501
|
Venkatasubramanian G, Keshavan MS. Biomarkers in Psychiatry - A Critique. Ann Neurosci 2016; 23:3-5. [PMID: 27536015 PMCID: PMC4934408 DOI: 10.1159/000443549] [Citation(s) in RCA: 60] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2015] [Accepted: 09/02/2015] [Indexed: 12/25/2022] Open
|
502
|
Huang J, Wang K, Wei P, Liu X, Liu X, Tan K, Boerwinkle E, Potash JB, Han S. FLAGS: A Flexible and Adaptive Association Test for Gene Sets Using Summary Statistics. Genetics 2016; 202:919-29. [PMID: 26773050 PMCID: PMC4788129 DOI: 10.1534/genetics.115.185009] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2015] [Accepted: 01/13/2016] [Indexed: 01/06/2023] Open
Abstract
Genome-wide association studies (GWAS) have been widely used for identifying common variants associated with complex diseases. Despite remarkable success in uncovering many risk variants and providing novel insights into disease biology, genetic variants identified to date fail to explain the vast majority of the heritability for most complex diseases. One explanation is that there are still a large number of common variants that remain to be discovered, but their effect sizes are generally too small to be detected individually. Accordingly, gene set analysis of GWAS, which examines a group of functionally related genes, has been proposed as a complementary approach to single-marker analysis. Here, we propose a FL: exible and A: daptive test for G: ene S: ets (FLAGS), using summary statistics. Extensive simulations showed that this method has an appropriate type I error rate and outperforms existing methods with increased power. As a proof of principle, through real data analyses of Crohn's disease GWAS data and bipolar disorder GWAS meta-analysis results, we demonstrated the superior performance of FLAGS over several state-of-the-art association tests for gene sets. Our method allows for the more powerful application of gene set analysis to complex diseases, which will have broad use given that GWAS summary results are increasingly publicly available.
Collapse
Affiliation(s)
- Jianfei Huang
- Department of Psychiatry, University of Iowa, Iowa City, Iowa 52242
| | - Kai Wang
- Department of Biostatistics, University of Iowa, Iowa City, Iowa 52242
| | - Peng Wei
- Department of Biostatistics, University of Texas School of Public Health, Houston, Texas 77225
| | - Xiangtao Liu
- Department of Psychiatry, University of Iowa, Iowa City, Iowa 52242
| | - Xiaoming Liu
- Human Genetics Center, University of Texas Health Science Center, Houston, Texas 77030
| | - Kai Tan
- Department of Internal Medicine, University of Iowa, Iowa City, Iowa 52242 Interdisciplinary Graduate Program in Genetics, University of Iowa, Iowa City, Iowa 52242
| | - Eric Boerwinkle
- Human Genetics Center, University of Texas Health Science Center, Houston, Texas 77030 Human Genome Sequencing Center, Baylor College of Medicine, Houston, Texas 77030
| | - James B Potash
- Department of Psychiatry, University of Iowa, Iowa City, Iowa 52242
| | - Shizhong Han
- Department of Psychiatry, University of Iowa, Iowa City, Iowa 52242 Interdisciplinary Graduate Program in Genetics, University of Iowa, Iowa City, Iowa 52242
| |
Collapse
|
503
|
Buschdorf J, Ong M, Ong S, MacIsaac J, Chng K, Kobor M, Meaney M, Holbrook J. Low birth weight associates with hippocampal gene expression. Neuroscience 2016; 318:190-205. [DOI: 10.1016/j.neuroscience.2016.01.013] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2015] [Revised: 01/05/2016] [Accepted: 01/05/2016] [Indexed: 02/06/2023]
|
504
|
Eszlari N, Kovacs D, Petschner P, Pap D, Gonda X, Elliott R, Anderson IM, Deakin JFW, Bagdy G, Juhasz G. Distinct effects of folate pathway genes MTHFR and MTHFD1L on ruminative response style: a potential risk mechanism for depression. Transl Psychiatry 2016; 6:e745. [PMID: 26926881 PMCID: PMC4872445 DOI: 10.1038/tp.2016.19] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/14/2015] [Revised: 12/14/2015] [Accepted: 01/14/2016] [Indexed: 12/11/2022] Open
Abstract
Alterations in the folate pathway have been related to both major depression and cognitive inflexibility; however, they have not been investigated in the genetic background of ruminative response style, which is a form of perseverative cognition and a risk factor for depression. In the present study, we explored the association of rumination (measured by the Ruminative Responses Scale) with polymorphisms of two distinct folate pathway genes, MTHFR rs1801133 (C677T) and MTHFD1L rs11754661, in a combined European white sample from Budapest, Hungary (n=895) and Manchester, United Kingdom (n=1309). Post hoc analysis investigated whether the association could be replicated in each of the two samples, and the relationship between folate pathway genes, rumination, lifetime depression and Brief Symptom Inventory depression score. Despite its functional effect on folate metabolism, the MTHFR rs1801133 showed no effect on rumination. However, the A allele of MTHFD1L rs11754661 was significantly associated with greater rumination, and this effect was replicated in both the Budapest and Manchester samples. In addition, rumination completely mediated the effects of MTHFD1L rs11754661 on depression phenotypes. These findings suggest that the MTHFD1L gene, and thus the C1-THF synthase enzyme of the folate pathway localized in mitochondria, has an important effect on the pathophysiology of depression through rumination, and maybe via this cognitive intermediate phenotype on other mental and physical disorders. Further research should unravel whether the reversible metabolic effect of MTHFD1L is responsible for increased rumination or other long-term effects on brain development.
Collapse
Affiliation(s)
- N Eszlari
- Department of Pharmacodynamics, Faculty of Pharmacy, Semmelweis University, Budapest, Hungary,MTA-SE Neuropsychopharmacology and Neurochemistry Research Group, Hungarian Academy of Sciences, Semmelweis University, Budapest, Hungary,Department of Pharmacodynamics, Faculty of Pharmacy, Semmelweis University, 1089 Budapest, Nagyvarad ter 4, Budapest 1089, Hungary. E-mail:
| | - D Kovacs
- Department of Pharmacodynamics, Faculty of Pharmacy, Semmelweis University, Budapest, Hungary,MTA-SE Neuropsychopharmacology and Neurochemistry Research Group, Hungarian Academy of Sciences, Semmelweis University, Budapest, Hungary
| | - P Petschner
- Department of Pharmacodynamics, Faculty of Pharmacy, Semmelweis University, Budapest, Hungary,MTA-SE Neuropsychopharmacology and Neurochemistry Research Group, Hungarian Academy of Sciences, Semmelweis University, Budapest, Hungary
| | - D Pap
- Department of Pharmacodynamics, Faculty of Pharmacy, Semmelweis University, Budapest, Hungary,MTA-SE Neuropsychopharmacology and Neurochemistry Research Group, Hungarian Academy of Sciences, Semmelweis University, Budapest, Hungary
| | - X Gonda
- Department of Pharmacodynamics, Faculty of Pharmacy, Semmelweis University, Budapest, Hungary,MTA-SE Neuropsychopharmacology and Neurochemistry Research Group, Hungarian Academy of Sciences, Semmelweis University, Budapest, Hungary,Department of Clinical and Theoretical Mental Health, Kutvolgyi Clinical Center, Semmelweis University, Budapest, Hungary
| | - R Elliott
- Neuroscience and Psychiatry Unit, School of Community Based Medicine, Faculty of Medical and Human Sciences, The University of Manchester, Manchester, UK,Manchester Academic Health Sciences Centre, Manchester, UK
| | - I M Anderson
- Neuroscience and Psychiatry Unit, School of Community Based Medicine, Faculty of Medical and Human Sciences, The University of Manchester, Manchester, UK,Manchester Academic Health Sciences Centre, Manchester, UK
| | - J F W Deakin
- Neuroscience and Psychiatry Unit, School of Community Based Medicine, Faculty of Medical and Human Sciences, The University of Manchester, Manchester, UK,Manchester Academic Health Sciences Centre, Manchester, UK,Manchester Mental Health and Social Care Trust, Manchester, UK
| | - G Bagdy
- Department of Pharmacodynamics, Faculty of Pharmacy, Semmelweis University, Budapest, Hungary,MTA-SE Neuropsychopharmacology and Neurochemistry Research Group, Hungarian Academy of Sciences, Semmelweis University, Budapest, Hungary
| | - G Juhasz
- Department of Pharmacodynamics, Faculty of Pharmacy, Semmelweis University, Budapest, Hungary,MTA-SE Neuropsychopharmacology and Neurochemistry Research Group, Hungarian Academy of Sciences, Semmelweis University, Budapest, Hungary,Neuroscience and Psychiatry Unit, School of Community Based Medicine, Faculty of Medical and Human Sciences, The University of Manchester, Manchester, UK,Manchester Academic Health Sciences Centre, Manchester, UK,MTA-SE-NAP B Genetic Brain Imaging Migraine Research Group, Hungarian Academy of Sciences, Semmelweis University, Budapest, Hungary
| |
Collapse
|
505
|
Mapping inflammation onto mood: Inflammatory mediators of anhedonia. Neurosci Biobehav Rev 2016; 64:148-66. [PMID: 26915929 DOI: 10.1016/j.neubiorev.2016.02.017] [Citation(s) in RCA: 87] [Impact Index Per Article: 10.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2015] [Revised: 11/30/2015] [Accepted: 02/18/2016] [Indexed: 12/20/2022]
Abstract
Evidence supports inflammatory involvement in mood and cognitive symptoms across psychiatric, neurological and medical disorders; however, inflammation is not a sensitive or specific characteristic of these diagnoses. The National Institute of Mental Health Research Domain Criteria (RDoC) ask for a shift away from symptom-based diagnoses toward a transdiagnostic neurobiological focus in the study of brain illnesses. The RDoC matrix may provide a useful framework for integrating the effects of inflammation on brain function. Based on preclinical and clinical findings, relevant relationships span negative and positive valence systems, cognitive systems, systems for social processes and arousal/regulatory systems. As an exemplar, we consider the psychopathological domain of anhedonia, conceptualizing the relevance of inflammation (e.g., cellular immunity) and downstream processes (e.g., indoleamine 2,3-dioxygenase activation and oxidative inactivation of tetrahydrobiopterin) across RDoC units of analysis (e.g., catecholamine neurotransmitter molecules, nucleus accumbens medium spiny neuronal cells, dopaminergic mesolimbic and mesocortical reward circuits, animal paradigms, etc.). We discuss implications across illnesses affecting the brain, including infection, major depressive disorder, stroke, Alzheimer's disease and type 2 diabetes.
Collapse
|
506
|
Calcaterra NE, Hoeppner DJ, Wei H, Jaffe AE, Maher BJ, Barrow JC. Schizophrenia-Associated hERG channel Kv11.1-3.1 Exhibits a Unique Trafficking Deficit that is Rescued Through Proteasome Inhibition for High Throughput Screening. Sci Rep 2016; 6:19976. [PMID: 26879421 PMCID: PMC4754628 DOI: 10.1038/srep19976] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2015] [Accepted: 12/22/2015] [Indexed: 12/24/2022] Open
Abstract
The primate-specific brain voltage-gated potassium channel isoform Kv11.1-3.1 has been identified as a novel therapeutic target for the treatment of schizophrenia. While this ether-a-go-go related K + channel has shown clinical relevance, drug discovery efforts have been hampered due to low and inconsistent activity in cell-based assays. This poor activity is hypothesized to result from poor trafficking via the lack of an intact channel-stabilizing Per-Ant-Sim (PAS) domain. Here we characterize Kv11.1-3.1 cellular localization and show decreased channel expression and cell surface trafficking relative to the PAS-domain containing major isoform, Kv11.1-1A. Using small molecule inhibition of proteasome degradation, cellular expression and plasma membrane trafficking are rescued. These findings implicate the importance of the unfolded-protein response and endoplasmic reticulum associated degradation pathways in the expression and regulation of this schizophrenia risk factor. Utilizing this identified phenomenon, an electrophysiological and high throughput in-vitro fluorescent assay platform has been developed for drug discovery in order to explore a potentially new class of cognitive therapeutics.
Collapse
Affiliation(s)
| | | | - Huijun Wei
- Lieber Institute for Brain Development, Baltimore, MD 21205
| | - Andrew E Jaffe
- Lieber Institute for Brain Development, Baltimore, MD 21205.,Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD 21205
| | - Brady J Maher
- Lieber Institute for Brain Development, Baltimore, MD 21205.,Departments of Psychiatry and Behavioral Sciences, Baltimore, MD 21205.,Departments of Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD 21205
| | - James C Barrow
- Departments of Pharmacology and Molecular Sciences, Baltimore, MD 21205.,Lieber Institute for Brain Development, Baltimore, MD 21205
| |
Collapse
|
507
|
Harrison PJ. Molecular neurobiological clues to the pathogenesis of bipolar disorder. Curr Opin Neurobiol 2016; 36:1-6. [PMID: 26210959 PMCID: PMC4779149 DOI: 10.1016/j.conb.2015.07.002] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2015] [Accepted: 07/04/2015] [Indexed: 12/17/2022]
Abstract
Bipolar disorder is a serious psychiatric disorder, with a high heritability and unknown pathogenesis. Recent genome-wide association studies have identified the first loci, implicating genes such as CACNA1C and ANK3. The genes highlight several pathways, notably calcium signalling, as being of importance. Molecular studies suggest that the risk variants impact on gene regulation and expression. Preliminary studies using reprogrammed patient-derived cells report alterations in the transcriptome and in cellular adhesion and differentiation. Mouse models show that genes involved in circadian biology, acting via dopaminergic effects, reproduce aspects of the bipolar phenotype. These findings together represent significant advances in identification of the genetic and molecular basis of bipolar disorder, yet we are still far from an integrated, evidence-based understanding of its aetiopathogenesis.
Collapse
Affiliation(s)
- Paul J Harrison
- Department of Psychiatry, University of Oxford, Warneford Hospital, Oxford OX3 7JX, United Kingdom.
| |
Collapse
|
508
|
Schork AJ, Wang Y, Thompson WK, Dale AM, Andreassen OA. New statistical approaches exploit the polygenic architecture of schizophrenia--implications for the underlying neurobiology. Curr Opin Neurobiol 2016; 36:89-98. [PMID: 26555806 PMCID: PMC5380793 DOI: 10.1016/j.conb.2015.10.008] [Citation(s) in RCA: 43] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2015] [Revised: 10/07/2015] [Accepted: 10/12/2015] [Indexed: 01/08/2023]
Abstract
Schizophrenia is a complex disorder with high heritability. Recent findings from several large genetic studies suggest a large number of risk variants are involved (i.e. schizophrenia is a polygenic disorder) and analytic approaches could be tailored for this scenario. Novel statistical approaches for analyzing GWAS data have recently been developed to be more sensitive to polygenic traits. These approaches have provided intriguing new insights into neurobiological pathways and support for the involvement of regulatory mechanisms, neurotransmission (glutamate, dopamine, GABA), and immune and neurodevelopmental pathways. Integrating the emerging statistical genetics evidence with sound neurobiological experiments will be a crucial, and challenging, next step in deciphering the specific disease mechanisms of schizophrenia.
Collapse
Affiliation(s)
- Andrew J Schork
- Multimodal Imaging Laboratory, UC San Diego, La Jolla, CA, USA; Center for Human Development, UC San Diego, La Jolla, CA, USA; Kavli Institute for Brain and Mind, UC San Diego, La Jolla, CA, USA; Department of Cognitive Science, UC San Diego, La Jolla, CA, USA
| | - Yunpeng Wang
- Multimodal Imaging Laboratory, UC San Diego, La Jolla, CA, USA; NORMENT, KG Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway; Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway; Department of Neuroscience, UC San Diego, La Jolla, CA, USA
| | - Wesley K Thompson
- Multimodal Imaging Laboratory, UC San Diego, La Jolla, CA, USA; Department of Psychiatry, UC San Diego, La Jolla, CA, USA
| | - Anders M Dale
- Multimodal Imaging Laboratory, UC San Diego, La Jolla, CA, USA; Department of Neuroscience, UC San Diego, La Jolla, CA, USA; Department of Psychiatry, UC San Diego, La Jolla, CA, USA; Department of Radiology, UC San Diego, La Jolla, CA, USA.
| | - Ole A Andreassen
- NORMENT, KG Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway; Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway.
| |
Collapse
|
509
|
|
510
|
Akula N, Wendland JR, Choi KH, McMahon FJ. An Integrative Genomic Study Implicates the Postsynaptic Density in the Pathogenesis of Bipolar Disorder. Neuropsychopharmacology 2016; 41. [PMID: 26211730 PMCID: PMC4707835 DOI: 10.1038/npp.2015.218] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
Genome-wide association studies (GWAS) have identified several common variants associated with bipolar disorder (BD), but the biological meaning of these findings remains unclear. Integrative genomics-the integration of GWAS signals with gene expression data-may illuminate genes and gene networks that have key roles in the pathogenesis of BD. We applied weighted gene co-expression network analysis (WGCNA), which exploits patterns of co-expression among genes, to brain transcriptome data obtained by sequencing of poly-A RNA derived from postmortem dorsolateral prefrontal cortex from people with BD, along with age- and sex-matched controls. WGCNA identified 33 gene modules. Many of the modules corresponded closely to those previously reported in human cortex. Three modules were associated with BD, enriched for genes differentially expressed in BD, and also enriched for signals in prior GWAS of BD. Functional analysis of genes within these modules revealed significant enrichment of several functionally related sets of genes, especially those involved in the postsynaptic density (PSD). These results provide convergent support for the hypothesis that dysregulation of genes involved in the PSD is a key factor in the pathogenesis of BD. If replicated in larger samples, these findings could point toward new therapeutic targets for BD.
Collapse
Affiliation(s)
- Nirmala Akula
- Human Genetics Branch, National Institute of Mental Health Intramural Research Program (NIMH-IRP), National Institutes of Health, US Department of Health and Human Services, Bethesda, MD, USA,Human Genetics Branch, National Institute of Mental Health Intramural Research Program (NIMH-IRP), National Institutes of Health, US Department of Health and Human Services, Building 35, Room 1A-100, 35 Convent Drive, Bethesda, MD 20892, USA, Tel: +1 301 451 4258, Fax: +1 301 402 7094, E-mail:
| | - Jens R Wendland
- Human Genetics Branch, National Institute of Mental Health Intramural Research Program (NIMH-IRP), National Institutes of Health, US Department of Health and Human Services, Bethesda, MD, USA
| | - Kwang H Choi
- Department of Psychiatry, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Francis J McMahon
- Human Genetics Branch, National Institute of Mental Health Intramural Research Program (NIMH-IRP), National Institutes of Health, US Department of Health and Human Services, Bethesda, MD, USA
| |
Collapse
|
511
|
Kishi N, MacDonald JL, Ye J, Molyneaux BJ, Azim E, Macklis JD. Reduction of aberrant NF-κB signalling ameliorates Rett syndrome phenotypes in Mecp2-null mice. Nat Commun 2016; 7:10520. [PMID: 26821816 PMCID: PMC4740176 DOI: 10.1038/ncomms10520] [Citation(s) in RCA: 42] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2015] [Accepted: 12/22/2015] [Indexed: 12/21/2022] Open
Abstract
Mutations in the transcriptional regulator Mecp2 cause the severe X-linked neurodevelopmental disorder Rett syndrome (RTT). In this study, we investigate genes that function downstream of MeCP2 in cerebral cortex circuitry, and identify upregulation of Irak1, a central component of the NF-κB pathway. We show that overexpression of Irak1 mimics the reduced dendritic complexity of Mecp2-null cortical callosal projection neurons (CPN), and that NF-κB signalling is upregulated in the cortex with Mecp2 loss-of-function. Strikingly, we find that genetically reducing NF-κB signalling in Mecp2-null mice not only ameliorates CPN dendritic complexity but also substantially extends their normally shortened lifespan, indicating broader roles for NF-κB signalling in RTT pathogenesis. These results provide new insight into both the fundamental neurobiology of RTT, and potential therapeutic strategies via NF-κB pathway modulation. Rett syndrome is a neurodevelopmental disorder caused by mutations in Mecp2. Here the authors show that Mecp2 loss-of-function leads to upregulation of the NF-κB pathway, and that reducing NF-κB signalling ameliorates phenotypes of Mecp2-null mice, thus offering a potential therapeutic strategy.
Collapse
Affiliation(s)
- Noriyuki Kishi
- Department of Stem Cell and Regenerative Biology, Center for Brain Science, and Harvard Stem Cell Institute, Harvard University, Cambridge, Massachusetts 02138, USA
| | - Jessica L MacDonald
- Department of Stem Cell and Regenerative Biology, Center for Brain Science, and Harvard Stem Cell Institute, Harvard University, Cambridge, Massachusetts 02138, USA
| | - Julia Ye
- Department of Stem Cell and Regenerative Biology, Center for Brain Science, and Harvard Stem Cell Institute, Harvard University, Cambridge, Massachusetts 02138, USA
| | - Bradley J Molyneaux
- Department of Stem Cell and Regenerative Biology, Center for Brain Science, and Harvard Stem Cell Institute, Harvard University, Cambridge, Massachusetts 02138, USA
| | - Eiman Azim
- Department of Stem Cell and Regenerative Biology, Center for Brain Science, and Harvard Stem Cell Institute, Harvard University, Cambridge, Massachusetts 02138, USA
| | - Jeffrey D Macklis
- Department of Stem Cell and Regenerative Biology, Center for Brain Science, and Harvard Stem Cell Institute, Harvard University, Cambridge, Massachusetts 02138, USA
| |
Collapse
|
512
|
Young AMH, Chakrabarti B, Roberts D, Lai MC, Suckling J, Baron-Cohen S. From molecules to neural morphology: understanding neuroinflammation in autism spectrum condition. Mol Autism 2016; 7:9. [PMID: 26793298 PMCID: PMC4719563 DOI: 10.1186/s13229-016-0068-x] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2014] [Accepted: 01/04/2016] [Indexed: 12/31/2022] Open
Abstract
Growing evidence points toward a critical role for early (prenatal) atypical neurodevelopmental processes in the aetiology of autism spectrum condition (ASC). One such process that could impact early neural development is inflammation. We review the evidence for atypical expression of molecular markers in the amniotic fluid, serum, cerebrospinal fluid (CSF), and the brain parenchyma that suggest a role for inflammation in the emergence of ASC. This is complemented with a number of neuroimaging and neuropathological studies describing microglial activation. Implications for treatment are discussed.
Collapse
Affiliation(s)
- Adam M H Young
- Autism Research Centre, Department of Psychiatry, University of Cambridge, Douglas House, 18B Trumpington Road, Cambridge, UK ; School of Clinical Medicine, Addenbrookes Hospital, University of Cambridge, Cambridge, UK
| | - Bhismadev Chakrabarti
- Autism Research Centre, Department of Psychiatry, University of Cambridge, Douglas House, 18B Trumpington Road, Cambridge, UK ; Centre for Integrative Neuroscience and Neurodynamics, School of Psychology and Clinical Language Science, University of Reading, Reading, UK
| | - David Roberts
- School of Clinical Medicine, Addenbrookes Hospital, University of Cambridge, Cambridge, UK
| | - Meng-Chuan Lai
- Autism Research Centre, Department of Psychiatry, University of Cambridge, Douglas House, 18B Trumpington Road, Cambridge, UK ; Centre for Addiction and Mental Health and Department of Psychiatry, University of Toronto, Toronto, Canada ; Department of Psychiatry, National Taiwan University Hospital and College of Medicine, Taipei, Taiwan
| | - John Suckling
- Brain Mapping Unit, Department of Psychiatry, University of Cambridge, Cambridge, UK ; Behavioural and Clinical Neuroscience Institute, University of Cambridge, Cambridge, UK
| | - Simon Baron-Cohen
- Autism Research Centre, Department of Psychiatry, University of Cambridge, Douglas House, 18B Trumpington Road, Cambridge, UK ; CLASS Clinic, Cambridgeshire and Peterborough NHS Foundation Trust, Cambridge, UK
| |
Collapse
|
513
|
Genomic Views of Transcriptional Enhancers: Essential Determinants of Cellular Identity and Activity-Dependent Responses in the CNS. J Neurosci 2016; 35:13819-26. [PMID: 26468181 DOI: 10.1523/jneurosci.2622-15.2015] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023] Open
Abstract
UNLABELLED Sprinkled throughout the genome are a million regulatory sequences called transcriptional enhancers that activate gene promoters in the right cells, at the right time. Enhancers endow the brain with its incredible diversity of cell types and also translate neural activity into gene induction. Thanks to rapid advances in genomic technologies, it is now possible to identify thousands of enhancers rapidly, test their transcriptional function en masse, and address their neurobiological functions via genome editing. Enhancers also promise to be a great technological opportunity for neuroscience, offering the potential for cell-type-specific genetic labeling and manipulation without the need for transgenesis. The objective of this review and the accompanying 2015 SfN mini-symposium is to highlight the use of new and emerging genomic technologies to probe enhancer function in the nervous system. SIGNIFICANCE STATEMENT Transcriptional enhancers turn on genes in the right cells, at the right time. Enhancers are also the genomic sequences that encode the incredible diversity of cell types in the brain and enable the brain to turn genes on in response to new experiences. New technology enables enhancers to be found and manipulated. The study of enhancers promises to inform our understanding of brain development and function. The application of enhancer technology holds promise in accelerating basic neuroscience research and enabling gene therapies to be targeted to specific cell types in the brain.
Collapse
|
514
|
Corvin A, O'Donovan MC. Psychiatric genetics: what's new in 2015? Lancet Psychiatry 2016; 3:10-12. [PMID: 26772055 DOI: 10.1016/s2215-0366(15)00571-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/10/2015] [Accepted: 12/10/2015] [Indexed: 12/17/2022]
Affiliation(s)
- Aiden Corvin
- Department of Psychiatry & Neuropsychiatric Genetics Research Group, Institute of Molecular Medicine, Trinity College Dublin, Dublin, Ireland
| | - Michael C O'Donovan
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University School of Medicine, Cardiff, CF23 6BQ, UK.
| |
Collapse
|
515
|
Chiappelli J, Shi Q, Kodi P, Savransky A, Kochunov P, Rowland LM, Nugent KL, Hong LE. Disrupted glucocorticoid--Immune interactions during stress response in schizophrenia. Psychoneuroendocrinology 2016; 63:86-93. [PMID: 26431803 PMCID: PMC4695263 DOI: 10.1016/j.psyneuen.2015.09.010] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/14/2015] [Revised: 09/09/2015] [Accepted: 09/09/2015] [Indexed: 12/18/2022]
Abstract
Glucocorticoid and immune pathways typically interact dynamically to optimize adaptation to stressful environmental challenges. We tested the hypothesis that a dysfunctional glucocorticoid-immune relationship contributes to abnormal stress response in schizophrenia. Saliva samples from 34 individuals with schizophrenia (20 male, 14 female) and 40 healthy controls (20 male, 20 female) were collected prior to and at 3 time points following completion of a computerized psychological challenge meant to be frustrating. Salivary concentrations of cortisol and interleukin-6 (IL-6) and their response to the challenge were examined. Both cortisol and IL-6 significantly increased in response to stress in the combined sample (both p<.05). In controls, the rise in cortisol following the challenge was negatively correlated to the subsequent changes in IL-6 (r=-.461, p=.003), such that rise of cortisol immediately after stress predicts subsequently lower IL-6 levels. In contrast, this relationship was positive in schizophrenia patients (r=.379, p=.027). The trends were significantly different (Z=3.7, p=.0002). This stress paradigm induces a rise in both cortisol and IL-6. In healthy controls, a more robust acute cortisol response was associated with a steeper decline of IL-6 levels following stress, corresponding to the expected anti-inflammatory effects of cortisol. Patients exhibited the opposite relationship, suggesting an inability to down-regulate inflammatory responses to psychological stress in schizophrenia; or even a paradoxical increase of IL-6 response. This finding may partially underlie abnormalities in inflammatory and stress pathways previously found in the illness, implicating dysregulated stress response in the chronic inflammatory state in schizophrenia.
Collapse
Affiliation(s)
- Joshua Chiappelli
- Maryland Psychiatric Research Center, Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD, United States.
| | | | | | | | | | | | | | | |
Collapse
|
516
|
Smoller JW. The Genetics of Stress-Related Disorders: PTSD, Depression, and Anxiety Disorders. Neuropsychopharmacology 2016; 41:297-319. [PMID: 26321314 PMCID: PMC4677147 DOI: 10.1038/npp.2015.266] [Citation(s) in RCA: 256] [Impact Index Per Article: 32.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/20/2015] [Revised: 08/05/2015] [Accepted: 08/26/2015] [Indexed: 02/06/2023]
Abstract
Research into the causes of psychopathology has largely focused on two broad etiologic factors: genetic vulnerability and environmental stressors. An important role for familial/heritable factors in the etiology of a broad range of psychiatric disorders was established well before the modern era of genomic research. This review focuses on the genetic basis of three disorder categories-posttraumatic stress disorder (PTSD), major depressive disorder (MDD), and the anxiety disorders-for which environmental stressors and stress responses are understood to be central to pathogenesis. Each of these disorders aggregates in families and is moderately heritable. More recently, molecular genetic approaches, including genome-wide studies of genetic variation, have been applied to identify specific risk variants. In this review, I summarize evidence for genetic contributions to PTSD, MDD, and the anxiety disorders including genetic epidemiology, the role of common genetic variation, the role of rare and structural variation, and the role of gene-environment interaction. Available data suggest that stress-related disorders are highly complex and polygenic and, despite substantial progress in other areas of psychiatric genetics, few risk loci have been identified for these disorders. Progress in this area will likely require analysis of much larger sample sizes than have been reported to date. The phenotypic complexity and genetic overlap among these disorders present further challenges. The review concludes with a discussion of prospects for clinical translation of genetic findings and future directions for research.
Collapse
Affiliation(s)
- Jordan W Smoller
- Psychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA, USA
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| |
Collapse
|
517
|
Sharma A. Systems Genomics Support for Immune and Inflammation Hypothesis of Depression. Curr Neuropharmacol 2016; 14:749-58. [PMID: 26733279 PMCID: PMC5050401 DOI: 10.2174/1570159x14666160106155331] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2015] [Revised: 11/02/2015] [Accepted: 11/09/2015] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND Immune system plays an important role in brain development and function. With the discovery of increased circulating inflammatory cytokine levels in depression over two decades ago, evidence implicating immune system alterations in the disease has increasingly accumulated. OBJECTIVE To assess the underlying etiology and pathophysiology, a brief overview of the hypothesis free genomic, transcriptomic and proteomic studies in depression is presented here in order to specifically examine if the immune and inflammation hypothesis of depression is supported. RESULTS It is observed that genes identified in genome-wide association studies, and genes showing differential expression in transcriptomic studies in human depression do separately overrepresent processes related to both development as well as functioning of the immune system, and inflammatory response. These processes are also enriched in differentially expressed genes reported in animal models of antidepressant treatment. It is further noted that some of the genes identified in genome sequencing and proteomic analyses in human depression, and transcriptomic studies in chronic social defeat stress, an established animal model of depression, relate to immune and inflammatory pathways. CONCLUSION In conclusion, integrative genomics evidence supports the immune and inflammation hypothesis of depression.
Collapse
Affiliation(s)
- Abhay Sharma
- CSIR-Institute of Genomics and Integrative Biology, Council of Scientific and Industrial Research, Sukhdev Vihar, Mathura Road, New Delhi 110025, India
| |
Collapse
|
518
|
Liu C, Saffen D, Schulze TG, Burmeister M, Sham PC, Yao YG, Kuo PH, Chen C, An Y, Dai J, Yue W, Li MX, Xue H, Su B, Chen L, Shi Y, Qiao M, Liu T, Xia K, Chan RCK. Psychiatric genetics in China: achievements and challenges. Mol Psychiatry 2016; 21:4-9. [PMID: 26481319 PMCID: PMC4830695 DOI: 10.1038/mp.2015.95] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
To coordinate research efforts in psychiatric genetics in China, a group of Chinese and foreign investigators have established an annual “Summit on Chinese Psychiatric Genetics” to present their latest research and discuss the current state and future directions of this field. To date, two Summits have been held, the first in Changsha in April, 2014, and the second in Kunming in April, 2015. The consensus of roundtable discussions held at these meetings is that psychiatric genetics in China is in need of new policies to promote collaborations aimed at creating a framework for genetic research appropriate for the Chinese population: relying solely on Caucasian population-based studies may result in missed opportunities to diagnose and treat psychiatric disorders. In addition, participants agree on the importance of promoting collaborations and data sharing in areas where China has especially strong resources, such as advanced facilities for non-human primate studies and traditional Chinese medicine: areas that may also provide overseas investigators with unique research opportunities. In this paper, we present an overview of the current state of psychiatric genetics research in China, with emphasis on genome-level studies, and describe challenges and opportunities for future advances, particularly at the dawn of “precision medicine.” Together, we call on administrative bodies, funding agencies, the research community, and the public at large for increased support for research on the genetic basis of psychiatric disorders in the Chinese population. In our opinion, increased public awareness and effective collaborative research hold the keys to the future of psychiatric genetics in China.
Collapse
Affiliation(s)
- Chunyu Liu
- State Key Laboratory of Medical Genetics of China, Central South University, Changsha, China
- Department of Psychiatry, University of Illinois at Chicago, Chicago, United States of America
| | - David Saffen
- Depatement of Cellular and Genetic Medicine, Fudan University, Shanghai, China
| | - Thomas G Schulze
- Department of Psychiatry and Psychotherapy, University Medical Center, Georg-August-Universität, Göttingen, Germany
- Institute of Psychiatric Phenomics and Genomics, Ludwig Maximilians-University, Munich, Germany
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health Mannheim, University Medical Center Mannheim, University of Heidelberg, Mannheim, Germany
| | - Margit Burmeister
- Molecular and Behavioral Neuroscience Institute, Departments of Psychiatry, Human Genetics and Computational Medicine & Bioinformatics, University of Michigan, Ann Arbor, Michigan, United States of America
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai, China
| | - Pak Chung Sham
- Department of Psychiatry, University of Hong Kong, Pokfulam, Hong Kong
| | - Yong-Gang Yao
- Key Laboratory of Animal Models and Human Disease Mechanisms of the Chinese Academy of Sciences & Yunnan Province, Kunming Institute of Zoology, Kunming, China
| | - Po-Hsiu Kuo
- Department of Public Health and Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan
| | - Chao Chen
- State Key Laboratory of Medical Genetics of China, Central South University, Changsha, China
| | - Yu An
- Institute of Biomedical Sciences and MOE Key Laboratory of Contemporary Anthropology, Fudan University, Shanghai, China
| | - Jiapei Dai
- Wuhan Institute for Neuroscience and Neuroengineering, South-Central University for Nationalities, Wuhan, China
| | - Weihua Yue
- Key Laboratory of Mental Health, Ministry of Health, Institute of Mental Health, The Sixth Hospital, Peking University, Beijing, China
| | - Miao Xin Li
- Department of Psychiatry, University of Hong Kong, Pokfulam, Hong Kong
| | - Hong Xue
- Division of Life Science and Applied Genomics Center, The Hong Kong University of Science & Technology, Hong Kong, China
| | - Bing Su
- State Key Laboratory of Genetic Resources and Evolution, Kunming Institute of Zoology and Kunming Primate Research Centre, Chinese Academy of Sciences, Kunming, Yunnan, China
| | - Li Chen
- Depatement of Cellular and Genetic Medicine, Fudan University, Shanghai, China
| | - Yongyong Shi
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai, China
| | - Mingqi Qiao
- Institute of Traditional Chinese Medicine theory, School of Basic Medicine, Shandong University of Traditional Chinese Medicine, Jinan 250014, China
| | - Tiebang Liu
- Shenzhen Kang Ning Hospital, No.1080, Cuizhu Street, Luohu District, Shenzhen, Guangdong, 518020, China
| | - Kun Xia
- State Key Laboratory of Medical Genetics of China, Central South University, Changsha, China
- School of Life Sciences, Central South University, Changsha, China
| | - Raymond C K Chan
- Neuropsychology and Applied Cognitive Neuroscience Laboratory, Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences
| |
Collapse
|
519
|
Adams RA, Huys QJM, Roiser JP. Computational Psychiatry: towards a mathematically informed understanding of mental illness. J Neurol Neurosurg Psychiatry 2016; 87:53-63. [PMID: 26157034 PMCID: PMC4717449 DOI: 10.1136/jnnp-2015-310737] [Citation(s) in RCA: 84] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/02/2015] [Accepted: 06/19/2015] [Indexed: 01/11/2023]
Abstract
Computational Psychiatry aims to describe the relationship between the brain's neurobiology, its environment and mental symptoms in computational terms. In so doing, it may improve psychiatric classification and the diagnosis and treatment of mental illness. It can unite many levels of description in a mechanistic and rigorous fashion, while avoiding biological reductionism and artificial categorisation. We describe how computational models of cognition can infer the current state of the environment and weigh up future actions, and how these models provide new perspectives on two example disorders, depression and schizophrenia. Reinforcement learning describes how the brain can choose and value courses of actions according to their long-term future value. Some depressive symptoms may result from aberrant valuations, which could arise from prior beliefs about the loss of agency ('helplessness'), or from an inability to inhibit the mental exploration of aversive events. Predictive coding explains how the brain might perform Bayesian inference about the state of its environment by combining sensory data with prior beliefs, each weighted according to their certainty (or precision). Several cortical abnormalities in schizophrenia might reduce precision at higher levels of the inferential hierarchy, biasing inference towards sensory data and away from prior beliefs. We discuss whether striatal hyperdopaminergia might have an adaptive function in this context, and also how reinforcement learning and incentive salience models may shed light on the disorder. Finally, we review some of Computational Psychiatry's applications to neurological disorders, such as Parkinson's disease, and some pitfalls to avoid when applying its methods.
Collapse
Affiliation(s)
- Rick A Adams
- Institute of Cognitive Neuroscience, University College London, London, UK Division of Psychiatry, University College London, London, UK
| | - Quentin J M Huys
- Translational Neuromodeling Unit, University of Zürich and Swiss Federal Institute of Technology, Zürich, Zürich, Switzerland Department of Psychiatry, Psychotherapy and Psychosomatics, Hospital of Psychiatry, University of Zürich, Zürich, Switzerland
| | - Jonathan P Roiser
- Institute of Cognitive Neuroscience, University College London, London, UK
| |
Collapse
|
520
|
Affiliation(s)
- Nicholas J. Bray
- *To whom correspondence should be addressed; MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University School of Medicine, Hadyn Ellis Building, Maindy Road, Cardiff, CF24 4HQ, UK; tel: +44-(0)2920-688368, fax: +44-(0)2920-687068, e-mail:
| | | |
Collapse
|
521
|
Monogenic mouse models of autism spectrum disorders: Common mechanisms and missing links. Neuroscience 2015; 321:3-23. [PMID: 26733386 DOI: 10.1016/j.neuroscience.2015.12.040] [Citation(s) in RCA: 53] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2015] [Revised: 11/30/2015] [Accepted: 12/22/2015] [Indexed: 01/16/2023]
Abstract
Autism spectrum disorders (ASDs) present unique challenges in the fields of genetics and neurobiology because of the clinical and molecular heterogeneity underlying these disorders. Genetic mutations found in ASD patients provide opportunities to dissect the molecular and circuit mechanisms underlying autistic behaviors using animal models. Ongoing studies of genetically modified models have offered critical insight into possible common mechanisms arising from different mutations, but links between molecular abnormalities and behavioral phenotypes remain elusive. The challenges encountered in modeling autism in mice demand a new analytic paradigm that integrates behavioral assessment with circuit-level analysis in genetically modified models with strong construct validity.
Collapse
|
522
|
Sarkar A, Marchetto MC, Gage FH. Synaptic activity: An emerging player in schizophrenia. Brain Res 2015; 1656:68-75. [PMID: 26723567 DOI: 10.1016/j.brainres.2015.12.028] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2015] [Revised: 12/02/2015] [Accepted: 12/15/2015] [Indexed: 01/15/2023]
Abstract
Schizophrenia is a polygenic disorder with a complex etiology. While the genetic and molecular underpinnings of the disease are poorly understood, variations in genes encoding synaptic pathways are consistently implicated. Although its impact is still an open question, a deficit in synaptic activity provides an attractive model to explain the cognitive etiology of schizophrenia. Recent advances in high-throughput imaging and functional studies bring new hope for the application of in vitro disease modeling with patient-derived neurons to empirically ascertain the extent to which these synaptic pathways are involved in the disease. In addition, the emergent avenue of research targeted to probe neuronal connections is revealing critical insight into circuitry and may influence how we think about psychiatric disorders in the near future. This article is part of a Special Issue entitled SI: Exploiting human neurons.
Collapse
Affiliation(s)
- Anindita Sarkar
- The Salk Institute for Biological Studies, 10010 North Torrey Pines Road, La Jolla, CA 92037, USA
| | - Maria C Marchetto
- The Salk Institute for Biological Studies, 10010 North Torrey Pines Road, La Jolla, CA 92037, USA
| | - Fred H Gage
- The Salk Institute for Biological Studies, 10010 North Torrey Pines Road, La Jolla, CA 92037, USA.
| |
Collapse
|
523
|
Jaffe AE. Postmortem human brain genomics in neuropsychiatric disorders--how far can we go? Curr Opin Neurobiol 2015; 36:107-11. [PMID: 26685806 DOI: 10.1016/j.conb.2015.11.002] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2015] [Revised: 11/17/2015] [Accepted: 11/20/2015] [Indexed: 12/24/2022]
Abstract
Large-scale collection of postmortem human brain tissue and subsequent genomic data generation has become a useful approach for better identifying etiological factors contributing to neuropsychiatric disorders. In particular, studying genetic risk variants in non-psychiatric controls can identify biological mechanisms of risk free from confounding factors related to epiphenomena of illness. While the field has begun moving towards cell type-specific analyses, homogenate brain tissue with accompanying cellular profiles, can still identify useful hypotheses for more focused experiments, particularly when the dysregulated cell types are unknown. Technological advances, larger sample sizes, and focused research questions can continue to further leverage postmortem human brain research to better identify and understand the molecular etiology of neuropsychiatric disorders.
Collapse
Affiliation(s)
- Andrew E Jaffe
- Lieber Institute for Brain Development, Johns Hopkins Medical Campus, Baltimore, MD 21205, United States; Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21205, United States; Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21205, United States.
| |
Collapse
|
524
|
Duclot F, Kabbaj M. The estrous cycle surpasses sex differences in regulating the transcriptome in the rat medial prefrontal cortex and reveals an underlying role of early growth response 1. Genome Biol 2015; 16:256. [PMID: 26628058 PMCID: PMC4667491 DOI: 10.1186/s13059-015-0815-x] [Citation(s) in RCA: 48] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2015] [Accepted: 10/27/2015] [Indexed: 01/22/2023] Open
Abstract
Background Males and females differ in cognitive functions and emotional processing, which in part have been associated with baseline sex differences in gene expression in the medial prefrontal cortex. Nevertheless, a growing body of evidence suggests that sex differences in medial prefrontal cortex-dependent cognitive functions are attenuated by hormonal fluctuations within the menstrual cycle. Despite known genomic effects of ovarian hormones, the interaction of the estrous cycle with sex differences in gene expression in the medial prefrontal cortex remains unclear and warrants further investigations. Results We undertake a large-scale characterization of sex differences and their interaction with the estrous cycle in the adult medial prefrontal cortex transcriptome and report that females with high and low ovarian hormone levels exhibited a partly opposed sexually biased transcriptome. The extent of regulation within females vastly exceeds sex differences, and supports a multi-level reorganization of synaptic function across the estrous cycle. Genome-wide analysis of the transcription factor early growth response 1 binding highlights its role in controlling the synapse-related genes varying within females. Conclusions We uncover a critical influence of the estrous cycle on the adult rat medial prefrontal cortex transcriptome resulting in partly opposite sex differences in proestrus when compared to diestrus females, and we discovered a direct role for Early Growth Response 1 in this opposite regulation. In addition to illustrating the importance of accounting for the estrous cycle in females, our data set the ground for a better understanding of the female specificities in cognition and emotional processing. Electronic supplementary material The online version of this article (doi:10.1186/s13059-015-0815-x) contains supplementary material, which is available to authorized users.
Collapse
Affiliation(s)
- Florian Duclot
- Department of Biomedical Sciences, College of Medicine, Florida State University, 1115 W Call Street, Tallahassee, FL, 32306, USA. .,Program in Neuroscience, College of Medicine, Florida State University, 1115 W Call Street, Tallahassee, FL, 32306, USA.
| | - Mohamed Kabbaj
- Department of Biomedical Sciences, College of Medicine, Florida State University, 1115 W Call Street, Tallahassee, FL, 32306, USA. .,Program in Neuroscience, College of Medicine, Florida State University, 1115 W Call Street, Tallahassee, FL, 32306, USA.
| |
Collapse
|
525
|
O'Shea KS, McInnis MG. Neurodevelopmental origins of bipolar disorder: iPSC models. Mol Cell Neurosci 2015; 73:63-83. [PMID: 26608002 DOI: 10.1016/j.mcn.2015.11.006] [Citation(s) in RCA: 71] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2015] [Revised: 10/14/2015] [Accepted: 11/18/2015] [Indexed: 12/22/2022] Open
Abstract
Bipolar disorder (BP) is a chronic neuropsychiatric condition characterized by pathological fluctuations in mood from mania to depression. Adoption, twin and family studies have consistently identified a significant hereditary component to BP, yet there is no clear genetic event or consistent neuropathology. BP has been suggested to have a developmental origin, although this hypothesis has been difficult to test since there are no viable neurons or glial cells to analyze, and research has relied largely on postmortem brain, behavioral and imaging studies, or has examined proxy tissues including saliva, olfactory epithelium and blood cells. Neurodevelopmental factors, particularly pathways related to nervous system development, cell migration, extracellular matrix, H3K4 methylation, and calcium signaling have been identified in large gene expression and GWAS studies as altered in BP. Recent advances in stem cell biology, particularly the ability to reprogram adult somatic tissues to a pluripotent state, now make it possible to interrogate these pathways in viable cell models. A number of induced pluripotent stem cell (iPSC) lines from BP patient and healthy control (C) individuals have been derived in several laboratories, and their ability to form cortical neurons examined. Early studies suggest differences in activity, calcium signaling, blocks to neuronal differentiation, and changes in neuronal, and possibly glial, lineage specification. Initial observations suggest that differentiation of BP patient-derived neurons to dorsal telencephalic derivatives may be impaired, possibly due to alterations in WNT, Hedgehog or Nodal pathway signaling. These investigations strongly support a developmental contribution to BP and identify novel pathways, mechanisms and opportunities for improved treatments.
Collapse
Affiliation(s)
- K Sue O'Shea
- Department of Cell and Developmental Biology, University of Michigan, 3051 BSRB, 109 Zina Pitcher PL, Ann Arbor, MI 48109-2200, United States; Department of Psychiatry, University of Michigan, 4250 Plymouth Rd, Ann Arbor, MI 48109-5765, United States.
| | - Melvin G McInnis
- Department of Psychiatry, University of Michigan, 4250 Plymouth Rd, Ann Arbor, MI 48109-5765, United States
| |
Collapse
|
526
|
van Mierlo HC, van Coevorden-Hameete MH, Munting LP, de Graaff E, de Witte L. No evidence for the presence of neuronal surface autoantibodies in plasma of patients with schizophrenia. Eur Neuropsychopharmacol 2015; 25:2326-32. [PMID: 26482911 DOI: 10.1016/j.euroneuro.2015.09.017] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/09/2015] [Revised: 08/05/2015] [Accepted: 09/24/2015] [Indexed: 11/18/2022]
Abstract
The immune system has been implicated in the etiology of schizophrenia. Autoimmunity by antibodies against neuronal cell surface antigens has been proposed as one of the pathological mechanisms. We examined plasma samples of 104 patients diagnosed with schizophrenia for the presence of autoantibodies against neuronal cell surface antigens using cultured hippocampal neurons and transfected HeLa cells. None of the samples tested positive for the presence of these autoantibodies. Based on our results it seems unlikely that autoantibodies against neuronal cell surface antigens play a role in the pathogenesis of schizophrenia, although further studies using cerebrospinal fluid are needed.
Collapse
Affiliation(s)
- Hans C van Mierlo
- Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands.
| | | | - Leon P Munting
- Department of Biology, Division of Cell Biology, Utrecht University, The Netherlands
| | - Esther de Graaff
- Department of Biology, Division of Cell Biology, Utrecht University, The Netherlands
| | - Lot de Witte
- Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
| |
Collapse
|
527
|
Dincer A, Gavin DP, Xu K, Zhang B, Dudley JT, Schadt EE, Akbarian S. Deciphering H3K4me3 broad domains associated with gene-regulatory networks and conserved epigenomic landscapes in the human brain. Transl Psychiatry 2015; 5:e679. [PMID: 26575220 PMCID: PMC5068762 DOI: 10.1038/tp.2015.169] [Citation(s) in RCA: 43] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/24/2015] [Revised: 09/11/2015] [Accepted: 09/19/2015] [Indexed: 12/11/2022] Open
Abstract
Regulators of the histone H3-trimethyl lysine-4 (H3K4me3) mark are significantly associated with the genetic risk architecture of common neurodevelopmental disease, including schizophrenia and autism. Typical H3K4me3 is primarily localized in the form of sharp peaks, extending in neuronal chromatin on average only across 500-1500 base pairs mostly in close proximity to annotated transcription start sites. Here, through integrative computational analysis of epigenomic and transcriptomic data based on next-generation sequencing, we investigated H3K4me3 landscapes of sorted neuronal and non-neuronal nuclei in human postmortem, non-human primate and mouse prefrontal cortex (PFC), and blood. To explore whether H3K4me3 peak signals could also extend across much broader domains, we examined broadest domain cell-type-specific H3K4me3 peaks in an unbiased manner with an innovative approach on 41+12 ChIP-seq and RNA-seq data sets. In PFC neurons, broadest H3K4me3 distribution ranged from 3.9 to 12 kb, with extremely broad peaks (~10 kb or broader) related to synaptic function and GABAergic signaling (DLX1, ELFN1, GAD1, IGSF9B and LINC00966). Broadest neuronal peaks showed distinct motif signatures and were centrally positioned in prefrontal gene-regulatory Bayesian networks and sensitive to defective neurodevelopment. Approximately 120 of the broadest H3K4me3 peaks in human PFC neurons, including many genes related to glutamatergic and dopaminergic signaling, were fully conserved in chimpanzee, macaque and mouse cortical neurons. Exploration of spread and breadth of lysine methylation markings could provide novel insights into epigenetic mechanism involved in neuropsychiatric disease and neuronal genome evolution.
Collapse
Affiliation(s)
- A Dincer
- Department of Psychiatry, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Genetics and Genomic Sciences, Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - D P Gavin
- Department of Psychiatry, Jesse Brown Veterans Affairs Medical Center, Chicago, IL, USA
| | - K Xu
- Department of Genetics and Genomic Sciences, Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - B Zhang
- Department of Genetics and Genomic Sciences, Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - J T Dudley
- Department of Genetics and Genomic Sciences, Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - E E Schadt
- Department of Genetics and Genomic Sciences, Institute for Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - S Akbarian
- Department of Psychiatry, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| |
Collapse
|
528
|
Grayson DR, Guidotti A. Merging data from genetic and epigenetic approaches to better understand autistic spectrum disorder. Epigenomics 2015; 8:85-104. [PMID: 26551091 PMCID: PMC4864049 DOI: 10.2217/epi.15.92] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
Autism spectrum disorder (ASD) is a complex neurodevelopmental disorder that is characterized by a wide range of cognitive and behavioral abnormalities. Genetic research has identified large numbers of genes that contribute to ASD phenotypes. There is compelling evidence that environmental factors contribute to ASD through influences that differentially impact the brain through epigenetic mechanisms. Both genetic mutations and epigenetic influences alter gene expression in different cell types of the brain. Mutations impact the expression of large numbers of genes and also have downstream consequences depending on specific pathways associated with the mutation. Environmental factors impact the expression of sets of genes by altering methylation/hydroxymethylation patterns, local histone modification patterns and chromatin remodeling. Herein, we discuss recent developments in the research of ASD with a focus on epigenetic pathways as a complement to current genetic screening.
Collapse
Affiliation(s)
- Dennis R Grayson
- Department of Psychiatry, The Psychiatric Institute, University of Illinois at Chicago, 1601 W. Taylor St., Chicago, IL 60607, USA
| | - Alessandro Guidotti
- Department of Psychiatry, The Psychiatric Institute, University of Illinois at Chicago, 1601 W. Taylor St., Chicago, IL 60607, USA
| |
Collapse
|
529
|
de Witte LD, van Mierlo HC, Litjens M, Klein HC, Bahn S, Osterhaus AD. The association between antibodies to neurotropic pathogens and schizophrenia: a case-control study. NPJ SCHIZOPHRENIA 2015; 1:15041. [PMID: 27336045 PMCID: PMC4849462 DOI: 10.1038/npjschz.2015.41] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 08/03/2015] [Revised: 09/08/2015] [Accepted: 09/14/2015] [Indexed: 12/05/2022]
Abstract
Background: Exposure to neurotropic pathogens has been proposed as an environmental risk factor for schizophrenia and can be evaluated by measuring pathogen-specific immunoglobulin G (IgG). Seroprevalence of pathogen-specific IgG reflects prior exposure, whereas IgG levels are associated with reactivity or reinfection. Several studies have examined these parameters in schizophrenia. However, results still remain inconclusive, as several previous studies did not correct for important confounding factors. Aims: To investigate whether schizophrenia is associated with prior exposure to neurotropic pathogens, or with their reactivation. Methods: We examined the seroprevalence and titer of IgG antibodies against herpes simplex virus-1 and -2 (HSV-1/HSV-2), varicella zoster virus (VZV), Epstein–Barr virus (EBV), cytomegalovirus (CMV), and Toxoplasma gondii (TG) in plasma of 368 adult patients with a schizophrenia spectrum disorder and 282 controls using ELISA. Results: We did not find evidence for an increased exposure to HSV-1, HSV-2, EBV, and TG in patients. There was a significantly higher seroprevalence of VZV (98.9% vs. 95.6%, P<0.05) and CMV (40.4% vs. 27.7%, P<0.001) in controls as compared with patients, which did not remain statistically significant after adjustment for various potential confounders. We did not find significant differences in antibody titers of seropositive patients and controls for any of the six pathogens. Conclusions: Our results do not support the hypothesis that increased exposure to neurotropic pathogens after birth is associated with schizophrenia.
Collapse
Affiliation(s)
- Lot D de Witte
- Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht , Utrecht, The Netherlands
| | - Hans C van Mierlo
- Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht , Utrecht, The Netherlands
| | - Manja Litjens
- Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht , Utrecht, The Netherlands
| | - Hans C Klein
- Department of Psychiatry, University of Groningen , Groningen, The Netherlands
| | - Sabine Bahn
- Department of Chemical Engineering and Biotechnology, University of Cambridge , Cambridge, UK
| | - Ab D Osterhaus
- Department of Viroscience, Erasmus University Medical Center , Rotterdam, The Netherlands
| | | |
Collapse
|
530
|
Abstract
Among the common mental illnesses in childhood and adolescence, the unipolar depressions are the most concerning. These mental illnesses are aetiologically and clinically heterogeneous and little is known about their pathophysiology. This selected review considers the contribution of genetic and environmental factors in the emergence of these illnesses in the second decade of life.
Collapse
|
531
|
Hjelm BE, Rollins B, Mamdani F, Lauterborn JC, Kirov G, Lynch G, Gall CM, Sequeira A, Vawter MP. Evidence of Mitochondrial Dysfunction within the Complex Genetic Etiology of Schizophrenia. MOLECULAR NEUROPSYCHIATRY 2015; 1:201-19. [PMID: 26550561 DOI: 10.1159/000441252] [Citation(s) in RCA: 57] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/27/2015] [Accepted: 09/22/2015] [Indexed: 01/19/2023]
Abstract
Genetic evidence has supported the hypothesis that schizophrenia (SZ) is a polygenic disorder caused by the disruption in function of several or many genes. The most common and reproducible cellular phenotype associated with SZ is a reduction in dendritic spines within the neocortex, suggesting alterations in dendritic architecture may cause aberrant cortical circuitry and SZ symptoms. Here, we review evidence supporting a multifactorial model of mitochondrial dysfunction in SZ etiology and discuss how these multiple paths to mitochondrial dysfunction may contribute to dendritic spine loss and/or underdevelopment in some SZ subjects. The pathophysiological role of mitochondrial dysfunction in SZ is based upon genomic analyses of both the mitochondrial genome and nuclear genes involved in mitochondrial function. Previous studies and preliminary data suggest SZ is associated with specific alleles and haplogroups of the mitochondrial genome, and also correlates with a reduction in mitochondrial copy number and an increase in synonymous and nonsynonymous substitutions of mitochondrial DNA. Mitochondrial dysfunction has also been widely implicated in SZ by genome-wide association, exome sequencing, altered gene expression, proteomics, microscopy analyses, and induced pluripotent stem cell studies. Together, these data support the hypothesis that SZ is a polygenic disorder with an enrichment of mitochondrial targets.
Collapse
Affiliation(s)
- Brooke E Hjelm
- Departments of Psychiatry & Human Behavior, University of California, Irvine, Calif., USA
| | - Brandi Rollins
- Departments of Psychiatry & Human Behavior, University of California, Irvine, Calif., USA
| | - Firoza Mamdani
- Departments of Psychiatry & Human Behavior, University of California, Irvine, Calif., USA
| | - Julie C Lauterborn
- Departments of Anatomy & Neurobiology, University of California, Irvine, Calif., USA
| | - George Kirov
- MRC Centre for Neuropsychiatric Genetics and Genomics, Institute of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, UK
| | - Gary Lynch
- Departments of Psychiatry & Human Behavior, University of California, Irvine, Calif., USA; Departments of Anatomy & Neurobiology, University of California, Irvine, Calif., USA
| | - Christine M Gall
- Departments of Anatomy & Neurobiology, University of California, Irvine, Calif., USA; Departments of Neurobiology & Behavior, University of California, Irvine, Calif., USA
| | - Adolfo Sequeira
- Departments of Psychiatry & Human Behavior, University of California, Irvine, Calif., USA
| | - Marquis P Vawter
- Departments of Psychiatry & Human Behavior, University of California, Irvine, Calif., USA
| |
Collapse
|
532
|
Heckenast JR, Wilkinson LS, Jones MW. Decoding Advances in Psychiatric Genetics: A Focus on Neural Circuits in Rodent Models. ADVANCES IN GENETICS 2015; 92:75-106. [PMID: 26639916 DOI: 10.1016/bs.adgen.2015.09.001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Appropriately powered genome-wide association studies combined with deep-sequencing technologies offer the prospect of real progress in revealing the complex biological underpinnings of schizophrenia and other psychiatric disorders. Meanwhile, recent developments in genome engineering, including CRISPR, constitute better tools to move forward with investigating these genetic leads. This review aims to assess how these advances can inform the development of animal models for psychiatric disease, with a focus on schizophrenia and in vivo electrophysiological circuit-level measures with high potential as disease biomarkers.
Collapse
Affiliation(s)
- Julia R Heckenast
- School of Psychology, Cardiff University, Cardiff, UK; School of Medicine, Cardiff University, Cardiff, UK; Behavioural Genetics Group, MRC Centre for Neuropsychiatric Genetics and Genomics, Neuroscience and Mental Health Research Institute, Cardiff University, Cardiff, UK
| | - Lawrence S Wilkinson
- School of Psychology, Cardiff University, Cardiff, UK; School of Medicine, Cardiff University, Cardiff, UK; Behavioural Genetics Group, MRC Centre for Neuropsychiatric Genetics and Genomics, Neuroscience and Mental Health Research Institute, Cardiff University, Cardiff, UK
| | - Matthew W Jones
- School of Physiology and Pharmacology, University of Bristol, University Walk, Bristol, UK
| |
Collapse
|
533
|
Nestler EJ, Peña CJ, Kundakovic M, Mitchell A, Akbarian S. Epigenetic Basis of Mental Illness. Neuroscientist 2015; 22:447-63. [PMID: 26450593 DOI: 10.1177/1073858415608147] [Citation(s) in RCA: 199] [Impact Index Per Article: 22.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
Psychiatric disorders are complex multifactorial illnesses involving chronic alterations in neural circuit structure and function as well as likely abnormalities in glial cells. While genetic factors are important in the etiology of most mental disorders, the relatively high rates of discordance among identical twins, particularly for depression and other stress-related syndromes, clearly indicate the importance of additional mechanisms. Environmental factors such as stress are known to play a role in the onset of these illnesses. Exposure to such environmental insults induces stable changes in gene expression, neural circuit function, and ultimately behavior, and these maladaptations appear distinct between developmental versus adult exposures. Increasing evidence indicates that these sustained abnormalities are maintained by epigenetic modifications in specific brain regions. Indeed, transcriptional dysregulation and the aberrant epigenetic regulation that underlies this dysregulation is a unifying theme in psychiatric disorders. Here, we provide a progress report of epigenetic studies of the three major psychiatric syndromes, depression, schizophrenia, and bipolar disorder. We review the literature derived from animal models of these disorders as well as from studies of postmortem brain tissue from human patients. While epigenetic studies of mental illness remain at early stages, understanding how environmental factors recruit the epigenetic machinery within specific brain regions to cause lasting changes in disease susceptibility and pathophysiology is revealing new insight into the etiology and treatment of these conditions.
Collapse
Affiliation(s)
- Eric J Nestler
- Departments of Neuroscience and Psychiatry, The Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Catherine J Peña
- Departments of Neuroscience and Psychiatry, The Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Marija Kundakovic
- Departments of Neuroscience and Psychiatry, The Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Amanda Mitchell
- Departments of Neuroscience and Psychiatry, The Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Schahram Akbarian
- Departments of Neuroscience and Psychiatry, The Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| |
Collapse
|
534
|
Bartol TM, Keller DX, Kinney JP, Bajaj CL, Harris KM, Sejnowski TJ, Kennedy MB. Computational reconstitution of spine calcium transients from individual proteins. Front Synaptic Neurosci 2015; 7:17. [PMID: 26500546 PMCID: PMC4595661 DOI: 10.3389/fnsyn.2015.00017] [Citation(s) in RCA: 47] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2015] [Accepted: 09/11/2015] [Indexed: 11/24/2022] Open
Abstract
We have built a stochastic model in the program MCell that simulates Ca(2+) transients in spines from the principal molecular components believed to control Ca(2+) entry and exit. Proteins, with their kinetic models, are located within two segments of dendrites containing 88 intact spines, centered in a fully reconstructed 6 × 6 × 5 μm(3) cube of hippocampal neuropil. Protein components include AMPA- and NMDA-type glutamate receptors, L- and R-type voltage-dependent Ca(2+) channels, Na(+)/Ca(2+) exchangers, plasma membrane Ca(2+) ATPases, smooth endoplasmic reticulum Ca(2+) ATPases, immobile Ca(2+) buffers, and calbindin. Kinetic models for each protein were taken from published studies of the isolated proteins in vitro. For simulation of electrical stimuli, the time course of voltage changes in the dendritic spine was generated with the desired stimulus in the program NEURON. Voltage-dependent parameters were then continuously re-adjusted during simulations in MCell to reproduce the effects of the stimulus. Nine parameters of the model were optimized within realistic experimental limits by a process that compared results of simulations to published data. We find that simulations in the optimized model reproduce the timing and amplitude of Ca(2+) transients measured experimentally in intact neurons. Thus, we demonstrate that the characteristics of individual isolated proteins determined in vitro can accurately reproduce the dynamics of experimentally measured Ca(2+) transients in spines. The model will provide a test bed for exploring the roles of additional proteins that regulate Ca(2+) influx into spines and for studying the behavior of protein targets in the spine that are regulated by Ca(2+) influx.
Collapse
Affiliation(s)
- Thomas M. Bartol
- Computational Neurobiology Laboratory, Howard Hughes Medical Institute, The Salk Institute for Biological StudiesLa Jolla, CA, USA
- Center for Theoretical Biological Physics, University of CaliforniaSan Diego, La Jolla, CA, USA
| | - Daniel X. Keller
- Center for Theoretical Biological Physics, University of CaliforniaSan Diego, La Jolla, CA, USA
- Neurosciences Department, University of CaliforniaSan Diego, La Jolla, CA, USA
| | - Justin P. Kinney
- Computational Neurobiology Laboratory, Howard Hughes Medical Institute, The Salk Institute for Biological StudiesLa Jolla, CA, USA
| | - Chandrajit L. Bajaj
- Department of Computer Science, Center for Computational Visualization, University of TexasAustin, TX, USA
| | - Kristen M. Harris
- Department of Neuroscience, Center for Learning and Memory, University of TexasAustin, TX, USA
| | - Terrence J. Sejnowski
- Computational Neurobiology Laboratory, Howard Hughes Medical Institute, The Salk Institute for Biological StudiesLa Jolla, CA, USA
- Center for Theoretical Biological Physics, University of CaliforniaSan Diego, La Jolla, CA, USA
- Division of Biological Sciences, University of CaliforniaSan Diego, La Jolla, CA, USA
| | - Mary B. Kennedy
- Division of Biology and Biological Engineering, California Institute of TechnologyPasadena, CA, USA
| |
Collapse
|
535
|
Myrum C, Giddaluru S, Jacobsen K, Espeseth T, Nyberg L, Lundervold AJ, Haavik J, Nilsson LG, Reinvang I, Steen VM, Johansson S, Wibrand K, Le Hellard S, Bramham CR. Common variants in the ARC gene are not associated with cognitive abilities. Brain Behav 2015; 5:e00376. [PMID: 26516611 PMCID: PMC4614059 DOI: 10.1002/brb3.376] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/20/2015] [Revised: 06/24/2015] [Accepted: 07/30/2015] [Indexed: 11/10/2022] Open
Abstract
INTRODUCTION The Activity-Regulated Cytoskeleton-associated (ARC) gene encodes a protein that is critical for the consolidation of synaptic plasticity and long-term memory formation. Given ARC's key role in synaptic plasticity, we hypothesized that genetic variations in ARC may contribute to interindividual variability in human cognitive abilities or to attention-deficit hyperactivity disorder (ADHD) susceptibility, where cognitive impairment often accompanies the disorder. METHODS We tested whether ARC variants are associated with six measures of cognitive functioning in 670 healthy subjects in the Norwegian Cognitive NeuroGenetics (NCNG) by extracting data from its Genome-Wide Association Study (GWAS). In addition, the Swedish Betula sample of 1800 healthy subjects who underwent similar cognitive testing was also tested for association with 19 tag SNPs. RESULTS No ARC variants show association at the study-wide level, but several markers show a trend toward association with human cognitive functions. We also tested for association between ARC SNPs and ADHD in a Norwegian sample of cases and controls, but found no significant associations. CONCLUSION This study suggests that common genetic variants located in ARC do not account for variance in human cognitive abilities, though small effects cannot be ruled out.
Collapse
Affiliation(s)
- Craig Myrum
- Dr. Einar Martens Research Group for Biological Psychiatry Center for Medical Genetics and Molecular Medicine Haukeland University Hospital Bergen Norway ; Department of Biomedicine University of Bergen Bergen Norway ; K.G. Jebsen Center for Research on Neuropsychiatric Disorders University of Bergen Bergen Norway
| | - Sudheer Giddaluru
- Dr. Einar Martens Research Group for Biological Psychiatry Center for Medical Genetics and Molecular Medicine Haukeland University Hospital Bergen Norway ; K.G. Jebsen Center for Psychosis Research and the Norwegian Center for Mental Disorders Research (NORMENT) Department of Clinical Science University of Bergen Bergen Norway
| | - Kaya Jacobsen
- Department of Biomedicine University of Bergen Bergen Norway ; K.G. Jebsen Center for Research on Neuropsychiatric Disorders University of Bergen Bergen Norway
| | - Thomas Espeseth
- Department of Psychology University of Oslo Oslo Norway ; Norwegian Center for Mental Disorders Research (NORMENT) and the KG Jebsen Center for Psychosis Research Division of Mental Health and Addiction Oslo University Hospital Oslo Norway
| | - Lars Nyberg
- Umeå Center for Functional Brain Imaging Umeå University Umeå Sweden
| | - Astri J Lundervold
- K.G. Jebsen Center for Research on Neuropsychiatric Disorders University of Bergen Bergen Norway ; Department of Biological and Medical Psychology University of Bergen Bergen Norway
| | - Jan Haavik
- Department of Biomedicine University of Bergen Bergen Norway ; K.G. Jebsen Center for Research on Neuropsychiatric Disorders University of Bergen Bergen Norway
| | - Lars-Göran Nilsson
- Aging Research Center Karolinska Institutet Stockholm Sweden ; Umeå Center for Functional Brain Imaging Umeå University Umeå Sweden
| | - Ivar Reinvang
- Department of Psychology University of Oslo Oslo Norway ; Norwegian Center for Mental Disorders Research (NORMENT) and the KG Jebsen Center for Psychosis Research Division of Mental Health and Addiction Oslo University Hospital Oslo Norway
| | - Vidar M Steen
- Dr. Einar Martens Research Group for Biological Psychiatry Center for Medical Genetics and Molecular Medicine Haukeland University Hospital Bergen Norway ; K.G. Jebsen Center for Psychosis Research and the Norwegian Center for Mental Disorders Research (NORMENT) Department of Clinical Science University of Bergen Bergen Norway
| | - Stefan Johansson
- K.G. Jebsen Center for Research on Neuropsychiatric Disorders University of Bergen Bergen Norway ; Department of Clinical Science University of Bergen Bergen Norway
| | - Karin Wibrand
- Department of Biomedicine University of Bergen Bergen Norway ; K.G. Jebsen Center for Research on Neuropsychiatric Disorders University of Bergen Bergen Norway
| | - Stephanie Le Hellard
- Dr. Einar Martens Research Group for Biological Psychiatry Center for Medical Genetics and Molecular Medicine Haukeland University Hospital Bergen Norway ; K.G. Jebsen Center for Psychosis Research and the Norwegian Center for Mental Disorders Research (NORMENT) Department of Clinical Science University of Bergen Bergen Norway
| | - Clive R Bramham
- Department of Biomedicine University of Bergen Bergen Norway ; K.G. Jebsen Center for Research on Neuropsychiatric Disorders University of Bergen Bergen Norway
| |
Collapse
|
536
|
Mooney MA, Wilmot B. Gene set analysis: A step-by-step guide. Am J Med Genet B Neuropsychiatr Genet 2015; 168:517-27. [PMID: 26059482 PMCID: PMC4638147 DOI: 10.1002/ajmg.b.32328] [Citation(s) in RCA: 58] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/16/2015] [Accepted: 05/20/2015] [Indexed: 12/21/2022]
Abstract
To maximize the potential of genome-wide association studies, many researchers are performing secondary analyses to identify sets of genes jointly associated with the trait of interest. Although methods for gene-set analyses (GSA), also called pathway analyses, have been around for more than a decade, the field is still evolving. There are numerous algorithms available for testing the cumulative effect of multiple SNPs, yet no real consensus in the field about the best way to perform a GSA. This paper provides an overview of the factors that can affect the results of a GSA, the lessons learned from past studies, and suggestions for how to make analysis choices that are most appropriate for different types of data. © 2015 Wiley Periodicals, Inc.
Collapse
Affiliation(s)
- Michael A. Mooney
- Department of Medical Informatics & Clinical Epidemiology, Division of Bioinformatics & Computational Biology, Oregon Health & Science University, Portland, Oregon,OHSU Knight Cancer Institute, Portland, Oregon
| | - Beth Wilmot
- Department of Medical Informatics & Clinical Epidemiology, Division of Bioinformatics & Computational Biology, Oregon Health & Science University, Portland, Oregon,OHSU Knight Cancer Institute, Portland, Oregon,Oregon Clinical and Translational Research Institute, Portland, Oregon,Correspondence to: Beth Wilmot, Department of Medical Informatics & Clinical Epidemiology, Division of Bioinformatics & Computational Biology, Oregon Health & Science University, Portland, OR 97239.
| |
Collapse
|
537
|
Heck A, Fastenrath M, Coynel D, Auschra B, Bickel H, Freytag V, Gschwind L, Hartmann F, Jessen F, Kaduszkiewicz H, Maier W, Milnik A, Pentzek M, Riedel-Heller SG, Spalek K, Vogler C, Wagner M, Weyerer S, Wolfsgruber S, de Quervain DF, Papassotiropoulos A. Genetic Analysis of Association Between Calcium Signaling and Hippocampal Activation, Memory Performance in the Young and Old, and Risk for Sporadic Alzheimer Disease. JAMA Psychiatry 2015; 72:1029-36. [PMID: 26332608 PMCID: PMC5291164 DOI: 10.1001/jamapsychiatry.2015.1309] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
IMPORTANCE Human episodic memory performance is linked to the function of specific brain regions, including the hippocampus; declines as a result of increasing age; and is markedly disturbed in Alzheimer disease (AD), an age-associated neurodegenerative disorder that primarily affects the hippocampus. Exploring the molecular underpinnings of human episodic memory is key to the understanding of hippocampus-dependent cognitive physiology and pathophysiology. OBJECTIVE To determine whether biologically defined groups of genes are enriched in episodic memory performance across age, memory encoding-related brain activity, and AD. DESIGN, SETTING, AND PARTICIPANTS In this multicenter collaborative study, which began in August 2008 and is ongoing, gene set enrichment analysis was done by using primary and meta-analysis data from 57 968 participants. The Swiss cohorts consisted of 3043 healthy young adults assessed for episodic memory performance. In a subgroup (n = 1119) of one of these cohorts, functional magnetic resonance imaging was used to identify gene set-dependent differences in brain activity related to episodic memory. The German Study on Aging, Cognition, and Dementia in Primary Care Patients cohort consisted of 763 elderly participants without dementia who were assessed for episodic memory performance. The International Genomics of Alzheimer's Project case-control sample consisted of 54 162 participants (17 008 patients with sporadic AD and 37 154 control participants). Analyses were conducted between January 2014 and June 2015. Gene set enrichment analysis in all samples was done using genome-wide single-nucleotide polymorphism data. MAIN OUTCOMES AND MEASURES Episodic memory performance in the Swiss cohort and German Study on Aging, Cognition, and Dementia in Primary Care Patients cohort was quantified by picture and verbal delayed free recall tasks. In the functional magnetic resonance imaging experiment, activation of the hippocampus during encoding of pictures served as the phenotype of interest. In the International Genomics of Alzheimer's Project sample, diagnosis of sporadic AD served as the phenotype of interest. RESULTS In the discovery sample, we detected significant enrichment for genes constituting the calcium signaling pathway, especially those related to the elevation of cytosolic calcium (P = 2 × 10-4). This enrichment was replicated in 2 additional samples of healthy young individuals (P = .02 and .04, respectively) and a sample of healthy elderly participants (P = .004). Hippocampal activation (P = 4 × 10-4) and the risk for sporadic AD (P = .01) were also significantly enriched for genes related to the elevation of cytosolic calcium. CONCLUSIONS AND RELEVANCE By detecting consistent significant enrichment in independent cohorts of young and elderly participants, this study identified that calcium signaling plays a central role in hippocampus-dependent human memory processes in cognitive health and disease, contributing to the understanding and potential treatment of hippocampus-dependent cognitive pathology.
Collapse
Affiliation(s)
- Angela Heck
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055 Basel, Switzerland (Dr Heck, Dr Fastenrath, Dr Coynel, Mrs Auschra, Mrs Freytag, Mr Gschwind, Dr Hartmann, Dr Milnik, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Psychiatric University Clinics, University of Basel, Basel, Switzerland (Dr Heck, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland (Dr Fastenrath, Dr Coynel, Dr Spalek, Dr de Quervain), Department of Psychiatry, Technical University of Munich, Munich, Germany (Dr Bickel), Clinic for Psychiatry and Psychotherapy, University Hospital Cologne, Cologne, Germany (Dr Jessen), Department of Psychiatry, University of Bonn, Bonn, Germany (Dr Maier, Dr Wagner, Mr Wolfsgruber), German Center for Neurodegenerative Diseases, Bonn, Germany (Dr Jessen, Dr Maier, Dr Wagner, Mr Wolfsgruber), Department of Primary Medical Care, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg (Dr Hanna Kaduszkiewicz), Germany Institute of General Practice, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany (Dr Pentzek), Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig, Leipzig, Germany (Dr Riedel-Heller), Central Institute of Mental Health, Medical Faculty Mannheim / Heidelberg University, Mannheim, Germany (Dr Weyerer), Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland (Dr Papassotiropoulos)
| | - Matthias Fastenrath
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055 Basel, Switzerland (Dr Heck, Dr Fastenrath, Dr Coynel, Mrs Auschra, Mrs Freytag, Mr Gschwind, Dr Hartmann, Dr Milnik, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Psychiatric University Clinics, University of Basel, Basel, Switzerland (Dr Heck, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland (Dr Fastenrath, Dr Coynel, Dr Spalek, Dr de Quervain), Department of Psychiatry, Technical University of Munich, Munich, Germany (Dr Bickel), Clinic for Psychiatry and Psychotherapy, University Hospital Cologne, Cologne, Germany (Dr Jessen), Department of Psychiatry, University of Bonn, Bonn, Germany (Dr Maier, Dr Wagner, Mr Wolfsgruber), German Center for Neurodegenerative Diseases, Bonn, Germany (Dr Jessen, Dr Maier, Dr Wagner, Mr Wolfsgruber), Department of Primary Medical Care, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg (Dr Hanna Kaduszkiewicz), Germany Institute of General Practice, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany (Dr Pentzek), Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig, Leipzig, Germany (Dr Riedel-Heller), Central Institute of Mental Health, Medical Faculty Mannheim / Heidelberg University, Mannheim, Germany (Dr Weyerer), Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland (Dr Papassotiropoulos)
| | - David Coynel
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055 Basel, Switzerland (Dr Heck, Dr Fastenrath, Dr Coynel, Mrs Auschra, Mrs Freytag, Mr Gschwind, Dr Hartmann, Dr Milnik, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Psychiatric University Clinics, University of Basel, Basel, Switzerland (Dr Heck, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland (Dr Fastenrath, Dr Coynel, Dr Spalek, Dr de Quervain), Department of Psychiatry, Technical University of Munich, Munich, Germany (Dr Bickel), Clinic for Psychiatry and Psychotherapy, University Hospital Cologne, Cologne, Germany (Dr Jessen), Department of Psychiatry, University of Bonn, Bonn, Germany (Dr Maier, Dr Wagner, Mr Wolfsgruber), German Center for Neurodegenerative Diseases, Bonn, Germany (Dr Jessen, Dr Maier, Dr Wagner, Mr Wolfsgruber), Department of Primary Medical Care, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg (Dr Hanna Kaduszkiewicz), Germany Institute of General Practice, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany (Dr Pentzek), Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig, Leipzig, Germany (Dr Riedel-Heller), Central Institute of Mental Health, Medical Faculty Mannheim / Heidelberg University, Mannheim, Germany (Dr Weyerer), Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland (Dr Papassotiropoulos)
| | - Bianca Auschra
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055 Basel, Switzerland (Dr Heck, Dr Fastenrath, Dr Coynel, Mrs Auschra, Mrs Freytag, Mr Gschwind, Dr Hartmann, Dr Milnik, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Psychiatric University Clinics, University of Basel, Basel, Switzerland (Dr Heck, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland (Dr Fastenrath, Dr Coynel, Dr Spalek, Dr de Quervain), Department of Psychiatry, Technical University of Munich, Munich, Germany (Dr Bickel), Clinic for Psychiatry and Psychotherapy, University Hospital Cologne, Cologne, Germany (Dr Jessen), Department of Psychiatry, University of Bonn, Bonn, Germany (Dr Maier, Dr Wagner, Mr Wolfsgruber), German Center for Neurodegenerative Diseases, Bonn, Germany (Dr Jessen, Dr Maier, Dr Wagner, Mr Wolfsgruber), Department of Primary Medical Care, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg (Dr Hanna Kaduszkiewicz), Germany Institute of General Practice, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany (Dr Pentzek), Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig, Leipzig, Germany (Dr Riedel-Heller), Central Institute of Mental Health, Medical Faculty Mannheim / Heidelberg University, Mannheim, Germany (Dr Weyerer), Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland (Dr Papassotiropoulos)
| | - Horst Bickel
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055 Basel, Switzerland (Dr Heck, Dr Fastenrath, Dr Coynel, Mrs Auschra, Mrs Freytag, Mr Gschwind, Dr Hartmann, Dr Milnik, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Psychiatric University Clinics, University of Basel, Basel, Switzerland (Dr Heck, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland (Dr Fastenrath, Dr Coynel, Dr Spalek, Dr de Quervain), Department of Psychiatry, Technical University of Munich, Munich, Germany (Dr Bickel), Clinic for Psychiatry and Psychotherapy, University Hospital Cologne, Cologne, Germany (Dr Jessen), Department of Psychiatry, University of Bonn, Bonn, Germany (Dr Maier, Dr Wagner, Mr Wolfsgruber), German Center for Neurodegenerative Diseases, Bonn, Germany (Dr Jessen, Dr Maier, Dr Wagner, Mr Wolfsgruber), Department of Primary Medical Care, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg (Dr Hanna Kaduszkiewicz), Germany Institute of General Practice, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany (Dr Pentzek), Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig, Leipzig, Germany (Dr Riedel-Heller), Central Institute of Mental Health, Medical Faculty Mannheim / Heidelberg University, Mannheim, Germany (Dr Weyerer), Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland (Dr Papassotiropoulos)
| | - Virginie Freytag
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055 Basel, Switzerland (Dr Heck, Dr Fastenrath, Dr Coynel, Mrs Auschra, Mrs Freytag, Mr Gschwind, Dr Hartmann, Dr Milnik, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Psychiatric University Clinics, University of Basel, Basel, Switzerland (Dr Heck, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland (Dr Fastenrath, Dr Coynel, Dr Spalek, Dr de Quervain), Department of Psychiatry, Technical University of Munich, Munich, Germany (Dr Bickel), Clinic for Psychiatry and Psychotherapy, University Hospital Cologne, Cologne, Germany (Dr Jessen), Department of Psychiatry, University of Bonn, Bonn, Germany (Dr Maier, Dr Wagner, Mr Wolfsgruber), German Center for Neurodegenerative Diseases, Bonn, Germany (Dr Jessen, Dr Maier, Dr Wagner, Mr Wolfsgruber), Department of Primary Medical Care, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg (Dr Hanna Kaduszkiewicz), Germany Institute of General Practice, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany (Dr Pentzek), Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig, Leipzig, Germany (Dr Riedel-Heller), Central Institute of Mental Health, Medical Faculty Mannheim / Heidelberg University, Mannheim, Germany (Dr Weyerer), Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland (Dr Papassotiropoulos)
| | - Leo Gschwind
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055 Basel, Switzerland (Dr Heck, Dr Fastenrath, Dr Coynel, Mrs Auschra, Mrs Freytag, Mr Gschwind, Dr Hartmann, Dr Milnik, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Psychiatric University Clinics, University of Basel, Basel, Switzerland (Dr Heck, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland (Dr Fastenrath, Dr Coynel, Dr Spalek, Dr de Quervain), Department of Psychiatry, Technical University of Munich, Munich, Germany (Dr Bickel), Clinic for Psychiatry and Psychotherapy, University Hospital Cologne, Cologne, Germany (Dr Jessen), Department of Psychiatry, University of Bonn, Bonn, Germany (Dr Maier, Dr Wagner, Mr Wolfsgruber), German Center for Neurodegenerative Diseases, Bonn, Germany (Dr Jessen, Dr Maier, Dr Wagner, Mr Wolfsgruber), Department of Primary Medical Care, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg (Dr Hanna Kaduszkiewicz), Germany Institute of General Practice, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany (Dr Pentzek), Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig, Leipzig, Germany (Dr Riedel-Heller), Central Institute of Mental Health, Medical Faculty Mannheim / Heidelberg University, Mannheim, Germany (Dr Weyerer), Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland (Dr Papassotiropoulos)
| | - Francina Hartmann
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055 Basel, Switzerland (Dr Heck, Dr Fastenrath, Dr Coynel, Mrs Auschra, Mrs Freytag, Mr Gschwind, Dr Hartmann, Dr Milnik, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Psychiatric University Clinics, University of Basel, Basel, Switzerland (Dr Heck, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland (Dr Fastenrath, Dr Coynel, Dr Spalek, Dr de Quervain), Department of Psychiatry, Technical University of Munich, Munich, Germany (Dr Bickel), Clinic for Psychiatry and Psychotherapy, University Hospital Cologne, Cologne, Germany (Dr Jessen), Department of Psychiatry, University of Bonn, Bonn, Germany (Dr Maier, Dr Wagner, Mr Wolfsgruber), German Center for Neurodegenerative Diseases, Bonn, Germany (Dr Jessen, Dr Maier, Dr Wagner, Mr Wolfsgruber), Department of Primary Medical Care, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg (Dr Hanna Kaduszkiewicz), Germany Institute of General Practice, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany (Dr Pentzek), Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig, Leipzig, Germany (Dr Riedel-Heller), Central Institute of Mental Health, Medical Faculty Mannheim / Heidelberg University, Mannheim, Germany (Dr Weyerer), Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland (Dr Papassotiropoulos)
| | - Frank Jessen
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055 Basel, Switzerland (Dr Heck, Dr Fastenrath, Dr Coynel, Mrs Auschra, Mrs Freytag, Mr Gschwind, Dr Hartmann, Dr Milnik, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Psychiatric University Clinics, University of Basel, Basel, Switzerland (Dr Heck, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland (Dr Fastenrath, Dr Coynel, Dr Spalek, Dr de Quervain), Department of Psychiatry, Technical University of Munich, Munich, Germany (Dr Bickel), Clinic for Psychiatry and Psychotherapy, University Hospital Cologne, Cologne, Germany (Dr Jessen), Department of Psychiatry, University of Bonn, Bonn, Germany (Dr Maier, Dr Wagner, Mr Wolfsgruber), German Center for Neurodegenerative Diseases, Bonn, Germany (Dr Jessen, Dr Maier, Dr Wagner, Mr Wolfsgruber), Department of Primary Medical Care, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg (Dr Hanna Kaduszkiewicz), Germany Institute of General Practice, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany (Dr Pentzek), Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig, Leipzig, Germany (Dr Riedel-Heller), Central Institute of Mental Health, Medical Faculty Mannheim / Heidelberg University, Mannheim, Germany (Dr Weyerer), Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland (Dr Papassotiropoulos)
| | - Hanna Kaduszkiewicz
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055 Basel, Switzerland (Dr Heck, Dr Fastenrath, Dr Coynel, Mrs Auschra, Mrs Freytag, Mr Gschwind, Dr Hartmann, Dr Milnik, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Psychiatric University Clinics, University of Basel, Basel, Switzerland (Dr Heck, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland (Dr Fastenrath, Dr Coynel, Dr Spalek, Dr de Quervain), Department of Psychiatry, Technical University of Munich, Munich, Germany (Dr Bickel), Clinic for Psychiatry and Psychotherapy, University Hospital Cologne, Cologne, Germany (Dr Jessen), Department of Psychiatry, University of Bonn, Bonn, Germany (Dr Maier, Dr Wagner, Mr Wolfsgruber), German Center for Neurodegenerative Diseases, Bonn, Germany (Dr Jessen, Dr Maier, Dr Wagner, Mr Wolfsgruber), Department of Primary Medical Care, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg (Dr Hanna Kaduszkiewicz), Germany Institute of General Practice, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany (Dr Pentzek), Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig, Leipzig, Germany (Dr Riedel-Heller), Central Institute of Mental Health, Medical Faculty Mannheim / Heidelberg University, Mannheim, Germany (Dr Weyerer), Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland (Dr Papassotiropoulos)
| | - Wolfgang Maier
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055 Basel, Switzerland (Dr Heck, Dr Fastenrath, Dr Coynel, Mrs Auschra, Mrs Freytag, Mr Gschwind, Dr Hartmann, Dr Milnik, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Psychiatric University Clinics, University of Basel, Basel, Switzerland (Dr Heck, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland (Dr Fastenrath, Dr Coynel, Dr Spalek, Dr de Quervain), Department of Psychiatry, Technical University of Munich, Munich, Germany (Dr Bickel), Clinic for Psychiatry and Psychotherapy, University Hospital Cologne, Cologne, Germany (Dr Jessen), Department of Psychiatry, University of Bonn, Bonn, Germany (Dr Maier, Dr Wagner, Mr Wolfsgruber), German Center for Neurodegenerative Diseases, Bonn, Germany (Dr Jessen, Dr Maier, Dr Wagner, Mr Wolfsgruber), Department of Primary Medical Care, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg (Dr Hanna Kaduszkiewicz), Germany Institute of General Practice, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany (Dr Pentzek), Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig, Leipzig, Germany (Dr Riedel-Heller), Central Institute of Mental Health, Medical Faculty Mannheim / Heidelberg University, Mannheim, Germany (Dr Weyerer), Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland (Dr Papassotiropoulos)
| | - Annette Milnik
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055 Basel, Switzerland (Dr Heck, Dr Fastenrath, Dr Coynel, Mrs Auschra, Mrs Freytag, Mr Gschwind, Dr Hartmann, Dr Milnik, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Psychiatric University Clinics, University of Basel, Basel, Switzerland (Dr Heck, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland (Dr Fastenrath, Dr Coynel, Dr Spalek, Dr de Quervain), Department of Psychiatry, Technical University of Munich, Munich, Germany (Dr Bickel), Clinic for Psychiatry and Psychotherapy, University Hospital Cologne, Cologne, Germany (Dr Jessen), Department of Psychiatry, University of Bonn, Bonn, Germany (Dr Maier, Dr Wagner, Mr Wolfsgruber), German Center for Neurodegenerative Diseases, Bonn, Germany (Dr Jessen, Dr Maier, Dr Wagner, Mr Wolfsgruber), Department of Primary Medical Care, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg (Dr Hanna Kaduszkiewicz), Germany Institute of General Practice, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany (Dr Pentzek), Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig, Leipzig, Germany (Dr Riedel-Heller), Central Institute of Mental Health, Medical Faculty Mannheim / Heidelberg University, Mannheim, Germany (Dr Weyerer), Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland (Dr Papassotiropoulos)
| | - Michael Pentzek
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055 Basel, Switzerland (Dr Heck, Dr Fastenrath, Dr Coynel, Mrs Auschra, Mrs Freytag, Mr Gschwind, Dr Hartmann, Dr Milnik, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Psychiatric University Clinics, University of Basel, Basel, Switzerland (Dr Heck, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland (Dr Fastenrath, Dr Coynel, Dr Spalek, Dr de Quervain), Department of Psychiatry, Technical University of Munich, Munich, Germany (Dr Bickel), Clinic for Psychiatry and Psychotherapy, University Hospital Cologne, Cologne, Germany (Dr Jessen), Department of Psychiatry, University of Bonn, Bonn, Germany (Dr Maier, Dr Wagner, Mr Wolfsgruber), German Center for Neurodegenerative Diseases, Bonn, Germany (Dr Jessen, Dr Maier, Dr Wagner, Mr Wolfsgruber), Department of Primary Medical Care, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg (Dr Hanna Kaduszkiewicz), Germany Institute of General Practice, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany (Dr Pentzek), Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig, Leipzig, Germany (Dr Riedel-Heller), Central Institute of Mental Health, Medical Faculty Mannheim / Heidelberg University, Mannheim, Germany (Dr Weyerer), Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland (Dr Papassotiropoulos)
| | - Steffi G. Riedel-Heller
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055 Basel, Switzerland (Dr Heck, Dr Fastenrath, Dr Coynel, Mrs Auschra, Mrs Freytag, Mr Gschwind, Dr Hartmann, Dr Milnik, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Psychiatric University Clinics, University of Basel, Basel, Switzerland (Dr Heck, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland (Dr Fastenrath, Dr Coynel, Dr Spalek, Dr de Quervain), Department of Psychiatry, Technical University of Munich, Munich, Germany (Dr Bickel), Clinic for Psychiatry and Psychotherapy, University Hospital Cologne, Cologne, Germany (Dr Jessen), Department of Psychiatry, University of Bonn, Bonn, Germany (Dr Maier, Dr Wagner, Mr Wolfsgruber), German Center for Neurodegenerative Diseases, Bonn, Germany (Dr Jessen, Dr Maier, Dr Wagner, Mr Wolfsgruber), Department of Primary Medical Care, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg (Dr Hanna Kaduszkiewicz), Germany Institute of General Practice, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany (Dr Pentzek), Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig, Leipzig, Germany (Dr Riedel-Heller), Central Institute of Mental Health, Medical Faculty Mannheim / Heidelberg University, Mannheim, Germany (Dr Weyerer), Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland (Dr Papassotiropoulos)
| | - Klara Spalek
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055 Basel, Switzerland (Dr Heck, Dr Fastenrath, Dr Coynel, Mrs Auschra, Mrs Freytag, Mr Gschwind, Dr Hartmann, Dr Milnik, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Psychiatric University Clinics, University of Basel, Basel, Switzerland (Dr Heck, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland (Dr Fastenrath, Dr Coynel, Dr Spalek, Dr de Quervain), Department of Psychiatry, Technical University of Munich, Munich, Germany (Dr Bickel), Clinic for Psychiatry and Psychotherapy, University Hospital Cologne, Cologne, Germany (Dr Jessen), Department of Psychiatry, University of Bonn, Bonn, Germany (Dr Maier, Dr Wagner, Mr Wolfsgruber), German Center for Neurodegenerative Diseases, Bonn, Germany (Dr Jessen, Dr Maier, Dr Wagner, Mr Wolfsgruber), Department of Primary Medical Care, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg (Dr Hanna Kaduszkiewicz), Germany Institute of General Practice, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany (Dr Pentzek), Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig, Leipzig, Germany (Dr Riedel-Heller), Central Institute of Mental Health, Medical Faculty Mannheim / Heidelberg University, Mannheim, Germany (Dr Weyerer), Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland (Dr Papassotiropoulos)
| | - Christian Vogler
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055 Basel, Switzerland (Dr Heck, Dr Fastenrath, Dr Coynel, Mrs Auschra, Mrs Freytag, Mr Gschwind, Dr Hartmann, Dr Milnik, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Psychiatric University Clinics, University of Basel, Basel, Switzerland (Dr Heck, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland (Dr Fastenrath, Dr Coynel, Dr Spalek, Dr de Quervain), Department of Psychiatry, Technical University of Munich, Munich, Germany (Dr Bickel), Clinic for Psychiatry and Psychotherapy, University Hospital Cologne, Cologne, Germany (Dr Jessen), Department of Psychiatry, University of Bonn, Bonn, Germany (Dr Maier, Dr Wagner, Mr Wolfsgruber), German Center for Neurodegenerative Diseases, Bonn, Germany (Dr Jessen, Dr Maier, Dr Wagner, Mr Wolfsgruber), Department of Primary Medical Care, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg (Dr Hanna Kaduszkiewicz), Germany Institute of General Practice, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany (Dr Pentzek), Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig, Leipzig, Germany (Dr Riedel-Heller), Central Institute of Mental Health, Medical Faculty Mannheim / Heidelberg University, Mannheim, Germany (Dr Weyerer), Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland (Dr Papassotiropoulos)
| | - Michael Wagner
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055 Basel, Switzerland (Dr Heck, Dr Fastenrath, Dr Coynel, Mrs Auschra, Mrs Freytag, Mr Gschwind, Dr Hartmann, Dr Milnik, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Psychiatric University Clinics, University of Basel, Basel, Switzerland (Dr Heck, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland (Dr Fastenrath, Dr Coynel, Dr Spalek, Dr de Quervain), Department of Psychiatry, Technical University of Munich, Munich, Germany (Dr Bickel), Clinic for Psychiatry and Psychotherapy, University Hospital Cologne, Cologne, Germany (Dr Jessen), Department of Psychiatry, University of Bonn, Bonn, Germany (Dr Maier, Dr Wagner, Mr Wolfsgruber), German Center for Neurodegenerative Diseases, Bonn, Germany (Dr Jessen, Dr Maier, Dr Wagner, Mr Wolfsgruber), Department of Primary Medical Care, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg (Dr Hanna Kaduszkiewicz), Germany Institute of General Practice, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany (Dr Pentzek), Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig, Leipzig, Germany (Dr Riedel-Heller), Central Institute of Mental Health, Medical Faculty Mannheim / Heidelberg University, Mannheim, Germany (Dr Weyerer), Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland (Dr Papassotiropoulos)
| | - Siegfried Weyerer
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055 Basel, Switzerland (Dr Heck, Dr Fastenrath, Dr Coynel, Mrs Auschra, Mrs Freytag, Mr Gschwind, Dr Hartmann, Dr Milnik, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Psychiatric University Clinics, University of Basel, Basel, Switzerland (Dr Heck, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland (Dr Fastenrath, Dr Coynel, Dr Spalek, Dr de Quervain), Department of Psychiatry, Technical University of Munich, Munich, Germany (Dr Bickel), Clinic for Psychiatry and Psychotherapy, University Hospital Cologne, Cologne, Germany (Dr Jessen), Department of Psychiatry, University of Bonn, Bonn, Germany (Dr Maier, Dr Wagner, Mr Wolfsgruber), German Center for Neurodegenerative Diseases, Bonn, Germany (Dr Jessen, Dr Maier, Dr Wagner, Mr Wolfsgruber), Department of Primary Medical Care, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg (Dr Hanna Kaduszkiewicz), Germany Institute of General Practice, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany (Dr Pentzek), Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig, Leipzig, Germany (Dr Riedel-Heller), Central Institute of Mental Health, Medical Faculty Mannheim / Heidelberg University, Mannheim, Germany (Dr Weyerer), Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland (Dr Papassotiropoulos)
| | - Steffen Wolfsgruber
- Division of Molecular Neuroscience, Department of Psychology, University of Basel, CH-4055 Basel, Switzerland (Dr Heck, Dr Fastenrath, Dr Coynel, Mrs Auschra, Mrs Freytag, Mr Gschwind, Dr Hartmann, Dr Milnik, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Psychiatric University Clinics, University of Basel, Basel, Switzerland (Dr Heck, Dr Vogler, Dr de Quervain, Dr Papassotiropoulos), Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland (Dr Fastenrath, Dr Coynel, Dr Spalek, Dr de Quervain), Department of Psychiatry, Technical University of Munich, Munich, Germany (Dr Bickel), Clinic for Psychiatry and Psychotherapy, University Hospital Cologne, Cologne, Germany (Dr Jessen), Department of Psychiatry, University of Bonn, Bonn, Germany (Dr Maier, Dr Wagner, Mr Wolfsgruber), German Center for Neurodegenerative Diseases, Bonn, Germany (Dr Jessen, Dr Maier, Dr Wagner, Mr Wolfsgruber), Department of Primary Medical Care, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg (Dr Hanna Kaduszkiewicz), Germany Institute of General Practice, Medical Faculty, Heinrich-Heine-University Düsseldorf, Düsseldorf, Germany (Dr Pentzek), Institute of Social Medicine, Occupational Health and Public Health, Medical Faculty, University of Leipzig, Leipzig, Germany (Dr Riedel-Heller), Central Institute of Mental Health, Medical Faculty Mannheim / Heidelberg University, Mannheim, Germany (Dr Weyerer), Department Biozentrum, Life Sciences Training Facility, University of Basel, Basel, Switzerland (Dr Papassotiropoulos)
| | | | | |
Collapse
|
538
|
Affiliation(s)
- Michael C O’Donovan
- Medical Research Council Centre for Psychiatric Genetics and Genomics, Institute of Psychological Medicine and Clinical Neurosciences, Cardiff University School of MedicineCardiff, CF24 4HQ, UK
| |
Collapse
|
539
|
Looijestijn J, Blom JD, Aleman A, Hoek HW, Goekoop R. An integrated network model of psychotic symptoms. Neurosci Biobehav Rev 2015; 59:238-50. [PMID: 26432501 DOI: 10.1016/j.neubiorev.2015.09.016] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2015] [Accepted: 09/27/2015] [Indexed: 12/29/2022]
Abstract
The full body of research on the nature of psychosis and its determinants indicates that a considerable number of factors are relevant to the development of hallucinations, delusions, and other positive symptoms, ranging from neurodevelopmental parameters and altered connectivity of brain regions to impaired cognitive functioning and social factors. We aimed to integrate these factors in a single mathematical model based on network theory. At the microscopic level this model explains positive symptoms of psychosis in terms of experiential equivalents of robust, high-frequency attractor states of neural networks. At the mesoscopic level it explains them in relation to global brain states, and at the macroscopic level in relation to social-network structures and dynamics. Due to the scale-free nature of biological networks, all three levels are governed by the same general laws, thereby allowing for an integrated model of biological, psychological, and social phenomena involved in the mediation of positive symptoms of psychosis. This integrated network model of psychotic symptoms (INMOPS) is described together with various possibilities for application in clinical practice.
Collapse
Affiliation(s)
- Jasper Looijestijn
- Parnassia Psychiatric Institute, Kiwistraat 43, The Hague 2552 DH, The Netherlands
| | - Jan Dirk Blom
- Parnassia Psychiatric Institute, Kiwistraat 43, The Hague 2552 DH, The Netherlands; Department of Psychiatry, University Medical Center Groningen, University of Groningen, Hanzeplein 1, Groningen 9713 GZ, The Netherlands
| | - André Aleman
- Department of Neuroscience, University Medical Center Groningen, University of Groningen, Antonius Deusinglaan 1, Groningen 9713 AV, The Netherlands
| | - Hans W Hoek
- Parnassia Psychiatric Institute, Kiwistraat 43, The Hague 2552 DH, The Netherlands; Department of Psychiatry, University Medical Center Groningen, University of Groningen, Hanzeplein 1, Groningen 9713 GZ, The Netherlands; Department of Epidemiology, Columbia University, 722 West 168th St., New York, NY, USA
| | - Rutger Goekoop
- Parnassia Psychiatric Institute, Kiwistraat 43, The Hague 2552 DH, The Netherlands.
| |
Collapse
|
540
|
Abstract
Large-scale genomic investigations have just begun to illuminate the molecular genetic contributions to major psychiatric illnesses, ranging from small-effect-size common variants to larger-effect-size rare mutations. The findings provide causal anchors from which to understand their neurobiological basis. Although these studies represent enormous success, they highlight major challenges reflected in the heterogeneity and polygenicity of all of these conditions and the difficulty of connecting multiple levels of molecular, cellular, and circuit functions to complex human behavior. Nevertheless, these advances place us on the threshold of a new frontier in the pathophysiological understanding, diagnosis, and treatment of psychiatric disease.
Collapse
Affiliation(s)
- Daniel H Geschwind
- Departments of Neurology, Psychiatry, and Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA 90095, USA.
| | - Jonathan Flint
- Wellcome Trust Center for Human Genetics, University of Oxford, Oxford, UK.
| |
Collapse
|
541
|
Whole-Genome Sequencing Suggests Schizophrenia Risk Mechanisms in Humans with 22q11.2 Deletion Syndrome. G3-GENES GENOMES GENETICS 2015; 5:2453-61. [PMID: 26384369 PMCID: PMC4632064 DOI: 10.1534/g3.115.021345] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Chromosome 22q11.2 microdeletions impart a high but incomplete risk for schizophrenia. Possible mechanisms include genome-wide effects of DGCR8 haploinsufficiency. In a proof-of-principle study to assess the power of this model, we used high-quality, whole-genome sequencing of nine individuals with 22q11.2 deletions and extreme phenotypes (schizophrenia, or no psychotic disorder at age >50 years). The schizophrenia group had a greater burden of rare, damaging variants impacting protein-coding neurofunctional genes, including genes involved in neuron projection (nominal P = 0.02, joint burden of three variant types). Variants in the intact 22q11.2 region were not major contributors. Restricting to genes affected by a DGCR8 mechanism tended to amplify between-group differences. Damaging variants in highly conserved long intergenic noncoding RNA genes also were enriched in the schizophrenia group (nominal P = 0.04). The findings support the 22q11.2 deletion model as a threshold-lowering first hit for schizophrenia risk. If applied to a larger and thus better-powered cohort, this appears to be a promising approach to identify genome-wide rare variants in coding and noncoding sequence that perturb gene networks relevant to idiopathic schizophrenia. Similarly designed studies exploiting genetic models may prove useful to help delineate the genetic architecture of other complex phenotypes.
Collapse
|
542
|
Butler AA, Webb WM, Lubin FD. Regulatory RNAs and control of epigenetic mechanisms: expectations for cognition and cognitive dysfunction. Epigenomics 2015; 8:135-51. [PMID: 26366811 DOI: 10.2217/epi.15.79] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022] Open
Abstract
The diverse functions of noncoding RNAs (ncRNAs) can influence virtually every aspect of the transcriptional process including epigenetic regulation of genes. In the CNS, regulatory RNA networks and epigenetic mechanisms have broad relevance to gene transcription changes involved in long-term memory formation and cognition. Thus, it is becoming increasingly clear that multiple classes of ncRNAs impact neuronal development, neuroplasticity, and cognition. Currently, a large gap exists in our knowledge of how ncRNAs facilitate epigenetic processes, and how this phenomenon affects cognitive function. In this review, we discuss recent findings highlighting a provocative role for ncRNAs including lncRNAs and piRNAs in the control of epigenetic mechanisms involved in cognitive function. Furthermore, we discuss the putative roles for these ncRNAs in cognitive disorders such as schizophrenia and Alzheimer's disease.
Collapse
Affiliation(s)
- Anderson A Butler
- Department of Neurobiology, University of Alabama at Birmingham, 1825 University Boulevard, Birmingham, AL 35294, USA
| | - William M Webb
- Department of Neurobiology, University of Alabama at Birmingham, 1825 University Boulevard, Birmingham, AL 35294, USA
| | - Farah D Lubin
- Department of Neurobiology, University of Alabama at Birmingham, 1825 University Boulevard, Birmingham, AL 35294, USA
| |
Collapse
|
543
|
van der Doef TF, Doorduin J, van Berckel BNM, Cervenka S. Assessing brain immune activation in psychiatric disorders: clinical and preclinical PET imaging studies of the 18-kDa translocator protein. Clin Transl Imaging 2015; 3:449-460. [PMID: 28781965 PMCID: PMC5496979 DOI: 10.1007/s40336-015-0140-0] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2015] [Accepted: 08/26/2015] [Indexed: 01/24/2023]
Abstract
Accumulating evidence from different lines of research suggests an involvement of the immune system in the pathophysiology of several psychiatric disorders. During recent years, a series of positron emission tomography (PET) studies have been published using radioligands for the translocator protein (TSPO) to study microglia activation in schizophrenia, bipolar I disorder, major depression, autism spectrum disorder, and drug abuse. The results have been somewhat conflicting, which could be due to differences both in patient sample characteristics and in PET methods. In particular, further work is needed to address both methodological and biological sources of variability in TSPO levels, a process in which the use of animal models and small animal PET systems can be a valuable tool. Given this development, PET studies of immune activation have the potential to further increase our understanding of disease mechanisms in psychiatric disorders, which is a requisite in the search for new treatment approaches. Furthermore, molecular imaging could become an important clinical tool for identifying specific subgroups of patients or disease stages that would benefit from treatment targeting the immune system.
Collapse
Affiliation(s)
- Thalia F van der Doef
- Department of Psychiatry, University Medical Center Utrecht, Utrecht, The Netherlands.,Department of Radiology and Nuclear Medicine, VU University Medical Center, Amsterdam, The Netherlands
| | - Janine Doorduin
- Department of Nuclear Medicine and Molecular Imaging, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Bart N M van Berckel
- Department of Psychiatry, University Medical Center Utrecht, Utrecht, The Netherlands.,Department of Radiology and Nuclear Medicine, VU University Medical Center, Amsterdam, The Netherlands
| | - Simon Cervenka
- Department of Clinical Neuroscience, Centre for Psychiatry Research, Karolinska Institutet, Stockholm, Sweden
| |
Collapse
|
544
|
Dickerson F, Katsafanas E, Schweinfurth LAB, Savage CLG, Stallings C, Origoni A, Khushalani S, Lillehoj E, Yolken R. Immune alterations in acute bipolar depression. Acta Psychiatr Scand 2015; 132:204-10. [PMID: 26061032 DOI: 10.1111/acps.12451] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/05/2015] [Indexed: 12/16/2022]
Abstract
OBJECTIVE Immunologic abnormalities have been found in bipolar disorder and acute mania. However, there have been fewer studies of patients with acute bipolar depression. METHOD Blood samples were obtained from individuals with acute bipolar depression, acute mania, and controls. These samples were evaluated for antibodies to human herpesviruses, gliadin, Toxoplasma gondii, and endogenous retroviruses as well as for C-reactive protein (CRP) and pentraxin-3 using immunoassay methods. Linear regression models were used to compare the levels of the markers controlling for demographic and clinical variables. A subset of the bipolar depressed group was evaluated at a 6-month follow-up. RESULTS The sample consisted of 82 individuals with acute bipolar depression, 147 with acute mania, and 280 controls. The levels of CRP and IgG antibodies to an endogenous retrovirus, Mason-Pfizer monkey virus (MPMV), were significantly elevated in the bipolar depressed group. Levels of pentraxin-3 were reduced in both psychiatric groups. An evaluation of 32 individuals 6 months after hospitalization for bipolar depression showed a significant decrease in the levels of MPMV antibodies, but not a change in the other markers. CONCLUSION Individuals with acute bipolar depression show immune alterations. Some of the alterations are similar to those found in acute mania.
Collapse
Affiliation(s)
- F Dickerson
- Stanley Research Program, Sheppard Pratt Health System, Baltimore, MD, USA
| | - E Katsafanas
- Stanley Research Program, Sheppard Pratt Health System, Baltimore, MD, USA
| | - L A B Schweinfurth
- Stanley Research Program, Sheppard Pratt Health System, Baltimore, MD, USA
| | - C L G Savage
- Stanley Research Program, Sheppard Pratt Health System, Baltimore, MD, USA
| | - C Stallings
- Stanley Research Program, Sheppard Pratt Health System, Baltimore, MD, USA
| | - A Origoni
- Stanley Research Program, Sheppard Pratt Health System, Baltimore, MD, USA
| | - S Khushalani
- Stanley Research Program, Sheppard Pratt Health System, Baltimore, MD, USA
| | - E Lillehoj
- Department of Pediatrics, University of Maryland School of Medicine, Baltimore, MD, USA
| | - R Yolken
- Stanley Neurovirology Laboratory, Johns Hopkins School of Medicine, Baltimore, MD, USA
| |
Collapse
|
545
|
Higgins GA, Allyn-Feuer A, Handelman S, Sadee W, Athey BD. The epigenome, 4D nucleome and next-generation neuropsychiatric pharmacogenomics. Pharmacogenomics 2015; 16:1649-69. [DOI: 10.2217/pgs.15.111] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
The 4D nucleome has the potential to render challenges in neuropsychiatric pharmacogenomics more tractable. The epigenome roadmap consortium has demonstrated the critical role that noncoding regions of the human genome play in determination of human phenotype. Chromosome conformation capture methods have revealed the 4D organization of the nucleus, bringing interactions between distant regulatory elements into close spatial proximity in a periodic manner. These functional interactions have the potential to elucidate mechanisms of CNS drug response and side effects that previously have been unrecognized. This perspective assesses recent advances likely to reveal novel pharmacodynamic regulatory pathways in human brain, charting a future new avenue of pharmacogenomics research, using the spatial and temporal architecture of the human epigenome as its foundation.
Collapse
Affiliation(s)
- Gerald A Higgins
- Pharmacogenomic Science, Assurex Health Inc., 6030 Mason Montgomery Road, Mason, OH 45040, USA
- Department of Computational Medicine & Bioinformatics, University of Michigan Medical School, 100 Washtenaw Avenue, Ann Arbor, MI 48109, USA
| | - Ari Allyn-Feuer
- Department of Computational Medicine & Bioinformatics, University of Michigan Medical School, 100 Washtenaw Avenue, Ann Arbor, MI 48109, USA
| | - Samuel Handelman
- Department of Pharmacology, OSU Program in Pharmacogenomics, The Ohio State University College of Medicine, 333 W 10th Avenue, Columbus, OH 43210, USA
| | - Wolfgang Sadee
- Department of Pharmacology, OSU Program in Pharmacogenomics, The Ohio State University College of Medicine, 333 W 10th Avenue, Columbus, OH 43210, USA
| | - Brian D Athey
- Department of Computational Medicine & Bioinformatics, University of Michigan Medical School, 100 Washtenaw Avenue, Ann Arbor, MI 48109, USA
- Department of Psychiatry, University of Michigan Medical School, 100 Washtenaw Avenue, Ann Arbor, MI 48109, USA
| |
Collapse
|
546
|
Du T, Rao S, Wu L, Ye N, Liu Z, Hu H, Xiu J, Shen Y, Xu Q. An association study of the m6A genes with major depressive disorder in Chinese Han population. J Affect Disord 2015; 183:279-86. [PMID: 26047305 DOI: 10.1016/j.jad.2015.05.025] [Citation(s) in RCA: 76] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/28/2015] [Revised: 04/17/2015] [Accepted: 05/11/2015] [Indexed: 12/11/2022]
Abstract
BACKGROUND Major depressive disorder (MDD) is a common, chronic and recurrent mental disease but the precise mechanism behind this disorder remains unknown. FTO is one of the N6-methyladenosine (m6A) modification genes and has recently been found to be associated with depression. N6-methyladenosine (m6A) is the most abundant internal modification on RNA, which is highly enriched within the brain. There are five genes involved in m6A modification including FTO, but whether these m6A modification genes could confer a risk of MDD is still unclear. This study aimed to investigate the genetic influence of the m6A modification genes on risk of MDD. METHODS We genotyped 23 SNPs in 5 modification genes among 738 patients with MDD and 1098 controls. The UNPHASED program was applied to analyze the genotyping data for allelic and genotypic association with MDD. RESULTS Of the 23 SNPs selected, rs12936694 from the m6A demethylase gene ALKBH5 showed allelic association (χ(2)=11.19, p=0.0008, OR=1.491, 95%CI 1.179-1.887) and genotypic association (χ(2)=12.26, df=2, p=0.0022) with MDD. LIMITATIONS Replication and functional study are required to draw a firm conclusion. CONCLUSIONS The ALKBH5 gene may play a role in conferring risk of MDD in the Chinese population.
Collapse
Affiliation(s)
- Tingfu Du
- National Laboratory of Medical Molecular Biology, Institute of Basic Medical Sciences and Neuroscience Center, Chinese Academy of Medical Sciences and Peking Union Medical College, Tsinghua University, Beijing 100005, China
| | - Shuquan Rao
- National Laboratory of Medical Molecular Biology, Institute of Basic Medical Sciences and Neuroscience Center, Chinese Academy of Medical Sciences and Peking Union Medical College, Tsinghua University, Beijing 100005, China
| | - Lin Wu
- National Laboratory of Medical Molecular Biology, Institute of Basic Medical Sciences and Neuroscience Center, Chinese Academy of Medical Sciences and Peking Union Medical College, Tsinghua University, Beijing 100005, China
| | - Ning Ye
- National Laboratory of Medical Molecular Biology, Institute of Basic Medical Sciences and Neuroscience Center, Chinese Academy of Medical Sciences and Peking Union Medical College, Tsinghua University, Beijing 100005, China
| | - Zeyue Liu
- National Laboratory of Medical Molecular Biology, Institute of Basic Medical Sciences and Neuroscience Center, Chinese Academy of Medical Sciences and Peking Union Medical College, Tsinghua University, Beijing 100005, China
| | - Huiling Hu
- National Laboratory of Medical Molecular Biology, Institute of Basic Medical Sciences and Neuroscience Center, Chinese Academy of Medical Sciences and Peking Union Medical College, Tsinghua University, Beijing 100005, China
| | - Jianbo Xiu
- National Laboratory of Medical Molecular Biology, Institute of Basic Medical Sciences and Neuroscience Center, Chinese Academy of Medical Sciences and Peking Union Medical College, Tsinghua University, Beijing 100005, China
| | - Yan Shen
- National Laboratory of Medical Molecular Biology, Institute of Basic Medical Sciences and Neuroscience Center, Chinese Academy of Medical Sciences and Peking Union Medical College, Tsinghua University, Beijing 100005, China
| | - Qi Xu
- National Laboratory of Medical Molecular Biology, Institute of Basic Medical Sciences and Neuroscience Center, Chinese Academy of Medical Sciences and Peking Union Medical College, Tsinghua University, Beijing 100005, China.
| |
Collapse
|
547
|
Frye MA, Doederlein A, Koenig B, McElroy SL, Nassan M, Seymour LR, Biernacka JM, Daniels AS. National survey and community advisory board development for a bipolar disorder biobank. Bipolar Disord 2015; 17:598-605. [PMID: 26291791 PMCID: PMC4643402 DOI: 10.1111/bdi.12322] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/02/2014] [Accepted: 04/17/2015] [Indexed: 01/05/2023]
Abstract
OBJECTIVES The aim of the present study was to engage a national advocacy group and local stakeholders for guidance in developing a bipolar disorder biobank through a web-based survey and a community advisory board. METHODS The Depression and Bipolar Support Alliance and the Mayo Clinic Bipolar Biobank conducted a national web-based survey inquiring about interest in participating in a biobank (i.e., giving DNA and clinical information). A community advisory board was convened to guide establishment of the biobank and identify key deliverables from the research project and for the community. RESULTS Among 385 survey respondents, funding source (87%), professional opinion (76%), mental health consumer opinion (79%), and return of research results (91%) were believed to be important for considering study participation. Significantly more patients were willing to participate in a biobank managed by a university or clinic (78.2%) than one managed by government (63.4%) or industry (58.2%; both p < 0.001). The nine-member community advisory board expressed interest in research to help predict the likelihood of bipolar disorder developing in a child of an affected parent and which medications to avoid. The advisory board endorsed the use of a comprehension questionnaire to evaluate participants' understanding of the study (e.g., longevity of DNA specimens, right to remove samples, accessing medical records) as a means to strengthen the informed consent process. CONCLUSIONS These national survey and community advisory data support the merit of establishing a biobank to enable studies of disease risk, provided that health records and research results are adequately protected. The goals of earlier diagnosis and individualized treatment of bipolar disorder were endorsed.
Collapse
Affiliation(s)
- Mark A Frye
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN, USA
| | | | - Barbara Koenig
- Institute for Health and Aging, University of California, San Francisco, CA, USA
| | - Susan L McElroy
- Lindner Center of HOPE, Mason, USA
- Department of Psychiatry, University of Cincinnati, College of Medicine, Cincinnati, OH, USA
| | - Malik Nassan
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN, USA
| | - Lisa R Seymour
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN, USA
| | - Joanna M Biernacka
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN, USA
- Division of Biomedical Statistics and Informatics, Mayo Clinic, Rochester, MN, USA
| | | |
Collapse
|
548
|
Abstract
Recent findings implicate alterations in glutamate signaling, leading to aberrant synaptic plasticity, in schizophrenia. Matrix metalloproteinase-9 (MMP-9) has been shown to regulate glutamate receptors, be regulated by glutamate at excitatory synapses, and modulate physiological and morphological synaptic plasticity. By means of functional gene polymorphism, gene responsiveness to antipsychotics and blood plasma levels MMP-9 has recently been implicated in schizophrenia. This commentary critically reviews these findings based on the hypothesis that MMP-9 contributes to pathological synaptic plasticity in schizophrenia.
Collapse
Affiliation(s)
- Katarzyna Lepeta
- Department of Molecular and Cellular Neurobiology, Nencki Institute, Warsaw, Poland
| | - Leszek Kaczmarek
- Department of Molecular and Cellular Neurobiology, Nencki Institute, Warsaw, Poland
| |
Collapse
|
549
|
Agrawal A, Bogdan R. Risky Business: Pathways to Progress in Biologically Informed Studies of Psychopathology. PSYCHOLOGICAL INQUIRY 2015; 26:231-238. [PMID: 27114696 DOI: 10.1080/1047840x.2015.1039930] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Affiliation(s)
- Arpana Agrawal
- Washington University School of Medicine, Department of Psychiatry, 660 S. Euclid, CB 8134, Saint Louis, MO 63110
| | - Ryan Bogdan
- Washington University in St. Louis, Department of Psychology, CB 1125, One Brookings Drive, Saint Louis, MO 63130
| |
Collapse
|
550
|
Abstract
Major depressive disorder is among the leading causes of disease burden and disability, as well as a major public health concern worldwide. Despite its substantial heritability, no robustly replicated genetic risk loci had been found until recently. Now, a new study has identified, and replicated, two variants associated with an increased risk for this disorder. The success of this study appears to lie in the use of low-coverage sequencing, instead of microarrays, and in minimizing phenotypic and genetic heterogeneity.
Collapse
Affiliation(s)
- Margarita Rivera
- Instituto de Investigación Biosanitaria ibs, Granada and CIBER en Salud Mental (CIBERSAM), University of Granada, Granada, Spain.,MRC Social Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, SE5 8AF, UK
| | - Peter McGuffin
- MRC Social Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, SE5 8AF, UK.
| |
Collapse
|