant sharing between disorders and a number of brain phenotypes, including cognitive measures. Further, we conducted simulations to explore how statistical power, diagnostic misclassification, and phenotypic heterogeneity affect genetic correlations. These results highlight the importance of common genetic variation as a risk factor for brain disorders and the value of heritability-based methods in understanding their etiology. © 2018 American Association for the Advancement of Science. All rights reserved.

Published
2018

50. Establishment of CYP2D6 Reference Samples by Multiple Validated Genotyping Platforms

Author

Mark J. Ratain, Yusuke Nakamura, Nancy J. Cox, Xiao Liu, Anuar Konkashbaev, Hae Kyung Im, Peter H. O'Donnell, Jacqueline Ramírez, Noura Choudhury, Michiaki Kubo, and Hua Fang

Subjects
CYP2D6, Subfamily, Genotype, Genotyping Techniques, Pharmacogenomic Testing, Biology, Article, symbols.namesake, Genetics, Humans, International HapMap Project, skin and connective tissue diseases, Genotyping, Alleles, Rank correlation, Pharmacology, Sanger sequencing, pharmacogenomics clinical implementation, Genetic Variation, Reproducibility of Results, sequencing, Reference Standards, 3. Good health, genotyping, Cytochrome P-450 CYP2D6, Liver, symbols, Microsomes, Liver, Molecular Medicine
Abstract

Cytochrome P450 2D6 (cytochrome P450, family 2, subfamily D, polypeptide 6, or CYP2D6), a highly polymorphic drug metabolizing enzyme, is involved in the metabolism of one quarter of the most commonly prescribed medications. Here, we have applied multiple genotyping methods and Sanger sequencing to assign precise and reproducible CYP2D6 genotypes, including copy numbers, for 48 HapMap samples. Furthermore, by analyzing a set of 50 human liver microsomes using endoxifen formation from N-desmethyl-tamoxifen as the phenotype of interest, we observed a significant positive correlation between CYP2D6 genotype-assigned activity score and endoxifen formation rate (rs = 0.68 by Rank correlation test, P = 5.3 ×10−8), which corroborated the genotype-phenotype prediction derived from our genotyping methodologies. In the future, these 48 publicly available HapMap samples characterized by multiple substantiated CYP2D6 genotyping platforms could serve as a reference resource for assay development, validation, quality control, and proficiency testing for other CYP2D6 genotyping projects, and for programs pursuing clinical pharmacogenomic testing implementation.

Published
2014

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