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2. Transcriptome and epigenome landscape of human cortical development modeled in organoids

Author

Amiri, Anahita, Coppola, Gianfilippo, Scuderi, Soraya, Wu, Feinan, Roychowdhury, Tanmoy, Liu, Fuchen, Pochareddy, Sirisha, Shin, Yurae, Safi, Alexias, Song, Lingyun, Zhu, Ying, Sousa, André MM, Gerstein, Mark, Crawford, Gregory E, Sestan, Nenad, Abyzov, Alexej, Vaccarino, Flora M, Akbarian, Schahram, An, Joon-Yong, Armoskus, Christoper, Ashley-Koch, Allison E, Beach, Thomas G, Belmont, Judson, Bendl, Jaroslav, Borrman, Tyler, Brown, Leanne, Brown, Miguel, Brown, Mimi, Brunetti, Tonya, Bryois, Julien, Burke, Emily E, Camarena, Adrian, Carlyle, Becky C, Chae, Yooree, Charney, Alexander W, Chen, Chao, Cheng, Lijun, Cherskov, Adriana, Choi, Jinmyung, Clarke, Declan, Collado-Torres, Leonardo, Dai, Rujia, De La Torre Ubieta, Luis, DelValle, Diane, Devillers, Olivia, Dracheva, Stella, Emani, Prashant S, Evgrafov, Oleg V, Farnham, Peggy J, Fitzgerald, Dominic, Flatow, Elie, Francoeur, Nancy, Fullard, John F, Gandal, Michael J, Gao, Tianliuyun, Garrett, Melanie E, Geschwind, Daniel H, Giase, Gina, Girdhar, Kiran, Giusti-Rodriguez, Paola, Goes, Fernando S, Goodman, Thomas, Grennan, Kay S, Gu, Mengting, Gürsoy, Gamze, Hadjimichael, Evi, Hahn, Chang-Gyu, Haroutunian, Vahram, Hauberg, Mads E, Hoffman, Gabriel E, Huey, Jack, Hyde, Thomas M, Ivanov, Nikolay A, Jacobov, Rivka, Jaffe, Andrew E, Jiang, Yan, Jiang, Yi, Johnson, Graham D, Kassim, Bibi S, Kefi, Amira, Kim, Yunjung, Kitchen, Robert R, Kleiman, Joel E, Knowles, James A, Kozlenkov, Alexey, Li, Mingfeng, Li, Zhen, Lipska, Barbara K, Liu, Chunyu, Liu, Shuang, Mangravite, Lara M, Mariani, Jessica, Mattei, Eugenio, Miller, Daniel J, Moore, Jill, Nairn, Angus C, Navarro, Fabio CP, Park, Royce B, Peters, Mette A, and Pinto, Dalila

Subjects
Stem Cell Research - Nonembryonic - Human, Stem Cell Research - Embryonic - Human, Stem Cell Research - Induced Pluripotent Stem Cell - Human, Stem Cell Research, Genetics, Stem Cell Research - Induced Pluripotent Stem Cell, Human Genome, Intellectual and Developmental Disabilities (IDD), Autism, Brain Disorders, Biotechnology, Clinical Research, Mental Health, Pediatric, Neurosciences, 2.1 Biological and endogenous factors, Underpinning research, Aetiology, 1.1 Normal biological development and functioning, Neurological, Cerebral Cortex, Enhancer Elements, Genetic, Epigenesis, Genetic, Gene Expression Regulation, Developmental, Humans, Induced Pluripotent Stem Cells, Models, Neurological, Neurogenesis, Organoids, Transcriptome, PsychENCODE Consortium, General Science & Technology
Abstract

Genes implicated in neuropsychiatric disorders are active in human fetal brain, yet difficult to study in a longitudinal fashion. We demonstrate that organoids from human pluripotent cells model cerebral cortical development on the molecular level before 16 weeks postconception. A multiomics analysis revealed differentially active genes and enhancers, with the greatest changes occurring at the transition from stem cells to progenitors. Networks of converging gene and enhancer modules were assembled into six and four global patterns of expression and activity across time. A pattern with progressive down-regulation was enriched with human-gained enhancers, suggesting their importance in early human brain development. A few convergent gene and enhancer modules were enriched in autism-associated genes and genomic variants in autistic children. The organoid model helps identify functional elements that may drive disease onset.

Published
2018

3. Neuron-specific signatures in the chromosomal connectome associated with schizophrenia risk

Author

Rajarajan, Prashanth, Borrman, Tyler, Liao, Will, Schrode, Nadine, Flaherty, Erin, Casiño, Charlize, Powell, Samuel, Yashaswini, Chittampalli, LaMarca, Elizabeth A, Kassim, Bibi, Javidfar, Behnam, Espeso-Gil, Sergio, Li, Aiqun, Won, Hyejung, Geschwind, Daniel H, Ho, Seok-Man, MacDonald, Matthew, Hoffman, Gabriel E, Roussos, Panos, Zhang, Bin, Hahn, Chang-Gyu, Weng, Zhiping, Brennand, Kristen J, and Akbarian, Schahram

Subjects
Human Genome, Prevention, Brain Disorders, Neurosciences, Schizophrenia, Stem Cell Research, Genetics, Mental Health, Underpinning research, 2.1 Biological and endogenous factors, Aetiology, 1.1 Normal biological development and functioning, Neurological, Mental health, Brain, Cells, Cultured, Chromatin, Chromatin Assembly and Disassembly, Chromosomes, Human, Connectome, Epigenesis, Genetic, Gene Expression Regulation, Developmental, Genetic Predisposition to Disease, Genome, Human, Genome-Wide Association Study, Humans, Male, Neural Stem Cells, Neurogenesis, Neuroglia, Neurons, Nucleic Acid Conformation, Protein Interaction Maps, Proteomics, Risk, Transcription, Genetic, Transcriptome, General Science & Technology
Abstract

To explore the developmental reorganization of the three-dimensional genome of the brain in the context of neuropsychiatric disease, we monitored chromosomal conformations in differentiating neural progenitor cells. Neuronal and glial differentiation was associated with widespread developmental remodeling of the chromosomal contact map and included interactions anchored in common variant sequences that confer heritable risk for schizophrenia. We describe cell type-specific chromosomal connectomes composed of schizophrenia risk variants and their distal targets, which altogether show enrichment for genes that regulate neuronal connectivity and chromatin remodeling, and evidence for coordinated transcriptional regulation and proteomic interaction of the participating genes. Developmentally regulated chromosomal conformation changes at schizophrenia-relevant sequences disproportionally occurred in neurons, highlighting the existence of cell type-specific disease risk vulnerabilities in spatial genome organization.

Published
2018

4. Comprehensive functional genomic resource and integrative model for the human brain

Author

Wang, Daifeng, Liu, Shuang, Warrell, Jonathan, Won, Hyejung, Shi, Xu, Navarro, Fabio CP, Clarke, Declan, Gu, Mengting, Emani, Prashant, Yang, Yucheng T, Xu, Min, Gandal, Michael J, Lou, Shaoke, Zhang, Jing, Park, Jonathan J, Yan, Chengfei, Rhie, Suhn Kyong, Manakongtreecheep, Kasidet, Zhou, Holly, Nathan, Aparna, Peters, Mette, Mattei, Eugenio, Fitzgerald, Dominic, Brunetti, Tonya, Moore, Jill, Jiang, Yan, Girdhar, Kiran, Hoffman, Gabriel E, Kalayci, Selim, Gümüş, Zeynep H, Crawford, Gregory E, Roussos, Panos, Akbarian, Schahram, Jaffe, Andrew E, White, Kevin P, Weng, Zhiping, Sestan, Nenad, Geschwind, Daniel H, Knowles, James A, Gerstein, Mark B, Ashley-Koch, Allison E, Garrett, Melanie E, Song, Lingyun, Safi, Alexias, Johnson, Graham D, Wray, Gregory A, Reddy, Timothy E, Goes, Fernando S, Zandi, Peter, Bryois, Julien, Price, Amanda J, Ivanov, Nikolay A, Collado-Torres, Leonardo, Hyde, Thomas M, Burke, Emily E, Kleiman, Joel E, Tao, Ran, Shin, Joo Heon, Kundakovic, Marija, Brown, Leanne, Kassim, Bibi S, Park, Royce B, Wiseman, Jennifer R, Zharovsky, Elizabeth, Jacobov, Rivka, Devillers, Olivia, Flatow, Elie, Lipska, Barbara K, Lewis, David A, Haroutunian, Vahram, Hahn, Chang-Gyu, Charney, Alexander W, Dracheva, Stella, Kozlenkov, Alexey, Belmont, Judson, DelValle, Diane, Francoeur, Nancy, Hadjimichael, Evi, Pinto, Dalila, van Bakel, Harm, Fullard, John F, Bendl, Jaroslav, Hauberg, Mads E, Mangravite, Lara M, Peters, Mette A, Chae, Yooree, Peng, Junmin, Niu, Mingming, Wang, Xusheng, Webster, Maree J, Beach, Thomas G, Chen, Chao, and Jiang, Yi

Subjects
Human Genome, Biotechnology, Schizophrenia, Mental Health, Brain Disorders, Genetics, Neurosciences, 1.1 Normal biological development and functioning, 2.1 Biological and endogenous factors, Underpinning research, Aetiology, Mental health, Brain, Datasets as Topic, Deep Learning, Enhancer Elements, Genetic, Epigenesis, Genetic, Epigenomics, Gene Expression Regulation, Gene Regulatory Networks, Genome-Wide Association Study, Humans, Mental Disorders, Quantitative Trait Loci, Single-Cell Analysis, Transcriptome, PsychENCODE Consortium, General Science & Technology
Abstract

Despite progress in defining genetic risk for psychiatric disorders, their molecular mechanisms remain elusive. Addressing this, the PsychENCODE Consortium has generated a comprehensive online resource for the adult brain across 1866 individuals. The PsychENCODE resource contains ~79,000 brain-active enhancers, sets of Hi-C linkages, and topologically associating domains; single-cell expression profiles for many cell types; expression quantitative-trait loci (QTLs); and further QTLs associated with chromatin, splicing, and cell-type proportions. Integration shows that varying cell-type proportions largely account for the cross-population variation in expression (with >88% reconstruction accuracy). It also allows building of a gene regulatory network, linking genome-wide association study variants to genes (e.g., 321 for schizophrenia). We embed this network into an interpretable deep-learning model, which improves disease prediction by ~6-fold versus polygenic risk scores and identifies key genes and pathways in psychiatric disorders.

Published
2018

5. Integrative functional genomic analysis of human brain development and neuropsychiatric risks

Author

Li, Mingfeng, Santpere, Gabriel, Imamura Kawasawa, Yuka, Evgrafov, Oleg V, Gulden, Forrest O, Pochareddy, Sirisha, Sunkin, Susan M, Li, Zhen, Shin, Yurae, Zhu, Ying, Sousa, André MM, Werling, Donna M, Kitchen, Robert R, Kang, Hyo Jung, Pletikos, Mihovil, Choi, Jinmyung, Muchnik, Sydney, Xu, Xuming, Wang, Daifeng, Lorente-Galdos, Belen, Liu, Shuang, Giusti-Rodríguez, Paola, Won, Hyejung, de Leeuw, Christiaan A, Pardiñas, Antonio F, Hu, Ming, Jin, Fulai, Li, Yun, Owen, Michael J, O’Donovan, Michael C, Walters, James TR, Posthuma, Danielle, Reimers, Mark A, Levitt, Pat, Weinberger, Daniel R, Hyde, Thomas M, Kleinman, Joel E, Geschwind, Daniel H, Hawrylycz, Michael J, State, Matthew W, Sanders, Stephan J, Sullivan, Patrick F, Gerstein, Mark B, Lein, Ed S, Knowles, James A, Sestan, Nenad, Willsey, A Jeremy, Oldre, Aaron, Szafer, Aaron, Camarena, Adrian, Cherskov, Adriana, Charney, Alexander W, Abyzov, Alexej, Kozlenkov, Alexey, Safi, Alexias, Jones, Allan R, Ashley-Koch, Allison E, Ebbert, Amanda, Price, Amanda J, Sekijima, Amanda, Kefi, Amira, Bernard, Amy, Amiri, Anahita, Sboner, Andrea, Clark, Andrew, Jaffe, Andrew E, Tebbenkamp, Andrew TN, Sodt, Andy J, Guillozet-Bongaarts, Angie L, Nairn, Angus C, Carey, Anita, Huttner, Anita, Chervenak, Ann, Szekely, Anna, Shieh, Annie W, Harmanci, Arif, Lipska, Barbara K, Carlyle, Becky C, Gregor, Ben W, Kassim, Bibi S, Sheppard, Brooke, Bichsel, Candace, Hahn, Chang-Gyu, Lee, Chang-Kyu, Chen, Chao, Kuan, Chihchau L, Dang, Chinh, Lau, Chris, Cuhaciyan, Christine, Armoskus, Christoper, Mason, Christopher E, Liu, Chunyu, Slaughterbeck, Cliff R, Bennet, Crissa, Pinto, Dalila, Polioudakis, Damon, Franjic, Daniel, Miller, Daniel J, Bertagnolli, Darren, and Lewis, David A

Subjects
Human Genome, Genetics, Neurosciences, Biotechnology, Pediatric, Mental Health, Brain, Epigenesis, Genetic, Epigenomics, Gene Expression Regulation, Developmental, Gene Regulatory Networks, Humans, Mental Disorders, Nervous System Diseases, Neurogenesis, Single-Cell Analysis, Transcriptome, BrainSpan Consortium, PsychENCODE Consortium, PsychENCODE Developmental Subgroup, General Science & Technology
Abstract

To broaden our understanding of human neurodevelopment, we profiled transcriptomic and epigenomic landscapes across brain regions and/or cell types for the entire span of prenatal and postnatal development. Integrative analysis revealed temporal, regional, sex, and cell type-specific dynamics. We observed a global transcriptomic cup-shaped pattern, characterized by a late fetal transition associated with sharply decreased regional differences and changes in cellular composition and maturation, followed by a reversal in childhood-adolescence, and accompanied by epigenomic reorganizations. Analysis of gene coexpression modules revealed relationships with epigenomic regulation and neurodevelopmental processes. Genes with genetic associations to brain-based traits and neuropsychiatric disorders (including MEF2C, SATB2, SOX5, TCF4, and TSHZ3) converged in a small number of modules and distinct cell types, revealing insights into neurodevelopment and the genomic basis of neuropsychiatric risks.

Published
2018

6. Transcriptome-wide isoform-level dysregulation in ASD, schizophrenia, and bipolar disorder

Author

Gandal, Michael J, Zhang, Pan, Hadjimichael, Evi, Walker, Rebecca L, Chen, Chao, Liu, Shuang, Won, Hyejung, van Bakel, Harm, Varghese, Merina, Wang, Yongjun, Shieh, Annie W, Haney, Jillian, Parhami, Sepideh, Belmont, Judson, Kim, Minsoo, Moran Losada, Patricia, Khan, Zenab, Mleczko, Justyna, Xia, Yan, Dai, Rujia, Wang, Daifeng, Yang, Yucheng T, Xu, Min, Fish, Kenneth, Hof, Patrick R, Warrell, Jonathan, Fitzgerald, Dominic, White, Kevin, Jaffe, Andrew E, Peters, Mette A, Gerstein, Mark, Liu, Chunyu, Iakoucheva, Lilia M, Pinto, Dalila, Geschwind, Daniel H, Ashley-Koch, Allison E, Crawford, Gregory E, Garrett, Melanie E, Song, Lingyun, Safi, Alexias, Johnson, Graham D, Wray, Gregory A, Reddy, Timothy E, Goes, Fernando S, Zandi, Peter, Bryois, Julien, Price, Amanda J, Ivanov, Nikolay A, Collado-Torres, Leonardo, Hyde, Thomas M, Burke, Emily E, Kleiman, Joel E, Tao, Ran, Shin, Joo Heon, Akbarian, Schahram, Girdhar, Kiran, Jiang, Yan, Kundakovic, Marija, Brown, Leanne, Kassim, Bibi S, Park, Royce B, Wiseman, Jennifer R, Zharovsky, Elizabeth, Jacobov, Rivka, Devillers, Olivia, Flatow, Elie, Hoffman, Gabriel E, Lipska, Barbara K, Lewis, David A, Haroutunian, Vahram, Hahn, Chang-Gyu, Charney, Alexander W, Dracheva, Stella, Kozlenkov, Alexey, DelValle, Diane, Francoeur, Nancy, Roussos, Panos, Fullard, John F, Bendl, Jaroslav, Hauberg, Mads E, Mangravite, Lara M, Chae, Yooree, Peng, Junmin, Niu, Mingming, Wang, Xusheng, Webster, Maree J, Beach, Thomas G, Jiang, Yi, and Grennan, Kay S

Subjects
Pharmacology and Pharmaceutical Sciences, Biological Sciences, Biomedical and Clinical Sciences, Genetics, Neurosciences, Intellectual and Developmental Disabilities (IDD), Brain Disorders, Mental Illness, Bipolar Disorder, Mental Health, Schizophrenia, Biotechnology, Serious Mental Illness, Autism, Human Genome, Aetiology, 2.1 Biological and endogenous factors, Mental health, Good Health and Well Being, Autism Spectrum Disorder, Brain, Genetic Predisposition to Disease, Humans, Protein Isoforms, RNA Splicing, Sequence Analysis, RNA, Transcriptome, PsychENCODE Consortium, General Science & Technology
Abstract

Most genetic risk for psychiatric disease lies in regulatory regions, implicating pathogenic dysregulation of gene expression and splicing. However, comprehensive assessments of transcriptomic organization in diseased brains are limited. In this work, we integrated genotypes and RNA sequencing in brain samples from 1695 individuals with autism spectrum disorder (ASD), schizophrenia, and bipolar disorder, as well as controls. More than 25% of the transcriptome exhibits differential splicing or expression, with isoform-level changes capturing the largest disease effects and genetic enrichments. Coexpression networks isolate disease-specific neuronal alterations, as well as microglial, astrocyte, and interferon-response modules defining previously unidentified neural-immune mechanisms. We integrated genetic and genomic data to perform a transcriptome-wide association study, prioritizing disease loci likely mediated by cis effects on brain expression. This transcriptome-wide characterization of the molecular pathology across three major psychiatric disorders provides a comprehensive resource for mechanistic insight and therapeutic development.

Published
2018

7. Chromatin domain alterations linked to 3D genome organization in a large cohort of schizophrenia and bipolar disorder brains

Author

Girdhar, Kiran, Hoffman, Gabriel E., Bendl, Jaroslav, Rahman, Samir, Dong, Pengfei, Liao, Will, Hauberg, Mads E., Sloofman, Laura, Brown, Leanne, Devillers, Olivia, Kassim, Bibi S., Wiseman, Jennifer R., Park, Royce, Zharovsky, Elizabeth, Jacobov, Rivky, Flatow, Elie, Kozlenkov, Alexey, Gilgenast, Thomas, Johnson, Jessica S., Couto, Lizette, Peters, Mette A., Phillips-Cremins, Jennifer E., Hahn, Chang-Gyu, Gur, Raquel E., Tamminga, Carol A., Lewis, David A., Haroutunian, Vahram, Dracheva, Stella, Lipska, Barbara K., Marenco, Stefano, Kundakovic, Marija, Fullard, John F., Jiang, Yan, Roussos, Panos, and Akbarian, Schahram

Published
2022
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9. Shared molecular neuropathology across major psychiatric disorders parallels polygenic overlap

Author

Gandal, Michael J, Haney, Jillian R, Parikshak, Neelroop N, Leppa, Virpi, Ramaswami, Gokul, Hartl, Chris, Schork, Andrew J, Appadurai, Vivek, Buil, Alfonso, Werge, Thomas M, Liu, Chunyu, White, Kevin P, Horvath, Steve, Geschwind, Daniel H, Sestan, Nenad, Vaccarino, Flora, Gerstein, Mark, Weissman, Sherman, Pochareddy, Sirisha, State, Matthew, Knowles, James, Farnham, Peggy, Akbarian, Schahram, Pinto, Dalila, Van Baekl, Harm, Dracheva, Stella, Jaffe, Andrew, Hyde, Thomas, Zandi, Peter, Crawford, Gregory, Sullivan, Pat, Thompson, Wesley Kurt, Mortensen, Preben Bo, Agerbo, Esben, Pedersen, Marianne Giørtz, Pedersen, Carsten Bøcker, Mors, Ole, Børglum, Anders D, Nordentoft, Merete, Hougaard, David M, Bybjerg-Grauholm, Jonas, Bækvad-Hansen, Marie, Martin, Alicia R, Dumont, Ashley, Stevens, Christine, Churchhouse, Claire, Howrigan, Daniel P, Palmer, Duncan S, Robinson, Elise B, Satterstrom, Kyle F, Cerrato, Felecia, Huang, Hailiang, Goldstein, Jacqueline, Moran, Jennifer, Julian, Joanna Martin, Kimberly, Maller, Patrick, Chambert, Turley, Patrick, Walters, Raymond, Belliveau, Rich, Ripke, Stephan, Poterba, Timothy, Daly, Mark J, Neale, Benjamin, Fromer, Menachem, Roussos, Panos, Johnson, Jessica S, Shah, Hardik R, Mahajan, Milind C, Schadt, Eric, Haroutunian, Vahram, Ruderfer, Douglas M, Buxbaum, Joseph D, Sieberts, Solveig K, Dang, Kristen, Logsdon, Ben, Mangravite, Lara M, Peters, Mette, Gur, Raquel E, Hahn, Chang-Gyu, Devlin, Bernie, Klei, Lambertus L, Lewis, David, Lipska, Barbara, Hirai, Keisuke, Toyoshiba, Hiroyoshi, and Domenici, Enrico

Subjects
Biological Sciences, Biomedical and Clinical Sciences, Genetics, Biological Psychology, Psychology, Pharmacology and Pharmaceutical Sciences, Serious Mental Illness, Brain Disorders, Human Genome, Mental Health, Schizophrenia, Neurosciences, Bipolar Disorder, Depression, Mental Illness, 2.1 Biological and endogenous factors, Aetiology, Mental health, Good Health and Well Being, Cerebral Cortex, Gene Expression Profiling, Gene Expression Regulation, Genetic Predisposition to Disease, Humans, Mental Disorders, Multifactorial Inheritance, Nervous System Diseases, Polymorphism, Single Nucleotide, Transcription, Genetic, CommonMind Consortium, PsychENCODE Consortium, iPSYCH-BROAD Working Group, General Science & Technology
Abstract

The predisposition to neuropsychiatric disease involves a complex, polygenic, and pleiotropic genetic architecture. However, little is known about how genetic variants impart brain dysfunction or pathology. We used transcriptomic profiling as a quantitative readout of molecular brain-based phenotypes across five major psychiatric disorders-autism, schizophrenia, bipolar disorder, depression, and alcoholism-compared with matched controls. We identified patterns of shared and distinct gene-expression perturbations across these conditions. The degree of sharing of transcriptional dysregulation is related to polygenic (single-nucleotide polymorphism-based) overlap across disorders, suggesting a substantial causal genetic component. This comprehensive systems-level view of the neurobiological architecture of major neuropsychiatric illness demonstrates pathways of molecular convergence and specificity.

Published
2018

10. Maximizing remission from cognitive-behavioral therapy in medicated adults with obsessive-compulsive disorder

Author

Simpson, Helen B., Foa, Edna B., Wheaton, Michael G., Gallagher, Thea, Gershkovich, Marina, Schmidt, Andrew B., Huppert, Jonathan D., Campeas, Raphael B., Imms, Patricia A., Cahill, Shawn P., DiChiara, Christina, Tsao, Steven D., Puliafico, Anthony C., Chazin, Daniel, Asnaani, Anu, Moore, Kelly, Tyler, Jeremy, Steinman, Shari A., Sanchez-LaCay, Arturo, Capaldi, Sandy, Snorrason, Ivar, Turk-Karan, Elizabeth, Vermes, Donna, Kalanthroff, Eyal, Pinto, Anthony, Hahn, Chang-Gyu, Xu, Bin, Van Meter, Page E., Katechis, Martha, Scodes, Jennifer, and Wang, Yuanjia

Published
2021
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12. Editorial Expression of Concern: Altered neuregulin 1–erbB4 signaling contributes to NMDA> receptor hypofunction in schizophrenia

Author

Hahn, Chang-Gyu, primary, Wang, Hoau-Yan, additional, Cho, Dan-Sung, additional, Talbot, Konrad, additional, Gur, Raquel E, additional, Berrettini, Wade H, additional, Bakshi, Kalindi, additional, Kamins, Joshua, additional, Borgmann-Winter, Karin E, additional, Siegel, Steven J, additional, Gallop, Robert J, additional, and Arnold, Steven E, additional

Published
2023
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15. CommonMind Consortium provides transcriptomic and epigenomic data for Schizophrenia and Bipolar Disorder

Author

Hoffman, Gabriel E., Bendl, Jaroslav, Voloudakis, Georgios, Montgomery, Kelsey S., Sloofman, Laura, Wang, Ying-Chih, Shah, Hardik R., Hauberg, Mads E., Johnson, Jessica S., Girdhar, Kiran, Song, Lingyun, Fullard, John F., Kramer, Robin, Hahn, Chang-Gyu, Gur, Raquel, Marenco, Stefano, Lipska, Barbara K., Lewis, David A., Haroutunian, Vahram, Hemby, Scott, Sullivan, Patrick, Akbarian, Schahram, Chess, Andrew, Buxbaum, Joseph D., Crawford, Greg E., Domenici, Enrico, Devlin, Bernie, Sieberts, Solveig K., Peters, Mette A., and Roussos, Panos

Published
2019
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21. Large eQTL meta-analysis reveals differing patterns between cerebral cortical and cerebellar brain regions

Author

Sieberts, Solveig K., Perumal, Thanneer M., Carrasquillo, Minerva M., Allen, Mariet, Reddy, Joseph S., Hoffman, Gabriel E., Dang, Kristen K., Calley, John, Ebert, Philip J., Eddy, James, Wang, Xue, Greenwood, Anna K., Mostafavi, Sara, Akbarian, Schahram, Bendl, Jaroslav, Breen, Michael S., Brennand, Kristen, Brown, Leanne, Browne, Andrew, Buxbaum, Joseph D., Charney, Alexander, Chess, Andrew, Couto, Lizette, Crawford, Greg, Devillers, Olivia, Devlin, Bernie, Dobbyn, Amanda, Domenici, Enrico, Filosi, Michele, Flatow, Elie, Francoeur, Nancy, Fullard, John, Gil, Sergio Espeso, Girdhar, Kiran, Gulyás-Kovács, Attila, Gur, Raquel, Hahn, Chang-Gyu, Haroutunian, Vahram, Hauberg, Mads Engel, Huckins, Laura, Jacobov, Rivky, Jiang, Yan, Johnson, Jessica S., Kassim, Bibi, Kim, Yungil, Klei, Lambertus, Kramer, Robin, Lauria, Mario, Lehner, Thomas, Lewis, David A., Lipska, Barbara K., Montgomery, Kelsey, Park, Royce, Rosenbluh, Chaggai, Roussos, Panagiotis, Ruderfer, Douglas M., Senthil, Geetha, Shah, Hardik R., Sloofman, Laura, Song, Lingyun, Stahl, Eli, Sullivan, Patrick, Visintainer, Roberto, Wang, Jiebiao, Wang, Ying-Chih, Wiseman, Jennifer, Xia, Eva, Zhang, Wen, Zharovsky, Elizabeth, Addis, Laura, Addo, Sadiya N., Airey, David Charles, Arnold, Matthias, Bennett, David A., Bi, Yingtao, Biber, Knut, Blach, Colette, Bradhsaw, Elizabeth, Brennan, Paul, Canet-Aviles, Rosa, Cao, Sherry, Cavalla, Anna, Chae, Yooree, Chen, William W., Cheng, Jie, Collier, David Andrew, Dage, Jeffrey L., Dammer, Eric B., Davis, Justin Wade, Davis, John, Drake, Derek, Duong, Duc, Eastwood, Brian J., Ehrlich, Michelle, Ellingson, Benjamin, Engelmann, Brett W., Esmaeelinieh, Sahar, Felsky, Daniel, Funk, Cory, Gaiteri, Chris, Gandy, Samuel, Gao, Fan, Gileadi, Opher, Golde, Todd, Grosskurth, Shaun E., Gupta, Rishi R., Gutteridge, Alex X., Hooli, Basavaraj, Humphryes-Kirilov, Neil, Iijima, Koichi, James, Corey, Jung, Paul M., Kaddurah-Daouk, Rima, Kastenmuller, Gabi, Klein, Hans-Ulrich, Kummer, Markus, Lacor, Pascale N., Lah, James, Laing, Emma, Levey, Allan, Li, Yupeng, Lipsky, Samantha, Liu, Yushi, Liu, Jimmy, Liu, Zhandong, Louie, Gregory, Lu, Tao, Ma, Yiyi, Matsuoka, Yasuji Y., Menon, Vilas, Miller, Bradley, Misko, Thomas P., Mollon, Jennifer E., Mukherjee, Sumit, Noggle, Scott, Pao, Ping-Chieh, Pearce, Tracy Young, Pearson, Neil, Penny, Michelle, Petyuk, Vladislav A., Price, Nathan, Quarless, Danjuma X., Ravikumar, Brinda, Ried, Janina S., Ruble, Cara Lee Ann, Runz, Heiko, Saykin, Andrew J., Schadt, Eric, Scherschel, James E., Seyfried, Nicholas, Shulman, Joshua M., Snyder, Phil, Soares, Holly, Srivastava, Gyan P., Stockmann, Henning, Taga, Mariko, Tasaki, Shinya, Tenenbaum, Jessie, Tsai, Li-Huei, Vasanthakumar, Aparna, Wachter, Astrid, Wang, Yaming, Wang, Hong, Wang, Minghui, Whelan, Christopher D., White, Charles, Woo, Kara H., Wren, Paul, Wu, Jessica W., Xi, Hualin S., Yankner, Bruce A., Younkin, Steven G., Yu, Lei, Zavodszky, Maria, Zhang, Wenling, Zhang, Guoqiang, Zhang, Bin, Zhu, Jun, Omberg, Larsson, Peters, Mette A., Logsdon, Benjamin A., De Jager, Philip L., Ertekin-Taner, Nilüfer, Mangravite, Lara M., Sieberts, Solveig K., Perumal, Thanneer M., Carrasquillo, Minerva M., Allen, Mariet, Reddy, Joseph S., Hoffman, Gabriel E., Dang, Kristen K., Calley, John, Ebert, Philip J., Eddy, James, Wang, Xue, Greenwood, Anna K., Mostafavi, Sara, Akbarian, Schahram, Bendl, Jaroslav, Breen, Michael S., Brennand, Kristen, Brown, Leanne, Browne, Andrew, Buxbaum, Joseph D., Charney, Alexander, Chess, Andrew, Couto, Lizette, Crawford, Greg, Devillers, Olivia, Devlin, Bernie, Dobbyn, Amanda, Domenici, Enrico, Filosi, Michele, Flatow, Elie, Francoeur, Nancy, Fullard, John, Gil, Sergio Espeso, Girdhar, Kiran, Gulyás-Kovács, Attila, Gur, Raquel, Hahn, Chang-Gyu, Haroutunian, Vahram, Hauberg, Mads Engel, Huckins, Laura, Jacobov, Rivky, Jiang, Yan, Johnson, Jessica S., Kassim, Bibi, Kim, Yungil, Klei, Lambertus, Kramer, Robin, Lauria, Mario, Lehner, Thomas, Lewis, David A., Lipska, Barbara K., Montgomery, Kelsey, Park, Royce, Rosenbluh, Chaggai, Roussos, Panagiotis, Ruderfer, Douglas M., Senthil, Geetha, Shah, Hardik R., Sloofman, Laura, Song, Lingyun, Stahl, Eli, Sullivan, Patrick, Visintainer, Roberto, Wang, Jiebiao, Wang, Ying-Chih, Wiseman, Jennifer, Xia, Eva, Zhang, Wen, Zharovsky, Elizabeth, Addis, Laura, Addo, Sadiya N., Airey, David Charles, Arnold, Matthias, Bennett, David A., Bi, Yingtao, Biber, Knut, Blach, Colette, Bradhsaw, Elizabeth, Brennan, Paul, Canet-Aviles, Rosa, Cao, Sherry, Cavalla, Anna, Chae, Yooree, Chen, William W., Cheng, Jie, Collier, David Andrew, Dage, Jeffrey L., Dammer, Eric B., Davis, Justin Wade, Davis, John, Drake, Derek, Duong, Duc, Eastwood, Brian J., Ehrlich, Michelle, Ellingson, Benjamin, Engelmann, Brett W., Esmaeelinieh, Sahar, Felsky, Daniel, Funk, Cory, Gaiteri, Chris, Gandy, Samuel, Gao, Fan, Gileadi, Opher, Golde, Todd, Grosskurth, Shaun E., Gupta, Rishi R., Gutteridge, Alex X., Hooli, Basavaraj, Humphryes-Kirilov, Neil, Iijima, Koichi, James, Corey, Jung, Paul M., Kaddurah-Daouk, Rima, Kastenmuller, Gabi, Klein, Hans-Ulrich, Kummer, Markus, Lacor, Pascale N., Lah, James, Laing, Emma, Levey, Allan, Li, Yupeng, Lipsky, Samantha, Liu, Yushi, Liu, Jimmy, Liu, Zhandong, Louie, Gregory, Lu, Tao, Ma, Yiyi, Matsuoka, Yasuji Y., Menon, Vilas, Miller, Bradley, Misko, Thomas P., Mollon, Jennifer E., Mukherjee, Sumit, Noggle, Scott, Pao, Ping-Chieh, Pearce, Tracy Young, Pearson, Neil, Penny, Michelle, Petyuk, Vladislav A., Price, Nathan, Quarless, Danjuma X., Ravikumar, Brinda, Ried, Janina S., Ruble, Cara Lee Ann, Runz, Heiko, Saykin, Andrew J., Schadt, Eric, Scherschel, James E., Seyfried, Nicholas, Shulman, Joshua M., Snyder, Phil, Soares, Holly, Srivastava, Gyan P., Stockmann, Henning, Taga, Mariko, Tasaki, Shinya, Tenenbaum, Jessie, Tsai, Li-Huei, Vasanthakumar, Aparna, Wachter, Astrid, Wang, Yaming, Wang, Hong, Wang, Minghui, Whelan, Christopher D., White, Charles, Woo, Kara H., Wren, Paul, Wu, Jessica W., Xi, Hualin S., Yankner, Bruce A., Younkin, Steven G., Yu, Lei, Zavodszky, Maria, Zhang, Wenling, Zhang, Guoqiang, Zhang, Bin, Zhu, Jun, Omberg, Larsson, Peters, Mette A., Logsdon, Benjamin A., De Jager, Philip L., Ertekin-Taner, Nilüfer, and Mangravite, Lara M.

Abstract

© 2020, The Author(s). The availability of high-quality RNA-sequencing and genotyping data of post-mortem brain collections from consortia such as CommonMind Consortium (CMC) and the Accelerating Medicines Partnership for Alzheimer’s Disease (AMP-AD) Consortium enable the generation of a large-scale brain cis-eQTL meta-analysis. Here we generate cerebral cortical eQTL from 1433 samples available from four cohorts (identifying >4.1 million significant eQTL for >18,000 genes), as well as cerebellar eQTL from 261 samples (identifying 874,836 significant eQTL for >10,000 genes). We find substantially improved power in the meta-analysis over individual cohort analyses, particularly in comparison to the Genotype-Tissue Expression (GTEx) Project eQTL. Additionally, we observed differences in eQTL patterns between cerebral and cerebellar brain regions. We provide these brain eQTL as a resource for use by the research community. As a proof of principle for their utility, we apply a colocalization analysis to identify genes underlying the GWAS association peaks for schizophrenia and identify a potentially novel gene colocalization with lncRNA RP11-677M14.2 (posterior probability of colocalization 0.975).

Published
2022

24. Maintenance of Wellness in Patients With Obsessive-Compulsive Disorder Who Discontinue Medication After Exposure/Response Prevention Augmentation

Author

Foa, Edna B., primary, Simpson, Helen Blair, additional, Gallagher, Thea, additional, Wheaton, Michael G., additional, Gershkovich, Marina, additional, Schmidt, Andrew B., additional, Huppert, Jonathan D., additional, Imms, Patricia, additional, Campeas, Raphael B., additional, Cahill, Shawn, additional, DiChiara, Christina, additional, Tsao, Steven D., additional, Puliafico, Anthony, additional, Chazin, Daniel, additional, Asnaani, Anu, additional, Moore, Kelly, additional, Tyler, Jeremy, additional, Steinman, Shari A., additional, Sanches-LaCay, Arturo, additional, Capaldi, Sandy, additional, Snorrason, Ívar, additional, Turk-Karan, Elizabeth, additional, Vermes, Donna, additional, Kalanthroff, Eyal, additional, Pinto, Anthony, additional, Hamlett, Gabriella E., additional, Middleton, Rachel, additional, Hahn, Chang-Gyu, additional, Xu, Bin, additional, Van Meter, Page E., additional, Katechis, Martha, additional, and Rosenfield, David, additional

Published
2022
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25. Transcriptional profiles in olfactory pathway–associated brain regions of African green monkeys: Associations with age and Alzheimer's disease neuropathology

Author

Negrey, Jacob D., primary, Dobbins, Dorothy L., additional, Howard, Timothy D., additional, Borgmann‐Winter, Karin E., additional, Hahn, Chang‐Gyu, additional, Kalinin, Sergey, additional, Feinstein, Douglas L., additional, Craft, Suzanne, additional, Shively, Carol A., additional, and Register, Thomas C., additional

Published
2022
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32. Cognitive-Behavioral Therapy vs Risperidone for Augmenting Serotonin Reuptake Inhibitors in Obsessive-Compulsive Disorder: A Randomized Clinical Trial

Author

Simpson, Helen Blair, Foa, Edna B., Liebowitz, Michael R., Huppert, Jonathan D., Cahill, Shawn, Maher, Michael J., McLean, Carmen P., Bender, James, Jr, Marcus, Sue M., Williams, Monnica T., Weaver, Jamie, Vermes, Donna, Van Meter, Page E., Rodriguez, Carolyn I., Powers, Mark, Pinto, Anthony, Imms, Patricia, Hahn, Chang-Gyu, and Campeas, Raphael

Published
2013
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33. Transcriptional Profile of Pyramidal Neurons in Chronic Schizophrenia Reveals Lamina-Specific Dysfunction of Neuronal Immunity

Author

Wu, Xiaojun, primary, Shukla, Rammohan, additional, Alganem, Khaled, additional, Depasquale, Erica, additional, Reigle, James, additional, Simmons, Micah, additional, Hahn, Chang-Gyu, additional, Haroutunian, Vahram, additional, Meller, Jarek, additional, Meador-Woodruff, James, additional, and McCullumsmith, Robert, additional

Published
2020
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34. Transcriptional corepressor SIN3A regulates hippocampal synaptic plasticity via Homer1/mGluR5 signaling

Author

Bridi, Morgan, primary, Schoch, Hannah, additional, Florian, Cédrick, additional, Poplawski, Shane G., additional, Banerjee, Anamika, additional, Hawk, Joshua D., additional, Porcari, Giulia S., additional, Lejards, Camille, additional, Hahn, Chang-Gyu, additional, Giese, Karl-Peter, additional, Havekes, Robbert, additional, Spruston, Nelson, additional, and Abel, Ted, additional

Published
2020
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41. Gene expression imputation across multiple brain regions provides insights into schizophrenia risk

Author

Huckins, Laura M, Dobbyn, Amanda, Ruderfer, Douglas M, Hoffman, Gabriel, Wang, Weiqing, Pardinas, Antonio F, Rajagopal, Veera M, Als, Thomas D, Nguyen, Hoang T, Girdhar, Kiran, Boocock, James, Roussos, Panos, Fromer, Menachem, Kramer, Robin, Domenici, Enrico, Gamazon, Eric R, Purcell, Shaun, Demontis, Ditte, Borglum, Anders D, Walters, James TR, O'Donovan, Michael C, Sullivan, Patrick, Owen, Michael J, Devlin, Bernie, Sieberts, Solveig K, Cox, Nancy J, Im, Hae Kyung, Sklar, Pamela, Stahl, Eli A, Johnson, Jessica S, Shah, Hardik R, Klein, Lambertus L, Dang, Kristen K, Logsdon, Benjamin A, Mahajan, Milind C, Mangravite, Lara M, Toyoshiba, Hiroyoshi, Gur, Raquel E, Hahn, Chang-Gyu, Schadt, Eric, Lewis, David A, Haroutunian, Vahram, Peters, Mette A, Lipska, Barbara K, Buxbaum, Joseph D, Hirai, Keisuke, Perumal, Thanneer M, Essioux, Laurent, Rajagopal, Veera Manikandan, Mattheisen, Manuel, Grove, Jakob, Werge, Thomas, Mortensen, Preben Bo, Pedersen, Carsten Bocker, Agerbo, Esben, Pedersen, Marianne Giortz, Mors, Ole, Nordentoft, Merete, Hougaard, David M, Bybjerg-Grauholm, Jonas, Baekvad-Hansen, Marie, Hansen, Christine Soholm, Ripke, Stephan, Neale, Benjamin M, Corvin, Aiden, Farh, Kai-How, Holmans, Peter A, Lee, Phil, Bulik-Sullivan, Brendan, Collier, David A, Huang, Hailiang, Pers, Tune H, Agartz, Ingrid, Albus, Margot, Alexander, Madeline, Amin, Farooq, Bacanu, Silviu A, Begemann, Martin, Jr, Belliveau Richard A, Bene, Judit, Bergen, Sarah E, Bevilacqua, Elizabeth, Bigdeli, Tim B, Black, Donald W, Bruggeman, Richard, Buccola, Nancy G, Buckner, Randy L, Byerley, William, Cahn, Wiepke, Cai, Guiqing, Campion, Dominique, Cantor, Rita M, Carr, Vaughan J, Carrera, Noa, Catts, Stanley V, Chambert, Kimberly D, Chan, Raymond CK, Chen, Ronald YL, Chen, Eric YH, Cheng, Wei, Cheung, Eric FC, Chong, Siow Ann, Cloninger, C Robert, Cohen, David, Cohen, Nadine, Cormican, Paul, Craddock, Nick, Crowley, James J, Curtis, David, Davidson, Michael, Davis, Kenneth L, Degenhardt, Franziska, Del Favero, Jurgen, Dikeos, Dimitris, Dinan, Timothy, Djurovic, Srdjan, Donohoe, Gary, Drapeau, Elodie, Duan, Jubao, Dudbridge, Frank, Durmishi, Naser, Eichhammer, Peter, Eriksson, Johan, Escott-Price, Valentina, Fanous, Ayman H, Farrell, Martilias S, Frank, Josef, Franke, Lude, Freedman, Robert, Freimer, Nelson B, Friedl, Marion, Friedman, Joseph I, Genovese, Giulio, Georgieva, Lyudmila, Giegling, Ina, Giusti-Rodriguez, Paola, Godard, Stephanie, Goldstein, Jacqueline I, Golimbet, Vera, Gopal, Srihari, Gratten, Jacob, de Haan, Lieuwe, Hammer, Christian, Hamshere, Marian L, Hansen, Mark, Hansen, Thomas, Hartmann, Annette M, Henskens, Frans A, Herms, Stefan, Hirschhorn, Joel N, Hoffmann, Per, Hofman, Andrea, Hollegaard, Mads V, Ikeda, Masashi, Joa, Inge, Julia, Antonio, Kahn, Rene S, Kalaydjieva, Luba, Karachanak-Yankova, Sena, Karjalainen, Juha, Kavanagh, David, Keller, Matthew C, Kennedy, James L, Khrunin, Andrey, Kim, Yunjung, Klovins, Janis, Knowles, James A, Konte, Bettina, Kucinskas, Vaidutis, Kucinskiene, Zita Ausrele, Kuzelova-Ptackova, Hana, Kahler, Anna K, Laurent, Claudine, Keong, Jimmy Lee Chee, Lee, S Hong, Legge, Sophie E, Lerer, Bernard, Li, Miaoxin, Li, Tao, Liang, Kung-Yee, Lieberman, Jeffrey, Limborska, Svetlana, Loughland, Carmel M, Lubinski, Jan, Lonnqvist, Jouko, Jr, Macek Milan, Magnusson, Patrik KE, Maher, Brion S, Maier, Wolfgang, Mallet, Jacques, Marsal, Sara, Mattingsdal, Morten, McCarley, Robert W, McDonald, Colm, McIntosh, Andrew M, Meier, Sandra, Meijer, Carin J, Melegh, Bela, Melle, Ingrid, Mesholam-Gately, Raquelle I, Metspalu, Andres, Michie, Patricia T, Milani, Lili, Milanova, Vihra, Mokrab, Younes, Morris, Derek W, Murphy, Kieran C, Murray, Robin M, Myin-Germeys, Inez, Muller-Myhsok, Bertram, Nelis, Mari, Nenadic, Igor, Nertney, Deborah A, Nestadt, Gerald, Nicodemus, Kristin K, Nikitina-Zake, Liene, Nisenbaum, Laura, Nordin, Annelie, O'Callaghan, Eadbhard, O'Dushlaine, Colm, O'Neill, F Anthony, Oh, Sang-Yun, Olincy, Ann, Olsen, Line, Van Os, Jim, Pantelis, Christos, Papadimitriou, George N, Papiol, Sergi, Parkhomenko, Elena, Pato, Michele T, Paunio, Tiina, Pejovic-Milovancevic, Milica, Perkins, Diana O, Pietilainen, Olli, Pimm, Jonathan, Pocklington, Andrew J, Powell, John, Price, Alkes, Pulver, Ann E, Purcell, Shaun M, Quested, Digby, Rasmussen, Henrik B, Reichenberg, Abraham, Reimers, Mark A, Richards, Alexander L, Roffman, Joshua L, Salomaa, Veikko, Sanders, Alan R, Schall, Ulrich, Schubert, Christian R, Schulze, Thomas G, Schwab, Sibylle G, Scolnick, Edward M, Scott, Rodney J, Seidman, Larry J, Shi, Jianxin, Sigurdsson, Engilbert, Silagadze, Teimuraz, Silverman, Jeremy M, Sim, Kang, Slominsky, Petr, Smoller, Jordan W, So, Hon-Cheong, Spencer, Chris CA, Stefansson, Hreinn, Steinberg, Stacy, Stogmann, Elisabeth, Straub, Richard E, Strengman, Eric, Strohmaier, Jana, Stroup, T Scott, Subramaniam, Mythily, Suvisaari, Jaana, Svrakic, Dragan M, Szatkiewicz, Jin P, Soderman, Erik, Thirumalai, Srinivas, Toncheva, Draga, Tosato, Sarah, Veijola, Juha, Waddington, John, Walsh, Dermot, Wang, Dai, Wang, Qiang, Webb, Bradley T, Weiser, Mark, Wildenauer, Dieter B, Williams, Nigel M, Williams, Stephanie, Witt, Stephanie H, Wolen, Aaron R, Wong, Emily HM, Wormley, Brandon K, Xi, Hualin Simon, Zai, Clement C, Zheng, Xuebin, Zimprich, Fritz, Wray, Naomi R, Stefansson, Kari, Visscher, Peter M, Adolfsson, Rolf, Andreassen, Ole A, Blackwood, Douglas HR, Bramon, Elvira, Cichon, Sven, Darvasi, Ariel, Ehrenreich, Hannelore, Esko, Tonu, Gejman, Pablo V, Gill, Michael, Gurling, Hugh, Hultman, Christina M, Iwata, Nakao, Jablensky, Assen V, Jonsson, Erik G, Kendler, Kenneth S, Kirov, George, Knight, Jo, Lencz, Todd, Levinson, Douglas F, Li, Qingqin S, Liu, Jianjun, Malhotra, Anil K, McCarroll, Steven A, McQuillin, Andrew, Moran, Jennifer L, Mortensen, Preben B, Mowry, Bryan J, Nothen, Markus M, Ophoff, Roel A, Palotie, Aarno, Pato, Carlos N, Petryshen, Tracey L, Posthuma, Danielle, Rietschel, Marcella, Riley, Brien P, Rujescu, Dan, Sham, Pak C, St Clair, David, Weinberger, Daniel R, Wendland, Jens R, Daly, Mark J, Sullivan, Patrick F, Consortium, CommonMind, Consortium, Psychiat Genomics, Working, iPSYCH-GEMS Schizophrenia, Child and Adolescent Psychiatry / Psychology, ANS - Complex Trait Genetics, APH - Mental Health, Adult Psychiatry, Perceptual and Cognitive Neuroscience (PCN), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Clinical Cognitive Neuropsychiatry Research Program (CCNP), Stem Cell Aging Leukemia and Lymphoma (SALL), Complex Trait Genetics, Amsterdam Neuroscience - Complex Trait Genetics, CommonMind Consortium, Psychiat Genomics Consortium, iPSYCH-GEMS Schizophrenia Working, Huckins, LM, Dobbyn, A, Ruderfer, DM, Hoffman, G, Lee, SH, Im, HK, iPSYCH-GEMS Schizophrenia Working Group, The Schizophrenia Working Group of the PsyUniversity of Copenhagenchiatric Genomics, Amsterdam Reproduction & Development (AR&D), Human genetics, RS: MHeNs - R2 - Mental Health, Psychiatrie & Neuropsychologie, and MUMC+: Hersen en Zenuw Centrum (3)

Subjects
DISORDER, Schizophrenia/genetics, iPSYCH-GEMS Schizophrenia Working Group, CHILDHOOD, Gene Expression, Genome-wide association study, VARIANTS, MOUSE, Medical and Health Sciences, ACUTE INTERMITTENT PORPHYRIA, Genome-wide association studies, 0302 clinical medicine, CommonMind Consortium, 2.1 Biological and endogenous factors, Aetiology, Prefrontal cortex, 0303 health sciences, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Schizophrenia Working Group of the PsyUniversity of Copenhagenchiatric Genomics Consortium, Brain, Case-Control Studies, Genetic Predisposition to Disease, Genome-Wide Association Study, Genotype, Humans, Polymorphism, Single Nucleotide, Quantitative Trait Loci, Risk, Schizophrenia, Transcriptome, Single Nucleotide, ASSOCIATION, Transcriptome/genetics, Biological Sciences, Polymorphism, Single Nucleotide/genetics, Mental Health, Genome-Wide Association Study/methods, Medical genetics, TRAITS, Psychosis, medicine.medical_specialty, Computational biology, Quantitative trait locus, Biology, Article, 03 medical and health sciences, PSYCHOSIS, SDG 3 - Good Health and Well-being, medicine, Genetics, Polymorphism, Transcriptomics, Gene, 030304 developmental biology, Brain/physiopathology, Human Genome, medicine.disease, Brain Disorders, Gene Expression/genetics, COGNITIVE DEFICITS, Expression quantitative trait loci, Human medicine, Gene expression, Quantitative Trait Loci/genetics, 030217 neurology & neurosurgery, Imputation (genetics), Developmental Biology
Abstract

Transcriptomic imputation approaches combine eQTL reference panels with large-scale genotype data in order to test associations between disease and gene expression. These genic associations could elucidate signals in complex genome-wide association study (GWAS) loci and may disentangle the role of different tissues in disease development. We used the largest eQTL reference panel for the dorso-lateral prefrontal cortex (DLPFC) to create a set of gene expression predictors and demonstrate their utility. We applied DLPFC and 12 GTEx-brain predictors to 40,299 schizophrenia cases and 65,264 matched controls for a large transcriptomic imputation study of schizophrenia. We identified 413 genic associations across 13 brain regions. Stepwise conditioning identified 67 non-MHC genes, of which 14 did not fall within previous GWAS loci. We identified 36 significantly enriched pathways, including hexosaminidase-A deficiency, and multiple porphyric disorder pathways. We investigated developmental expression patterns among the 67 non-MHC genes and identified specific groups of pre- and postnatal expression. Working Group The Schizophrenia Working Group of the Psychiatric Genomics Consortium Stephan Ripke37,38 Benjamin M. Neale37,38,39,40 Aiden Corvin41 James T. R. Walters6 Kai-How Farh37 Peter A. Holmans6,42 Phil Lee37,38,40 Brendan Bulik-Sullivan37,38 David A. Collier43,44 Hailiang Huang37,39 Tune H. Pers39,45,46 Ingrid Agartz47,48,49 Esben Agerbo8,32,33 Margot Albus50 Madeline Alexander51 Farooq Amin52,53 Silviu A. Bacanu54 Martin Begemann55 Richard A. Belliveau Jr38 Judit Bene56,57 Sarah E. Bergen38,58 Elizabeth Bevilacqua38 Tim B. Bigdeli54 Donald W. Black59 Richard Bruggeman60 Nancy G. Buccola61 Randy L. Buckner62,63,64 William Byerley65 Wiepke Cahn66 Guiqing Cai2,3 Dominique Campion67 Rita M. Cantor10 Vaughan J. Carr68,69 Noa Carrera6 Stanley V. Catts68,70 Kimberly D. Chambert38 Raymond C. K. Chan71 Ronald Y. L. Chen72 Eric Y. H. Chen72,73 Wei Cheng15 Eric F. C. Cheung74 Siow Ann Chong75 C. Robert Cloninger76 David Cohen77 Nadine Cohen78 Paul Cormican41 Nick Craddock6,42 James J. Crowley79 David Curtis80,81 Michael Davidson82 Kenneth L. Davis3 Franziska Degenhardt83,84 Jurgen Del Favero85 Ditte Demontis7,8,9 Dimitris Dikeos86 Timothy Dinan87 Srdjan Djurovic49,88 Gary Donohoe41,89 Elodie Drapeau3 Jubao Duan90,91 Frank Dudbridge92 Naser Durmishi93 Peter Eichhammer94 Johan Eriksson95,96,97 Valentina Escott-Price6 Laurent Essioux98 Ayman H. Fanous99,100,101,102 Martilias S. Farrell79 Josef Frank103 Lude Franke104 Robert Freedman105 Nelson B. Freimer106 Marion Friedl107 Joseph I. Friedman3 Menachem Fromer1,37,38,40 Giulio Genovese38 Lyudmila Georgieva6 Ina Giegling107,108 Paola Giusti-Rodríguez79 Stephanie Godard109 Jacqueline I. Goldstein37,39 Vera Golimbet110 Srihari Gopal111 Jacob Gratten112 Lieuwe de Haan113 Christian Hammer55 Marian L. Hamshere6 Mark Hansen114 Thomas Hansen8,30 Vahram Haroutunian3,25,23 Annette M. Hartmann107 Frans A. Henskens68,115,116 Stefan Herms83,84,117 Joel N. Hirschhorn39,46,118 Per Hoffmann83,84,117 Andrea Hofman83,84 Mads V. Hollegaard36 David M. Hougaard36 Masashi Ikeda119 Inge Joa120 Antonio Julia121 Rene S. Kahn66 Luba Kalaydjieva122,123 Sena Karachanak-Yankova124 Juha Karjalainen104 David Kavanagh6 Matthew C. Keller125 James L. Kennedy126,127,128 Andrey Khrunin129 Yunjung Kim79 Janis Klovins130 James A. Knowles131 Bettina Konte107 Vaidutis Kucinskas132 Zita Ausrele Kucinskiene132 Hana Kuzelova-Ptackova133 Anna K. Kahler58 Claudine Laurent51,134 Jimmy Lee Chee Keong75,135 S. Hong Lee112 Sophie E. Legge6 Bernard Lerer136 Miaoxin Li72,73,137 Tao Li138 Kung-Yee Liang139 Jeffrey Lieberman140 Svetlana Limborska129 Carmel M. Loughland68,141 Jan Lubinski142 Jouko Lonnqvist143 Milan Macek Jr133 Patrik K. E. Magnusson58 Brion S. Maher144 Wolfgang Maier145 Jacques Mallet146 Sara Marsal121 Manuel Mattheisen7,8,9,147 Morten Mattingsdal49,148 Robert W. McCarley149,150 Colm McDonald151 Andrew M. McIntosh152,153 Sandra Meier103 Carin J. Meijer113 Bela Melegh56,57 Ingrid Melle49,154 Raquelle I. Mesholam-Gately149,155 Andres Metspalu156 Patricia T. Michie68,157 Lili Milani156 Vihra Milanova158 Younes Mokrab43 Derek W. Morris41,89 Ole Mors8,9,159 Kieran C. Murphy160 Robin M. Murray161 Inez Myin-Germeys162 Bertram Muller-Myhsok163,164,165 Mari Nelis156 Igor Nenadic166 Deborah A. Nertney167 Gerald Nestadt168 Kristin K. Nicodemus169 Liene Nikitina-Zake130 Laura Nisenbaum170 Annelie Nordin171 Eadbhard O’Callaghan172 Colm O’Dushlaine38 F. Anthony O’Neill173 Sang-Yun Oh174 Ann Olincy126 Line Olsen8,64 Jim Van Os162,175 Christos Pantelis68,176 George N. Papadimitriou86 Sergi Papiol55 Elena Parkhomenko3 Michele T. Pato131 Tiina Paunio177,178 Milica Pejovic-Milovancevic179 Diana O. Perkins180 Olli Pietiläinen178,181 Jonathan Pimm81 Andrew J. Pocklington6 John Powell161 Alkes Price39,182 Ann E. Pulver168 Shaun M. Purcell1 Digby Quested183 Henrik B. Rasmussen30,43 Abraham Reichenberg3 Mark A. Reimers184 Alexander L. Richards6 Joshua L. Roffman62,64 Panos Roussos1,4 Douglas M. Ruderfer1,5,6 Veikko Salomaa97 Alan R. Sanders90,91 Ulrich Schall68,141 Christian R. Schubert185 Thomas G. Schulze103,186 Sibylle G. Schwab187 Edward M. Scolnick38 Rodney J. Scott68,188,189 Larry J. Seidman144,155 Jianxin Shi190 Engilbert Sigurdsson191 Teimuraz Silagadze192 Jeremy M. Silverman3,193 Kang Sim75 Petr Slominsky129 Jordan W. Smoller38,40 Hon-Cheong So72 Chris C. A. Spencer194 Eli A. Stahl1,2,3,4 Hreinn Stefansson195 Stacy Steinberg195 Elisabeth Stogmann196 Richard E. Straub197 Eric Strengman66,198 Jana Strohmaier103 T. Scott Stroup140 Mythily Subramaniam75 Jaana Suvisaari143 Dragan M. Svrakic76 Jin P. Szatkiewicz79 Erik Soderman47 Srinivas Thirumalai199 Draga Toncheva124 Sarah Tosato200 Juha Veijola201,202 John Waddington203 Dermot Walsh204 Dai Wang111 Qiang Wang138 Bradley T. Webb54 Mark Weiser82 Dieter B. Wildenauer205 Nigel M. Williams6 Stephanie Williams79 Stephanie H. Witt103 Aaron R. Wolen184 Emily H. M. Wong72 Brandon K. Wormley54 Hualin Simon Xi206 Clement C. Zai126,127 Xuebin Zheng207 Fritz Zimprich196 Naomi R. Wray112 Kari Stefansson195 Peter M. Visscher112 Rolf Adolfsson171 Ole A. Andreassen49,154 Douglas H. R. Blackwood153 Elvira Bramon208 Joseph D. Buxbaum2,3,24,25 Anders D. Børglum7,8,9,159 Sven Cichon83,84,117,209 Ariel Darvasi210 Enrico Domenici211 Hannelore Ehrenreich55 Tonu Esko39,46,118,156 Pablo V. Gejman90,91 Michael Gill41 Hugh Gurling81 Christina M. Hultman58 Nakao Iwata119 Assen V. Jablensky68,123,205,212 Erik G. Jonsson47,49 Kenneth S. Kendler213 George Kirov6 Jo Knight125,127,128 Todd Lencz214,215,216 Douglas F. Levinson51 Qingqin S. Li111 Jianjun Liu207,217 Anil K. Malhotra214,215,216 Steven A. McCarroll38,118 Andrew McQuillin81 Jennifer L. Moran38 Preben B. Mortensen8,32,33 Bryan J. Mowry112,218 Markus M. Nothen83,84 Roel A. Ophoff10,66,105 Michael J. Owen6,42 Aarno Palotie38,40,181 Carlos N. Pato131 Tracey L. Petryshen38,149,219 Danielle Posthuma220,221,222 Marcella Rietschel103 Brien P. Riley213 Dan Rujescu107,108 Pak C. Sham72,73,137 Pamela Sklar1,2,3,4,25 David St Clair223 Daniel R. Weinberger197,224 Jens R. Wendland185 Thomas Werge8,30,225 Mark J. Daly37,38,39 Patrick F. Sullivan58,79,180 Michael C. O’Donovan6,42 20Integrated Technology Research Laboratories, Pharmaceutical Research Division, Takeda Pharmaceutical Company Limited, Fujisawa, Japan. 21Neuropsychiatry Section, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA. 22Neuropsychiatric Signaling Program, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA. 23Psychiatry, JJ Peters Virginia Medical Center, Bronx, NY, USA. 24Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, New York, NY, USA. 25Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA. 26Seaver Autism Center for Research and Treatment, Icahn School of Medicine at Mount Sinai, New York, NY, USA. 27CNS Drug Discovery Unit, Pharmaceutical Research Division, Takeda Pharmaceutical Company Limited, Fujisawa, Japan. 28F. Hoffman-La Roche Ltd, Basel, Switzerland. 29Bioinformatics Research Centre, Aarhus University, Aarhus, Denmark. 30Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen, Roskilde, Denmark. 31Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark. 32National Centre for Register-Based Research, Aarhus University, Aarhus, Denmark. 33Centre for Integrated Registerbased Research, Aarhus University, Aarhus, Denmark. 34Psychosis Research Unit, Aarhus University Hospital, Risskov, Denmark. 35Mental Health Services in the Capital Region of Denmark, Mental Health Center Copenhagen, University of Copenhagen, Copenhagen, Denmark. 36Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark. 37Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA. 38Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA. 39Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA. 40Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, USA. 41Neuropsychiatric Genetics Research Group, Department of Psychiatry, Trinity College Dublin, Dublin, Ireland. 42NationalCentre for Mental Health, Cardiff University, Cardiff, UK. 43Eli Lilly and Company Limited, Erl Wood Manor, Sunninghill Road, Windlesham, Surrey, UK. 44Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, King’s College London, London, UK. 45Center for BiologicalSequence Analysis, Department of Systems Biology, Technical University of Denmark, Kongens Lyngby, Denmark. 46Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children’s Hospital, Boston, MA, USA. 47Department of Clinical Neuroscience, Psychiatry Section, Karolinska Institutet, Stockholm, Sweden. 48Department of Psychiatry, Diakonhjemmet Hospital, Oslo, Norway. 49NORMENT, KG Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway. 50State Mental Hospital, Haar, Germany. 51Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA. 52Department of Psychiatry and Behavioral Sciences, Atlanta Veterans Affairs Medical Center, Atlanta, GA, USA. 53Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA. 54Virginia Institute for Psychiatric and Behavioral Genetics, Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA. 55Clinical Neuroscience, Max Planck Institute of Experimental Medicine, Gottingen, Germany. 56Department of Medical Genetics, University of Pécs, Pécs, Hungary. 57Szentagothai Research Center, University of Pécs, Pécs, Hungary. 58Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden. 59Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA. 60University Medical Center Groningen, Department of Psychiatry, University of Groningen, Groningen, the Netherlands. 61School of Nursing, Louisiana State University Health Sciences Center, New Orleans, LA, USA. 62Athinoula A. Martinos Center, Massachusetts General Hospital, Boston, MA, USA. 63Center for Brain Science, Harvard University, Cambridge, MA, USA. 64Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA. 65Department of Psychiatry, University of California at San Francisco, San Francisco, CA, USA. 66University Medical Center Utrecht, Department of Psychiatry, Rudolf Magnus Institute of Neuroscience, Utrecht, the Netherlands. 67Centre Hospitalier du Rouvray and INSERM U1079 Faculty of Medicine, Rouen, France. 68Schizophrenia Research Institute, Sydney, New South Wales, Australia. 69School of Psychiatry, University of New South Wales, Sydney, New South Wales, Australia. 70Royal Brisbane and Women’s Hospital, University of Queensland, Brisbane, Queensland, Australia. 71Institute of Psychology, Chinese Academy of Science, Beijing, China. 72Department of Psychiatry, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China. 73State Key Laboratory for Brain and Cognitive Sciences, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China. 74Castle Peak Hospital, Hong Kong, China. 75Institute of Mental Health, Singapore, Singapore. 76Department of Psychiatry, Washington University, St. Louis, MO, USA. 77Department of Child and Adolescent Psychiatry, Assistance Publique Hopitaux de Paris, Pierre and Marie Curie Faculty of Medicine and Institute for Intelligent Systems and Robotics, Paris, France. 78Blue Note Biosciences, Princeton, NJ, USA. 79Department of Genetics, University of North Carolina, Chapel Hill, NC, USA. 80Department of Psychological Medicine, Queen Mary University of London, London, UK. 81Molecular Psychiatry Laboratory, Division of Psychiatry, University College London, London, UK. 82Sheba Medical Center, Tel Hashomer, Israel. 83Department of Genomics, Life and Brain Center, Bonn, Germany. 84Institute of Human Genetics, University of Bonn, Bonn, Germany. 85AppliedMolecular Genomics Unit, VIB Department of Molecular Genetics, University of Antwerp, Antwerp, Belgium. 86First Department of Psychiatry, University of Athens Medical School, Athens, Greece. 87Department of Psychiatry, University College Cork, Co, Cork, Ireland. 88Department of Medical Genetics, Oslo University Hospital, Oslo, Norway. 89Cognitive Genetics and Therapy Group, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Co, Galway, Ireland. 90Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, IL, USA. 91Department of Psychiatry and Behavioral Sciences, North Shore University Health System, Evanston, IL, USA. 92Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK. 93Department of Child and Adolescent Psychiatry, University Clinic of Psychiatry, Skopje, Republic of Macedonia. 94Department of Psychiatry, University of Regensburg, Regensburg, Germany. 95Department of General Practice, Helsinki University Central Hospital, University of Helsinki, Helsinki, Finland. 96Folkhälsan Research Center, Helsinki, Finland, Biomedicum Helsinki, Helsinki, Finland. 97National Institute for Health and Welfare, Helsinki, Finland. 98Translational Technologies and Bioinformatics, Pharma Research and Early Development, F. Hoffman-La Roche, Basel, Switzerland. 99Department of Psychiatry, Georgetown University School of Medicine, Washington, DC, USA. 100Department of Psychiatry, Keck School of Medicine of the University of Southern California, Los Angeles, CA, USA. 101Department of Psychiatry, Virginia Commonwealth University School of Medicine, Richmond, VA, USA. 102Mental Health Service Line, Washington VA Medical Center, Washington, DC, USA. 103Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Heidelberg, Mannheim, Germany. 104Department of Genetics, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands. 105Department of Psychiatry, University of Colorado Denver, Aurora, CO, USA. 106Center for Neurobehavioral Genetics, Semel Institute for Neuroscience and Human Behavior, University of California Los Angeles, Los Angeles, CA, USA. 107Department of Psychiatry, University of Halle, Halle, Germany. 108Department of Psychiatry, University of Munich, Munich, Germany. 109Departments of Psychiatry and Human and Molecular Genetics, INSERM, Institut de Myologie, Hôpital de la Pitiè-Salpêtrière, Paris, France. 110Mental Health Research Centre, Russian Academy of Medical Sciences, Moscow, Russia. 111Neuroscience Therapeutic Area, Janssen Research and Development, Raritan, NJ, USA. 112Queensland Brain Institute, The University of Queensland, Brisbane, Queensland, Australia. 113Academic Medical Centre University of Amsterdam, Department of Psychiatry, Amsterdam, the Netherlands. 114Illumina, La Jolla, CA, USA. 115Priority Research Centre for Health Behaviour, University of Newcastle, Newcastle, New South Wales, Australia. 116School of Electrical Engineering and Computer Science, University of Newcastle, Newcastle, New South Wales, Australia. 117Division of Medical Genetics, Department of Biomedicine, University of Basel, Basel, Switzerland. 118Department of Genetics, Harvard Medical School, Boston, MA, USA. 119Department of Psychiatry, Fujita Health University School of Medicine, Toyoake, Japan. 120Regional Centre for Clinical Researchin Psychosis, Department of Psychiatry, Stavanger University Hospital, Stavanger, Norway. 121Rheumatology Research Group, Vall d’Hebron Research Institute, Barcelona, Spain. 122Centre for Medical Research, The University of Western Australia, Perth, Western Australia, Australia. 123The Perkins Institute for Medical Research, The University of Western Australia, Perth, Western Australia, Australia. 124Department of Medical Genetics, Medical University, Sofia, Bulgaria. 125Department of Psychology, University of Colorado Boulder, Boulder, CO, USA. 126Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Ontario, Canada. 127Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada. 128Institute of Medical Science, University of Toronto, Toronto, Ontario, Canada. 129Institute of Molecular Genetics, Russian Academy of Sciences, Moscow, Russia. 130Latvian Biomedical Research and Study Centre, Riga, Latvia. 131Department of Psychiatry and Zilkha Neurogenetics Institute, Keck School of Medicine at University of Southern California, Los Angeles, CA, USA. 132Faculty of Medicine, Vilnius University, Vilnius, Lithuania. 133Department of Biology and Medical Genetics, 2nd Faculty of Medicine and University Hospital Motol, Prague, Czech Republic. 134Department of Child and Adolescent Psychiatry, Pierre and Marie Curie Faculty of Medicine, Paris, France. 135Duke-NUS Graduate Medical School, Singapore, Singapore. 136Department of Psychiatry, Hadassah-Hebrew University Medical Center, Jerusalem, Israel. 137Centre for Genomic Sciences, The University of Hong Kong, Hong Kong, China. 138Mental Health Centre and Psychiatric Laboratory, West China Hospital, Sichuan University, Chengdu, Sichuan, China. 139Department of Biostatistics, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA. 140Department of Psychiatry, Columbia University, New York, New York, NY, USA. 141Priority Centre for Translational Neuroscience and Mental Health, University of Newcastle, Newcastle, New South Wales, Australia. 142Department of Genetics and Pathology, International Hereditary Cancer Center, Pomeranian Medical University in Szczecin, Szczecin, Poland. 143Department of Mental Health and Substance Abuse Services, National Institute for Health and Welfare, Helsinki, Finland. 144Department of Mental Health, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA. 145Department of Psychiatry, University of Bonn, Bonn, Germany. 146Centre National de la Recherche Scientifique, Laboratoire de Génétique Moléculaire de la Neurotransmission et des Processus Neurodénégératifs, Hôpital de la Pitiè-Salpêtrière, Paris, France. 147Department of Genomics Mathematics, University of Bonn, Bonn, Germany. 148Research Unit, Sørlandet Hospital, Kristiansand, Norway. 149Department of Psychiatry, Harvard Medical School, Boston, MA, USA. 150VA Boston Health Care System, Brockton, MA, USA. 151Department of Psychiatry, National University of Ireland Galway, Co, Galway, Ireland. 152Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK. 153Division of Psychiatry, University of Edinburgh, Edinburgh, UK. 154Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway. 155Massachusetts Mental Health Center Public Psychiatry Division of the Beth Israel Deaconess Medical Center, Boston, MA, USA. 156Estonian Genome Center, University of Tartu, Tartu, Estonia. 157School of Psychology, University of Newcastle, Newcastle, New South Wales, Australia. 158First Psychiatric Clinic, Medical University, Sofia, Bulgaria. 159Department P, Aarhus University Hospital, Risskov, Denmark. 160Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland. 161King’s College London, London, UK. 162Maastricht University Medical Centre, South Limburg Mental Health Research and TeachingNetwork, EURON, Maastricht, the Netherlands. 163Institute of Translational Medicine, University of Liverpool, Liverpool, UK. 164Max Planck Institute of Psychiatry, Munich, Germany. 165Munich Cluster for Systems Neurology (SyNergy), Munich, Germany. 166Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany. 167Department of Psychiatry, Queensland Brain Institute and Queensland Centre for Mental Health Research, University of Queensland, Brisbane, Queensland, Australia. 168Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA. 169Department of Psychiatry, Trinity College Dublin, Dublin, Ireland. 170Eli Lilly and Company, Lilly Corporate Center, Indianapolis, IN, USA. 171Department of Clinical Sciences, Psychiatry, Umeå University, Umeå, Sweden. 172DETECT Early Intervention Service for Psychosis, Blackrock, Co, Dublin, Ireland. 173Centre for Public Health, Institute of Clinical Sciences, Queen’s University Belfast, Belfast, UK. 174Lawrence Berkeley National Laboratory, University of California at Berkeley, Berkeley, CA, USA. 175Institute of Psychiatry, King’s College London, London, UK. 176Melbourne Neuropsychiatry Centre, University of Melbourne & Melbourne Health, Melbourne, Victoria, Australia. 177Department of Psychiatry, University of Helsinki, Helsinki, Finland. 178Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland. 179Medical Faculty, University of Belgrade, Belgrade, Serbia. 180Department of Psychiatry, University of North Carolina, Chapel Hill, NC, USA. 181Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Helsinki, Finland. 182Department of Epidemiology, Harvard School of Public Health, Boston, MA, USA. 183Department of Psychiatry, University of Oxford, Oxford, UK. 184Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA, USA. 185Pharma Therapeutics Clinical Research, Pfizer Worldwide Research and Development, Cambridge, MA, USA. 186Department of Psychiatry and Psychotherapy, University of Gottingen, Göttingen, Germany. 187Psychiatry and Psychotherapy Clinic, University of Erlangen, Erlangen, Germany. 188Hunter New England Health Service, Newcastle, New South Wales, Australia. 189School of Biomedical Sciences, University of Newcastle, Newcastle, New South Wales, Australia. 190Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA. 191University of Iceland, Landspitali, National University Hospital, Reykjavik, Iceland. 192Department of Psychiatry and Drug Addiction, Tbilisi State Medical University (TSMU), Tbilisi, Georgia. 193Research and Development, Bronx Veterans Affairs Medical Center, New York, NY, USA. 194WellcomeTrust Centre for Human Genetics, Oxford, UK. 195deCODE Genetics, Reykjavik, Iceland. 196Department of Clinical Neurology, Medical University of Vienna, Wien, Austria. 197Lieber Institute for Brain Development, Baltimore, MD, USA. 198Department of Medical Genetics, University Medical Centre Utrecht, Utrecht, the Netherlands. 199Berkshire Healthcare NHS Foundation Trust, Bracknell, UK. 200Section of Psychiatry, University of Verona, Verona, Italy. 201Department of Psychiatry, University of Oulu, Oulu, Finland. 202University Hospital of Oulu, Oulu, Finland. 203Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, Dublin, Ireland. 204Health Research Board, Dublin, Ireland. 205School of Psychiatry and Clinical Neurosciences, The University of Western Australia, Perth, Western Australia, Australia. 206Computational Sciences CoE, Pfizer Worldwide Research and Development, Cambridge, MA, USA. 207Human Genetics, Genome Institute of Singapore, A*STAR, Singapore, Singapore. 208University College London, London, UK. 209Institute of Neuroscience and Medicine (INM-1), Research Center Juelich, Juelich, Germany. 210Department of Genetics, The Hebrew University of Jerusalem, Jerusalem, Israel. 211NeuroscienceDiscovery and Translational Area, Pharma Research and Early Development, F. Hoffman-La Roche, Basel, Switzerland. 212Centre for Clinical Research in Neuropsychiatry, School of Psychiatry and Clinical Neurosciences, The University of Western Australia, Medical Research Foundation Building, Perth, Western Australia, Australia. 213Virginia Institute for Psychiatric and Behavioral Genetics, Departments of Psychiatry and Human and Molecular Genetics, Virginia Commonwealth University, Richmond, VA, USA. 214The Feinstein Institute for Medical Research, Manhasset, NY, USA. 215The Hofstra NS-LIJ School of Medicine, Hempstead, NY, USA. 216The Zucker Hillside Hospital, Glen Oaks, NY, USA. 217Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore. 218Queensland Centre for Mental Health Research, University of Queensland, Brisbane, Queensland, Australia. 219Center for HumanGenetic Research and Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA. 220Department of Child and Adolescent Psychiatry, Erasmus University Medical Centre, Rotterdam, the Netherlands. 221Department of Complex Trait Genetics, Neuroscience Campus Amsterdam, VU University Medical Center Amsterdam, Amsterdam, the Netherlands. 222Department of Functional Genomics, Center for Neurogenomics and Cognitive Research, Neuroscience Campus Amsterdam, VU University, Amsterdam, the Netherlands. 223University of Aberdeen, Institute of Medical Sciences, Aberdeen, UK. 224Departments of Psychiatry, Neurology, Neuroscience and Institute of Genetic Medicine, Johns Hopkins School of Medicine, Baltimore, MD, USA. 225Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark.

Published
2019

42. Gene expression imputation across multiple brain regions provides insights into schizophrenia risk

Author

Huckins, Laura M. Dobbyn, Amanda Ruderfer, Douglas M. and Hoffman, Gabriel Wang, Weiqing Pardinas, Antonio F. and Rajagopal, Veera M. Als, Thomas D. Nguyen, Hoang T. Girdhar, Kiran Boocock, James Roussos, Panos Fromer, Menachem and Kramer, Robin Domenici, Enrico Gamazon, Eric R. Purcell, Shaun Demontis, Ditte Borglum, Anders D. Walters, James T. R. O'Donovan, Michael C. Sullivan, Patrick Owen, Michael J. and Devlin, Bernie Sieberts, Solveig K. Cox, Nancy J. Im, Hae Kyung Sklar, Pamela Stahl, Eli A. Johnson, Jessica S. and Shah, Hardik R. Klein, Lambertus L. Dang, Kristen K. and Logsdon, Benjamin A. Mahajan, Milind C. Mangravite, Lara M. and Toyoshiba, Hiroyoshi Gur, Raquel E. Hahn, Chang-Gyu Schadt, Eric Lewis, David A. Haroutunian, Vahram Peters, Mette A. and Lipska, Barbara K. Buxbaum, Joseph D. Hirai, Keisuke and Perumal, Thanneer M. Essioux, Laurent Rajagopal, Veera Manikandan Mattheisen, Manuel Grove, Jakob Werge, Thomas and Mortensen, Preben Bo Pedersen, Carsten Bocker Agerbo, Esben and Pedersen, Marianne Giortz Mors, Ole Nordentoft, Merete and Hougaard, David M. Bybjerg-Grauholm, Jonas Baekvad-Hansen, Marie and Hansen, Christine Soholm Ripke, Stephan Neale, Benjamin M. and Corvin, Aiden Farh, Kai-How Holmans, Peter A. Lee, Phil and Bulik-Sullivan, Brendan Collier, David A. Huang, Hailiang and Pers, Tune H. Agartz, Ingrid Albus, Margot Alexander, Madeline Amin, Farooq Bacanu, Silviu A. Begemann, Martin and Belliveau, Jr., Richard A. Bene, Judit Bergen, Sarah E. and Bevilacqua, Elizabeth Bigdeli, Tim B. Black, Donald W. and Bruggeman, Richard Buccola, Nancy G. Buckner, Randy L. and Byerley, William Cahn, Wiepke Cai, Guiqing Campion, Dominique Cantor, Rita M. Carr, Vaughan J. Carrera, Noa and Catts, V, Stanley Chambert, Kimberly D. Chan, Raymond C. K. and Chen, Ronald Y. L. Chen, Eric Y. H. Cheng, Wei Cheung, Eric F. C. Chong, Siow Ann Cloninger, C. Robert Cohen, David and Cohen, Nadine Cormican, Paul Craddock, Nick Crowley, James J. Curtis, David Davidson, Michael Davis, Kenneth L. and Degenhardt, Franziska Del Favero, Jurgen Dikeos, Dimitris and Dinan, Timothy Djurovic, Srdjan Donohoe, Gary Drapeau, Elodie Duan, Jubao Dudbridge, Frank Durmishi, Naser and Eichhammer, Peter Eriksson, Johan Escott-Price, Valentina and Essioux, Laurent Fanous, Ayman H. Farrell, Martilias S. and Frank, Josef Franke, Lude Freedman, Robert Freimer, Nelson B. Friedl, Marion Friedman, I, Joseph Fromer, Menachem and Genovese, Giulio Georgieva, Lyudmila Giegling, Ina and Giusti-Rodriguez, Paola Godard, Stephanie Goldstein, I, Jacqueline Golimbet, Vera Gopal, Srihari Gratten, Jacob and de Haan, Lieuwe Hammer, Christian Hamshere, Marian L. and Hansen, Mark Hansen, Thomas Haroutunian, Vahram Hartmann, Annette M. Henskens, Frans A. Herms, Stefan Hirschhorn, Joel N. Hoffmann, Per Hofman, Andrea Hollegaard, V, Mads and Ikeda, Masashi Joa, Inge Julia, Antonio Kahn, Rene S. and Kalaydjieva, Luba Karachanak-Yankova, Sena Karjalainen, Juha and Kavanagh, David Keller, Matthew C. Kennedy, James L. and Khrunin, Andrey Kim, Yunjung Klovins, Janis Knowles, James A. Konte, Bettina Kucinskas, Vaidutis Kucinskiene, Zita Ausrele Kuzelova-Ptackova, Hana Kahler, Anna K. Laurent, Claudine Keong, Jimmy Lee Chee Lee, S. Hong Legge, Sophie E. and Lerer, Bernard Li, Miaoxin Li, Tao Liang, Kung-Yee and Lieberman, Jeffrey Limborska, Svetlana Loughland, Carmel M. and Lubinski, Jan Lonnqvist, Jouko Macek, Jr., Milan Magnusson, Patrik K. E. Maher, Brion S. Maier, Wolfgang Mallet, Jacques and Marsal, Sara Mattingsdal, Morten McCarley, Robert W. and McDonald, Colm McIntosh, Andrew M. Meier, Sandra Meijer, Carin J. Melegh, Bela Melle, Ingrid Mesholam-Gately, I, Raquelle Metspalu, Andres Michie, Patricia T. Milani, Lili and Milanova, Vihra Mokrab, Younes Morris, Derek W. Mors, Ole Murphy, Kieran C. Murray, Robin M. Myin-Germeys, Inez and Muller-Myhsok, Bertram Nelis, Mari Nenadic, Igor and Nertney, Deborah A. Nestadt, Gerald Nicodemus, Kristin K. and Nikitina-Zake, Liene Nisenbaum, Laura Nordin, Annelie and O'Callaghan, Eadbhard O'Dushlaine, Colm O'Neill, F. Anthony and Oh, Sang-Yun Olincy, Ann Olsen, Line Van Os, Jim and Pantelis, Christos Papadimitriou, George N. Papiol, Sergi and Parkhomenko, Elena Pato, Michele T. Paunio, Tiina and Pejovic-Milovancevic, Milica Perkins, Diana O. Pietilainen, Olli and Pimm, Jonathan Pocklington, Andrew J. Powell, John and Price, Alkes Pulver, Ann E. Purcell, Shaun M. Quested, Digby and Rasmussen, Henrik B. Reichenberg, Abraham Reimers, Mark A. and Richards, Alexander L. Roffman, Joshua L. Ruderfer, Douglas M. Salomaa, Veikko Sanders, Alan R. Schall, Ulrich and Schubert, Christian R. Schulze, Thomas G. Schwab, Sibylle G. and Scolnick, Edward M. Scott, Rodney J. Seidman, Larry J. Shi, Jianxin Sigurdsson, Engilbert Silagadze, Teimuraz Silverman, Jeremy M. Sim, Kang Slominsky, Petr Smoller, Jordan W. and So, Hon-Cheong Spencer, Chris C. A. Stefansson, Hreinn and Steinberg, Stacy Stogmann, Elisabeth Straub, Richard E. and Strengman, Eric Strohmaier, Jana Stroup, T. Scott and Subramaniam, Mythily Suvisaari, Jaana Svrakic, Dragan M. and Szatkiewicz, Jin P. Soderman, Erik Thirumalai, Srinivas and Toncheva, Draga Tosato, Sarah Veijola, Juha Waddington, John and Walsh, Dermot Wang, Dai Wang, Qiang Webb, Bradley T. and Weiser, Mark Wildenauer, Dieter B. Williams, Nigel M. and Williams, Stephanie Witt, Stephanie H. Wolen, Aaron R. Wong, Emily H. M. Wormley, Brandon K. Xi, Hualin Simon Zai, Clement C. Zheng, Xuebin Zimprich, Fritz Wray, Naomi R. and Stefansson, Kari Visscher, Peter M. Adolfsson, Rolf and Andreassen, Ole A. Blackwood, Douglas H. R. Bramon, Elvira and Buxbaum, Joseph D. Borglum, Anders D. Cichon, Sven Darvasi, Ariel Domenici, Enrico Ehrenreich, Hannelore Esko, Tonu and Gejman, V, Pablo Gill, Michael Gurling, Hugh Hultman, Christina M. Iwata, Nakao Jablensky, V, Assen Jonsson, Erik G. Kendler, Kenneth S. Kirov, George Knight, Jo Lencz, Todd Levinson, Douglas F. Li, Qingqin S. Liu, Jianjun and Malhotra, Anil K. McCarroll, Steven A. McQuillin, Andrew and Moran, Jennifer L. Mortensen, Preben B. Mowry, Bryan J. and Nothen, Markus M. Ophoff, Roel A. Owen, Michael J. Palotie, Aarno Pato, Carlos N. Petryshen, Tracey L. Posthuma, Danielle Rietschel, Marcella Riley, Brien P. Rujescu, Dan and Sham, Pak C. St Clair, David Weinberger, Daniel R. and Wendland, Jens R. Werge, Thomas Daly, Mark J. Sullivan, Patrick F. CommonMind Consortium Psychiat Genomics Consortium and iPSYCH-GEMS Schizophrenia Working

Abstract

Transcriptomic imputation approaches combine eQTL reference panels with large-scale genotype data in order to test associations between disease and gene expression. These genic associations could elucidate signals in complex genome-wide association study (GWAS) loci and may disentangle the role of different tissues in disease development. We used the largest eQTL reference panel for the dorso-lateral prefrontal cortex (DLPFC) to create a set of gene expression predictors and demonstrate their utility. We applied DLPFC and 12 GTEx-brain predictors to 40,299 schizophrenia cases and 65,264 matched controls for a large transcriptomic imputation study of schizophrenia. We identified 413 genic associations across 13 brain regions. Stepwise conditioning identified 67 non-MHC genes, of which 14 did not fall within previous GWAS loci. We identified 36 significantly enriched pathways, including hexosaminidase-A deficiency, and multiple porphyric disorder pathways. We investigated developmental expression patterns among the 67 non-MHC genes and identified specific groups of pre- and postnatal expression.

Published
2019

46. Gene expression imputation across multiple brain regions provides insights into schizophrenia risk

Author

Huckins, Laura M., Dobbyn, Amanda, Ruderfer, Douglas M., Hoffman, Gabriel, Wang, Weiqing, Pardinas, Antonio F., Rajagopal, Veera M., Als, Thomas D., Nguyen, Hoang T., Girdhar, Kiran, Boocock, James, Roussos, Panos, Fromer, Menachem, Kramer, Robin, Domenici, Enrico, Gamazon, Eric R., Purcell, Shaun, Demontis, Ditte, Borglum, Anders D., Walters, James T. R., O'Donovan, Michael C., Sullivan, Patrick, Owen, Michael J., Devlin, Bernie, Sieberts, Solveig K., Cox, Nancy J., Im, Hae Kyung, Sklar, Pamela, Stahl, Eli A., Johnson, Jessica S., Shah, Hardik R., Klein, Lambertus L., Dang, Kristen K., Logsdon, Benjamin A., Mahajan, Milind C., Mangravite, Lara M., Toyoshiba, Hiroyoshi, Gur, Raquel E., Hahn, Chang-Gyu, Schadt, Eric, Lewis, David A., Haroutunian, Vahram, Peters, Mette A., Lipska, Barbara K., Buxbaum, Joseph D., Hirai, Keisuke, Perumal, Thanneer M., Essioux, Laurent, Rajagopal, Veera Manikandan, Mattheisen, Manuel, Grove, Jakob, Werge, Thomas, Mortensen, Preben Bo, Pedersen, Carsten Bocker, Agerbo, Esben, Pedersen, Marianne Giortz, Mors, Ole, Nordentoft, Merete, Hougaard, David M., Bybjerg-Grauholm, Jonas, Baekvad-Hansen, Marie, Hansen, Christine Soholm, Ripke, Stephan, Neale, Benjamin M., Corvin, Aiden, Farh, Kai-How, Holmans, Peter A., Lee, Phil, Bulik-Sullivan, Brendan, Collier, David A., Huang, Hailiang, Pers, Tune H., Agartz, Ingrid, Albus, Margot, Alexander, Madeline, Amin, Farooq, Bacanu, Silviu A., Begemann, Martin, Belliveau, Richard A., Jr., Bene, Judit, Bergen, Sarah E., Bevilacqua, Elizabeth, Bigdeli, Tim B., Black, Donald W., Bruggeman, Richard, Buccola, Nancy G., Buckner, Randy L., Byerley, William, Cahn, Wiepke, Cai, Guiqing, Campion, Dominique, Cantor, Rita M., Carr, Vaughan J., Carrera, Noa, Catts, Stanley, V, Chambert, Kimberly D., Chan, Raymond C. K., Chen, Ronald Y. L., Chen, Eric Y. H., Cheng, Wei, Cheung, Eric F. C., Chong, Siow Ann, Cloninger, C. Robert, Cohen, David, Cohen, Nadine, Cormican, Paul, Craddock, Nick, Crowley, James J., Curtis, David, Davidson, Michael, Davis, Kenneth L., Degenhardt, Franziska, Del Favero, Jurgen, Dikeos, Dimitris, Dinan, Timothy, Djurovic, Srdjan, Donohoe, Gary, Drapeau, Elodie, Duan, Jubao, Dudbridge, Frank, Durmishi, Naser, Eichhammer, Peter, Eriksson, Johan, Escott-Price, Valentina, Fanous, Ayman H., Farrell, Martilias S., Frank, Josef, Franke, Lude, Freedman, Robert, Freimer, Nelson B., Friedl, Marion, Friedman, Joseph, I, Genovese, Giulio, Georgieva, Lyudmila, Giegling, Ina, Giusti-Rodriguez, Paola, Godard, Stephanie, Goldstein, Jacqueline, I, Golimbet, Vera, Gopal, Srihari, Gratten, Jacob, de Haan, Lieuwe, Hammer, Christian, Hamshere, Marian L., Hansen, Mark, Hansen, Thomas, Hartmann, Annette M., Henskens, Frans A., Herms, Stefan, Hirschhorn, Joel N., Hoffmann, Per, Hofman, Andrea, Hollegaard, Mads, V, Ikeda, Masashi, Joa, Inge, Julia, Antonio, Kahn, Rene S., Kalaydjieva, Luba, Karachanak-Yankova, Sena, Karjalainen, Juha, Kavanagh, David, Keller, Matthew C., Kennedy, James L., Khrunin, Andrey, Kim, Yunjung, Klovins, Janis, Knowles, James A., Konte, Bettina, Kucinskas, Vaidutis, Kucinskiene, Zita Ausrele, Kuzelova-Ptackova, Hana, Kahler, Anna K., Laurent, Claudine, Keong, Jimmy Lee Chee, Lee, S. Hong, Legge, Sophie E., Lerer, Bernard, Li, Miaoxin, Li, Tao, Liang, Kung-Yee, Lieberman, Jeffrey, Limborska, Svetlana, Loughland, Carmel M., Lubinski, Jan, Lonnqvist, Jouko, Macek, Milan, Jr., Magnusson, Patrik K. E., Maher, Brion S., Maier, Wolfgang, Mallet, Jacques, Marsal, Sara, Mattingsdal, Morten, McCarley, Robert W., McDonald, Colm, McIntosh, Andrew M., Meier, Sandra, Meijer, Carin J., Melegh, Bela, Melle, Ingrid, Mesholam-Gately, Raquelle, I, Metspalu, Andres, Michie, Patricia T., Milani, Lili, Milanova, Vihra, Mokrab, Younes, Morris, Derek W., Murphy, Kieran C., Murray, Robin M., Myin-Germeys, Inez, Muller-Myhsok, Bertram, Nelis, Mari, Nenadic, Igor, Nertney, Deborah A., Nestadt, Gerald, Nicodemus, Kristin K., Nikitina-Zake, Liene, Nisenbaum, Laura, Nordin Adolfsson, Annelie, O'Callaghan, Eadbhard, O'Dushlaine, Colm, O'Neill, F. Anthony, Oh, Sang-Yun, Olincy, Ann, Olsen, Line, Van Os, Jim, Pantelis, Christos, Papadimitriou, George N., Papiol, Sergi, Parkhomenko, Elena, Pato, Michele T., Paunio, Tiina, Pejovic-Milovancevic, Milica, Perkins, Diana O., Pietilainen, Olli, Pimm, Jonathan, Pocklington, Andrew J., Powell, John, Price, Alkes, Pulver, Ann E., Purcell, Shaun M., Quested, Digby, Rasmussen, Henrik B., Reichenberg, Abraham, Reimers, Mark A., Richards, Alexander L., Roffman, Joshua L., Salomaa, Veikko, Sanders, Alan R., Schall, Ulrich, Schubert, Christian R., Schulze, Thomas G., Schwab, Sibylle G., Scolnick, Edward M., Scott, Rodney J., Seidman, Larry J., Shi, Jianxin, Sigurdsson, Engilbert, Silagadze, Teimuraz, Silverman, Jeremy M., Sim, Kang, Slominsky, Petr, Smoller, Jordan W., So, Hon-Cheong, Spencer, Chris C. A., Stefansson, Hreinn, Steinberg, Stacy, Stogmann, Elisabeth, Straub, Richard E., Strengman, Eric, Strohmaier, Jana, Stroup, T. Scott, Subramaniam, Mythily, Suvisaari, Jaana, Svrakic, Dragan M., Szatkiewicz, Jin P., Soderman, Erik, Thirumalai, Srinivas, Toncheva, Draga, Tosato, Sarah, Veijola, Juha, Waddington, John, Walsh, Dermot, Wang, Dai, Wang, Qiang, Webb, Bradley T., Weiser, Mark, Wildenauer, Dieter B., Williams, Nigel M., Williams, Stephanie, Witt, Stephanie H., Wolen, Aaron R., Wong, Emily H. M., Wormley, Brandon K., Xi, Hualin Simon, Zai, Clement C., Zheng, Xuebin, Zimprich, Fritz, Wray, Naomi R., Stefansson, Kari, Visscher, Peter M., Adolfsson, Rolf, Andreassen, Ole A., Blackwood, Douglas H. R., Bramon, Elvira, Cichon, Sven, Darvasi, Ariel, Ehrenreich, Hannelore, Esko, Tonu, Gejman, Pablo, V, Gill, Michael, Gurling, Hugh, Hultman, Christina M., Iwata, Nakao, Jablensky, Assen, V, Jonsson, Erik G., Kendler, Kenneth S., Kirov, George, Knight, Jo, Lencz, Todd, Levinson, Douglas F., Li, Qingqin S., Liu, Jianjun, Malhotra, Anil K., McCarroll, Steven A., McQuillin, Andrew, Moran, Jennifer L., Mortensen, Preben B., Mowry, Bryan J., Nothen, Markus M., Ophoff, Roel A., Palotie, Aarno, Pato, Carlos N., Petryshen, Tracey L., Posthuma, Danielle, Rietschel, Marcella, Riley, Brien P., Rujescu, Dan, Sham, Pak C., St Clair, David, Weinberger, Daniel R., Wendland, Jens R., Daly, Mark J., Sullivan, Patrick F., Huckins, Laura M., Dobbyn, Amanda, Ruderfer, Douglas M., Hoffman, Gabriel, Wang, Weiqing, Pardinas, Antonio F., Rajagopal, Veera M., Als, Thomas D., Nguyen, Hoang T., Girdhar, Kiran, Boocock, James, Roussos, Panos, Fromer, Menachem, Kramer, Robin, Domenici, Enrico, Gamazon, Eric R., Purcell, Shaun, Demontis, Ditte, Borglum, Anders D., Walters, James T. R., O'Donovan, Michael C., Sullivan, Patrick, Owen, Michael J., Devlin, Bernie, Sieberts, Solveig K., Cox, Nancy J., Im, Hae Kyung, Sklar, Pamela, Stahl, Eli A., Johnson, Jessica S., Shah, Hardik R., Klein, Lambertus L., Dang, Kristen K., Logsdon, Benjamin A., Mahajan, Milind C., Mangravite, Lara M., Toyoshiba, Hiroyoshi, Gur, Raquel E., Hahn, Chang-Gyu, Schadt, Eric, Lewis, David A., Haroutunian, Vahram, Peters, Mette A., Lipska, Barbara K., Buxbaum, Joseph D., Hirai, Keisuke, Perumal, Thanneer M., Essioux, Laurent, Rajagopal, Veera Manikandan, Mattheisen, Manuel, Grove, Jakob, Werge, Thomas, Mortensen, Preben Bo, Pedersen, Carsten Bocker, Agerbo, Esben, Pedersen, Marianne Giortz, Mors, Ole, Nordentoft, Merete, Hougaard, David M., Bybjerg-Grauholm, Jonas, Baekvad-Hansen, Marie, Hansen, Christine Soholm, Ripke, Stephan, Neale, Benjamin M., Corvin, Aiden, Farh, Kai-How, Holmans, Peter A., Lee, Phil, Bulik-Sullivan, Brendan, Collier, David A., Huang, Hailiang, Pers, Tune H., Agartz, Ingrid, Albus, Margot, Alexander, Madeline, Amin, Farooq, Bacanu, Silviu A., Begemann, Martin, Belliveau, Richard A., Jr., Bene, Judit, Bergen, Sarah E., Bevilacqua, Elizabeth, Bigdeli, Tim B., Black, Donald W., Bruggeman, Richard, Buccola, Nancy G., Buckner, Randy L., Byerley, William, Cahn, Wiepke, Cai, Guiqing, Campion, Dominique, Cantor, Rita M., Carr, Vaughan J., Carrera, Noa, Catts, Stanley, V, Chambert, Kimberly D., Chan, Raymond C. K., Chen, Ronald Y. L., Chen, Eric Y. H., Cheng, Wei, Cheung, Eric F. C., Chong, Siow Ann, Cloninger, C. Robert, Cohen, David, Cohen, Nadine, Cormican, Paul, Craddock, Nick, Crowley, James J., Curtis, David, Davidson, Michael, Davis, Kenneth L., Degenhardt, Franziska, Del Favero, Jurgen, Dikeos, Dimitris, Dinan, Timothy, Djurovic, Srdjan, Donohoe, Gary, Drapeau, Elodie, Duan, Jubao, Dudbridge, Frank, Durmishi, Naser, Eichhammer, Peter, Eriksson, Johan, Escott-Price, Valentina, Fanous, Ayman H., Farrell, Martilias S., Frank, Josef, Franke, Lude, Freedman, Robert, Freimer, Nelson B., Friedl, Marion, Friedman, Joseph, I, Genovese, Giulio, Georgieva, Lyudmila, Giegling, Ina, Giusti-Rodriguez, Paola, Godard, Stephanie, Goldstein, Jacqueline, I, Golimbet, Vera, Gopal, Srihari, Gratten, Jacob, de Haan, Lieuwe, Hammer, Christian, Hamshere, Marian L., Hansen, Mark, Hansen, Thomas, Hartmann, Annette M., Henskens, Frans A., Herms, Stefan, Hirschhorn, Joel N., Hoffmann, Per, Hofman, Andrea, Hollegaard, Mads, V, Ikeda, Masashi, Joa, Inge, Julia, Antonio, Kahn, Rene S., Kalaydjieva, Luba, Karachanak-Yankova, Sena, Karjalainen, Juha, Kavanagh, David, Keller, Matthew C., Kennedy, James L., Khrunin, Andrey, Kim, Yunjung, Klovins, Janis, Knowles, James A., Konte, Bettina, Kucinskas, Vaidutis, Kucinskiene, Zita Ausrele, Kuzelova-Ptackova, Hana, Kahler, Anna K., Laurent, Claudine, Keong, Jimmy Lee Chee, Lee, S. Hong, Legge, Sophie E., Lerer, Bernard, Li, Miaoxin, Li, Tao, Liang, Kung-Yee, Lieberman, Jeffrey, Limborska, Svetlana, Loughland, Carmel M., Lubinski, Jan, Lonnqvist, Jouko, Macek, Milan, Jr., Magnusson, Patrik K. E., Maher, Brion S., Maier, Wolfgang, Mallet, Jacques, Marsal, Sara, Mattingsdal, Morten, McCarley, Robert W., McDonald, Colm, McIntosh, Andrew M., Meier, Sandra, Meijer, Carin J., Melegh, Bela, Melle, Ingrid, Mesholam-Gately, Raquelle, I, Metspalu, Andres, Michie, Patricia T., Milani, Lili, Milanova, Vihra, Mokrab, Younes, Morris, Derek W., Murphy, Kieran C., Murray, Robin M., Myin-Germeys, Inez, Muller-Myhsok, Bertram, Nelis, Mari, Nenadic, Igor, Nertney, Deborah A., Nestadt, Gerald, Nicodemus, Kristin K., Nikitina-Zake, Liene, Nisenbaum, Laura, Nordin Adolfsson, Annelie, O'Callaghan, Eadbhard, O'Dushlaine, Colm, O'Neill, F. Anthony, Oh, Sang-Yun, Olincy, Ann, Olsen, Line, Van Os, Jim, Pantelis, Christos, Papadimitriou, George N., Papiol, Sergi, Parkhomenko, Elena, Pato, Michele T., Paunio, Tiina, Pejovic-Milovancevic, Milica, Perkins, Diana O., Pietilainen, Olli, Pimm, Jonathan, Pocklington, Andrew J., Powell, John, Price, Alkes, Pulver, Ann E., Purcell, Shaun M., Quested, Digby, Rasmussen, Henrik B., Reichenberg, Abraham, Reimers, Mark A., Richards, Alexander L., Roffman, Joshua L., Salomaa, Veikko, Sanders, Alan R., Schall, Ulrich, Schubert, Christian R., Schulze, Thomas G., Schwab, Sibylle G., Scolnick, Edward M., Scott, Rodney J., Seidman, Larry J., Shi, Jianxin, Sigurdsson, Engilbert, Silagadze, Teimuraz, Silverman, Jeremy M., Sim, Kang, Slominsky, Petr, Smoller, Jordan W., So, Hon-Cheong, Spencer, Chris C. A., Stefansson, Hreinn, Steinberg, Stacy, Stogmann, Elisabeth, Straub, Richard E., Strengman, Eric, Strohmaier, Jana, Stroup, T. Scott, Subramaniam, Mythily, Suvisaari, Jaana, Svrakic, Dragan M., Szatkiewicz, Jin P., Soderman, Erik, Thirumalai, Srinivas, Toncheva, Draga, Tosato, Sarah, Veijola, Juha, Waddington, John, Walsh, Dermot, Wang, Dai, Wang, Qiang, Webb, Bradley T., Weiser, Mark, Wildenauer, Dieter B., Williams, Nigel M., Williams, Stephanie, Witt, Stephanie H., Wolen, Aaron R., Wong, Emily H. M., Wormley, Brandon K., Xi, Hualin Simon, Zai, Clement C., Zheng, Xuebin, Zimprich, Fritz, Wray, Naomi R., Stefansson, Kari, Visscher, Peter M., Adolfsson, Rolf, Andreassen, Ole A., Blackwood, Douglas H. R., Bramon, Elvira, Cichon, Sven, Darvasi, Ariel, Ehrenreich, Hannelore, Esko, Tonu, Gejman, Pablo, V, Gill, Michael, Gurling, Hugh, Hultman, Christina M., Iwata, Nakao, Jablensky, Assen, V, Jonsson, Erik G., Kendler, Kenneth S., Kirov, George, Knight, Jo, Lencz, Todd, Levinson, Douglas F., Li, Qingqin S., Liu, Jianjun, Malhotra, Anil K., McCarroll, Steven A., McQuillin, Andrew, Moran, Jennifer L., Mortensen, Preben B., Mowry, Bryan J., Nothen, Markus M., Ophoff, Roel A., Palotie, Aarno, Pato, Carlos N., Petryshen, Tracey L., Posthuma, Danielle, Rietschel, Marcella, Riley, Brien P., Rujescu, Dan, Sham, Pak C., St Clair, David, Weinberger, Daniel R., Wendland, Jens R., Daly, Mark J., and Sullivan, Patrick F.

Abstract

Transcriptomic imputation approaches combine eQTL reference panels with large-scale genotype data in order to test associations between disease and gene expression. These genic associations could elucidate signals in complex genome-wide association study (GWAS) loci and may disentangle the role of different tissues in disease development. We used the largest eQTL reference panel for the dorso-lateral prefrontal cortex (DLPFC) to create a set of gene expression predictors and demonstrate their utility. We applied DLPFC and 12 GTEx-brain predictors to 40,299 schizophrenia cases and 65,264 matched controls for a large transcriptomic imputation study of schizophrenia. We identified 413 genic associations across 13 brain regions. Stepwise conditioning identified 67 non-MHC genes, of which 14 did not fall within previous GWAS loci. We identified 36 significantly enriched pathways, including hexosaminidase-A deficiency, and multiple porphyric disorder pathways. We investigated developmental expression patterns among the 67 non-MHC genes and identified specific groups of pre- and postnatal expression.

Published
2019
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47. Gene expression imputation across multiple brain regions provides insights into schizophrenia risk

Author

Onderzoek, Brain, Onderzoeksgroep 11, Hersenen-Medisch 1, Hersenen-Bedrijfsvoering, Huckins, Laura M., Dobbyn, Amanda, Ruderfer, Douglas M., Hoffman, Gabriel, Wang, Weiqing, Pardinas, Antonio F., Rajagopal, Veera M., Als, Thomas D., Nguyen, Hoang T., Girdhar, Kiran, Boocock, James, Roussos, Panos, Fromer, Menachem, Kramer, Robin, Domenici, Enrico, Gamazon, Eric R., Purcell, Shaun, Demontis, Ditte, Borglum, Anders D., Walters, James T. R., O'Donovan, Michael C., Sullivan, Patrick, Owen, Michael J., Devlin, Bernie, Sieberts, Solveig K., Cox, Nancy J., Im, Hae Kyung, Sklar, Pamela, Stahl, Eli A., Johnson, Jessica S., Shah, Hardik R., Klein, Lambertus L., Dang, Kristen K., Logsdon, Benjamin A., Mahajan, Milind C., Mangravite, Lara M., Toyoshiba, Hiroyoshi, Gur, Raquel E., Hahn, Chang-Gyu, Schadt, Eric, Lewis, David A., Haroutunian, Vahram, Peters, Mette A., Lipska, Barbara K., Buxbaum, Joseph D., Hirai, Keisuke, Cahn, Wiepke, Kahn, Rene S., Van Os, Jim, Ophoff, Roel A., Onderzoek, Brain, Onderzoeksgroep 11, Hersenen-Medisch 1, Hersenen-Bedrijfsvoering, Huckins, Laura M., Dobbyn, Amanda, Ruderfer, Douglas M., Hoffman, Gabriel, Wang, Weiqing, Pardinas, Antonio F., Rajagopal, Veera M., Als, Thomas D., Nguyen, Hoang T., Girdhar, Kiran, Boocock, James, Roussos, Panos, Fromer, Menachem, Kramer, Robin, Domenici, Enrico, Gamazon, Eric R., Purcell, Shaun, Demontis, Ditte, Borglum, Anders D., Walters, James T. R., O'Donovan, Michael C., Sullivan, Patrick, Owen, Michael J., Devlin, Bernie, Sieberts, Solveig K., Cox, Nancy J., Im, Hae Kyung, Sklar, Pamela, Stahl, Eli A., Johnson, Jessica S., Shah, Hardik R., Klein, Lambertus L., Dang, Kristen K., Logsdon, Benjamin A., Mahajan, Milind C., Mangravite, Lara M., Toyoshiba, Hiroyoshi, Gur, Raquel E., Hahn, Chang-Gyu, Schadt, Eric, Lewis, David A., Haroutunian, Vahram, Peters, Mette A., Lipska, Barbara K., Buxbaum, Joseph D., Hirai, Keisuke, Cahn, Wiepke, Kahn, Rene S., Van Os, Jim, and Ophoff, Roel A.

Published
2019

49. A Src link in schizophrenia

Author

Hahn, Chang-Gyu

Subjects
Schizophrenia -- Genetic aspects -- Research, Gene therapy -- Health aspects -- Research, Cellular signal transduction -- Research -- Genetic aspects -- Health aspects, Biological sciences, Health
Abstract

A new study shows that a candidate schizophrenia pathway, neuregulin-1-ErbB4 signaling, inhibits Src-mediated enhancement of synaptic V-methyl-D-aspartate receptor (NMDAR) function (pages 470-478). These results suggest that Src can have a pivotal role in NMDAR hypofunction in schizophrenia and thus might have potential therapeutic implications for this complex neuropsychiatric disorder., One of the most remarkable advances in recent schizophrenia research has been the discovery of multiple candidate susceptibility genes, including NRG1 (encoding neuregulin-1), DISCI (encoding disrupted in schizophrenia-1), RGS4 (encoding [...]

Published
2011

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