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Abstract
Tourette syndrome (TS) is a neuropsychiatric disorder of complex genetic architecture involving multiple interacting genes. Here, we sought to elucidate the pathways that underlie the neurobiology of the disorder through genome-wide analysis. We analyzed genome-wide genotypic data of 3581 individuals with TS and 7682 ancestry-matched controls and investigated associations of TS with sets of genes that are expressed in particular cell types and operate in specific neuronal and glial functions. We employed a self-contained, set-based association method (SBA) as well as a competitive gene set method (MAGMA) using individual-level genotype data to perform a comprehensive investigation of the biological background of TS. Our SBA analysis identified three significant gene sets after Bonferroni correction, implicating ligand-gated ion channel signaling, lymphocytic, and cell adhesion and transsynaptic signaling processes. MAGMA analysis further supported the involvement of the cell adhesion and trans-synaptic signaling gene set. The lymphocytic gene set was driven by variants in FLT3, raising an intriguing hypothesis for the involvement of a neuroinflammatory element in TS pathogenesis. The indications of involvement of ligand-gated ion channel signaling reinforce the role of GABA in TS, while the association of cell adhesion and trans-synaptic signaling gene set provides additional support for the role of adhesion molecules in neuropsychiatric disorders. This study reinforces previous findings but also provides new insights into the neurobiology of TS.
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1 Democritus University of Thrace, Department of Molecular Biology and Genetics, Alexandroupolis, Greece (GRID:grid.12284.3d) (ISNI:0000 0001 2170 8022)
2 Massachusetts General Hospital, Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Department of Psychiatry, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34)
3 University of California, Semel Institute for Neuroscience and Human Behavior, David Geffen School of Medicine, Los Angeles, USA (GRID:grid.19006.3e) (ISNI:0000 0000 9632 6718); University of California, Department of Psychiatry and Biobehavioral Sciences, Los Angeles, USA (GRID:grid.19006.3e) (ISNI:0000 0000 9632 6718)
4 University of California, Semel Institute for Neuroscience and Human Behavior, David Geffen School of Medicine, Los Angeles, USA (GRID:grid.19006.3e) (ISNI:0000 0000 9632 6718); University of California, Department of Psychiatry and Biobehavioral Sciences, Los Angeles, USA (GRID:grid.19006.3e) (ISNI:0000 0000 9632 6718); University of California, Bioinformatics Interdepartmental Program, Los Angeles, USA (GRID:grid.19006.3e) (ISNI:0000 0000 9632 6718)
5 Massachusetts General Hospital, Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Department of Psychiatry, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
6 University of California, Department of Psychiatry, UCSF Weill Institute for Neurosciences, San Francisco, USA (GRID:grid.266102.1) (ISNI:0000 0001 2297 6811)
7 Massachusetts General Hospital, Department of Psychiatry, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
8 Hannover Medical School, Clinic of Psychiatry, Social Psychiatry, and Psychotherapy, Hannover, Germany (GRID:grid.10423.34) (ISNI:0000 0000 9529 9877)
9 Hannover Medical School, Institute of Human Genetics, Hannover, Germany (GRID:grid.10423.34) (ISNI:0000 0000 9529 9877)
10 University of Montreal, McGill University Health Centre, McGill University Health Center, Montreal, Canada (GRID:grid.10423.34)
11 McGill University, Montreal Neurological Institute, Department of Neurology and Neurosurgery, Montreal, Canada (GRID:grid.14709.3b) (ISNI:0000 0004 1936 8649)
12 Medical University Vienna, Department of Psychiatry and Psychotherapy, Vienna, Austria (GRID:grid.22937.3d) (ISNI:0000 0000 9259 8492); Biopsychosocial Corporation, Vienna, Austria (GRID:grid.22937.3d)
13 Medical University Vienna, Department of Psychiatry and Psychotherapy, Vienna, Austria (GRID:grid.22937.3d) (ISNI:0000 0000 9259 8492)
14 Biopsychosocial Corporation, Vienna, Austria (GRID:grid.22937.3d)
15 University Health Network, Youthdale Treatment Centres, and University of Toronto, Toronto, Canada (GRID:grid.17063.33) (ISNI:0000 0001 2157 2938)
16 Hospital for Sick Children, and University of Toronto, Krembil Research Institute, University Health Network, Toronto, Canada (GRID:grid.17063.33) (ISNI:0000 0001 2157 2938)
17 Johns Hopkins University School of Medicine and the Kennedy Krieger Institute, Baltimore, USA (GRID:grid.21107.35) (ISNI:0000 0001 2171 9311)
18 University of Bonn Medical School, Institute of Human Genetics, University Hospital Bonn, Bonn, Germany (GRID:grid.10388.32) (ISNI:0000 0001 2240 3300)
19 University of Duisburg-Essen, Department of Child and Adolescent Psychiatry, Psychosomatics, and Psychotherapy, University Hospital Essen, Essen, Germany (GRID:grid.5718.b) (ISNI:0000 0001 2187 5445)
20 Yale University School of Medicine, Yale Child Study Center and the Department of Psychiatry, New Haven, USA (GRID:grid.47100.32) (ISNI:0000000419368710)
21 Semmelweis University, Institute of Medical Chemistry, Molecular Biology, and Pathobiochemistry, Budapest, Hungary (GRID:grid.11804.3c) (ISNI:0000 0001 0942 9821)
22 Vadaskert Child and Adolescent Psychiatric Hospital, Budapest, Hungary (GRID:grid.11804.3c)
23 University Hospital Essen, University Duisburg-Essen, Institute of Human Genetics, Essen, Germany (GRID:grid.11804.3c); Sorbonne Universités, UPMC Université Paris 06, Paris, France (GRID:grid.462844.8) (ISNI:0000 0001 2308 1657)
24 Sorbonne Universités, UPMC Université Paris 06, Paris, France (GRID:grid.462844.8) (ISNI:0000 0001 2308 1657); Groupe Hospitalier Pitié-Salpêtrière, French Reference Centre for Gilles de la Tourette Syndrome, Paris, France (GRID:grid.411439.a) (ISNI:0000 0001 2150 9058); Groupe Hospitalier Pitié-Salpêtrière, Assistance Publique–Hôpitaux de Paris, Department of Neurology, Paris, France (GRID:grid.411439.a) (ISNI:0000 0001 2150 9058); Assistance Publique Hôpitaux de Paris, Hopital Saint Antoine, Paris, France (GRID:grid.412370.3) (ISNI:0000 0004 1937 1100)
25 Sorbonne Universités, UPMC Université Paris 06, Paris, France (GRID:grid.462844.8) (ISNI:0000 0001 2308 1657); Groupe Hospitalier Pitié-Salpêtrière, French Reference Centre for Gilles de la Tourette Syndrome, Paris, France (GRID:grid.411439.a) (ISNI:0000 0001 2150 9058); Groupe Hospitalier Pitié-Salpêtrière, Assistance Publique–Hôpitaux de Paris, Department of Neurology, Paris, France (GRID:grid.411439.a) (ISNI:0000 0001 2150 9058)
26 Zucker School of Medicine at Hofstra/Northwell, Hempstead, USA (GRID:grid.257060.6) (ISNI:0000 0001 2284 9943)
27 University of Catania, Child Neuropsychiatry, Department of Clinical and Experimental Medicine, Catania, Italy (GRID:grid.8158.4) (ISNI:0000 0004 1757 1969)
28 Jervis Clinic, NYS Institute for Basic Research in Developmental Disabilities (IBR), Staten Island, USA (GRID:grid.420001.7) (ISNI:0000 0000 9813 9625)
29 University of Utah, Department of Psychiatry, Salt Lake City, USA (GRID:grid.223827.e) (ISNI:0000 0001 2193 0096)
30 Children’s Mercy Hospital, Kansas City, USA (GRID:grid.239559.1) (ISNI:0000 0004 0415 5050)
31 University Medical Center Groningen and Rijksuniversity Groningen, and Drenthe Mental Health Center, Department of Psychiatry, Groningen, the Netherlands (GRID:grid.4494.d) (ISNI:0000 0000 9558 4598)
32 University of Florida Health, Department of Neurology, Norman Fixel Institute for Neurological Diseases, Gainesville, USA (GRID:grid.430508.a) (ISNI:0000 0004 4911 114X)
33 Pennsylvania State University College of Medicine, Hershey, USA (GRID:grid.29857.31) (ISNI:0000 0001 2097 4281)
34 Marquette University and University of Wisconsin-Milwaukee, Milwaukee, USA (GRID:grid.267468.9) (ISNI:0000 0001 0695 7223)
35 Tripler Army Medical Center and University of Hawaii John A. Burns School of Medicine, Honolulu, USA (GRID:grid.410445.0) (ISNI:0000 0001 2188 0957)
36 Baylor College of Medicine, Parkinson’s Disease Center and Movement Disorders Clinic, Department of Neurology, Houston, USA (GRID:grid.39382.33) (ISNI:0000 0001 2160 926X)
37 University College London, Division of Psychiatry, Department of Neuropsychiatry, London, UK (GRID:grid.83440.3b) (ISNI:0000000121901201)
38 University of Cincinnati, Division of Pediatric Neurology, Cincinnati Children’s Hospital Medical Center; Department of Pediatrics, Cincinnati, USA (GRID:grid.24827.3b) (ISNI:0000 0001 2179 9593)
39 Children’s Hospital of Philadelphia, Philadelphia, USA (GRID:grid.239552.a) (ISNI:0000 0001 0680 8770)
40 University of Miami Miller School of Medicine, Department of Psychiatry and Behavioral Sciences, Miami, USA (GRID:grid.26790.3a) (ISNI:0000 0004 1936 8606)
41 University Medical Center Groningen, University of Groningen, Department of Child and Adolescent Psychiatry, Groningen, the Netherlands (GRID:grid.26790.3a)
42 University of Iowa Carver College of Medicine, Iowa City, USA (GRID:grid.214572.7) (ISNI:0000 0004 1936 8294)
43 University of Washington, Department of Pediatrics, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657)
44 University Hospital Bonn, Department of Psychiatry and Psychotherapy, Bonn, Germany (GRID:grid.15090.3d) (ISNI:0000 0000 8786 803X)
45 SUNY Downstate Medical Center Brooklyn, Brooklyn, USA (GRID:grid.262863.b) (ISNI:0000 0001 0693 2202)
46 University of California San Francisco, Institute for Neurodegenerative Diseases, UCSF Weill Institute for Neurosciences, San Francisco, USA (GRID:grid.266102.1) (ISNI:0000 0001 2297 6811)
47 Rutgers, the State University of New Jersey, Department of Genetics and the Human Genetics Institute of New Jersey, Piscataway, USA (GRID:grid.430387.b) (ISNI:0000 0004 1936 8796)
48 Vanderbilt University Medical Center, Division of Genetic Medicine, Vanderbilt Genetics Institute, Nashville, USA (GRID:grid.412807.8) (ISNI:0000 0004 1936 9916)
49 Massachusetts General Hospital, Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Department of Psychiatry, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34); Massachusetts General Hospital, Analytic and Translational Genetics Unit, Department of Medicine, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
50 University of Florida, Department of Psychiatry, Genetics Institute, Gainesville, USA (GRID:grid.15276.37) (ISNI:0000 0004 1936 8091)
51 Massachusetts General Hospital, Psychiatric and Neurodevelopmental Genetics Unit, Center for Genomic Medicine, Department of Psychiatry, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34); Massachusetts General Hospital, Department of Neurology, Brigham and Women’s Hospital, and the Department of Neurology, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
52 Purdue University, Department of Biological Sciences, West Lafayette, USA (GRID:grid.169077.e) (ISNI:0000 0004 1937 2197)
53 Overlook Hospital, Atlantic Neuroscience Institute, Summit, USA (GRID:grid.417328.b) (ISNI:0000 0000 8945 8587)
54 Yale University School of Medicine, Yale Child Study Center, New Haven, USA (GRID:grid.47100.32) (ISNI:0000000419368710)
55 VU UniversityMedical Center, Department of Psychiatry, Amsterdam, The Netherlands (GRID:grid.16872.3a) (ISNI:0000 0004 0435 165X)
56 Medical University Vienna, Department of Psychiatry and Psychotherapy, Vienna, Austria (GRID:grid.22937.3d) (ISNI:0000 0000 9259 8492); Center for Mental Health Muldenstrasse, BBRZMed, Linz, Austria (GRID:grid.22937.3d)
57 Medical University of Warsaw, Department of Child Psychiatry, Warsaw, Poland (GRID:grid.13339.3b) (ISNI:0000000113287408)
58 Yonsei Yoo & Kim Mental Health Clinic, Yonsei University College of Medicine, Seoul, South Korea (GRID:grid.15444.30) (ISNI:0000 0004 0470 5454)
59 Institute of Neurosciences, Hospital Clinic Universitari, Department of Child and Adolescent Psychiatry and Psychology, Barcelona, Spain (GRID:grid.410458.c) (ISNI:0000 0000 9635 9413)
60 Icahn School of Medicine at Mount Sinai, Department of Psychiatry, Friedman Brain Institute, Mindich Child Health and Development Institute, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351)
61 Capital Region of Denmark and University of Copenhagen, Child and Adolescent Mental Health Center, Mental Health Services, Copenhagen, Denmark (GRID:grid.5254.6) (ISNI:0000 0001 0674 042X)
62 Guys and St Thomas’ NHS Foundation Trust, Tic and Neurodevelopmental Movements Service (TANDeM), Evelina Children’s Hospital, London, UK (GRID:grid.420545.2); Paediatric Neurosciences, Kings College London, London, UK (GRID:grid.13097.3c) (ISNI:0000 0001 2322 6764)
63 University College London, UCL Great Ormond Street Institute of Child Health, London, UK (GRID:grid.83440.3b) (ISNI:0000000121901201); Psychological and Mental Health Services, Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK (GRID:grid.424537.3) (ISNI:0000 0004 5902 9895)
64 De Bascule, Academic Centre for Child and Adolescent Psychiatry, Amsterdam, The Netherlands (GRID:grid.491096.3)
65 Yonsei Bom Clinic, Seoul, South Korea (GRID:grid.491096.3)
66 Department of Psychiatry, University of California, San Francisco, San Francisco, USA (GRID:grid.266102.1) (ISNI:0000 0001 2297 6811)
67 Rudolph Child Research Center, The Korea Institute for Children’s Social Development, Seoul, South Korea (GRID:grid.47100.32)
68 Kangbuk Samsung Hospital, Seoul, South Korea (GRID:grid.415735.1) (ISNI:0000 0004 0621 4536)
69 University of California, San Francisco, Department of Psychiatry, San Francisco, USA (GRID:grid.266102.1) (ISNI:0000 0001 2297 6811)
70 Hospital Universitario Virgen del Rocío/CSIC/Universidad de Sevilla, Sección de Neuropediatría, Instituto de Biomedicina de Sevilla, Seville, Spain (GRID:grid.414816.e) (ISNI:0000 0004 1773 7922)
71 Hospital Universitario Virgen del Rocío, Sevilla, Spain (GRID:grid.411109.c) (ISNI:0000 0000 9542 1158); Centro de Investigación en Red-Enfermedades Neurodegenerativas (CIBERNED), Madrid, Spain (GRID:grid.418264.d) (ISNI:0000 0004 1762 4012)
72 Hospital Clínic Universitari, Department of Child and Adolescent Psychiatry and Psychology, Institute of Neurosciences, Barcelona, Spain (GRID:grid.410458.c) (ISNI:0000 0000 9635 9413); University of Barcelona, Department of Medicine, Barcelona, Spain (GRID:grid.5841.8) (ISNI:0000 0004 1937 0247); Centro de Investigación Biomédica en red de Salud Mental (CIBERSAM), Barcelona, Spain (GRID:grid.5841.8)
73 University of Lübeck, Institute of Systems Motor Science, Lübeck, Germany (GRID:grid.4562.5) (ISNI:0000 0001 0057 2672)
74 Capital Region of Denmark, Child and Adolescent Mental Health Centre, Mental Health Services, Copenhagen, Denmark (GRID:grid.425848.7) (ISNI:0000 0004 0639 1831); The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark (GRID:grid.452548.a) (ISNI:0000 0000 9817 5300); University Medical Center, University of Lausanne, Service of Child and Adolescent Psychiatry, Department of Psychiatry, Lausanne, Switzerland (GRID:grid.9851.5) (ISNI:0000 0001 2165 4204)
75 University Hospital Carl Gustav CarusTU Dresden, Department of Child and Adolescent Psychiatry, Faculty of Medicine, Dresden, Germany (GRID:grid.412282.f) (ISNI:0000 0001 1091 2917)
76 National Health Insurance Service Ilsan Hospital, Goyang-Si, South Korea (GRID:grid.416665.6) (ISNI:0000 0004 0647 2391)
77 University Medical Center Groningen, University of Groningen, Department of Child and Adolescent Psychiatry, Groningen, the Netherlands (GRID:grid.266102.1)