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1. 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

2. Partitioning the heritability of Tourette Syndrome and obsessive compulsive disorder reveals differences in genetic architecture

Author

Keller, Matthew C., 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., Smit, Jan H., Stein, Dan J., Strengman, E., Tischfield, Jay A., Valencia Duarte, Ana V., Vallada, Homero, Van Nieuwerburgh, Filip, Veenstra-VanderWeele, Jeremy, Walitza, Susanne, Wang, Ying, Wendland, Jens R., Westenberg, Herman G. M., Shugart, Yin Yao, Miguel, Euripedes C., McMahon, William, Wagner, Michael, Nicolini, Humberto, Posthuma, Danielle, Hanna, Gregory L., Heutink, Peter, Denys, Damiaan, Arnold, Paul D., Oostra, Ben A., Nestadt, Gerald, Freimer, Nelson B., Pauls, David L., Wray, Naomi R., Stewart, S. Evelyn, Mathews, Carol A., Knowles, James A., Cox, Nancy J., and Scharf, Jeremiah M.

Subjects
Gilles, Missing Heritability, Autism, Life Sciences, Brain, Neuropsychiatric Disorders, Expression, Social and Behavioral Sciences, Tic Disorders, Common Snps, mental disorders, Medicine and Health Sciences, Complex Diseases, Family
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

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

Author

Patrick Evans, Jay A. Tischfield, Anuar Konkashbaev, Richard Delorme, Sandra Catalina Mesa Restrepo, Margaret A. Richter, Gregory L. Hanna, Allan L. Naarden, Michele T. Pato, Jian Yang, Denise A. Chavira, Damiaan Denys, Paul Sandor, Michael A. Jenike, Sian M. J. Hemmings, Paul D. Arnold, Stephan Ruhrmann, H.G.M. Westenberg, Yves Dion, Cathy L. Barr, Andres Ruiz-Linares, Brooke Sheppard, Leonhard Lennertz, Eske M. Derks, Lauren M. McGrath, Barbara Kremeyer, Marion Leboyer, Victor I. Reus, Cornelia Illmann, S. Evelyn Stewart, Dan J. Stein, Ana Gabriela Hounie, James T. McCracken, R. Kurlan, Chunyu Liu, Aline S. Sampaio, Thomas L. Lowe, Benjamin M. Neale, Yehuda Pollak, Desmond Campbell, Fabio Macciardi, Mary M. Robertson, Benjamin D. Greenberg, Ben A. Oostra, Rainald Moessner, Gary A. Heiman, Nuria Lanzagorta, Sylvain Chouinard, Rianne M. Blom, Karin Egberts, Carlos N. Pato, David V. Conti, Carol A. Mathews, Ying Wang, Marco A. Grados, Julio C. Cardona Silgado, S. Hong Lee, H. Müller, Eric R. Gamazon, Humberto Nicolini, Jan Smit, Euripedes Constantino Miguel, Jens R. Wendland, Cathy L. Budman, Laura Bellodi, Danielle Posthuma, Jubel Morgan, David R. Rosenberg, John Piacentini, Hans J. Grabe, Mark A. Riddle, Beatriz Camarena, Naomi R. Wray, Eric Strengman, Dennis L. Murphy, Simon Girard, Christine Lochner, Ruth D. Bruun, Joseph Jankovic, Edwin H. Cook, William M. McMahon, Scott L. Rauch, James F. Leckman, Peter Falkai, Fortu Benarroch, Christopher K. Edlund, Gabriel Bedoya Berrío, Homero Vallada, Susanne Walitza, Nelson B. Freimer, Stephen A. Haddad, Yin Yao Shugart, Danielle C. Cath, Nancy J. Cox, Varda Gross-Tsur, Guy A. Rouleau, Bernadette Cullen, Michael H. Bloch, Dieter Deforce, David L. Pauls, Thomas V. Fernandez, Roel A. Ophoff, Filip Van Nieuwerburgh, Gerald Nestadt, Dongmei Yu, Helena Garrido, Robert A. King, James L. Kennedy, Clare L. Keenan, Lisa Osiecki, Jack Samuels, Jeremy Veenstra-VanderWeele, Ana V. Valencia Duarte, James A. Knowles, Patience J. Gallagher, Carolina Cappi, Maria Conceição do Rosário, Andrew J. Pakstis, Christopher Pittenger, Michael Wagner, Jeremiah M. Scharf, Daniel A. Geller, Vladimir Coric, Tobias J. Renner, Oscar J. Bienvenu, Roxana Romero, William Cornejo Ochoa, Peter Heutink, Lea K. Davis, Harvey S. Singer, Maria Cristina Cavallini, Psychiatry, Human genetics, NCA - Brain mechanisms in health and disease, NCA - Neurobiology of mental health, Department of Psychiatry and Mental Health, Faculty of Health Sciences, Univ Chicago, Harvard Univ, Broad Inst Harvard & MIT, Univ Amsterdam, Massachusetts Gen Hosp, Univ Queensland, Univ Hlth Network, Hosp Sick Children, Univ Vita Salute San Raffaele, Hadassah Hebrew Univ Med Ctr, Univ Pontificia Bolivariana, Johns Hopkins Univ, Yale Univ, North Shore Long Isl Jewish Med Ctr, NYU Med Ctr, North Shore Long Isl Jewish Hlth Syst, Hofstra Univ, Inst Nacl Psiquiatria Ramon de la Fuente Muniz, UCL, Univ Hong Kong, Universidade de São Paulo (USP), Vrije Univ Amsterdam, Univ Utrecht, Altrecht Acad Anxiety Ctr, Univ Milan, Univ Calif Los Angeles, Univ Calif San Diego, Univ Montreal, Univ Illinois, Univ Ghent, Inst Pasteur, French Natl Sci Fdn, Hop Robert Debre, Univ Wurzburg, Univ Munich, Univ Med Greifswald, Butler Hosp, Shaare Zedek Med Ctr, Rutgers State Univ, Univ Stellenbosch, Baylor Coll Med, Ctr Addict & Mental Hlth, Univ Toronto, Overlook Hosp, Carracci Med Grp, Inst Mondor Rech Biomed, Univ Bonn, Univ Calif San Francisco, UCI, Univ Utah, NIMH Intramural Res Program, Med City Dallas Hosp, Univ Med Ctr, Univ So Calif, Partners Psychiat & McLean Hosp, Sunnybrook Hlth Sci Ctr, St George Hosp, Sch Med, Hosp Nacl Ninos Dr Carlos Saenz Herrera, Universidade Federal de São Paulo (UNIFESP), Wayne State Univ, Detroit Med Ctr, McGill Univ, Univ Cologne, Universidade Federal da Bahia (UFBA), Youthdale Treatment Ctr, Johns Hopkins Univ Sch Med, Univ Cape Town, Univ Med Ctr Utrecht, Vanderbilt Univ, Univ Zurich, Inst Royal Netherlands Acad Arts & Sci NIN KNAW, Natl Inst Genom Med SAP, Vrije Univ Amsterdam Med Ctr, Erasmus Univ, Univ Michigan, German Ctr Neurodegenerat Dis, Erasmus MC, Univ British Columbia, Brigham & Womens Hosp, Davis, Lk, Yu, D, Keenan, Cl, Gamazon, Er, Konkashbaev, Ai, Derks, Em, Neale, Bm, Yang, J, Lee, Sh, Evans, P, Barr, Cl, Bellodi, Laura, Benarroch, F, Berrio, Gb, Bienvenu, Oj, Bloch, Mh, Blom, Rm, Bruun, Rd, Budman, Cl, Camarena, B, Campbell, D, Cappi, C, Cardona Silgado, Jc, Cath, Dc, Cavallini, Mc, Chavira, Da, Chouinard, S, Conti, Dv, Cook, Eh, Coric, V, Cullen, Ba, Deforce, D, Delorme, R, Dion, Y, Edlund, Ck, Egberts, K, Falkai, P, Fernandez, Tv, Gallagher, Pj, Garrido, H, Geller, D, Girard, Sl, Grabe, Hj, Grados, Ma, Greenberg, Bd, Gross Tsur, V, Haddad, S, Heiman, Ga, Hemmings, Sm, Hounie, Ag, Illmann, C, Jankovic, J, Jenike, Ma, Kennedy, Jl, King, Ra, Kremeyer, B, Kurlan, R, Lanzagorta, N, Leboyer, M, Leckman, Jf, Lennertz, L, Liu, C, Lochner, C, Lowe, Tl, Macciardi, F, Mccracken, Jt, Mcgrath, Lm, Mesa Restrepo, Sc, Moessner, R, Morgan, J, Muller, H, Murphy, Dl, Naarden, Al, Ochoa, Wc, Ophoff, Ra, Osiecki, L, Pakstis, Aj, Pato, Mt, Pato, Cn, Piacentini, J, Pittenger, C, Pollak, Y, Rauch, Sl, Renner, Tj, Reus, Vi, Richter, Ma, Riddle, Ma, Robertson, Mm, Romero, R, Rosàrio, Mc, Rosenberg, D, Rouleau, Ga, Ruhrmann, S, Ruiz Linares, A, Sampaio, A, Samuels, J, Sandor, P, Sheppard, B, Singer, H, Smit, Jh, Stein, Dj, Strengman, E, Tischfield, Ja, Valencia Duarte, Av, Vallada, H, Van Nieuwerburgh, F, Veenstra Vanderweele, J, Walitza, S, Wang, Y, Wendland, Jr, Westenberg, Hg, Shugart, Yy, Miguel, Ec, Mcmahon, W, Wagner, M, Nicolini, H, Posthuma, D, Hanna, Gl, Heutink, P, Denys, D, Arnold, Pd, Oostra, Ba, Nestadt, G, Freimer, Nb, Pauls, Dl, Wray, Nr, Stewart, Se, Mathews, Ca, Knowles, Ja, Cox, Nj, Scharf, Jm, Functional Genomics, Neuroscience Campus Amsterdam - Neurobiology of Mental Health, Neuroscience Campus Amsterdam - Brain Mechanisms in Health & Disease, Davis, Lea K, Yu, Dongmei, Keenan, Clare L, Gamazon, Eric R, Lee, S Hong, Scharf, Jeremiah M, Child and Adolescent Psychiatry / Psychology, Clinical Genetics, Other departments, ANS - Amsterdam Neuroscience, APH - Amsterdam Public Health, Adult Psychiatry, and Graduate School

Subjects
Cancer Research, Obsessive-Compulsive Disorder, COMPLEX DISEASES, Genome-wide association study, heritability, Genome-wide association studies, neurobehavioral disorders, COMMON SNPS, 0302 clinical medicine, Gene Frequency, Missing heritability problem, MISSING HERITABILITY, Cerebellum, Heritability of autism, BRAIN, Genetics (clinical), Genetics, ddc:616, Genetics & Heredity, 0303 health sciences, Chromosome 15, humanities, FAMILY, obsessive-compulsive disorder, genetics [Tourette Syndrome], Phenotype, NEUROPSYCHIATRIC DISORDERS, GENÔMICA, Research Article, EXPRESSION, lcsh:QH426-470, SNP, Biology, Quantitative trait locus, Genome-wide Complex Trait Analysis, Genetic correlation, behavioral disciplines and activities, Polymorphism, Single Nucleotide, Chromosomes, TIC DISORDERS, 03 medical and health sciences, Quantitative Trait, Heritable, mental disorders, genetic risk factors, Humans, ddc:610, AUTISM, Variant genotypes, Molecular Biology, Ecology, Evolution, Behavior and Systematics, 030304 developmental biology, genetics [Obsessive-Compulsive Disorder], Tourette syndrome, Parietal lobe, Biology and Life Sciences, Heritability, Genetic architecture, Minor allele frequency, Trastorno Obsesivo Compulsivo, lcsh:Genetics, pathology [Obsessive-Compulsive Disorder], genetic variation, pathology [Tourette Syndrome], Síndrome de Tourette, 030217 neurology & neurosurgery, GILLES, Genome-Wide Association Study, 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., Author Summary Family and twin studies have shown that genetic risk factors are important in the development of Tourette Syndrome (TS) and obsessive compulsive disorder (OCD). However, efforts to identify the individual genetic risk factors involved in these two neuropsychiatric disorders have been largely unsuccessful. One possible explanation for this is that many genetic variations scattered throughout the genome each contribute a small amount to the overall risk. For TS and OCD, the genetic architecture (characterized by the number, frequency, and distribution of genetic risk factors) is presently unknown. This study examined the genetic architecture of TS and OCD in a variety of ways. We found that rare genetic changes account for more genetic risk in TS than in OCD; certain chromosomes contribute to OCD risk more than others; and variants that influence the level of genes expressed in two regions of the brain can account for a significant amount of risk for both TS and OCD. Results from this study might help in determining where, and what kind of variants are individual risk factors for TS and OCD and where they might be located in the human genome.

Published
2013

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