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ENIGMA and global neuroscience: A decade of large-scale studies of the brain in health and disease across more than 40 countries
PM. Thompson, N. Jahanshad, CRK. Ching, LE. Salminen, SI. Thomopoulos, J. Bright, BT. Baune, S. Bertolín, J. Bralten, WB. Bruin, R. Bülow, J. Chen, Y. Chye, U. Dannlowski, CGF. de Kovel, G. Donohoe, LT. Eyler, SV. Faraone, P. Favre, CA. Filippi,...
Language English Country United States
Document type Journal Article, Meta-Analysis, Research Support, N.I.H., Extramural, Research Support, Non-U.S. Gov't, Review
Grant support
R01 EB015611
NIBIB NIH HHS - United States
R01 MH116147
NIMH NIH HHS - United States
ER724/4-1
Deutsche Forschungsgemeinschaft (German Research Foundation) - International
R01 DA047119
NIDA NIH HHS - United States
R01 NS107739
U.S. Department of Health & Human Services | NIH | National Institute of Neurological Disorders and Stroke (NINDS) - International
S10 OD023696
NIH HHS - United States
R21 NS107739
NINDS NIH HHS - United States
R01 NS115845
NINDS NIH HHS - United States
R21 MH116473
NIMH NIH HHS - United States
K01 HD091283
NICHD NIH HHS - United States
R01 MH085953
NIMH NIH HHS - United States
R01 MH111671
NIMH NIH HHS - United States
S10 OD023696
ODCDC CDC HHS - United States
MR/L016311/1
Medical Research Council - United Kingdom
T32 AG058507
NIA NIH HHS - United States
R01 MH117601
NIMH NIH HHS - United States
WA1539/11-1
Deutsche Forschungsgemeinschaft (German Research Foundation) - International
U01 MH108148
NIMH NIH HHS - United States
U54 EB020403
NIBIB NIH HHS - United States
R01 AG059874
NIA NIH HHS - United States
R56 AG058854
NIA NIH HHS - United States
APP1103623
Department of Health | National Health and Medical Research Council (NHMRC) - International
APP1158127
Department of Health | National Health and Medical Research Council (NHMRC) - International
NLK
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- MeSH
- Depressive Disorder, Major * genetics MeSH
- Humans MeSH
- Magnetic Resonance Imaging MeSH
- Brain diagnostic imaging MeSH
- Neuroimaging MeSH
- Reproducibility of Results MeSH
- Check Tag
- Humans MeSH
- Publication type
- Journal Article MeSH
- Meta-Analysis MeSH
- Research Support, Non-U.S. Gov't MeSH
- Review MeSH
- Research Support, N.I.H., Extramural MeSH
This review summarizes the last decade of work by the ENIGMA (Enhancing NeuroImaging Genetics through Meta Analysis) Consortium, a global alliance of over 1400 scientists across 43 countries, studying the human brain in health and disease. Building on large-scale genetic studies that discovered the first robustly replicated genetic loci associated with brain metrics, ENIGMA has diversified into over 50 working groups (WGs), pooling worldwide data and expertise to answer fundamental questions in neuroscience, psychiatry, neurology, and genetics. Most ENIGMA WGs focus on specific psychiatric and neurological conditions, other WGs study normal variation due to sex and gender differences, or development and aging; still other WGs develop methodological pipelines and tools to facilitate harmonized analyses of "big data" (i.e., genetic and epigenetic data, multimodal MRI, and electroencephalography data). These international efforts have yielded the largest neuroimaging studies to date in schizophrenia, bipolar disorder, major depressive disorder, post-traumatic stress disorder, substance use disorders, obsessive-compulsive disorder, attention-deficit/hyperactivity disorder, autism spectrum disorders, epilepsy, and 22q11.2 deletion syndrome. More recent ENIGMA WGs have formed to study anxiety disorders, suicidal thoughts and behavior, sleep and insomnia, eating disorders, irritability, brain injury, antisocial personality and conduct disorder, and dissociative identity disorder. Here, we summarize the first decade of ENIGMA's activities and ongoing projects, and describe the successes and challenges encountered along the way. We highlight the advantages of collaborative large-scale coordinated data analyses for testing reproducibility and robustness of findings, offering the opportunity to identify brain systems involved in clinical syndromes across diverse samples and associated genetic, environmental, demographic, cognitive, and psychosocial factors.
Analytic and Translational Genetics Unit Massachusetts General Hospital Boston MA USA
APHP Mondor University Hospitals School of Medicine DMU Impact Psychiatry Department Créteil France
Biological Sciences Purdue University West Lafayette IN USA
Biomedical Engineering Illinois Institute of Technology Chicago IL USA
Biomedical Genetics Boston University School of Medicine Boston MA USA
Biometris Wageningen University and Research Wageningen The Netherlands
Brain and Mind Centre University of Sydney Sydney Australia
Center for Clinical Spectroscopy Brigham and Women's Hospital Boston MA USA
Center for Cognitive Aging and Memory University of Florida Gainesville FL USA
Center for Multimodal Imaging and Genetics University of California San Diego La Jolla CA USA
Center for the Neurobiology of Learning and Memory University of California Irvine Irvine CA USA
Centre for Advanced Imaging University of Queensland Brisbane QLD Australia
Centre for Youth Mental Health The University of Melbourne Melbourne VIC Australia
Chalfont Centre for Epilepsy Chalfont St Peter UK
Chan Division of Occupational Science and Occupational Therapy Los Angeles CA USA
Child and Adolescent Psychiatry University of California Los Angeles Los Angeles CA USA
Clinical and Health Psychology Gainesville FL USA
Cognitive Neuroscience Unit School of Psychology Deakin University Burwood VIC Australia
Dementia Research Centre Institute of Neurology University College London London UK
Department of Clinical and Experimental Epilepsy University College London London UK
Department of Computer Science and Engineering The Ohio State University Columbus OH USA
Department of Computer Science University of Southern California Los Angeles CA USA
Department of Epidemiology Erasmus Medical Centre Rotterdam The Netherlands
Department of Human Genetics Radboud University Medical Center Nijmegen The Netherlands
Department of Medical Genetics Oslo University Hospital Oslo Norway
Department of Neurodegenerative Disease UCL Queen Square Institute of Neurology London UK
Department of Neurology TBI and Concussion Center Salt Lake City UT USA
Department of Neurology University of Utah Salt Lake City UT USA
Department of Pediatrics Michigan State University East Lansing MI USA
Department of Personality Psychological Assessment and Treatment University of Deusto Bilbao Spain
Department of Physical Medicine and Rehabilitation Baylor College of Medicine Houston TX USA
Department of Psychiatric Research Diakonhjemmet Hospital Oslo Norway
Department of Psychiatry and Behavioral Sciences Baylor College of Medicine Houston TX USA
Department of Psychiatry and Behavioral Sciences Stanford University Stanford CA USA
Department of Psychiatry and Behavioral Sciences SUNY Upstate Medical University Syracuse NY USA
Department of Psychiatry and Human Behavior University of California Irvine Irvine CA USA
Department of Psychiatry and Mental Health University of Cape Town Cape Town South Africa
Department of Psychiatry and Psychotherapy Charite Humboldt University Berlin Germany
Department of Psychiatry and Psychotherapy Otto von Guericke University Magdeburg Magdeburg Germany
Department of Psychiatry and Psychotherapy University Medicine Greifswald Greifswald Germany
Department of Psychiatry Beth Israel Deaconess Medical Center Harvard Medical School Boston MA USA
Department of Psychiatry Boston Children's Hospital and Harvard Medical School Boston MA USA
Department of Psychiatry Boston University School of Medicine Boston MA USA
Department of Psychiatry Brigham and Women's Hospital Boston MA USA
Department of Psychiatry Dalhousie University Halifax NS Canada
Department of Psychiatry Duke University School of Medicine Durham NC USA
Department of Psychiatry Icahn School of Medicine at Mount Sinai New York NY USA
Department of Psychiatry Leiden University Medical Center Leiden The Netherlands
Department of Psychiatry Radboud University Medical Center Nijmegen The Netherlands
Department of Psychiatry Seoul National University College of Medicine Seoul Republic of Korea
Department of Psychiatry The University of Melbourne Melbourne VIC Australia
Department of Psychiatry Trinity College Dublin Dublin Ireland
Department of Psychiatry University of California San Diego La Jolla CA USA
Department of Psychiatry University of Maryland School of Medicine Baltimore MD USA
Department of Psychiatry University of Münster Münster Germany
Department of Psychiatry University of North Carolina at Chapel Hill Chapel Hill NC USA
Department of Psychiatry University of Pittsburgh Pittsburgh PA USA
Department of Psychiatry University of Vermont Burlington VT USA
Department of Psychology Humboldt Universität zu Berlin Berlin Germany
Department of Psychology Norwegian University of Science and Technology Trondheim Norway
Department of Psychology Penn State University University Park PA USA
Department of Psychology School of Arts and Social Sciences City University of London London UK
Department of Psychology University of Bath Bath UK
Department of Psychology University of California Los Angeles CA USA
Department of Psychology Yale University New Haven CT USA
Department of Radiology Loma Linda University Medical Center Loma Linda CA USA
Department of Research and Innovation GGZ InGeest Amsterdam The Netherlands
Department of Sleep and Cognition Netherlands Institute for Neuroscience Amsterdam The Netherlands
Division of Mental Health and Addiction Oslo University Hospital Oslo Norway
Donders Centre for Cognitive Neuroimaging Radboud University Medical Centre Nijmegen The Netherlands
Donders Institute for Brain Cognition and Behaviour Radboud University Nijmegen The Netherlands
Experimental Clinical and Health Psychology Ghent University Ghent Belgium
Faculty of Computer Science Dalhousie University Halifax NS Canada
Genentech Inc South San Francisco CA USA
German Center for Neurodegenerative Diseases Magdeburg Germany
German Center for Neurodegenerative Diseases Site Rostock Greifswald Greifswald Germany
German Centre for Cardiovascular Research Partner Site Greifswald Greifswald Germany
Harvard Medical School Boston MA USA
Icahn School of Medicine at Mount Sinai New York NY USA
Information Sciences Institute University of Southern California Marina del Rey CA USA
INSERM Unit 955 Team 15 'Translational Psychiatry' Créteil France
Institute for Community Medicine University Medicine Greifswald Greifswald Germany
Institute for Information Transmission Problems Kharkevich Institute Moscow Russian Federation
Institute for Quantitative Health Science and Engineering East Lansing MI USA
Institute of Medical Science and Technology Shahid Beheshti University Tehran 1 R Iran
Institute of Psychology Leiden University Leiden The Netherlands
Institute of Science and Technology for Brain Inspired Intelligence Fudan University Shanghai China
Keck School of Medicine University of Southern California Los Angeles CA USA
Laboratory of Neuropsychiatry IRCCS Santa Lucia Foundation Rome Italy
Language and Genetics Department Max Planck Institute for Psycholinguistics Nijmegen The Netherlands
Leiden Institute for Brain and Cognition Leiden The Netherlands
Max Planck Institute of Psychiatry Munich Germany
Mental Illness Research Education and Clinical Center Durham VA Medical Center Durham NC USA
Mind Research Network Albuquerque NM USA
Missouri Institute of Mental Health Berkeley MO USA
Molecular and Cellular Therapeutics Royal College of Surgeons in Ireland Dublin Ireland
National Center for PTSD at Boston VA Healthcare System Boston MA USA
National Institute of Mental Health Intramural Research Program Bethesda MD USA
National Institute of Mental Health Klecany Czech Republic
National Institute of Mental Health National of Health Bethesda MD USA
NeuroSpin UNIACT Lab Psychiatry Team CEA Saclay Gif Sur Yvette France
Olin Neuropsychiatric Research Center Institute of Living Hartford CT USA
Orygen The National Centre of Excellence in Youth Mental Health Melbourne VIC Australia
Provost and Senior Vice President Western University of Health Sciences Pomona CA USA
Psychiatric Genetics QIMR Berghofer Medical Research Institute Brisbane QLD Australia
Psychiatry and Integrative Neurophysiology VU University Amsterdam UMC Amsterdam The Netherlands
Psychiatry Neuroimaging Laboratory Brigham and Women's Hospital Harvard Medical School Boston MA USA
Psychiatry Pediatrics and Psychological Sciences University of Vermont Burlington VT USA
Psychology Department and Neuroscience Institute Georgia State University Atlanta GA USA
Queensland Brain Institute University of Queensland Brisbane QLD Australia
Radiology and Biomedical Imaging San Francisco CA USA
Radiology Northwestern University Feinberg School of Medicine Chicago IL USA
Research and Early Development Biogen Inc Cambridge MA USA
School of Psychology and Centre for Human Brain Health University of Birmingham Birmingham UK
School of Psychology University of Auckland Auckland New Zealand
Seoul National University Hospital Seoul Republic of Korea
Skolkovo Institute of Science and Technology Moscow Russian Federation
Social Life and Engineering Sciences Imaging Center University Park PA USA
Stanley Center for Psychiatric Research The Broad Institute Cambridge MA USA
The Kavli Foundation Los Angeles CA USA
Universite de Montreal Centre de Recherche CHU Ste Justine Montreal QC Canada
University of British Columbia Vancouver Canada
University of Groningen University Medical Center Groningen Groningen The Netherlands
References provided by Crossref.org
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- $a ENIGMA and global neuroscience: A decade of large-scale studies of the brain in health and disease across more than 40 countries / $c PM. Thompson, N. Jahanshad, CRK. Ching, LE. Salminen, SI. Thomopoulos, J. Bright, BT. Baune, S. Bertolín, J. Bralten, WB. Bruin, R. Bülow, J. Chen, Y. Chye, U. Dannlowski, CGF. de Kovel, G. Donohoe, LT. Eyler, SV. Faraone, P. Favre, CA. Filippi, T. Frodl, D. Garijo, Y. Gil, HJ. Grabe, KL. Grasby, T. Hajek, LKM. Han, SN. Hatton, K. Hilbert, TC. Ho, L. Holleran, G. Homuth, N. Hosten, J. Houenou, I. Ivanov, T. Jia, S. Kelly, M. Klein, JS. Kwon, MA. Laansma, J. Leerssen, U. Lueken, A. Nunes, JO. Neill, N. Opel, F. Piras, F. Piras, MC. Postema, E. Pozzi, N. Shatokhina, C. Soriano-Mas, G. Spalletta, D. Sun, A. Teumer, AK. Tilot, L. Tozzi, C. van der Merwe, EJW. Van Someren, GA. van Wingen, H. Völzke, E. Walton, L. Wang, AM. Winkler, K. Wittfeld, MJ. Wright, JY. Yun, G. Zhang, Y. Zhang-James, BM. Adhikari, I. Agartz, M. Aghajani, A. Aleman, RR. Althoff, A. Altmann, OA. Andreassen, DA. Baron, BL. Bartnik-Olson, J. Marie Bas-Hoogendam, AR. Baskin-Sommers, CE. Bearden, LA. Berner, PSW. Boedhoe, RM. Brouwer, JK. Buitelaar, K. Caeyenberghs, CAM. Cecil, RA. Cohen, JH. Cole, PJ. Conrod, SA. De Brito, SMC. de Zwarte, EL. Dennis, S. Desrivieres, D. Dima, S. Ehrlich, C. Esopenko, G. Fairchild, SE. Fisher, JP. Fouche, C. Francks, S. Frangou, B. Franke, HP. Garavan, DC. Glahn, NA. Groenewold, TP. Gurholt, BA. Gutman, T. Hahn, IH. Harding, D. Hernaus, DP. Hibar, FG. Hillary, M. Hoogman, HE. Hulshoff Pol, M. Jalbrzikowski, GA. Karkashadze, ET. Klapwijk, RC. Knickmeyer, P. Kochunov, IK. Koerte, XZ. Kong, SL. Liew, AP. Lin, MW. Logue, E. Luders, F. Macciardi, S. Mackey, AR. Mayer, CR. McDonald, AB. McMahon, SE. Medland, G. Modinos, RA. Morey, SC. Mueller, P. Mukherjee, L. Namazova-Baranova, TM. Nir, A. Olsen, P. Paschou, DS. Pine, F. Pizzagalli, ME. Rentería, JD. Rohrer, PG. Sämann, L. Schmaal, G. Schumann, MS. Shiroishi, SM. Sisodiya, DJA. Smit, IE. Sønderby, DJ. Stein, JL. Stein, M. Tahmasian, DF. Tate, JA. Turner, OA. van den Heuvel, NJA. van der Wee, YD. van der Werf, TGM. van Erp, NEM. van Haren, D. van Rooij, LS. van Velzen, IM. Veer, DJ. Veltman, JE. Villalon-Reina, H. Walter, CD. Whelan, EA. Wilde, M. Zarei, V. Zelman, ENIGMA Consortium
- 520 9_
- $a This review summarizes the last decade of work by the ENIGMA (Enhancing NeuroImaging Genetics through Meta Analysis) Consortium, a global alliance of over 1400 scientists across 43 countries, studying the human brain in health and disease. Building on large-scale genetic studies that discovered the first robustly replicated genetic loci associated with brain metrics, ENIGMA has diversified into over 50 working groups (WGs), pooling worldwide data and expertise to answer fundamental questions in neuroscience, psychiatry, neurology, and genetics. Most ENIGMA WGs focus on specific psychiatric and neurological conditions, other WGs study normal variation due to sex and gender differences, or development and aging; still other WGs develop methodological pipelines and tools to facilitate harmonized analyses of "big data" (i.e., genetic and epigenetic data, multimodal MRI, and electroencephalography data). These international efforts have yielded the largest neuroimaging studies to date in schizophrenia, bipolar disorder, major depressive disorder, post-traumatic stress disorder, substance use disorders, obsessive-compulsive disorder, attention-deficit/hyperactivity disorder, autism spectrum disorders, epilepsy, and 22q11.2 deletion syndrome. More recent ENIGMA WGs have formed to study anxiety disorders, suicidal thoughts and behavior, sleep and insomnia, eating disorders, irritability, brain injury, antisocial personality and conduct disorder, and dissociative identity disorder. Here, we summarize the first decade of ENIGMA's activities and ongoing projects, and describe the successes and challenges encountered along the way. We highlight the advantages of collaborative large-scale coordinated data analyses for testing reproducibility and robustness of findings, offering the opportunity to identify brain systems involved in clinical syndromes across diverse samples and associated genetic, environmental, demographic, cognitive, and psychosocial factors.
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
- $a Andreassen, Ole A $u Norwegian Centre for Mental Disorders Research (NORMENT), Division of Mental Health & Addiction, Institute of Clinical Medicine, University of Oslo, Oslo, Norway $u Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- 700 1_
- $a Baron, David A $u Provost and Senior Vice President, Western University of Health Sciences, Pomona, CA, USA
- 700 1_
- $a Bartnik-Olson, Brenda L $u Department of Radiology, Loma Linda University Medical Center, Loma Linda, CA, USA
- 700 1_
- $a Marie Bas-Hoogendam, Janna $u Institute of Psychology, Leiden University, Leiden, The Netherlands $u Department of Psychiatry, Leiden University Medical Center, Leiden, The Netherlands $u Leiden Institute for Brain and Cognition, Leiden, The Netherlands
- 700 1_
- $a Baskin-Sommers, Arielle R $u Department of Psychology, Yale University, New Haven, CT, USA
- 700 1_
- $a Bearden, Carrie E $u Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, Los Angeles, CA, USA $u Department of Psychology, University of California, Los Angeles, CA, USA
- 700 1_
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- 700 1_
- $a Boedhoe, Premika S W $u Department of Psychiatry, Amsterdam UMC, Location VUmc, Amsterdam Neuroscience, Amsterdam, The Netherlands
- 700 1_
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- 700 1_
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- 700 1_
- $a Caeyenberghs, Karen $u Cognitive Neuroscience Unit, School of Psychology, Deakin University, Burwood, VIC, Australia
- 700 1_
- $a Cecil, Charlotte A M $u Department of Child and Adolescent Psychiatry/Psychology, Erasmus Medical Centre, Rotterdam, The Netherlands $u Department of Epidemiology, Erasmus Medical Centre, Rotterdam, The Netherlands
- 700 1_
- $a Cohen, Ronald A $u Center for Cognitive Aging and Memory, University of Florida, Gainesville, FL, USA $u Clinical and Health Psychology, Gainesville, FL, USA
- 700 1_
- $a Cole, James H $u Centre for Medical Image Computing (CMIC), Department of Computer Science, University College London, London, UK $u Dementia Research Centre, Institute of Neurology, University College London, London, UK
- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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- 700 1_
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