1
|
McGrouther CC, Rangan AV, Florio AD, Elman JA, Schork NJ, Kelsoe J. Heterogeneity analysis provides evidence for a genetically homogeneous subtype of bipolar-disorder. ArXiv 2024:arXiv:2405.00159v1. [PMID: 38745705 PMCID: PMC11092873] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Subscribe] [Scholar Register] [Indexed: 05/16/2024]
Abstract
Bipolar disorder is a highly heritable brain disorder which affects an estimated 50 million people worldwide. Due to recent advances in genotyping technology and bioinformatics methodology, as well as the increase in the overall amount of available data, our understanding of the genetic underpinnings of BD has improved. A growing consensus is that BD is polygenic and heterogeneous, but the specifics of that heterogeneity are not yet well understood. Here we use a recently developed technique to investigate the genetic heterogeneity of bipolar disorder. We find strong statistical evidence for a `bicluster': a subset of bipolar subjects that exhibits a disease-specific genetic pattern. The structure illuminated by this bicluster replicates in several other data-sets and can be used to improve BD risk-prediction algorithms. We believe that this bicluster is likely to correspond to a genetically-distinct subtype of BD. More generally, we believe that our biclustering approach is a promising means of untangling the underlying heterogeneity of complex disease without the need for reliable subphenotypic data.
Collapse
|
2
|
Herrera-Rivero M, Adli M, Akiyama K, Akula N, Amare AT, Ardau R, Arias B, Aubry JM, Backlund L, Bellivier F, Benabarre A, Bengesser S, Bhattacharjee AK, Biernacka JM, Birner A, Cearns M, Cervantes P, Chen HC, Chillotti C, Cichon S, Clark SR, Colom F, Cruceanu C, Czerski PM, Dalkner N, Degenhardt F, Del Zompo M, DePaulo JR, Etain B, Falkai P, Ferensztajn-Rochowiak E, Forstner AJ, Frank J, Frisén L, Frye MA, Fullerton JM, Gallo C, Gard S, Garnham JS, Goes FS, Grigoroiu-Serbanescu M, Grof P, Hashimoto R, Hasler R, Hauser J, Heilbronner U, Herms S, Hoffmann P, Hou L, Hsu YH, Jamain S, Jiménez E, Kahn JP, Kassem L, Kato T, Kelsoe J, Kittel-Schneider S, Kuo PH, Kusumi I, König B, Laje G, Landén M, Lavebratt C, Leboyer M, Leckband SG, Maj M, Manchia M, Marie-Claire C, Martinsson L, McCarthy MJ, McElroy SL, Millischer V, Mitjans M, Mondimore FM, Monteleone P, Nievergelt CM, Novák T, Nöthen MM, O'Donovan C, Ozaki N, Papiol S, Pfennig A, Pisanu C, Potash JB, Reif A, Reininghaus E, Richard-Lepouriel H, Roberts G, Rouleau GA, Rybakowski JK, Schalling M, Schofield PR, Schubert KO, Schulte EC, Schweizer BW, Severino G, Shekhtman T, Shilling PD, Shimoda K, Simhandl C, Slaney CM, Squassina A, Stamm T, Stopkova P, Streit F, Tekola-Ayele F, Thalamuthu A, Tortorella A, Turecki G, Veeh J, Vieta E, Viswanath B, Witt SH, Zandi PP, Alda M, Bauer M, McMahon FJ, Mitchell PB, Rietschel M, Schulze TG, Baune BT. Exploring the genetics of lithium response in bipolar disorders. Res Sq 2023:rs.3.rs-3677630. [PMID: 38077040 PMCID: PMC10705597 DOI: 10.21203/rs.3.rs-3677630/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/22/2023]
Abstract
Background Lithium (Li) remains the treatment of choice for bipolar disorders (BP). Its mood-stabilizing effects help reduce the long-term burden of mania, depression and suicide risk in patients with BP. It also has been shown to have beneficial effects on disease-associated conditions, including sleep and cardiovascular disorders. However, the individual responses to Li treatment vary within and between diagnostic subtypes of BP (e.g. BP-I and BP-II) according to the clinical presentation. Moreover, long-term Li treatment has been linked to adverse side-effects that are a cause of concern and non-adherence, including the risk of developing chronic medical conditions such as thyroid and renal disease. In recent years, studies by the Consortium on Lithium Genetics (ConLiGen) have uncovered a number of genetic factors that contribute to the variability in Li treatment response in patients with BP. Here, we leveraged the ConLiGen cohort (N=2,064) to investigate the genetic basis of Li effects in BP. For this, we studied how Li response and linked genes associate with the psychiatric symptoms and polygenic load for medical comorbidities, placing particular emphasis on identifying differences between BP-I and BP-II. Results We found that clinical response to Li treatment, measured with the Alda scale, was associated with a diminished burden of mania, depression, substance and alcohol abuse, psychosis and suicidal ideation in patients with BP-I and, in patients with BP-II, of depression only. Our genetic analyses showed that a stronger clinical response to Li was modestly related to lower polygenic load for diabetes and hypertension in BP-I but not BP-II. Moreover, our results suggested that a number of genes that have been previously linked to Li response variability in BP differentially relate to the psychiatric symptomatology, particularly to the numbers of manic and depressive episodes, and to the polygenic load for comorbid conditions, including diabetes, hypertension and hypothyroidism. Conclusions Taken together, our findings suggest that the effects of Li on symptomatology and comorbidity in BP are partially modulated by common genetic factors, with differential effects between BP-I and BP-II.
Collapse
Affiliation(s)
| | | | | | - Nirmala Akula
- United States Department of Health and Human Services
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Josef Frank
- Central Institute of Mental Health, University of Heidelberg
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Liping Hou
- United States Department of Health and Human Services
| | | | | | | | | | - Layla Kassem
- United States Department of Health and Human Services
| | | | | | | | | | | | | | - Gonzalo Laje
- United States Department of Health and Human Services
| | | | | | | | | | - Mario Maj
- University of Campania 'Luigi Vanvitelli'
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Andrea Pfennig
- University Hospital Carl Gustav Carus, Technische Universität Dresden
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Fabian Streit
- Central Institute of Mental Health, University of Heidelberg
| | | | | | | | | | | | - Eduard Vieta
- Hospital Clinic, University of Barcelona, IDIBAPS
| | | | | | | | | | - Michael Bauer
- University Hospital Carl Gustav Carus, Technische Universität Dresden
| | | | | | | | | | | |
Collapse
|
3
|
Amare AT, Thalamuthu A, Schubert KO, Fullerton JM, Ahmed M, Hartmann S, Papiol S, Heilbronner U, Degenhardt F, Tekola-Ayele F, Hou L, Hsu YH, Shekhtman T, Adli M, Akula N, Akiyama K, Ardau R, Arias B, Aubry JM, Hasler R, Richard-Lepouriel H, Perroud N, Backlund L, Bhattacharjee AK, Bellivier F, Benabarre A, Bengesser S, Biernacka JM, Birner A, Marie-Claire C, Cervantes P, Chen HC, Chillotti C, Cichon S, Cruceanu C, Czerski PM, Dalkner N, Del Zompo M, DePaulo JR, Étain B, Jamain S, Falkai P, Forstner AJ, Frisen L, Frye MA, Gard S, Garnham JS, Goes FS, Grigoroiu-Serbanescu M, Fallgatter AJ, Stegmaier S, Ethofer T, Biere S, Petrova K, Schuster C, Adorjan K, Budde M, Heilbronner M, Kalman JL, Kohshour MO, Reich-Erkelenz D, Schaupp SK, Schulte EC, Senner F, Vogl T, Anghelescu IG, Arolt V, Dannlowski U, Dietrich D, Figge C, Jäger M, Lang FU, Juckel G, Konrad C, Reimer J, Schmauß M, Schmitt A, Spitzer C, von Hagen M, Wiltfang J, Zimmermann J, Andlauer TFM, Fischer A, Bermpohl F, Ritter P, Matura S, Gryaznova A, Falkenberg I, Yildiz C, Kircher T, Schmidt J, Koch M, Gade K, Trost S, Haussleiter IS, Lambert M, Rohenkohl AC, Kraft V, Grof P, Hashimoto R, Hauser J, Herms S, Hoffmann P, Jiménez E, Kahn JP, Kassem L, Kuo PH, Kato T, Kelsoe J, Kittel-Schneider S, Ferensztajn-Rochowiak E, König B, Kusumi I, Laje G, Landén M, Lavebratt C, Leboyer M, Leckband SG, Tortorella A, Manchia M, Martinsson L, McCarthy MJ, McElroy S, Colom F, Millischer V, Mitjans M, Mondimore FM, Monteleone P, Nievergelt CM, Nöthen MM, Novák T, O'Donovan C, Ozaki N, Pfennig A, Pisanu C, Potash JB, Reif A, Reininghaus E, Rouleau GA, Rybakowski JK, Schalling M, Schofield PR, Schweizer BW, Severino G, Shilling PD, Shimoda K, Simhandl C, Slaney CM, Squassina A, Stamm T, Stopkova P, Maj M, Turecki G, Vieta E, Veeh J, Witt SH, Wright A, Zandi PP, Mitchell PB, Bauer M, Alda M, Rietschel M, McMahon FJ, Schulze TG, Clark SR, Baune BT. Association of polygenic score and the involvement of cholinergic and glutamatergic pathways with lithium treatment response in patients with bipolar disorder. Mol Psychiatry 2023; 28:5251-5261. [PMID: 37433967 DOI: 10.1038/s41380-023-02149-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/12/2023] [Revised: 05/31/2023] [Accepted: 06/16/2023] [Indexed: 07/13/2023]
Abstract
Lithium is regarded as the first-line treatment for bipolar disorder (BD), a severe and disabling mental health disorder that affects about 1% of the population worldwide. Nevertheless, lithium is not consistently effective, with only 30% of patients showing a favorable response to treatment. To provide personalized treatment options for bipolar patients, it is essential to identify prediction biomarkers such as polygenic scores. In this study, we developed a polygenic score for lithium treatment response (Li+PGS) in patients with BD. To gain further insights into lithium's possible molecular mechanism of action, we performed a genome-wide gene-based analysis. Using polygenic score modeling, via methods incorporating Bayesian regression and continuous shrinkage priors, Li+PGS was developed in the International Consortium of Lithium Genetics cohort (ConLi+Gen: N = 2367) and replicated in the combined PsyCourse (N = 89) and BipoLife (N = 102) studies. The associations of Li+PGS and lithium treatment response - defined in a continuous ALDA scale and a categorical outcome (good response vs. poor response) were tested using regression models, each adjusted for the covariates: age, sex, and the first four genetic principal components. Statistical significance was determined at P < 0.05. Li+PGS was positively associated with lithium treatment response in the ConLi+Gen cohort, in both the categorical (P = 9.8 × 10-12, R2 = 1.9%) and continuous (P = 6.4 × 10-9, R2 = 2.6%) outcomes. Compared to bipolar patients in the 1st decile of the risk distribution, individuals in the 10th decile had 3.47-fold (95%CI: 2.22-5.47) higher odds of responding favorably to lithium. The results were replicated in the independent cohorts for the categorical treatment outcome (P = 3.9 × 10-4, R2 = 0.9%), but not for the continuous outcome (P = 0.13). Gene-based analyses revealed 36 candidate genes that are enriched in biological pathways controlled by glutamate and acetylcholine. Li+PGS may be useful in the development of pharmacogenomic testing strategies by enabling a classification of bipolar patients according to their response to treatment.
Collapse
Affiliation(s)
- Azmeraw T Amare
- Discipline of Psychiatry, School of Medicine, University of Adelaide, Adelaide, SA, Australia.
| | - Anbupalam Thalamuthu
- Centre for Healthy Brain Ageing (CHeBA), Discipline of Psychiatry and Mental Health, UNSW Medicine & Health, University of New South Wales, Sydney, Australia
| | - Klaus Oliver Schubert
- Discipline of Psychiatry, School of Medicine, University of Adelaide, Adelaide, SA, Australia
- Northern Adelaide Local Health Network, Mental Health Services, Adelaide, SA, Australia
| | - Janice M Fullerton
- Neuroscience Research Australia, Sydney, NSW, Australia
- School of Medical Sciences, University of New South Wales, Sydney, NSW, Australia
| | - Muktar Ahmed
- Discipline of Psychiatry, School of Medicine, University of Adelaide, Adelaide, SA, Australia
| | - Simon Hartmann
- Discipline of Psychiatry, School of Medicine, University of Adelaide, Adelaide, SA, Australia
| | - Sergi Papiol
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany
- Department of Psychiatry and Psychotherapy, University Hospital, Ludwig-Maximilian-University Munich, Munich, Germany
| | - Urs Heilbronner
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany
| | - Franziska Degenhardt
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, Germany
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, LVR Klinikum Essen, University of Duisburg-Essen, Rheinische Kliniken, Essen, Germany
| | - Fasil Tekola-Ayele
- Epidemiology Branch, Division of Population Health Research, Division of Intramural Research, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD, USA
| | - Liping Hou
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health & Human Services, Bethesda, MD, USA
| | - Yi-Hsiang Hsu
- HSL Institute for Aging Research, Harvard Medical School, Boston, MA, USA
- Program for Quantitative Genomics, Harvard School of Public Health, Boston, MA, USA
| | - Tatyana Shekhtman
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
| | - Mazda Adli
- Department of Psychiatry and Psychotherapy, Charité - Universitätsmedizin Berlin, Campus Charité Mitte, Berlin, Germany
| | - Nirmala Akula
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health & Human Services, Bethesda, MD, USA
| | - Kazufumi Akiyama
- Department of Biological Psychiatry and Neuroscience, Dokkyo Medical University School of Medicine, Mibu, Tochigi, Japan
| | - Raffaella Ardau
- Unit of Clinical Pharmacology, Hospital University Agency of Cagliari, Cagliari, Italy
| | - Bárbara Arias
- Unitat de Zoologia i Antropologia Biològica (Dpt. Biologia Evolutiva, Ecologia i Ciències Ambientals), Facultat de Biologia and Institut de Biomedicina (IBUB), University of Barcelona, CIBERSAM, Barcelona, Spain
| | - Jean-Michel Aubry
- Department of Psychiatry, Mood Disorders Unit, HUG - Geneva University Hospitals, Geneva, Switzerland
| | - Roland Hasler
- Department of Psychiatry, Mood Disorders Unit, HUG - Geneva University Hospitals, Geneva, Switzerland
| | - Hélène Richard-Lepouriel
- Department of Psychiatry, Mood Disorders Unit, HUG - Geneva University Hospitals, Geneva, Switzerland
| | - Nader Perroud
- Department of Psychiatry, Mood Disorders Unit, HUG - Geneva University Hospitals, Geneva, Switzerland
| | - Lena Backlund
- Department of Molecular Medicine and Surgery, Karolinska Institute, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | | | - Frank Bellivier
- INSERM UMR-S 1144, Université Paris Cité, Département de Psychiatrie et de Médecine Addictologique, AP-HP, Groupe Hospitalier Saint-Louis-Lariboisière-F.Widal, Paris, France
| | - Antonio Benabarre
- Bipolar and Depressive Disorders Program,, Institute of Neuroscience, Hospital Clinic, University of Barcelona, IDIBAPS, CIBERSAM, Barcelona, Catalonia, Spain
| | - Susanne Bengesser
- Department of Psychiatry and Psychotherapeutic Medicine, Research Unit for bipolar affective disorder, Medical University of Graz, Graz, Austria
| | - Joanna M Biernacka
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN, USA
| | - Armin Birner
- Department of Psychiatry and Psychotherapeutic Medicine, Research Unit for bipolar affective disorder, Medical University of Graz, Graz, Austria
| | - Cynthia Marie-Claire
- INSERM UMR-S 1144, Université Paris Cité, Département de Psychiatrie et de Médecine Addictologique, AP-HP, Groupe Hospitalier Saint-Louis-Lariboisière-F.Widal, Paris, France
- Université Paris Cité, Inserm, Optimisation Thérapeutique en Neuropsychopharmacologie, F-75006, Paris, France
| | - Pablo Cervantes
- The Neuromodulation Unit, McGill University Health Centre, Montreal, Canada
| | - Hsi-Chung Chen
- Department of Psychiatry & Center of Sleep Disorders, National Taiwan University Hospital, Taipei, Taiwan
| | - Caterina Chillotti
- Unit of Clinical Pharmacology, Hospital University Agency of Cagliari, Cagliari, Italy
| | - Sven Cichon
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, Germany
- Department of Biomedicine, University Hospital Basel, Basel, Switzerland
- Institute of Neuroscience and Medicine (INM-1), Research Center Jülich, Jülich, Germany
| | - Cristiana Cruceanu
- Douglas Mental Health University Institute, McGill University, Montreal, Canada
| | - Piotr M Czerski
- Psychiatric Genetic Unit, Poznan University of Medical Sciences, Poznan, Poland
| | - Nina Dalkner
- Department of Psychiatry and Psychotherapeutic Medicine, Research Unit for bipolar affective disorder, Medical University of Graz, Graz, Austria
| | - Maria Del Zompo
- Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - J Raymond DePaulo
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Bruno Étain
- INSERM UMR-S 1144, Université Paris Cité, Département de Psychiatrie et de Médecine Addictologique, AP-HP, Groupe Hospitalier Saint-Louis-Lariboisière-F.Widal, Paris, France
| | - Stephane Jamain
- Inserm U955, Translational Psychiatry laboratory, Fondation FondaMental, Créteil, France
| | - Peter Falkai
- Department of Psychiatry and Psychotherapy, University Hospital, Ludwig-Maximilian-University Munich, Munich, Germany
- Max Planck Institute of Psychiatry, Munich, Germany
| | - Andreas J Forstner
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, Germany
- Institute of Neuroscience and Medicine (INM-1), Research Center Jülich, Jülich, Germany
| | - Louise Frisen
- Department of Molecular Medicine and Surgery, Karolinska Institute, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Mark A Frye
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN, USA
| | - Sébastien Gard
- Pôle de Psychiatrie Générale Universitaire, Hôpital Charles Perrens, Bordeaux, France
| | - Julie S Garnham
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Fernando S Goes
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Maria Grigoroiu-Serbanescu
- Biometric Psychiatric Genetics Research Unit, Alexandru Obregia Clinical Psychiatric Hospital, Bucharest, Romania
| | - Andreas J Fallgatter
- University Department of Psychiatry and Psychotherapy Tuebingen, University of Tübingen, Tuebingen, Germany
| | - Sophia Stegmaier
- Department of General Psychiatry, University of Tuebingen, Tuebingen, Germany
| | - Thomas Ethofer
- Department of General Psychiatry, University of Tuebingen, Tuebingen, Germany
- Department of Biomedical Resonance, University of Tuebingen, Tuebingen, Germany
| | - Silvia Biere
- Department of Psychiatry, Psychotherapy and Psychosomatics, University Hospital of Frankfurt, Goethe University, Frankfurt, Germany
| | - Kristiyana Petrova
- Department of Psychiatry, Psychotherapy and Psychosomatics, University Hospital of Frankfurt, Goethe University, Frankfurt, Germany
| | - Ceylan Schuster
- Department of Psychiatry, Psychotherapy and Psychosomatics, University Hospital of Frankfurt, Goethe University, Frankfurt, Germany
| | - Kristina Adorjan
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany
- Department of Psychiatry and Psychotherapy, University Hospital, Ludwig-Maximilian-University Munich, Munich, Germany
| | - Monika Budde
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany
| | - Maria Heilbronner
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany
| | - Janos L Kalman
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany
- Department of Psychiatry and Psychotherapy, University Hospital, Ludwig-Maximilian-University Munich, Munich, Germany
| | - Mojtaba Oraki Kohshour
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany
- Department of Immunology, Faculty of Medicine, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran
| | - Daniela Reich-Erkelenz
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany
| | - Sabrina K Schaupp
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany
| | - Eva C Schulte
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany
- Department of Psychiatry and Psychotherapy, University Hospital, Ludwig-Maximilian-University Munich, Munich, Germany
| | - Fanny Senner
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany
- Department of Psychiatry and Psychotherapy, University Hospital, Ludwig-Maximilian-University Munich, Munich, Germany
| | - Thomas Vogl
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany
| | - Ion-George Anghelescu
- Department of Psychiatry and Psychotherapy, Mental Health Institute Berlin, Berlin, Germany
| | - Volker Arolt
- Institute for Translational Psychiatry, University of Münster, Münster, Germany
| | - Udo Dannlowski
- Institute for Translational Psychiatry, University of Münster, Münster, Germany
| | - Detlef Dietrich
- AMEOS Clinical Center Hildesheim, Hildesheim, Germany
- Center for Systems Neuroscience (ZSN), Hannover, Germany
| | - Christian Figge
- Karl-Jaspers Clinic, European Medical School Oldenburg-Groningen, Oldenburg, 26160, Germany
| | - Markus Jäger
- Department of Psychiatry II, Ulm University, Bezirkskrankenhaus Günzburg, Günzburg, Germany
| | - Fabian U Lang
- Department of Psychiatry II, Ulm University, Bezirkskrankenhaus Günzburg, Günzburg, Germany
| | - Georg Juckel
- Department of Psychiatry, Ruhr University Bochum, LWL University Hospital, Bochum, Germany
| | - Carsten Konrad
- Department of Psychiatry and Psychotherapy, Agaplesion Diakonieklinikum, Rotenburg, Germany
| | - Jens Reimer
- Department of Psychiatry and Psychotherapy, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Department of Psychiatry, Health North Hospital Group, Bremen, Germany
| | - Max Schmauß
- Department of Psychiatry and Psychotherapy, Bezirkskrankenhaus Augsburg, Augsburg, Germany
| | - Andrea Schmitt
- Department of Psychiatry and Psychotherapy, University Hospital, Ludwig-Maximilian-University Munich, Munich, Germany
- Laboratory of Neuroscience (LIM27), Institute of Psychiatry, University of Sao Paulo, São Paulo, Brazil
| | - Carsten Spitzer
- Department of Psychosomatic Medicine and Psychotherapy, University Medical Center Rostock, Rostock, Germany
| | - Martin von Hagen
- Clinic for Psychiatry and Psychotherapy, Clinical Center Werra-Meißner, Eschwege, Germany
| | - Jens Wiltfang
- Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany
- German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
| | - Jörg Zimmermann
- Psychiatrieverbund Oldenburger Land gGmbH, Karl-Jaspers-Klinik, Bad Zwischenahn, Germany
| | - Till F M Andlauer
- Department of Neurology, University Hospital rechts der Isar, School of Medicine, Technical University of Munich, Munich, Germany
| | - Andre Fischer
- German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
| | - Felix Bermpohl
- Department of Psychiatry and Psychotherapy, Charité - Universitätsmedizin Berlin, Campus Charité Mitte, Berlin, Germany
| | - Philipp Ritter
- Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus, Medical Faculty, Technische Universität Dresden, Dresden, Germany
| | - Silke Matura
- Department of Psychiatry, Psychotherapy and Psychosomatics, University Hospital of Frankfurt, Goethe University, Frankfurt, Germany
| | - Anna Gryaznova
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany
| | - Irina Falkenberg
- Department of Psychiatry and Psychotherapy, Philipps-University Marburg, Marburg, Germany
| | - Cüneyt Yildiz
- Department of Psychiatry and Psychotherapy, Philipps-University Marburg, Marburg, Germany
| | - Tilo Kircher
- Department of Psychiatry and Psychotherapy, Philipps-University Marburg, Marburg, Germany
| | - Julia Schmidt
- Institute for Medical Informatics, University Medical Center Göttingen, Göttingen, Germany
| | - Marius Koch
- Institute for Medical Informatics, University Medical Center Göttingen, Göttingen, Germany
| | - Kathrin Gade
- Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany
| | - Sarah Trost
- Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany
| | - Ida S Haussleiter
- Department of Psychiatry, Ruhr University Bochum, LWL University Hospital, Bochum, Germany
| | - Martin Lambert
- Department of Psychiatry and Psychotherapy, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Anja C Rohenkohl
- Department of Psychiatry and Psychotherapy, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Vivien Kraft
- Department of Psychiatry and Psychotherapy, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Paul Grof
- Mood Disorders Center of Ottawa, Ontario, Canada
| | - Ryota Hashimoto
- Department of Pathology of Mental Diseases, National Institute of Mental Health, National Center of Neurology and Psychiatry, 4-1-1 Ogawahigashi, Kodaira, Tokyo, 187-8553, Japan
| | - Joanna Hauser
- Psychiatric Genetic Unit, Poznan University of Medical Sciences, Poznan, Poland
| | - Stefan Herms
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, Germany
- Department of Biomedicine, University Hospital Basel, Basel, Switzerland
| | - Per Hoffmann
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, Germany
- Department of Biomedicine, University Hospital Basel, Basel, Switzerland
| | - Esther Jiménez
- Bipolar and Depressive Disorders Program,, Institute of Neuroscience, Hospital Clinic, University of Barcelona, IDIBAPS, CIBERSAM, Barcelona, Catalonia, Spain
| | - Jean-Pierre Kahn
- Service de Psychiatrie et Psychologie Clinique, Centre Psychothérapique de Nancy - Université de Lorraine, Nancy, France
| | - Layla Kassem
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health & Human Services, Bethesda, MD, USA
| | - Po-Hsiu Kuo
- Department of Public Health & Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan
| | - Tadafumi Kato
- Laboratory for Molecular Dynamics of Mental Disorders, RIKEN Brain Science Institute, Saitama, Japan
| | - John Kelsoe
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
| | - Sarah Kittel-Schneider
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt, Germany
- Department of Psychiatry, Psychotherapy and Psychosomatic Medicine, University Hospital of Würzburg, Wurzburg, Germany
| | | | - Barbara König
- Department of Psychiatry and Psychotherapeutic Medicine, Landesklinikum Neunkirchen, Neunkirchen, Austria
| | - Ichiro Kusumi
- Department of Psychiatry, Hokkaido University Graduate School of Medicine, Sapporo, Japan
| | - Gonzalo Laje
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health & Human Services, Bethesda, MD, USA
| | - Mikael Landén
- Institute of Neuroscience and Physiology, the Sahlgrenska Academy at the Gothenburg University, Gothenburg, Sweden
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Catharina Lavebratt
- Department of Molecular Medicine and Surgery, Karolinska Institute, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Marion Leboyer
- Inserm U955, Translational Psychiatry laboratory, Université Paris-Est-Créteil, Department of Psychiatry and Addictology of Mondor University Hospital, AP-HP, Fondation FondaMental, Créteil, France
| | - Susan G Leckband
- Office of Mental Health, VA San Diego Healthcare System, San Diego, CA, USA
| | | | - Mirko Manchia
- Section of Psychiatry, Department of Medical Sciences and Public Health, University of Cagliari, Cagliari, Italy
- Department of Pharmacology, Dalhousie University, Halifax, NS, Canada
| | - Lina Martinsson
- Department of Clinical Neurosciences, Karolinska Institutet, Stockholm, Sweden
| | - Michael J McCarthy
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
- Department of Psychiatry, VA San Diego Healthcare System, San Diego, CA, USA
| | - Susan McElroy
- Department of Psychiatry, Lindner Center of Hope / University of Cincinnati, Mason, OH, USA
| | - Francesc Colom
- Mental Health Research Group, IMIM-Hospital del Mar, Barcelona, Catalonia, Spain
- Department of Genetics, Microbiology and Statistics, Faculty of Biology, University of Barcelona, Barcelona, Spain
| | - Vincent Millischer
- Department of Molecular Medicine and Surgery, Karolinska Institute, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
- Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
| | - Marina Mitjans
- Department of Genetics, Microbiology and Statistics, Faculty of Biology, University of Barcelona, Barcelona, Spain
- Institut de Biomedicina de la Universitat de Barcelona (IBUB), Barcelona, Spain
- Centro de Investigación Biomédica en Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Madrid, Spain
| | - Francis M Mondimore
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Palmiero Monteleone
- Neurosciences Section, Department of Medicine, Surgery and Dentistry "Scuola Medica Salernitana", University of Salerno, Salerno, Italy
- Department of Psychiatry, University of Campania "Luigi Vanvitelli", Naples, Italy
| | | | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, Germany
| | - Tomas Novák
- National Institute of Mental Health, Klecany, Czech Republic
| | - Claire O'Donovan
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Norio Ozaki
- Department of Psychiatry & Department of Child and Adolescent Psychiatry, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Andrea Pfennig
- Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus, Medical Faculty, Technische Universität Dresden, Dresden, Germany
| | - Claudia Pisanu
- Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - James B Potash
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Andreas Reif
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt, Germany
| | - Eva Reininghaus
- Department of Psychiatry and Psychotherapeutic Medicine, Research Unit for bipolar affective disorder, Medical University of Graz, Graz, Austria
| | - Guy A Rouleau
- Montreal Neurological Institute and Hospital, McGill University, Montreal, Canada
| | - Janusz K Rybakowski
- Department of Adult Psychiatry, Poznan University of Medical Sciences, Poznan, Poland
| | - Martin Schalling
- Department of Molecular Medicine and Surgery, Karolinska Institute, Stockholm, Sweden
- Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Peter R Schofield
- Neuroscience Research Australia, Sydney, NSW, Australia
- School of Medical Sciences, University of New South Wales, Sydney, NSW, Australia
| | - Barbara W Schweizer
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Giovanni Severino
- Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - Paul D Shilling
- Department of Psychiatry, University of California San Diego, San Diego, CA, USA
| | - Katzutaka Shimoda
- Department of Psychiatry, Dokkyo Medical University School of Medicine, Mibu, Tochigi, Japan
| | - Christian Simhandl
- Bipolar Center Wiener Neustadt, Sigmund Freud University, Medical Faculty, Vienna, Austria
| | - Claire M Slaney
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Alessio Squassina
- Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - Thomas Stamm
- Department of Psychiatry and Psychotherapy, Charité - Universitätsmedizin Berlin, Campus Charité Mitte, Berlin, Germany
- Department of Clinical Psychiatry and Psychotherapy, Brandenburg Medical School, Brandenburg, Germany
| | - Pavla Stopkova
- National Institute of Mental Health, Klecany, Czech Republic
| | - Mario Maj
- Department of Psychiatry, University of Campania "Luigi Vanvitelli", Naples, Italy
| | - Gustavo Turecki
- Douglas Mental Health University Institute, McGill University, Montreal, Canada
| | - Eduard Vieta
- Bipolar and Depressive Disorders Program,, Institute of Neuroscience, Hospital Clinic, University of Barcelona, IDIBAPS, CIBERSAM, Barcelona, Catalonia, Spain
| | - Julia Veeh
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt, Germany
| | - Stephanie H Witt
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Adam Wright
- School of Psychiatry, University of New South Wales, and Black Dog Institute, Sydney, Australia
| | - Peter P Zandi
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Philip B Mitchell
- School of Psychiatry, University of New South Wales, and Black Dog Institute, Sydney, Australia
| | - Michael Bauer
- Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus, Medical Faculty, Technische Universität Dresden, Dresden, Germany
| | - Martin Alda
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
- National Institute of Mental Health, Klecany, Czech Republic
| | - Marcella Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Francis J McMahon
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health & Human Services, Bethesda, MD, USA
| | - Thomas G Schulze
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
- Department of Psychiatry and Behavioral Sciences, SUNY Upstate Medical University, Norton College of Medicine, Syracuse, NY, USA
| | - Scott R Clark
- Discipline of Psychiatry, School of Medicine, University of Adelaide, Adelaide, SA, Australia
| | - Bernhard T Baune
- Department of Psychiatry and Psychotherapy, University of Münster, Münster, Germany
- Department of Psychiatry, Melbourne Medical School, University of Melbourne, Parkville, VIC, Australia
- The Florey Institute of Neuroscience and Mental Health, The University of Melbourne, Parkville, VIC, Australia
| |
Collapse
|
4
|
Kelsoe J, Ou A, Rosenthal S, Adli M, Akiyama K, Akula N, Alda M, Amare AT, Ardau R, Arias B, Aubry JM, Backlund L, Banzato C, Bauer M, Baune B, Bellivier F, Benabarre A, Bengesser S, Abesh B, Biernacka J, Bui E, Cervantes P, Chen GB, Chen HC, Chillotti C, Cichon S, Clark S, Colom F, Cousins D, Cruceanu C, Czerski P, Dantas C, Dayer A, Degenhardt F, DePaulo JR, Etain B, Falkai P, Fellendorf F, Ferensztajn-Rochowiak E, Forstner AJ, Frisen L, Frye M, Fullerton J, Gard S, Garnham J, Goes F, Grigoroiu-Serbanescu M, Grof P, Gruber O, Hashimoto R, Hauser J, Heilbronner U, Herms S, Hoffmann P, Hofmann A, Hou L, Jamain S, Jiménez E, Kahn JP, Kassem L, Kato T, Kittel-Schneider S, König B, Kuo PH, Kusumi I, Dalkner N, Laje G, Landén M, Lavebratt C, Leboyer M, Leckband S, Jaramillo CL, MacQueen G, Maj M, Manchia M, Marie-Claire C, Martinsson L, Mattheisen M, McCarthy M, McElroy S, McMahon F, Mitchell P, Mitjans M, Mondimore F, Monteleone P, Nievergelt C, Nöthen M, Novak T, Osby U, Ozaki N, Papiol S, Perlis R, Pfennig A, Potash J, Reich-Erkelenz D, Reif A, Reininghaus E, Rietschel M, Rouleau G, Rybakowski JK, Schalling M, Schofield P, Schubert KO, Schulze T, Schweizer B, Seemüller F, Severino G, Shekhtman T, Shilling P, Shimoda K, Simhandl C, Slaney C, Squassina A, Stamm T, Stopkova P, Tighe S, Tortorella A, Turecki G, Vieta E, Volkert J, Witt S, Wray N, Wright A, Young T, Zandi P, Zompo MD. Lithium Response in Bipolar Disorder is Associated with Focal Adhesion and PI3K-Akt Networks: A Multi-omics Replication Study. Res Sq 2023:rs.3.rs-3258813. [PMID: 37886563 PMCID: PMC10602152 DOI: 10.21203/rs.3.rs-3258813/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/28/2023]
Abstract
Lithium is the gold standard treatment for bipolar disorder (BD). However, its mechanism of action is incompletely understood, and prediction of treatment outcomes is limited. In our previous multi-omics study of the Pharmacogenomics of Bipolar Disorder (PGBD) sample combining transcriptomic and genomic data, we found that focal adhesion, the extracellular matrix (ECM), and PI3K-Akt signaling networks were associated with response to lithium. In this study, we replicated the results of our previous study using network propagation methods in a genome-wide association study of an independent sample of 2,039 patients from the International Consortium on Lithium Genetics (ConLiGen) study. We identified functional enrichment in focal adhesion and PI3K-Akt pathways, but we did not find an association with the ECM pathway. Our results suggest that deficits in the neuronal growth cone and PI3K-Akt signaling, but not in ECM proteins, may influence response to lithium in BD.
Collapse
Affiliation(s)
| | - Anna Ou
- University of California San Diego
| | | | | | - Kazufumi Akiyama
- Department of Biological Psychiatry and Neuroscience, Dokkyo Medical University
| | - Nirmala Akula
- National Institutes of Health, US Dept of Health & Human Services
| | | | | | | | - Bárbara Arias
- Facultat de Biologia and Institut de Biomedicina (IBUB), Universitat de Barcelona, CIBERSAM
| | | | | | | | | | | | | | | | | | | | | | | | | | | | - Hsi-Chung Chen
- 3Department of Psychiatry, National Taiwan University Hospital, Taipei, Taiwan 4Department of Psychiatry, Center of Sleep Disorders, National Taiwan University Hospital, Taipei, Taiwan
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Urs Heilbronner
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich
| | | | | | | | - Liping Hou
- National Institute of Mental Health Intramural Research Program, National Institutes of Health
| | | | | | | | | | | | | | | | - Po-Hsiu Kuo
- College of Public Health, National Taiwan University, Taipei, Taiwan
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Francis McMahon
- National Institute of Mental Health Intramural Research Program; National Institutes of Health
| | | | - Marina Mitjans
- Max Planck Institute of Experimental Medicine, Göttingen, Germany
| | | | | | | | | | - Tomas Novak
- National Institute of Mental Health, Klecany
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Thomas Stamm
- Charité - Universitätsmedizin Berlin, Campus Charité Mitte
| | | | | | | | - Gustavo Turecki
- Douglas Institute, Department of Psychiatry, McGill University
| | | | | | | | | | | | | | | | | |
Collapse
|
5
|
Herrera-Rivero M, Gutiérrez-Fragoso K, Thalamuthu A, Amare AT, Adli M, Akiyama K, Akula N, Ardau R, Arias B, Aubry JM, Backlund L, Bellivier F, Benabarre A, Bengesser S, Abesh B, Biernacka J, Birner A, Cearns M, Cervantes P, Chen HC, Chillotti C, Cichon S, Clark S, Colom F, Cruceanu C, Czerski P, Dalkner N, Degenhardt F, Del Zompo M, DePaulo JR, Etain B, Falkai P, Ferensztajn-Rochowiak E, Forstner AJ, Frank J, Frisen L, Frye M, Fullerton J, Gallo C, Gard S, Garnham J, Goes F, Grigoroiu-Serbanescu M, Grof P, Hashimoto R, Hasler R, Hauser J, Heilbronner U, Herms S, Hoffmann P, Hou L, Hsu Y, Jamain S, Jiménez E, Kahn JP, Kassem L, Kato T, Kelsoe J, Kittel-Schneider S, Kuo PH, Kurtz J, Kusumi I, König B, Laje G, Landén M, Lavebratt C, Leboyer M, Leckband S, Maj M, Manchia M, Marie-Claire C, Martinsson L, McCarthy M, McElroy SL, Millischer V, Mitjans M, Mondimore F, Monteleone P, Nievergelt C, Novak T, Nöthen M, Odonovan C, Ozaki N, Papiol S, Pfennig A, Pisanu C, Potash J, Reif A, Reininghaus E, Richard-Lepouriel H, Roberts G, Rouleau G, Rybakowski JK, Schalling M, Schofield P, Schubert KO, Schulte E, Schweizer B, Severino G, Shekhtman T, Shilling P, Shimoda K, Simhandl C, Slaney C, Squassina A, Stamm T, Stopkova P, Streit F, Ayele F, Tortorella A, Turecki G, Veeh J, Vieta E, Viswanath B, Witt S, Zandi P, Alda M, Bauer M, McMahon F, Mitchell P, Rietschel M, Schulze T, Baune B. Immunogenetics of lithium response and psychiatric phenotypes in patients with bipolar disorder. Res Sq 2023:rs.3.rs-3068352. [PMID: 37461719 PMCID: PMC10350128 DOI: 10.21203/rs.3.rs-3068352/v1] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/25/2023]
Abstract
The link between bipolar disorder (BP) and immune dysfunction remains controversial. While epidemiological studies have long suggested an association, recent research has found only limited evidence of such a relationship. To clarify this, we investigated the contributions of immune-relevant genetic factors to the response to lithium (Li) treatment and the clinical presentation of BP. First, we assessed the association of a large collection of immune-related genes (4,925) with Li response, defined by the Retrospective Assessment of the Lithium Response Phenotype Scale (Alda scale), and clinical characteristics in patients with BP from the International Consortium on Lithium Genetics (ConLi+Gen, N = 2,374). Second, we calculated here previously published polygenic scores (PGSs) for immune-related traits and evaluated their associations with Li response and clinical features. We found several genes associated with Li response at p < 1×10- 4 values, including HAS3, CNTNAP5 and NFIB. Network and functional enrichment analyses uncovered an overrepresentation of pathways involved in cell adhesion and intercellular communication, which appear to converge on the well-known Li-induced inhibition of GSK-3β. We also found various genes associated with BP's age-at-onset, number of mood episodes, and presence of psychosis, substance abuse and/or suicidal ideation at the exploratory threshold. These included RTN4, XKR4, NRXN1, NRG1/3 and GRK5. Additionally, PGS analyses suggested serum FAS, ECP, TRANCE and cytokine ligands, amongst others, might represent potential circulating biomarkers of Li response and clinical presentation. Taken together, our results support the notion of a relatively weak association between immunity and clinically relevant features of BP at the genetic level.
Collapse
Affiliation(s)
| | | | | | | | | | - Kazufumi Akiyama
- Department of Biological Psychiatry and Neuroscience, Dokkyo Medical University
| | - Nirmala Akula
- National Institutes of Health, US Dept of Health & Human Services
| | | | - Bárbara Arias
- Facultat de Biologia and Institut de Biomedicina (IBUB), Universitat de Barcelona, CIBERSAM
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Urs Heilbronner
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich
| | | | | | - Liping Hou
- National Institute of Mental Health Intramural Research Program, National Institutes of Health
| | | | | | | | | | | | - Tadafumi Kato
- Laboratory for Molecular Dynamics of Mental Disorders, RIKEN Brain Science Institute, Wako, Saitama 351-0198, Japan
| | | | | | - Po-Hsiu Kuo
- College of Public Health, National Taiwan University, Taipei, Taiwan
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Marina Mitjans
- Max Planck Institute of Experimental Medicine, Göttingen, Germany
| | | | | | | | - Tomas Novak
- National Institute of Mental Health, Klecany
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Thomas Stamm
- Charité - Universitätsmedizin Berlin, Campus Charité Mitte
| | | | | | | | | | - Gustavo Turecki
- Douglas Institute, Department of Psychiatry, McGill University
| | | | | | - Biju Viswanath
- National Institute of Mental Health and Neuro Sciences, Bengaluru, Karnataka, India
| | | | | | | | | | - Francis McMahon
- National Institute of Mental Health Intramural Research Program; National Institutes of Health
| | | | | | | | | |
Collapse
|
6
|
Amare A, Thalamuthu A, Schubert KO, Fullerton J, Ahmed M, Hartmann S, Papiol S, Heilbronner U, Degenhardt F, Tekola-Ayele F, Hou L, Hsu YH, Shekhtman T, Adli M, Akula N, Akiyama K, Ardau R, Arias B, Aubry JM, Backlund L, Bhattacharjee AK, Bellivier F, Benabarre A, Bengesser S, Biernacka J, Birner A, Marie-Claire C, Cervantes P, Chen HC, Chillotti C, Cichon S, Cruceanu C, Czerski P, Dalkner N, Del Zompo M, DePaulo JR, Etain B, Jamain S, Falkai P, Forstner AJ, Frisén L, Frye M, Gard S, Garnham J, Goes F, Grigoroiu-Serbanescu M, Fallgatter A, Stegmaier S, Ethofer T, Biere S, Petrova K, Schuster C, Adorjan K, Budde M, Heilbronner M, Kalman J, Oraki Kohshour M, Reich-Erkelenz D, Schaupp S, Schulte E, Senner F, Vogl T, Anghelescu IG, Arolt V, Dannlowski U, Dietrich DE, Figge C, Jäger M, Lang F, Juckel G, Spitzer C, Reimer J, Schmauß M, Schmitt A, Konrad C, von Hagen M, Wiltfang J, Zimmermann J, Andlauer T, Fischer A, Bermpohl F, Kraft V, Matura S, Gryaznova A, Falkenberg I, Yildiz C, Kircher T, Schmidt J, Koch M, Gade K, Trost S, Haußleiter I, Lambert M, Rohenkohl AC, Kraft V, Grof P, Hashimoto R, Hauser J, Herms S, Hoffmann P, Jiménez E, Kahn JP, Kassem L, Kuo PH, Kato T, Kelsoe J, Kittel-Schneider S, Ferensztajn-Rochowiak E, König B, Kusumi I, Laje G, Landén M, Lavebratt C, Leboyer M, Leckband SG, Tortorella A, Manchia M, Martinsson L, McCarthy M, McElroy SL, Colom F, Mitjans M, Mondimore F, Monteleone P, Nievergelt C, Nöthen M, Novak T, O'Donovan C, Ozaki N, Pfennig A, Pisanu C, Potash J, Reif A, Reininghaus E, Rouleau G, Rybakowski JK, Schalling M, Schofield P, Schweizer BW, Severino G, Shilling PD, Shimoda K, Simhandl C, Slaney C, Squassina A, Stamm T, Stopkova P, Maj M, Turecki G, Vieta E, Veeh J, Witt S, Wright A, Zandi P, Mitchell P, Bauer M, Alda M, Rietschel M, McMahon F, Schulze TG, Millischer V, Clark S, Baune B. Association of Polygenic Score and the involvement of Cholinergic and Glutamatergic Pathways with Lithium Treatment Response in Patients with Bipolar Disorder. Res Sq 2023:rs.3.rs-2580252. [PMID: 36824922 PMCID: PMC9949170 DOI: 10.21203/rs.3.rs-2580252/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/16/2023]
Abstract
Lithium is regarded as the first-line treatment for bipolar disorder (BD), a severe and disabling mental disorder that affects about 1% of the population worldwide. Nevertheless, lithium is not consistently effective, with only 30% of patients showing a favorable response to treatment. To provide personalized treatment options for bipolar patients, it is essential to identify prediction biomarkers such as polygenic scores. In this study, we developed a polygenic score for lithium treatment response (Li+PGS) in patients with BD. To gain further insights into lithium's possible molecular mechanism of action, we performed a genome-wide gene-based analysis. Using polygenic score modeling, via methods incorporating Bayesian regression and continuous shrinkage priors, Li+PGS was developed in the International Consortium of Lithium Genetics cohort (ConLi+Gen: N=2,367) and replicated in the combined PsyCourse (N=89) and BipoLife (N=102) studies. The associations of Li+PGS and lithium treatment response - defined in a continuous ALDA scale and a categorical outcome (good response vs. poor response) were tested using regression models, each adjusted for the covariates: age, sex, and the first four genetic principal components. Statistical significance was determined at P<����������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������������.
Collapse
Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | | | - Mazda Adli
- Charité - Universitätsmedizin Berlin, Campus Charité Mitte
| | | | | | | | - Bárbara Arias
- Facultat de Biologia and Institut de Biomedicina (IBUB), Universitat de Barcelona, CIBERSAM
| | | | | | | | - Frank Bellivier
- Pôle de Psychiatrie, AP-HP, Groupe Hospitalier Lariboisière-F. Widal
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Louise Frisén
- Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Till Andlauer
- Technical University of Munich, Klinikum rechts der Isar
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Esther Jiménez
- College of Public Health, National Taiwan University, Taipei, Taiwan
| | - Jean-Pierre Kahn
- College of Public Health, National Taiwan University, Taipei, Taiwan
| | - Layla Kassem
- College of Public Health, National Taiwan University, Taipei, Taiwan
| | - Po-Hsiu Kuo
- College of Public Health, National Taiwan University, Taipei, Taiwan
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Marina Mitjans
- Max Planck Institute of Experimental Medicine, Göttingen, Germany
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Thomas Stamm
- Charité - Universitätsmedizin Berlin, Campus Charité Mitte
| | | | - Mario Maj
- University of Campania "Luigi Vanvitelli", Naples
| | | | | | | | | | | | - Peter Zandi
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of Medicine
| | | | | | | | | | - Francis McMahon
- National Institute of Mental Health Intramural Research Program; National Institutes of Health
| | | | | | | | | |
Collapse
|
7
|
Cearns M, Amare AT, Schubert KO, Thalamuthu A, Frank J, Streit F, Adli M, Akula N, Akiyama K, Ardau R, Arias B, Aubry J, Backlund L, Bhattacharjee AK, Bellivier F, Benabarre A, Bengesser S, Biernacka JM, Birner A, Brichant-Petitjean C, Cervantes P, Chen H, Chillotti C, Cichon S, Cruceanu C, Czerski PM, Dalkner N, Dayer A, Degenhardt F, Zompo MD, DePaulo JR, Étain B, Falkai P, Forstner AJ, Frisen L, Frye MA, Fullerton JM, Gard S, Garnham JS, Goes FS, Grigoroiu-Serbanescu M, Grof P, Hashimoto R, Hauser J, Heilbronner U, Herms S, Hoffmann P, Hofmann A, Hou L, Hsu YH, Jamain S, Jiménez E, Kahn JP, Kassem L, Kuo PH, Kato T, Kelsoe J, Kittel-Schneider S, Kliwicki S, König B, Kusumi I, Laje G, Landén M, Lavebratt C, Leboyer M, Leckband SG, Maj M, Manchia M, Martinsson L, McCarthy MJ, McElroy S, Colom F, Mitjans M, Mondimore FM, Monteleone P, Nievergelt CM, Nöthen MM, Novák T, O'Donovan C, Ozaki N, Millischer V, Papiol S, Pfennig A, Pisanu C, Potash JB, Reif A, Reininghaus E, Rouleau GA, Rybakowski JK, Schalling M, Schofield PR, Schweizer BW, Severino G, Shekhtman T, Shilling PD, Shimoda K, Simhandl C, Slaney CM, Squassina A, Stamm T, Stopkova P, TekolaAyele F, Tortorella A, Turecki G, Veeh J, Vieta E, Witt SH, Roberts G, Zandi PP, Alda M, Bauer M, McMahon FJ, Mitchell PB, Schulze TG, Rietschel M, Clark SR, Baune BT. Using polygenic scores and clinical data for bipolar disorder patient stratification and lithium response prediction: machine learning approach - CORRIGENDUM. Br J Psychiatry 2022; 221:494. [PMID: 35505515 DOI: 10.1192/bjp.2022.55] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
|
8
|
Cearns M, Amare AT, Schubert KO, Thalamuthu A, Frank J, Streit F, Adli M, Akula N, Akiyama K, Ardau R, Arias B, Aubry JM, Backlund L, Bhattacharjee AK, Bellivier F, Benabarre A, Bengesser S, Biernacka JM, Birner A, Brichant-Petitjean C, Cervantes P, Chen HC, Chillotti C, Cichon S, Cruceanu C, Czerski PM, Dalkner N, Dayer A, Degenhardt F, Zompo MD, DePaulo JR, Étain B, Falkai P, Forstner AJ, Frisen L, Frye MA, Fullerton JM, Gard S, Garnham JS, Goes FS, Grigoroiu-Serbanescu M, Grof P, Hashimoto R, Hauser J, Heilbronner U, Herms S, Hoffmann P, Hofmann A, Hou L, Hsu YH, Jamain S, Jiménez E, Kahn JP, Kassem L, Kuo PH, Kato T, Kelsoe J, Kittel-Schneider S, Kliwicki S, König B, Kusumi I, Laje G, Landén M, Lavebratt C, Leboyer M, Leckband SG, Maj M, Manchia M, Martinsson L, McCarthy MJ, McElroy S, Colom F, Mitjans M, Mondimore FM, Monteleone P, Nievergelt CM, Nöthen MM, Novák T, O'Donovan C, Ozaki N, Millischer V, Papiol S, Pfennig A, Pisanu C, Potash JB, Reif A, Reininghaus E, Rouleau GA, Rybakowski JK, Schalling M, Schofield PR, Schweizer BW, Severino G, Shekhtman T, Shilling PD, Shimoda K, Simhandl C, Slaney CM, Squassina A, Stamm T, Stopkova P, Tekola-Ayele F, Tortorella A, Turecki G, Veeh J, Vieta E, Witt SH, Roberts G, Zandi PP, Alda M, Bauer M, McMahon FJ, Mitchell PB, Schulze TG, Rietschel M, Clark SR, Baune BT. Using polygenic scores and clinical data for bipolar disorder patient stratification and lithium response prediction: machine learning approach. Br J Psychiatry 2022; 220:1-10. [PMID: 35225756 DOI: 10.1192/bjp.2022.28] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
BACKGROUND Response to lithium in patients with bipolar disorder is associated with clinical and transdiagnostic genetic factors. The predictive combination of these variables might help clinicians better predict which patients will respond to lithium treatment. AIMS To use a combination of transdiagnostic genetic and clinical factors to predict lithium response in patients with bipolar disorder. METHOD This study utilised genetic and clinical data (n = 1034) collected as part of the International Consortium on Lithium Genetics (ConLi+Gen) project. Polygenic risk scores (PRS) were computed for schizophrenia and major depressive disorder, and then combined with clinical variables using a cross-validated machine-learning regression approach. Unimodal, multimodal and genetically stratified models were trained and validated using ridge, elastic net and random forest regression on 692 patients with bipolar disorder from ten study sites using leave-site-out cross-validation. All models were then tested on an independent test set of 342 patients. The best performing models were then tested in a classification framework. RESULTS The best performing linear model explained 5.1% (P = 0.0001) of variance in lithium response and was composed of clinical variables, PRS variables and interaction terms between them. The best performing non-linear model used only clinical variables and explained 8.1% (P = 0.0001) of variance in lithium response. A priori genomic stratification improved non-linear model performance to 13.7% (P = 0.0001) and improved the binary classification of lithium response. This model stratified patients based on their meta-polygenic loadings for major depressive disorder and schizophrenia and was then trained using clinical data. CONCLUSIONS Using PRS to first stratify patients genetically and then train machine-learning models with clinical predictors led to large improvements in lithium response prediction. When used with other PRS and biological markers in the future this approach may help inform which patients are most likely to respond to lithium treatment.
Collapse
Affiliation(s)
- Micah Cearns
- Discipline of Psychiatry, School of Medicine, University of Adelaide, Australia
| | - Azmeraw T Amare
- South Australian Academic Health Science and Translation Centre, South Australian Health and Medical Research Institute (SAHMRI), Australia and Program for Quantitative Genomics, Harvard School of Public Health, USA
| | - Klaus Oliver Schubert
- Discipline of Psychiatry, School of Medicine, University of Adelaide, Australia and Northern Adelaide Local Health Network, Mental Health Services, Australia
| | - Anbupalam Thalamuthu
- Centre for Healthy Brain Ageing (CHeBA), School of Psychiatry, University of New South Wales, Australia
| | - Joseph Frank
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Germany
| | - Fabian Streit
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Germany
| | - Mazda Adli
- Department of Psychiatry and Psychotherapy, Charité - Universitätsmedizin Berlin, Campus Charité Mitte, Germany
| | - Nirmala Akula
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health & Human Services, USA
| | - Kazufumi Akiyama
- Department of Biological Psychiatry and Neuroscience, Dokkyo Medical University School of Medicine, Japan
| | - Raffaella Ardau
- Unit of Clinical Pharmacology, Hospital University Agency of Cagliari, Italy
| | - Bárbara Arias
- Unitat de Zoologia i Antropologia Biològica (Dpt. Biologia Evolutiva, Ecologia i Ciències Ambientals), Facultat de Biologia and Institut de Biomedicina (IBUB), University of Barcelona, CIBERSAM, Spain
| | - Jean-Michel Aubry
- Department of Psychiatry, Mood Disorders Unit, HUG - Geneva University Hospitals, Switzerland
| | - Lena Backlund
- Department of Molecular Medicine and Surgery, Karolinska Institute, Sweden and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | | | - Frank Bellivier
- INSERM UMR-S 1144, Université Paris Diderot, Département de Psychiatrie et de Médecine Addictologique, AP-HP, Groupe Hospitalier Saint-Louis-Lariboisière-F.Widal, France
| | - Antonio Benabarre
- Bipolar Disorder Program, Institute of Neuroscience, Hospital Clinic, University of Barcelona, IDIBAPS, CIBERSAM, Spain
| | - Susanne Bengesser
- Department of Psychiatry and Psychotherapeutic Medicine, Research Unit for Bipolar Affective Disorder, Medical University of Graz, Austria
| | - Joanna M Biernacka
- Department of Health Sciences Research, Mayo Clinic, USA and Department of Psychiatry and Psychology, Mayo Clinic, USA
| | - Armin Birner
- Department of Psychiatry and Psychotherapeutic Medicine, Research Unit for Bipolar Affective Disorder, Medical University of Graz, Austria
| | - Clara Brichant-Petitjean
- INSERM UMR-S 1144, Université Paris Diderot, Département de Psychiatrie et de Médecine Addictologique, AP-HP, Groupe Hospitalier Saint-Louis-Lariboisière-F.Widal, France
| | - Pablo Cervantes
- The Neuromodulation Unit, McGill University Health Centre, Canada
| | - Hsi-Chung Chen
- Department of Psychiatry & Center of Sleep Disorders, National Taiwan University Hospital, Taiwan
| | - Caterina Chillotti
- Unit of Clinical Pharmacology, Hospital University Agency of Cagliari, Italy
| | - Sven Cichon
- Institute of Human Genetics, University of Bonn and Department of Genomics, Life & Brain Center, Germany; and Human Genomics Research Group, Department of Biomedicine, University Hospital Basel, Switzerland
| | | | - Piotr M Czerski
- Psychiatric Genetic Unit, Poznan University of Medical Sciences, Poland
| | - Nina Dalkner
- Department of Psychiatry and Psychotherapeutic Medicine, Research Unit for Bipolar Affective Disorder, Medical University of Graz, Austria
| | - Alexandre Dayer
- Department of Psychiatry, Mood Disorders Unit, HUG - Geneva University Hospitals, Switzerland
| | - Franziska Degenhardt
- Institute of Human Genetics, University of Bonn and Department of Genomics, Life & Brain Center, Germany
| | - Maria Del Zompo
- Department of Biomedical Sciences, University of Cagliari, Italy
| | - J Raymond DePaulo
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, USA
| | - Bruno Étain
- INSERM UMR-S 1144, Université Paris Diderot, Département de Psychiatrie et de Médecine Addictologique, AP-HP, Groupe Hospitalier Saint-Louis-Lariboisière-F.Widal, France
| | - Peter Falkai
- Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University Munich, Germany
| | - Andreas J Forstner
- Institute of Human Genetics, University of Bonn and Department of Genomics, Life & Brain Center, Germany; Human Genomics Research Group, Department of Biomedicine, University Hospital Basel, Switzerland and Department of Psychiatry (UPK), University of Basel, Switzerland
| | - Louise Frisen
- Department of Molecular Medicine and Surgery, Karolinska Institute, Sweden and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Mark A Frye
- Department of Psychiatry and Psychology, Mayo Clinic, USA
| | - Janice M Fullerton
- Neuroscience Research Australia, Australia and School of Medical Sciences, University of New South Wales, Australia
| | | | | | - Fernando S Goes
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, USA
| | | | - Paul Grof
- Mood Disorders Center of Ottawa, Canada
| | - Ryota Hashimoto
- Molecular Research Center for Children's Mental Development, United Graduate School of Child Development, Osaka University, Japan and Department of Psychiatry, Osaka University Graduate School of Medicine, Japan
| | - Joanna Hauser
- Psychiatric Genetic Unit, Poznan University of Medical Sciences, Poland
| | - Urs Heilbronner
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Germany and Department of Psychiatry and Psychotherapy, University Medical Center (UMG), Georg-August University Göttingen, Germany
| | - Stefan Herms
- Institute of Human Genetics, University of Bonn and Department of Genomics, Life & Brain Center, Germany and Human Genomics Research Group, Department of Biomedicine, University Hospital Basel, Switzerland
| | - Per Hoffmann
- Institute of Human Genetics, University of Bonn and Department of Genomics, Life & Brain Center, Germany and Human Genomics Research Group, Department of Biomedicine, University Hospital Basel, Switzerland
| | - Andrea Hofmann
- Institute of Human Genetics, University of Bonn and Department of Genomics, Life & Brain Center, Germany
| | - Liping Hou
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health & Human Services, USA
| | - Yi-Hsiang Hsu
- Program for Quantitative Genomics, Harvard School of Public Health, USA and HSL Institute for Aging Research, Harvard Medical School, USA
| | - Stephane Jamain
- Univ Paris Est Créteil, INSERM, IMRB, Translational Neuropsychiatry, Fondation FondaMental, France
| | - Esther Jiménez
- Bipolar Disorder Program, Institute of Neuroscience, Hospital Clinic, University of Barcelona, IDIBAPS, CIBERSAM, Spain
| | - Jean-Pierre Kahn
- Service de Psychiatrie et Psychologie Clinique, Centre Psychothérapique de Nancy - Université de Lorraine, France
| | - Layla Kassem
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health & Human Services, USA
| | - Po-Hsiu Kuo
- Department of Public Health & Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, Taiwan
| | - Tadafumi Kato
- Department of Psychiatry & Behavioral Science, Juntendo University, Graduate School of Medicine, Japan
| | - John Kelsoe
- Department of Psychiatry, University of California San Diego, USA
| | - Sarah Kittel-Schneider
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Germany
| | - Sebastian Kliwicki
- Department of Adult Psychiatry, Poznan University of Medical Sciences, Poland
| | - Barbara König
- Department of Psychiatry and Psychotherapeutic Medicine, Landesklinikum Neunkirchen, Austria
| | - Ichiro Kusumi
- Department of Psychiatry, Hokkaido University Graduate School of Medicine, Japan
| | - Gonzalo Laje
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health & Human Services, USA
| | - Mikael Landén
- Institute of Neuroscience and Physiology, the Sahlgrenska Academy at the Gothenburg University, Sweden and Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Sweden
| | - Catharina Lavebratt
- Department of Molecular Medicine and Surgery, Karolinska Institute, Sweden and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Marion Leboyer
- Univ Paris Est Créteil, INSERM, IMRB, Translational Neuropsychiatry, AP-HP, Mondor University Hospital, DMU Impact, Fondation FondaMental, France
| | | | - Mario Maj
- Department of Psychiatry, University of Campania 'Luigi Vanvitelli', Italy; ,for a full list of Major Depressive Disorder Working Group of the PGC Investigators, see the Supplementary Material
| | - Mirko Manchia
- Section of Psychiatry, Department of Medical Sciences and Public Health, University of Cagliari, Italy and Department of Pharmacology, Dalhousie University, Canada
| | - Lina Martinsson
- Department of Clinical Neurosciences, Karolinska Institutet, Sweden
| | - Michael J McCarthy
- Department of Psychiatry, University of California San Diego, USA and Department of Psychiatry, VA San Diego Healthcare System, USA
| | - Susan McElroy
- Department of Psychiatry, Lindner Center of Hope / University of Cincinnati, USA
| | - Francesc Colom
- Mental Health Research Group, IMIM-Hospital del Mar, Spain and Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Spain
| | - Marina Mitjans
- Mental Health Research Group, IMIM-Hospital del Mar, Spain and Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Instituto de Salud Carlos III, Spain
| | - Francis M Mondimore
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, USA
| | - Palmiero Monteleone
- Department of Medicine, Surgery and Dentistry 'Scuola Medica Salernitana', University of Salerno, Italy
| | | | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn and Department of Genomics, Life & Brain Center, Germany
| | - Tomas Novák
- National Institute of Mental Health, Czech Republic
| | | | - Norio Ozaki
- Department of Psychiatry & Department of Child and Adolescent Psychiatry, Nagoya University Graduate School of Medicine, Japan
| | - Vincent Millischer
- Department of Molecular Medicine and Surgery, Karolinska Institute, Sweden and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden and Department of Psychiatry and Psychotherapy, Medical University of Vienna, Austria
| | - Sergi Papiol
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Germany and Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University Munich, Germany
| | - Andrea Pfennig
- Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus, Medical Faculty, Technische Universität Dresden, Germany
| | - Claudia Pisanu
- Department of Biomedical Sciences, University of Cagliari, Italy
| | - James B Potash
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, USA
| | - Andreas Reif
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Germany
| | - Eva Reininghaus
- Department of Psychiatry and Psychotherapeutic Medicine, Research Unit for Bipolar Affective Disorder, Medical University of Graz, Austria
| | - Guy A Rouleau
- Montreal Neurological Institute and Hospital, McGill University, Canada
| | - Janusz K Rybakowski
- Department of Adult Psychiatry, Poznan University of Medical Sciences, Poland
| | - Martin Schalling
- Department of Molecular Medicine and Surgery, Karolinska Institute, Sweden and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Peter R Schofield
- Neuroscience Research Australia, Australia and School of Medical Sciences, University of New South Wales, Australia
| | - Barbara W Schweizer
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, USA
| | | | | | - Paul D Shilling
- Department of Psychiatry, University of California San Diego, USA
| | - Katzutaka Shimoda
- Department of Psychiatry, Dokkyo Medical University School of Medicine, Japan
| | - Christian Simhandl
- Bipolar Center Wiener Neustadt, Sigmund Freud University, Medical Faculty, Austria
| | | | | | - Thomas Stamm
- Department of Psychiatry and Psychotherapy, Charité - Universitätsmedizin Berlin, Campus Charité Mitte, Germany
| | | | - Fasil Tekola-Ayele
- Epidemiology Branch, Division of Intramural Population Health Research, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, USA
| | | | - Gustavo Turecki
- Douglas Mental Health University Institute, McGill University, Canada
| | - Julia Veeh
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Germany
| | - Eduard Vieta
- Bipolar Disorder Program, Institute of Neuroscience, Hospital Clinic, University of Barcelona, IDIBAPS, CIBERSAM, Spain
| | - Stephanie H Witt
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Germany
| | - Gloria Roberts
- School of Psychiatry, University of New South Wales, Australia
| | - Peter P Zandi
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, USA
| | - Martin Alda
- Department of Psychiatry, Dalhousie University, Canada
| | - Michael Bauer
- Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus, Medical Faculty, Technische Universität Dresden, Germany
| | - Francis J McMahon
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health & Human Services, USA
| | | | - Thomas G Schulze
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Germany; Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health & Human Services, USA, Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, USA; Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Germany and Department of Psychiatry and Psychotherapy, University Medical Center (UMG), Georg-August University Göttingen, Germany
| | - Marcella Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Germany
| | - Scott R Clark
- Discipline of Psychiatry, School of Medicine, University of Adelaide, Australia
| | - Bernhard T Baune
- Department of Psychiatry and Psychotherapy, University of Münster, Germany; Department of Psychiatry, Melbourne Medical School, University of Melbourne, Australia and The Florey Institute of Neuroscience and Mental Health, The University of Melbourne, Australia
| |
Collapse
|
9
|
Blokland GAM, Grove J, Chen CY, Cotsapas C, Tobet S, Handa R, St Clair D, Lencz T, Mowry BJ, Periyasamy S, Cairns MJ, Tooney PA, Wu JQ, Kelly B, Kirov G, Sullivan PF, Corvin A, Riley BP, Esko T, Milani L, Jönsson EG, Palotie A, Ehrenreich H, Begemann M, Steixner-Kumar A, Sham PC, Iwata N, Weinberger DR, Gejman PV, Sanders AR, Buxbaum JD, Rujescu D, Giegling I, Konte B, Hartmann AM, Bramon E, Murray RM, Pato MT, Lee J, Melle I, Molden E, Ophoff RA, McQuillin A, Bass NJ, Adolfsson R, Malhotra AK, Martin NG, Fullerton JM, Mitchell PB, Schofield PR, Forstner AJ, Degenhardt F, Schaupp S, Comes AL, Kogevinas M, Guzman-Parra J, Reif A, Streit F, Sirignano L, Cichon S, Grigoroiu-Serbanescu M, Hauser J, Lissowska J, Mayoral F, Müller-Myhsok B, Świątkowska B, Schulze TG, Nöthen MM, Rietschel M, Kelsoe J, Leboyer M, Jamain S, Etain B, Bellivier F, Vincent JB, Alda M, O'Donovan C, Cervantes P, Biernacka JM, Frye M, McElroy SL, Scott LJ, Stahl EA, Landén M, Hamshere ML, Smeland OB, Djurovic S, Vaaler AE, Andreassen OA, Baune BT, Air T, Preisig M, Uher R, Levinson DF, Weissman MM, Potash JB, Shi J, Knowles JA, Perlis RH, Lucae S, Boomsma DI, Penninx BWJH, Hottenga JJ, de Geus EJC, Willemsen G, Milaneschi Y, Tiemeier H, Grabe HJ, Teumer A, Van der Auwera S, Völker U, Hamilton SP, Magnusson PKE, Viktorin A, Mehta D, Mullins N, Adams MJ, Breen G, McIntosh AM, Lewis CM, Hougaard DM, Nordentoft M, Mors O, Mortensen PB, Werge T, Als TD, Børglum AD, Petryshen TL, Smoller JW, Goldstein JM. Sex-Dependent Shared and Nonshared Genetic Architecture Across Mood and Psychotic Disorders. Biol Psychiatry 2022; 91:102-117. [PMID: 34099189 PMCID: PMC8458480 DOI: 10.1016/j.biopsych.2021.02.972] [Citation(s) in RCA: 47] [Impact Index Per Article: 23.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/06/2020] [Revised: 02/11/2021] [Accepted: 02/12/2021] [Indexed: 01/03/2023]
Abstract
BACKGROUND Sex differences in incidence and/or presentation of schizophrenia (SCZ), major depressive disorder (MDD), and bipolar disorder (BIP) are pervasive. Previous evidence for shared genetic risk and sex differences in brain abnormalities across disorders suggest possible shared sex-dependent genetic risk. METHODS We conducted the largest to date genome-wide genotype-by-sex (G×S) interaction of risk for these disorders using 85,735 cases (33,403 SCZ, 19,924 BIP, and 32,408 MDD) and 109,946 controls from the PGC (Psychiatric Genomics Consortium) and iPSYCH. RESULTS Across disorders, genome-wide significant single nucleotide polymorphism-by-sex interaction was detected for a locus encompassing NKAIN2 (rs117780815, p = 3.2 × 10-8), which interacts with sodium/potassium-transporting ATPase (adenosine triphosphatase) enzymes, implicating neuronal excitability. Three additional loci showed evidence (p < 1 × 10-6) for cross-disorder G×S interaction (rs7302529, p = 1.6 × 10-7; rs73033497, p = 8.8 × 10-7; rs7914279, p = 6.4 × 10-7), implicating various functions. Gene-based analyses identified G×S interaction across disorders (p = 8.97 × 10-7) with transcriptional inhibitor SLTM. Most significant in SCZ was a MOCOS gene locus (rs11665282, p = 1.5 × 10-7), implicating vascular endothelial cells. Secondary analysis of the PGC-SCZ dataset detected an interaction (rs13265509, p = 1.1 × 10-7) in a locus containing IDO2, a kynurenine pathway enzyme with immunoregulatory functions implicated in SCZ, BIP, and MDD. Pathway enrichment analysis detected significant G×S interaction of genes regulating vascular endothelial growth factor receptor signaling in MDD (false discovery rate-corrected p < .05). CONCLUSIONS In the largest genome-wide G×S analysis of mood and psychotic disorders to date, there was substantial genetic overlap between the sexes. However, significant sex-dependent effects were enriched for genes related to neuronal development and immune and vascular functions across and within SCZ, BIP, and MDD at the variant, gene, and pathway levels.
Collapse
Affiliation(s)
- Gabriëlla A M Blokland
- Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, the Netherlands; Psychiatric and Neurodevelopmental Genetics Unit, Department of Psychiatry and Center for Genomic Medicine, Massachusetts General Hospital, Boston, Massachusetts; Department of Psychiatry, Harvard Medical School, Boston, Massachusetts; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts.
| | - Jakob Grove
- Department of Biomedicine, Aarhus University, Aarhus, Denmark; The Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH), Copenhagen, Denmark; Center for Genome Analysis and Personalized Medicine, Aarhus, Denmark; Bioinformatics Research Centre (BiRC), Aarhus, Denmark
| | - Chia-Yen Chen
- Psychiatric and Neurodevelopmental Genetics Unit, Department of Psychiatry and Center for Genomic Medicine, Massachusetts General Hospital, Boston, Massachusetts; Biogen Inc., Cambridge, Massachusetts
| | - Chris Cotsapas
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts; Departments of Neurology and Genetics, Yale School of Medicine, New Haven, Connecticut
| | - Stuart Tobet
- Innovation Center on Sex Differences in Medicine (ICON), Massachusetts General Hospital, Boston, Massachusetts; Department of Biomedical Sciences, Colorado State University, Fort Collins, Colorado
| | - Robert Handa
- Innovation Center on Sex Differences in Medicine (ICON), Massachusetts General Hospital, Boston, Massachusetts; Department of Biomedical Sciences, Colorado State University, Fort Collins, Colorado
| | - David St Clair
- University of Aberdeen, Institute of Medical Sciences, Aberdeen, United Kingdom
| | - Todd Lencz
- The Feinstein Institute for Medical Research, Manhasset, New York; The Zucker School of Medicine at Hofstra/Northwell, Hempstead, New York; The Zucker Hillside Hospital, Glen Oaks, New York
| | - Bryan J Mowry
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia; Queensland Centre for Mental Health Research, University of Queensland, Brisbane, Queensland, Australia
| | - Sathish Periyasamy
- Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia; Queensland Centre for Mental Health Research, The Park - Centre for Mental Health, Wacol, Queensland, Australia
| | - Murray J Cairns
- Schizophrenia Research Institute, Sydney, New South Wales, Australia; School of Biomedical Sciences and Pharmacy, University of Newcastle, Callaghan, New South Wales, Australia; Priority Centre for Translational Neuroscience and Mental Health, University of Newcastle, Newcastle, New South Wales, Australia
| | - Paul A Tooney
- School of Biomedical Sciences and Pharmacy, University of Newcastle, Callaghan, New South Wales, Australia; Priority Centre for Translational Neuroscience and Mental Health, University of Newcastle, Newcastle, New South Wales, Australia; Schizophrenia Research Institute, Sydney, New South Wales, Australia
| | - Jing Qin Wu
- School of Biomedical Sciences and Pharmacy, University of Newcastle, Callaghan, New South Wales, Australia; Schizophrenia Research Institute, Sydney, New South Wales, Australia
| | - Brian Kelly
- Priority Centre for Translational Neuroscience and Mental Health, University of Newcastle, Newcastle, New South Wales, Australia
| | - George Kirov
- MRC Centre for Neuropsychiatric Genetics and Genomics, Institute of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, United Kingdom
| | - Patrick F Sullivan
- Departments of Genetics and Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina; Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Aiden Corvin
- Neuropsychiatric Genetics Research Group, Department of Psychiatry, Trinity College Dublin, Dublin, Ireland
| | - Brien P Riley
- Virginia Institute for Psychiatric and Behavioral Genetics, Departments of Psychiatry and Human and Molecular Genetics, Virginia Commonwealth University, Richmond, Virginia
| | - Tõnu Esko
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts; Broad Institute of MIT and Harvard, Cambridge, Massachusetts; Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts; Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Lili Milani
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts; Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Erik G Jönsson
- Department of Clinical Neuroscience, Psychiatry Section, Karolinska Institutet, Stockholm, Sweden; Norwegian Centre for Mental Disorders Research (NORMENT), KG Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Aarno Palotie
- Psychiatric and Neurodevelopmental Genetics Unit, Department of Psychiatry and Center for Genomic Medicine, Massachusetts General Hospital, Boston, Massachusetts; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts; Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Helsinki, Finland
| | - Hannelore Ehrenreich
- Department of Clinical Neuroscience, Max Planck Institute of Experimental Medicine, Göttingen, Germany
| | - Martin Begemann
- Department of Clinical Neuroscience, Max Planck Institute of Experimental Medicine, Göttingen, Germany
| | - Agnes Steixner-Kumar
- Department of Clinical Neuroscience, Max Planck Institute of Experimental Medicine, Göttingen, Germany
| | - Pak C Sham
- Department of Psychiatry, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, SAR China; State Key Laboratory for Brain and Cognitive Sciences, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, SAR China; Centre for Genomic Sciences, The University of Hong Kong, Hong Kong, SAR China
| | - Nakao Iwata
- Department of Psychiatry, Fujita Health University School of Medicine, Toyoake, Aichi, Japan
| | - Daniel R Weinberger
- Lieber Institute for Brain Development, Baltimore, Maryland; Departments of Psychiatry, Neurology, Neuroscience and Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Pablo V Gejman
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, Illinois; Department of Psychiatry and Behavioral Sciences, North Shore University Health System, Evanston, Illinois
| | - Alan R Sanders
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, Illinois; Department of Psychiatry and Behavioral Sciences, North Shore University Health System, Evanston, Illinois
| | - Joseph D Buxbaum
- Departments of Human Genetics and Neuroscience, Icahn School of Medicine at Mount Sinai, New York, New York; Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York; Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Dan Rujescu
- Department of Psychiatry, University of Halle, Halle, Germany; Department of Psychiatry, University of Munich, Munich, Germany
| | - Ina Giegling
- Department of Psychiatry, University of Halle, Halle, Germany; Department of Psychiatry, University of Munich, Munich, Germany
| | - Bettina Konte
- Department of Psychiatry, University of Halle, Halle, Germany
| | | | - Elvira Bramon
- Mental Health Neuroscience Research Department, Division of Psychiatry, Faculty of Brain Sciences, University College London, London, United Kingdom
| | - Robin M Murray
- Institute of Psychiatry, King's College London, London, United Kingdom
| | - Michele T Pato
- Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, New York; Department of Psychiatry and Zilkha Neurogenetics Institute, Keck School of Medicine at University of Southern California, Los Angeles, California
| | - Jimmy Lee
- Research Division and Department of General Psychiatry, Institute of Mental Health, Singapore, Singapore; Duke-National University of Singapore Graduate Medical School, Singapore
| | - Ingrid Melle
- Norwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Espen Molden
- Center for Psychopharmacology, Diakonhjemmet Hospital, Oslo, Norway; Department of Pharmaceutical Biosciences, School of Pharmacy, University of Oslo, Oslo, Norway
| | - Roel A Ophoff
- University Medical Center Utrecht, Department of Psychiatry, Rudolf Magnus Institute of Neuroscience, Utrecht, the Netherlands; Department of Human Genetics, University of California, Los Angeles, California; David Geffen School of Medicine, and Center for Neurobehavioral Genetics, Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, California
| | - Andrew McQuillin
- Molecular Psychiatry Laboratory, Division of Psychiatry, University College London, London, United Kingdom
| | - Nicholas J Bass
- Molecular Psychiatry Laboratory, Division of Psychiatry, University College London, London, United Kingdom
| | - Rolf Adolfsson
- Department of Clinical Sciences, Psychiatry, Umeå University Medical Faculty, Umeå, Sweden
| | - Anil K Malhotra
- The Feinstein Institute for Medical Research, Manhasset, New York; The Zucker School of Medicine at Hofstra/Northwell, Hempstead, New York; The Zucker Hillside Hospital, Glen Oaks, New York
| | - Nicholas G Martin
- School of Psychology, University of Queensland, Brisbane, Queensland, Australia; Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Janice M Fullerton
- Neuroscience Research Australia, Sydney, New South Wales, Australia; School of Medical Sciences, University of New South Wales, Sydney, New South Wales, Australia
| | - Philip B Mitchell
- School of Psychiatry, University of New South Wales, Sydney, New South Wales, Australia
| | - Peter R Schofield
- Neuroscience Research Australia, Sydney, New South Wales, Australia; School of Medical Sciences, University of New South Wales, Sydney, New South Wales, Australia
| | - Andreas J Forstner
- Centre for Human Genetics, University of Marburg, Marburg, Germany; Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, Germany
| | - Franziska Degenhardt
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, Germany; Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, University Hospital Essen, University of Duisburg-Essen, Duisburg, Germany
| | - Sabrina Schaupp
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany
| | - Ashley L Comes
- Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany; International Max Planck Research School for Translational Psychiatry (IMPRS-TP), Munich, Germany
| | | | - José Guzman-Parra
- Mental Health Department, University Regional Hospital, Biomedical Research Institute of Málaga (IBIMA), Málaga, Spain
| | - Andreas Reif
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt am Main, Germany
| | - Fabian Streit
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Lea Sirignano
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Sven Cichon
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, Germany; Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany; Department of Biomedicine, University of Basel, Basel, Switzerland; Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - Maria Grigoroiu-Serbanescu
- Biometric Psychiatric Genetics Research Unit, Alexandru Obregia Clinical Psychiatric Hospital, Bucharest, Romania
| | - Joanna Hauser
- Department of Psychiatry, Laboratory of Psychiatric Genetics, Poznan University of Medical Sciences, Poznan, Poland
| | - Jolanta Lissowska
- Cancer Epidemiology and Prevention, M. Sklodowska-Curie National Research Institute of Oncology, Warsaw, Poland
| | - Fermin Mayoral
- Mental Health Department, University Regional Hospital, Biomedical Research Institute of Málaga (IBIMA), Málaga, Spain
| | - Bertram Müller-Myhsok
- University of Liverpool, Liverpool, United Kingdom; Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany; Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Beata Świątkowska
- Department of Environmental Epidemiology, Nofer Institute of Occupational Medicine, Lodz, Poland
| | - Thomas G Schulze
- Department of Psychiatry and Behavioral Sciences, SUNY Upstate Medical University, Syracuse, New York; Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland; Institute of Psychiatric Phenomics and Genomics (IPPG), University Hospital, LMU Munich, Munich, Germany; Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany; Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, Germany
| | - Marcella Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - John Kelsoe
- Department of Psychiatry, University of California San Diego, La Jolla, California
| | - Marion Leboyer
- Faculté de Médecine, Université Paris Est, Créteil, France; Department of Psychiatry and Addiction Medicine, Assistance Publique - Hôpitaux de Paris, Paris, France; Institut national de la santé et de la recherche médicale (INSERM), Paris, France
| | - Stéphane Jamain
- Faculté de Médecine, Université Paris Est, Créteil, France; INSERM U955, Psychiatrie Translationnelle, Créteil, France
| | - Bruno Etain
- Centre for Affective Disorders, Institute of Psychiatry, Psychology and Neuroscience, London, United Kingdom; Department of Psychiatry and Addiction Medicine, Assistance Publique - Hôpitaux de Paris, Paris, France; UMR-S1144 Team 1 Biomarkers of relapse and therapeutic response in addiction and mood disorders, INSERM, Paris, France; Psychiatry, Université Paris Diderot, Paris, France
| | - Frank Bellivier
- Department of Psychiatry and Addiction Medicine, Assistance Publique - Hôpitaux de Paris, Paris, France; UMR-S1144 Team 1 Biomarkers of relapse and therapeutic response in addiction and mood disorders, INSERM, Paris, France; Psychiatry, Université Paris Diderot, Paris, France; Paris Bipolar and TRD Expert Centres, FondaMental Foundation, Paris, France
| | - John B Vincent
- Centre for Addiction and Mental Health, Toronto, Ontario, Canada
| | - Martin Alda
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada; National Institute of Mental Health, Klecany, Czech Republic
| | - Claire O'Donovan
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Pablo Cervantes
- Department of Psychiatry, Mood Disorders Program, McGill University Health Center, Montréal, Québec, Canada
| | - Joanna M Biernacka
- Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota
| | - Mark Frye
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, Minnesota
| | | | - Laura J Scott
- Center for Statistical Genetics and Department of Biostatistics, University of Michigan, Ann Arbor, Michigan
| | - Eli A Stahl
- Medical and Population Genetics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts; Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York; Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Mikael Landén
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden; Institute of Neuroscience and Physiology, the Sahlgrenska Academy at Gothenburg University, Gothenburg, Sweden
| | - Marian L Hamshere
- MRC Centre for Neuropsychiatric Genetics and Genomics, Institute of Psychological Medicine and Clinical Neurosciences, School of Medicine, Cardiff University, Cardiff, United Kingdom
| | - Olav B Smeland
- Norwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Srdjan Djurovic
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway; NORMENT Centre, Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Arne E Vaaler
- Department of Mental Health, Norwegian University of Science and Technology - NTNU, Trondheim, Norway; Department of Psychiatry, St Olavs' University Hospital, Trondheim, Norway
| | - Ole A Andreassen
- Norwegian Centre for Mental Disorders Research (NORMENT), Institute of Clinical Medicine, University of Oslo and Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Bernhard T Baune
- Department of Psychiatry, Melbourne Medical School, University of Melbourne, Melbourne, Victoria, Australia; Florey Institute for Neuroscience and Mental Health, University of Melbourne, Parkville, Victoria, Australia; Department of Psychiatry, University of Münster, Münster, Germany
| | - Tracy Air
- Discipline of Psychiatry, The University of Adelaide, Adelaide, South Austrlalia, Australia
| | - Martin Preisig
- Department of Psychiatry, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - Rudolf Uher
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Douglas F Levinson
- Psychiatry & Behavioral Sciences, Stanford University, Stanford, California
| | - Myrna M Weissman
- Department of Psychiatry, Columbia University College of Physicians and Surgeons, New York, New York; Division of Translational Epidemiology, New York State Psychiatric Institute, New York, New York
| | - James B Potash
- Department of Psychiatry, University of Iowa, Iowa City, Iowa
| | - Jianxin Shi
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Maryland
| | - James A Knowles
- Psychiatry & The Behavioral Sciences, University of Southern California, Los Angeles, California
| | - Roy H Perlis
- Psychiatric and Neurodevelopmental Genetics Unit, Department of Psychiatry and Center for Genomic Medicine, Massachusetts General Hospital, Boston, Massachusetts; Department of Psychiatry, Harvard Medical School, Boston, Massachusetts; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Susanne Lucae
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany; Max Planck Institute of Psychiatry, Munich, Germany
| | - Dorret I Boomsma
- Department of Biological Psychology/Netherlands Twin Register, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands; Amsterdam Public Health Research Institute, Amsterdam UMC, Amsterdam, the Netherlands
| | - Brenda W J H Penninx
- Department of Psychiatry, Vrije Universiteit Medical Center and GGZ inGeest, Amsterdam, the Netherlands
| | - Jouke-Jan Hottenga
- Department of Biological Psychology/Netherlands Twin Register, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands; Amsterdam Public Health Research Institute, Amsterdam UMC, Amsterdam, the Netherlands
| | - Eco J C de Geus
- Department of Biological Psychology/Netherlands Twin Register, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands; Amsterdam Public Health Research Institute, Amsterdam UMC, Amsterdam, the Netherlands
| | - Gonneke Willemsen
- Department of Biological Psychology/Netherlands Twin Register, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands; Amsterdam Public Health Research Institute, Amsterdam UMC, Amsterdam, the Netherlands
| | - Yuri Milaneschi
- Department of Psychiatry, Vrije Universiteit Medical Center and GGZ inGeest, Amsterdam, the Netherlands
| | - Henning Tiemeier
- Child and Adolescent Psychiatry, Erasmus Medical Center, Rotterdam, the Netherlands
| | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
| | - Alexander Teumer
- Institute of Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Sandra Van der Auwera
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
| | - Uwe Völker
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | | | - Patrik K E Magnusson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Alexander Viktorin
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Divya Mehta
- School of Psychology and Counseling, Queensland University of Technology, Brisbane, Queensland, Australia
| | - Niamh Mullins
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York; Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York; Social, Genetic and Developmental Psychiatry Centre, King's College London, London, United Kingdom
| | - Mark J Adams
- Division of Psychiatry, University of Edinburgh, Edinburgh, United Kingdom
| | - Gerome Breen
- NIHR Maudsley Biomedical Research Centre, King's College London, London, United Kingdom
| | - Andrew M McIntosh
- Division of Psychiatry, University of Edinburgh, Edinburgh, United Kingdom; Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, United Kingdom
| | - Cathryn M Lewis
- Department of Medical & Molecular Genetics, King's College London, London, United Kingdom
| | - David M Hougaard
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH), Copenhagen, Denmark; Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | - Merete Nordentoft
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH), Copenhagen, Denmark; Copenhagen Mental Health Center, Mental Health Services Capital Region of Denmark Copenhagen, Copenhagen, Denmark; Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Ole Mors
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH), Copenhagen, Denmark; Psychosis Research Unit, Aarhus University Hospital, Risskov, Denmark
| | - Preben B Mortensen
- Centre for Integrative Sequencing (iSEQ), Aarhus University, Aarhus, Denmark; National Centre for Register-Based Research (NCCR), Aarhus University, Aarhus, Denmark; Centre for Integrated Register-based Research (CIRRAU), Aarhus University, Aarhus, Denmark; The Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH), Copenhagen, Denmark
| | - Thomas Werge
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Institute of Biological Psychiatry, Mental Health Center Sct. Hans, Mental Health Services Copenhagen, Roskilde, Denmark
| | - Thomas D Als
- Department of Biomedicine, Aarhus University, Aarhus, Denmark; The Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH), Copenhagen, Denmark; Center for Genome Analysis and Personalized Medicine, Aarhus, Denmark
| | - Anders D Børglum
- Department of Biomedicine, Aarhus University, Aarhus, Denmark; The Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH), Copenhagen, Denmark; Center for Genome Analysis and Personalized Medicine, Aarhus, Denmark
| | - Tracey L Petryshen
- Psychiatric and Neurodevelopmental Genetics Unit, Department of Psychiatry and Center for Genomic Medicine, Massachusetts General Hospital, Boston, Massachusetts; Department of Psychiatry, Harvard Medical School, Boston, Massachusetts; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts; Concert Pharmaceuticals, Inc., Lexington, Massachusetts
| | - Jordan W Smoller
- Psychiatric and Neurodevelopmental Genetics Unit, Department of Psychiatry and Center for Genomic Medicine, Massachusetts General Hospital, Boston, Massachusetts; Department of Psychiatry, Harvard Medical School, Boston, Massachusetts; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Jill M Goldstein
- Innovation Center on Sex Differences in Medicine (ICON), Massachusetts General Hospital, Boston, Massachusetts; Department of Psychiatry and Vincent Department of Obstetrics, Gynecology & Reproductive Biology, Massachusetts General Hospital, Boston, Massachusetts; MGH-MIT-HMS Athinoula A. Martinos Center for Biomedical Imaging, Charlestown, Massachusetts; Departments of Psychiatry and Medicine, Harvard Medical School, Boston, Massachusetts.
| |
Collapse
|
10
|
Stone W, Nunes A, Akiyama K, Akula N, Ardau R, Aubry JM, Backlund L, Bauer M, Bellivier F, Cervantes P, Chen HC, Chillotti C, Cruceanu C, Dayer A, Degenhardt F, Del Zompo M, Forstner AJ, Frye M, Fullerton JM, Grigoroiu-Serbanescu M, Grof P, Hashimoto R, Hou L, Jiménez E, Kato T, Kelsoe J, Kittel-Schneider S, Kuo PH, Kusumi I, Lavebratt C, Manchia M, Martinsson L, Mattheisen M, McMahon FJ, Millischer V, Mitchell PB, Nöthen MM, O'Donovan C, Ozaki N, Pisanu C, Reif A, Rietschel M, Rouleau G, Rybakowski J, Schalling M, Schofield PR, Schulze TG, Severino G, Squassina A, Veeh J, Vieta E, Trappenberg T, Alda M. Prediction of lithium response using genomic data. Sci Rep 2021; 11:1155. [PMID: 33441847 PMCID: PMC7806976 DOI: 10.1038/s41598-020-80814-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2020] [Accepted: 12/18/2020] [Indexed: 12/23/2022] Open
Abstract
Predicting lithium response prior to treatment could both expedite therapy and avoid exposure to side effects. Since lithium responsiveness may be heritable, its predictability based on genomic data is of interest. We thus evaluate the degree to which lithium response can be predicted with a machine learning (ML) approach using genomic data. Using the largest existing genomic dataset in the lithium response literature (n = 2210 across 14 international sites; 29% responders), we evaluated the degree to which lithium response could be predicted based on 47,465 genotyped single nucleotide polymorphisms using a supervised ML approach. Under appropriate cross-validation procedures, lithium response could be predicted to above-chance levels in two constituent sites (Halifax, Cohen’s kappa 0.15, 95% confidence interval, CI [0.07, 0.24]; and Würzburg, kappa 0.2 [0.1, 0.3]). Variants with shared importance in these models showed over-representation of postsynaptic membrane related genes. Lithium response was not predictable in the pooled dataset (kappa 0.02 [− 0.01, 0.04]), although non-trivial performance was achieved within a restricted dataset including only those patients followed prospectively (kappa 0.09 [0.04, 0.14]). Genomic classification of lithium response remains a promising but difficult task. Classification performance could potentially be improved by further harmonization of data collection procedures.
Collapse
Affiliation(s)
- William Stone
- Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada
| | - Abraham Nunes
- Faculty of Computer Science, Dalhousie University, Halifax, NS, Canada.,Department of Psychiatry, Dalhousie University, Halifax, NS, Canada
| | - Kazufumi Akiyama
- Department of Biological Psychiatry and Neuroscience, Dokkyo Medical University School of Medicine, Mibu, Tochigi, Japan
| | | | - Raffaella Ardau
- Unit of Clinical Pharmacology, University Hospital of Cagliari, Cagliari, Italy
| | - Jean-Michel Aubry
- Department of Psychiatry, University of Geneva, Geneva, Switzerland.,Department of Psychiatry, University of Geneva Hospitals, Geneva, Switzerland
| | - Lena Backlund
- Department of Clinical Neuroscience, the Centre for Psychiatric Research, Karolinska Institutet, Stockholm, Sweden.,Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden.,Karolinska University Hospital, Center for Molecular Medicine, Stockholm, Sweden
| | - Michael Bauer
- Department of Psychiatry and Psychotherapy, Medical Faculty, Technische Universität Berlin, Dresden, Germany
| | - Frank Bellivier
- Université Paris Diderot, Paris, France.,Inserm, U1144, Team 1, Paris, France
| | - Pablo Cervantes
- Department of Psychiatry, McGill University, Montreal, Canada
| | - Hsi-Chung Chen
- Department of Psychiatry, National Taiwan University Hospital, Taipei, Taiwan
| | - Caterina Chillotti
- Unit of Clinical Pharmacology, University Hospital of Cagliari, Cagliari, Italy
| | - Cristiana Cruceanu
- Department of Translational Research, Max Planck Institute of Psychiatry, Munich, Germany
| | - Alexandre Dayer
- Department of Psychiatry, University of Geneva, Geneva, Switzerland.,Department of Basic Neurosciences, University of Geneva, Geneva, Switzerland
| | - Franziska Degenhardt
- Institute of Human Genetics, School of Medicine, University Hospital Bonn, University of Bonn, Bonn, Germany.,Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, University Hospital Essen, Essen, Germany
| | - Maria Del Zompo
- Unit of Clinical Pharmacology, University Hospital of Cagliari, Cagliari, Italy.,Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - Andreas J Forstner
- Institute of Human Genetics, School of Medicine, University Hospital Bonn, University of Bonn, Bonn, Germany.,Centre for Human Genetics, University of Marburg, Marburg, Germany
| | - Mark Frye
- Department of Psychiatry, Mayo Clinic, Rochester, USA
| | | | - Maria Grigoroiu-Serbanescu
- Biometric Psychiatric Genetics Research Unit, Alexandru Obregia Clinical Psychiatric Hospital, Bucharest, Romania
| | - Paul Grof
- Mood Disorders Center Ottawa, Ottawa, Canada
| | - Ryota Hashimoto
- Department of Pathology of Mental Diseases, National Institute of Mental Health, Tokyo, Japan.,Department of Psychiatry, Osaka University, Osaka, Japan
| | - Liping Hou
- National Institute of Mental Health, Bethesda, USA
| | - Esther Jiménez
- Hospital Clinic, University of Barcelona, Barcelona, Spain.,Institut d'Investigacio Biomedica August Pi i Sunyer, Barcelona, Spain.,Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Barcelona, Spain
| | - Tadafumi Kato
- Laboratory for Molecular Dynamics of Mental Disorders, RIKEN Center for Brain Science, Wako, Japan
| | - John Kelsoe
- Department of Psychiatry, UCSD, San Diego, CA, USA
| | - Sarah Kittel-Schneider
- Department of Psychiatry, Psychotherapy and Psychosomatic Medicine, University Hospital of Frankfurt, Frankfurt am Main, Germany.,Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital of Würzburg, Würzburg, Germany
| | - Po-Hsiu Kuo
- Institute of Epidemiology and Preventive Medicine, National Taiwan University, Taipei, Taiwan.,Department of Public Health, National Taiwan University, Taipei, Taiwan
| | - Ichiro Kusumi
- Department of Psychiatry, Hokkaido University Graduate School of Medicine, Sapporo, Japan
| | - Catharina Lavebratt
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden.,Karolinska University Hospital, Center for Molecular Medicine, Stockholm, Sweden
| | - Mirko Manchia
- Department of Medical Sciences and Public Health, University of Cagliari, Cagliari, Italy.,Department of Pharmacology, Dalhousie University, Halifax, NS, Canada
| | - Lina Martinsson
- Department of Clinical Neuroscience, the Centre for Psychiatric Research, Karolinska Institutet, Stockholm, Sweden
| | | | | | - Vincent Millischer
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden.,Karolinska University Hospital, Center for Molecular Medicine, Stockholm, Sweden
| | - Philip B Mitchell
- School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, Bonn, Germany
| | - Claire O'Donovan
- Department of Psychiatry, Dalhousie University, Halifax, NS, Canada
| | - Norio Ozaki
- Department of Psychiatry, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Claudia Pisanu
- Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - Andreas Reif
- Department of Psychiatry, Psychotherapy and Psychosomatic Medicine, University Hospital of Frankfurt, Frankfurt am Main, Germany
| | - Marcella Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Guy Rouleau
- Montreal Neurological Institute, McGill University, Montreal, Canada
| | - Janusz Rybakowski
- Department of Adult Psychiatry, Poznan University of Medical Sciences, Poznan, Poland
| | - Martin Schalling
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden.,Karolinska University Hospital, Center for Molecular Medicine, Stockholm, Sweden
| | - Peter R Schofield
- School of Psychiatry, University of New South Wales, Sydney, Australia
| | - Thomas G Schulze
- Institute of Psychiatric Phenomics and Genomics, University of Munich, Munich, Germany
| | - Giovanni Severino
- Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - Alessio Squassina
- Department of Psychiatry, Dalhousie University, Halifax, NS, Canada.,Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - Julia Veeh
- Department of Psychiatry, Psychotherapy and Psychosomatic Medicine, University Hospital of Frankfurt, Frankfurt am Main, Germany
| | - Eduard Vieta
- Hospital Clinic, University of Barcelona, Barcelona, Spain.,Institut d'Investigacio Biomedica August Pi i Sunyer, Barcelona, Spain.,Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Barcelona, Spain
| | | | - Martin Alda
- Department of Psychiatry, Dalhousie University, Halifax, NS, Canada.
| |
Collapse
|
11
|
Akinhanmi M, El-Amin S, Balls-Berry JE, Vallender EJ, Ladner M, Geske J, Coombes B, Biernacka J, Kelsoe J, Frye MA. Decreased core symptoms of mania and utilization of lithium/mood stabilizing anticonvulsants in U.S. bipolar I patients of African vs European ancestry. J Affect Disord 2020; 260:361-365. [PMID: 31539671 DOI: 10.1016/j.jad.2019.09.022] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/14/2019] [Revised: 08/06/2019] [Accepted: 09/03/2019] [Indexed: 10/26/2022]
Abstract
OBJECTIVE Misdiagnosis is common in bipolar disorder and disproportionally affects racial and ethnic minorities. There is interest in better understanding the contribution of differential symptomatic illness presentation to misdiagnosis. METHODS Utilizing the Genetic Association Information Network (GAIN) public database, this study compared clinical phenomenology between bipolar patients of African vs European ancestry (AA = 415 vs EA = 480). The Diagnostic Interview for Genetic Studies (DIGS) was utilized to evaluate symptom endorsement contributing to diagnostic confirmation of bipolar I disorder (BPI) and lifetime medication use. RESULTS Elevated/euphoric mood was less endorsed in AA vs EA participants (p = 0.03). During the most severe episode of mania, AA participants, in comparison to EA participants, had a lower sum of manic symptoms (p = 0.006) and a higher rate of hallucinations (p = 0.01). During lifetime psychosis, AA participants, in comparison to EA participants, had a higher lifetime sum of delusions (p = 0.01) and hallucinations (p < 0.0001). AA participants reported lower use of lithium (p < 0.0001) and mood stabilizing anticonvulsants (p = 0.0003). CONCLUSIONS The differential rate of manic and psychotic symptom endorsement from a semi-structured diagnostic interview may represent differential illness presentation based on biological differences or racial or study biases (e.g. ascertainment). Increased minority recruitment in bipolar research is therefore a necessary future direction. LIMITATIONS Recall and interviewer bias may affect study results, but are likely diminished by the alignment of symptom endorsement and medication use.
Collapse
Affiliation(s)
- Margaret Akinhanmi
- Clinical & Translational Science, Mayo Clinic Graduate School of Biomedical Sciences, Rochester, MN, USA
| | - Suliman El-Amin
- Department of Psychiatry & Psychology, Mayo Clinic, 200 First ST SW, Rochester, MN, 55905, USA
| | - Joyce E Balls-Berry
- Mayo Clinic College of Medicine and Science, Rochester, MN,; Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Eric J Vallender
- Department of Psychiatry & Human Behavior, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Mark Ladner
- Department of Psychiatry & Human Behavior, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - Jennifer Geske
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Brandon Coombes
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Joanna Biernacka
- Department of Psychiatry & Psychology, Mayo Clinic, 200 First ST SW, Rochester, MN, 55905, USA; Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - John Kelsoe
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | | | - Mark A Frye
- Department of Psychiatry & Psychology, Mayo Clinic, 200 First ST SW, Rochester, MN, 55905, USA.
| |
Collapse
|
12
|
Mullins N, Bigdeli TB, Børglum AD, Coleman JRI, Demontis D, Fanous AH, Mehta D, Power RA, Ripke S, Stahl EA, Starnawska A, Anjorin A, Corvin A, Sanders AR, Forstner AJ, Reif A, Koller AC, Świątkowska B, Baune BT, Müller-Myhsok B, Konte B, Penninx BWJH, Pato C, Zai C, Rujescu D, Hougaard DM, Quested D, Levinson DF, Binder EB, Byrne EM, Agerbo E, Streit F, Mayoral F, Bellivier F, Degenhardt F, Breen G, Morken G, Turecki G, Rouleau GA, Grabe HJ, Völzke H, Jones I, Giegling I, Agartz I, Melle I, Lawrence J, Potash JB, Walters JTR, Strohmaier J, Shi J, Hauser J, Biernacka JM, Vincent JB, Kelsoe J, Strauss JS, Lissowska J, Pimm J, Smoller JW, Guzman Parra J, Berger K, Scott LJ, Jones LA, Azevedo MH, Trzaskowski M, Kogevinas M, Rietschel M, Boks M, Ising M, Grigoroiu-Serbanescu M, Hamshere ML, Leboyer M, Frye M, Nöthen MM, Alda M, Preisig M, Nordentoft M, Boehnke M, O’Donovan MC, Owen MJ, Pato MT, Renteria M, Budde M, Weissman MM, Wray NR, Bass N, Craddock N, Smeland OB, Andreassen OA, Mors O, Gejman PV, Sklar P, McGrath P, Hoffmann P, McGuffin P, Lee PH, Mortensen PB, Kahn RS, Ophoff RA, Adolfsson R, Van der Auwera S, Djurovic S, Shyn SI, Kloiber S, Heilmann-Heimbach S, Jamain S, Hamilton SP, McElroy SL, Lucae S, Cichon S, Schulze TG, Hansen T, Werge T, Air TM, Nimgaonkar V, Appadurai V, Cahn W, Milaneschi Y, Kendler KS, McQuillin A, Lewis CM, Fanous AH, Kendler KS, McQuillin A, Lewis CM. GWAS of Suicide Attempt in Psychiatric Disorders and Association With Major Depression Polygenic Risk Scores. Am J Psychiatry 2019; 176:651-660. [PMID: 31164008 PMCID: PMC6675659 DOI: 10.1176/appi.ajp.2019.18080957] [Citation(s) in RCA: 152] [Impact Index Per Article: 30.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
OBJECTIVE More than 90% of people who attempt suicide have a psychiatric diagnosis; however, twin and family studies suggest that the genetic etiology of suicide attempt is partially distinct from that of the psychiatric disorders themselves. The authors present the largest genome-wide association study (GWAS) on suicide attempt, using cohorts of individuals with major depressive disorder, bipolar disorder, and schizophrenia from the Psychiatric Genomics Consortium. METHODS The samples comprised 1,622 suicide attempters and 8,786 nonattempters with major depressive disorder; 3,264 attempters and 5,500 nonattempters with bipolar disorder; and 1,683 attempters and 2,946 nonattempters with schizophrenia. A GWAS on suicide attempt was performed by comparing attempters to nonattempters with each disorder, followed by a meta-analysis across disorders. Polygenic risk scoring was used to investigate the genetic relationship between suicide attempt and the psychiatric disorders. RESULTS Three genome-wide significant loci for suicide attempt were found: one associated with suicide attempt in major depressive disorder, one associated with suicide attempt in bipolar disorder, and one in the meta-analysis of suicide attempt in mood disorders. These associations were not replicated in independent mood disorder cohorts from the UK Biobank and iPSYCH. No significant associations were found in the meta-analysis of all three disorders. Polygenic risk scores for major depression were significantly associated with suicide attempt in major depressive disorder (R2=0.25%), bipolar disorder (R2=0.24%), and schizophrenia (R2=0.40%). CONCLUSIONS This study provides new information on genetic associations and demonstrates that genetic liability for major depression increases risk for suicide attempt across psychiatric disorders. Further collaborative efforts to increase sample size may help to robustly identify genetic associations and provide biological insights into the etiology of suicide attempt.
Collapse
Affiliation(s)
- Niamh Mullins
- Social Genetic and Developmental Psychiatry Centre, King’s College London, London, GB,Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, US
| | - Tim B. Bigdeli
- Department of Psychiatry and Behavioral Sciences, State University of New York Downstate Medical Center, New York, NY, US,Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, US
| | - Anders D Børglum
- Department of Biomedicine, Aarhus University, Aarhus, DK,iSEQ, Centre for Integrative Sequencing, Aarhus University, Aarhus, DK,iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, DK
| | - Jonathan R I Coleman
- Social Genetic and Developmental Psychiatry Centre, King’s College London, London, GB
| | - Ditte Demontis
- Department of Biomedicine, Aarhus University, Aarhus, DK,iSEQ, Centre for Integrative Sequencing, Aarhus University, Aarhus, DK,iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, DK
| | - Ayman H. Fanous
- Department of Psychiatry and Behavioral Sciences, State University of New York Downstate Medical Center, New York, NY, US,Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, US
| | - Divya Mehta
- Queensland Brain Institute, The University of Queensland, Brisbane, QLD, AU,School of Psychology and Counseling, Queensland University of Technology, Brisbane, QLD, AU
| | - Robert A. Power
- Social Genetic and Developmental Psychiatry Centre, King’s College London, London, GB
| | - Stephan Ripke
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, US,Department of Psychiatry and Psychotherapy, Universitätsmedizin Berlin Campus Charité Mitte, Berlin, DE,Medical and Population Genetics, Broad Institute, Cambridge, MA, US
| | - Eli A Stahl
- Medical and Population Genetics, Broad Institute, Cambridge, MA, US,Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, US,Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, US
| | - Anna Starnawska
- Department of Biomedicine, Aarhus University, Aarhus, DK,iSEQ, Centre for Integrative Sequencing, Aarhus University, Aarhus, DK,iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, DK
| | - Adebayo Anjorin
- Psychiatry, Berkshire Healthcare NHS Foundation Trust, Bracknell, GB
| | - Aiden Corvin
- Neuropsychiatric Genetics Research Group, Dept of Psychiatry and Trinity Translational Medicine Institute, Trinity College Dublin, Dublin, IE
| | - Alan R Sanders
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, IL, US,Department of Psychiatry and Behavioral Sciences, NorthShore University HealthSystem, Evanston, IL, US
| | - Andreas J Forstner
- Department of Psychiatry (UPK), University of Basel, Basel, CH,Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, CH,Human Genomics Research Group, Department of Biomedicine, University of Basel, Basel, CH,Institute of Human Genetics, University of Bonn, Bonn, DE,Life&Brain Center, Department of Genomics, University of Bonn, Bonn, DE
| | - Andreas Reif
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt, DE
| | - Anna C Koller
- Institute of Human Genetics, University of Bonn, Bonn, DE,Life&Brain Center, Department of Genomics, University of Bonn, Bonn, DE
| | | | - Bernhard T Baune
- Department of Psychiatry, Melbourne Medical School, University of Melbourne, Melbourne, AU
| | - Bertram Müller-Myhsok
- University of Liverpool, Liverpool, GB,Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, Munich, DE,Munich Cluster for Systems Neurology (SyNergy), Munich, DE
| | - Bettina Konte
- Department of Psychiatry, University of Halle, Halle, DE
| | - Brenda WJH Penninx
- Department of Psychiatry, Vrije Universiteit Medical Center and GGZ inGeest, Amsterdam, NL
| | - Carlos Pato
- College of Medicine Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, NY, US,Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, NY, US
| | - Clement Zai
- Centre for Addiction and Mental Health, Toronto, ON, CA
| | - Dan Rujescu
- Department of Psychiatry, University of Halle, Halle, DE,Department of Psychiatry, University of Munich, Munich, DE
| | - David M Hougaard
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, DK,Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, DK
| | - Digby Quested
- Department of Psychiatry, University of Oxford, Oxford, GB
| | | | - Elisabeth B Binder
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, Munich, DE,Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, US
| | - Enda M Byrne
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, AU
| | - Esben Agerbo
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, DK,Centre for Integrated Register-based Research, Aarhus University, Aarhus, DK,National Centre for Register-Based Research, Aarhus University, Aarhus, DK
| | - Fabian Streit
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, DE
| | - Fermin Mayoral
- Mental Health Department, University Regional Hospital. Biomedicine Institute (IBIMA), Málaga, ES
| | - Frank Bellivier
- Department of Psychiatry and Addiction Medicine, Assistance Publique - Hôpitaux de Paris, Paris, FR,Paris Bipolar and TRD Expert Centres, FondaMental Foundation, Paris, FR,UMR-S1144 Team 1: Biomarkers of relapse and therapeutic response in addiction and mood disorders, INSERM, Paris, FR,Psychiatry, Université Paris Diderot, Paris, FR
| | - Franziska Degenhardt
- Institute of Human Genetics, University of Bonn, Bonn, DE,Life&Brain Center, Department of Genomics, University of Bonn, Bonn, DE
| | - Gerome Breen
- Social Genetic and Developmental Psychiatry Centre, King’s College London, London, GB,NIHR Maudsley Biomedical Research Centre, King’s College London, London, GB
| | - Gunnar Morken
- Mental Health, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology - NTNU, Trondheim, NO,Psychiatry, St Olavs University Hospital, Trondheim, NO
| | - Gustavo Turecki
- Department of Psychiatry, McGill University, Montreal, QC, CA
| | - Guy A Rouleau
- Department of Neurology and Neurosurgery, McGill University, Faculty of Medicine, Montreal, QC, CA,Montreal Neurological Institute and Hospital, Montreal, QC, CA
| | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Mecklenburg-Vorpommern, DE
| | - Henry Völzke
- Institute for Community Medicine, University Medicine Greifswald, Greifswald, Mecklenburg-Vorpommern, DE
| | - Ian Jones
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, GB
| | - Ina Giegling
- Department of Psychiatry, University of Halle, Halle, DE,Department of Psychiatry, University of Munich, Munich, DE
| | - Ingrid Agartz
- Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, NO,NORMENT, KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Institute of Clinical Medicine and Diakonhjemmet Hospital, University of Oslo, Oslo, NO,Department of Clinical Neuroscience, Centre for Psychiatry Research, Karolinska Institutet, Stockholm, SE
| | - Ingrid Melle
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, NO,Division of Mental Health and Addiction, University of Oslo, Institute of Clinical Medicine, Oslo, NO
| | - Jacob Lawrence
- Psychiatry, North East London NHS Foundation Trust, Ilford, GB
| | | | - James TR Walters
- MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, GB
| | - Jana Strohmaier
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, DE
| | - Jianxin Shi
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, US
| | - Joanna Hauser
- Department of Psychiatry, Laboratory of Psychiatric Genetics, Poznan University of Medical Sciences, Poznan, PL
| | | | | | - John Kelsoe
- Department of Psychiatry, University of California San Diego, La Jolla, CA, US
| | - John S Strauss
- Centre for Addiction and Mental Health, Toronto, ON, CA,Department of Psychiatry, University of Toronto, Toronto, ON, CA
| | - Jolanta Lissowska
- Cancer Epidemiology and Prevention, M. Sklodowska-Curie Cancer Center and Institute of Oncology, Warsaw, PL
| | - Jonathan Pimm
- Division of Psychiatry, University College London, London, GB
| | - Jordan W Smoller
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, US,Psychiatric and Neurodevelopmental Genetics Unit (PNGU), Massachusetts General Hospital, Boston, MA, US,Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, US
| | - José Guzman Parra
- Mental Health Department, University Regional Hospital. Biomedicine Institute (IBIMA), Málaga, ES
| | - Klaus Berger
- Institute of Epidemiology and Social Medicine, University of Münster, Münster, Nordrhein-Westfalen, DE
| | - Laura J Scott
- Center for Statistical Genetics and Department of Biostatistics, University of Michigan, Ann Arbor, MI, US
| | - Lisa A Jones
- Department of Psychological Medicine, University of Worcester, Worcester, GB
| | | | - Maciej Trzaskowski
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, AU
| | - Manolis Kogevinas
- Center for Research in Environmental Epidemiology (CREAL), Barcelona, ES
| | - Marcella Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Baden-Württemberg, DE
| | - Marco Boks
- Psychiatry, UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, NL
| | | | - Maria Grigoroiu-Serbanescu
- Biometric Psychiatric Genetics Research Unit, Alexandru Obregia Clinical Psychiatric Hospital, Bucharest, RO
| | - Marian L Hamshere
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, GB
| | - Marion Leboyer
- Department of Psychiatry and Addiction Medicine, Assistance Publique - Hôpitaux de Paris, Paris, FR,Faculté de Médecine, Université Paris Est, Créteil, FR,INSERM, Paris, FR
| | - Mark Frye
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, US
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, Bonn, DE,Life&Brain Center, Department of Genomics, University of Bonn, Bonn, DE
| | - Martin Alda
- Department of Psychiatry, Dalhousie University, Halifax, NS, CA,National Institute of Mental Health, Klecany, CZ
| | - Martin Preisig
- Department of Psychiatry, University Hospital of Lausanne, Prilly, Vaud, CH
| | - Merete Nordentoft
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, DK,Mental Health Center Copenhagen, Copenhagen Universtity Hospital, Copenhagen, DK
| | - Michael Boehnke
- Center for Statistical Genetics and Department of Biostatistics, University of Michigan, Ann Arbor, MI, US
| | - Michael C O’Donovan
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, GB
| | - Michael J Owen
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, GB
| | - Michele T Pato
- Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, NY, US
| | - Miguel Renteria
- Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, QLD, AU
| | - Monika Budde
- Institute of Psychiatric Phenomics and Genomics (IPPG), Medical Center of the University of Munich, Munich, DE
| | - Myrna M Weissman
- Psychiatry, Columbia University College of Physicians and Surgeons, New York, NY, US,Division of Epidemiology, New York State Psychiatric Institute, New York, NY, US
| | - Naomi R Wray
- Queensland Brain Institute, The University of Queensland, Brisbane, QLD, AU,Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, AU
| | - Nicholas Bass
- Division of Psychiatry, University College London, London, GB
| | - Nicholas Craddock
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, GB
| | - Olav B Smeland
- Department of Neurosciences, University of California San Diego, La Jolla, CA, US,Div Mental Health and Addiction, Oslo University Hospital, Oslo, NO,NORMENT, University of Oslo, Oslo, NO
| | - Ole A Andreassen
- Div Mental Health and Addiction, Oslo University Hospital, Oslo, NO,NORMENT, University of Oslo, Oslo, NO
| | - Ole Mors
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, DK,Psychosis Research Unit, Aarhus University Hospital, Risskov, Aarhus, DK
| | - Pablo V Gejman
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, IL, US,Department of Psychiatry and Behavioral Sciences, NorthShore University HealthSystem, Evanston, IL, US
| | - Pamela Sklar
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, US,Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, US,Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, US
| | - Patrick McGrath
- Psychiatry, Columbia University College of Physicians and Surgeons, New York, NY, US
| | - Per Hoffmann
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, CH,Institute of Human Genetics, University of Bonn, Bonn, DE,Life&Brain Center, Department of Genomics, University of Bonn, Bonn, DE,Department of Biomedicine, University of Basel, Basel, CH
| | - Peter McGuffin
- Social Genetic and Developmental Psychiatry Centre, King’s College London, London, GB
| | - Phil H Lee
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, US,Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, US,Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, US
| | - Preben Bo Mortensen
- iSEQ, Centre for Integrative Sequencing, Aarhus University, Aarhus, DK,iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, DK,Centre for Integrated Register-based Research, Aarhus University, Aarhus, DK,National Centre for Register-Based Research, Aarhus University, Aarhus, DK
| | - René S Kahn
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, US,Psychiatry, UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, NL
| | - Roel A Ophoff
- Jane and Terry Semel Institute for Neuroscience and Human Behavior, Los Angeles, CA, US,UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, NL
| | - Rolf Adolfsson
- Department of Clinical Sciences, Psychiatry, Umeå University Medical Faculty, Umeå, SE
| | - Sandra Van der Auwera
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Mecklenburg-Vorpommern, DE
| | - Srdjan Djurovic
- NORMENT, KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, NO,Department of Medical Genetics, Oslo University Hospital Ullevål, Oslo, NO
| | - Stanley I Shyn
- Behavioral Health Services, Kaiser Permanente Washington, Seattle, WA, US
| | - Stefan Kloiber
- Centre for Addiction and Mental Health, Toronto, ON, CA,Department of Psychiatry, University of Toronto, Toronto, ON, CA,Max Planck Institute of Psychiatry, Munich, DE
| | | | - Stéphane Jamain
- Faculté de Médecine, Université Paris Est, Créteil, FR,Psychiatrie Translationnelle, Inserm U955, Créteil, FR
| | - Steven P Hamilton
- Psychiatry, Kaiser Permanente Northern California, San Francisco, CA, US
| | | | | | - Sven Cichon
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, CH,Institute of Human Genetics, University of Bonn, Bonn, DE,Department of Biomedicine, University of Basel, Basel, CH,Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, DE
| | - Thomas G Schulze
- Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, Goettingen, Niedersachsen, DE
| | - Thomas Hansen
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, DK,Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen, Copenhagen, DK
| | - Thomas Werge
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, DK,Department of Clinical Medicine, University of Copenhagen, Copenhagen, DK,Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen, Roskilde, DK
| | - Tracy M Air
- Discipline of Psychiatry, University of Adelaide, Adelaide, SA, AU
| | | | - Vivek Appadurai
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, DK
| | - Wiepke Cahn
- Department of Psychiatry, UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, NL
| | - Yuri Milaneschi
- Department of Psychiatry, Vrije Universiteit Medical Center and GGZ inGeest, Amsterdam, NL
| | - Kenneth S Kendler
- Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, US
| | | | - Cathryn M Lewis
- Social Genetic and Developmental Psychiatry Centre, King’s College London, London, GB,Department of Medical & Molecular Genetics, King’s College London, London, GB
| | -
- Social Genetic and Developmental Psychiatry Centre, King's College London (Mullins, Coleman, R.A. Mehta, Breen, McGuffin, Lewis); Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York (Mullins, Stahl, Sklar); Department of Psychiatry and Behavioral Sciences, State University of New York Downstate Medical Center, (Bigdeli, Fanous); Department of Psychiatry, Virginia Commonwealth University, Richmond, Va. (Bigdeli, Fanous, Kendler); Department of Biomedicine, Aarhus University, Aarhus, Denmark (Børglum, Demontis, Starnawska); iSEQ, Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark (Børglum, Demontis, Starnawska, Mortensen); iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Denmark (Børglum, Demontis, Starnawska, Hougaard, Agerbo, Nordentoft, Mors, Mortensen, Hansen, Werge, Appadurai); Queensland Brain Institute, the University of Queensland, Brisbane, Queensland, Australia (D. Mehta, Wray); School of Psychology and Counseling, Queensland University of Technology, Brisbane, Queensland, Australia (D. Mehta); Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston (Ripke, Lee); Department of Psychiatry and Psychotherapy, Universitätsmedizin Berlin Campus Charité Mitte, Berlin, Germany (Ripke); Medical and Population Genetics, Broad Institute, Cambridge, Mass. (Ripke, Stahl); Department of Psychiatry and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York (Stahl, Sklar, Kahn); Psychiatry, Berkshire Healthcare NHS Foundation Trust, Bracknell, U.K. (Anjorin); Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity Translational Medicine Institute, Trinity College Dublin, Dublin, Ireland (Corvin); Department of Psychiatry and Behavioral Neuroscience, University of Chicago (Sanders, Gejman); Department of Psychiatry and Behavioral Sciences, NorthShore University HealthSystem, Evanston, Ill. (Sanders, Gejman); Department of Psychiatry (UPK), University of Basel, Basel, Switzerland (Forstner); Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland (Forstner, Hoffmann, Cichon); Human Genomics Research Group, Department of Biomedicine, University of Basel, Basel, Switzerland (Forstner); Institute of Human Genetics, University of Bonn, Germany (Forstner, Koller, Degenhardt, Nöthen, Hoffmann, Cichon); Life and Brain Center, Department of Genomics, University of Bonn, Germany (Forstner, Koller, Degenhardt, Nöthen, Hoffmann); Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt, Germany (Reif); Department of Environmental Epidemiology, Nofer Institute of Occupational Medicine, Lodz, Poland (Świątkowska); Department of Psychiatry, Melbourne Medical School, University of Melbourne, Melbourne, Australia (Baune); Department of Psychiatry, University of Münster, Münster, Germany (Baune); University of Liverpool, Liverpool, U.K. (Müller-Myhsok); Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Müller-Myhsok, Binder); Munich Cluster for Systems Neurology (SyNergy), Munich, Germany (Müller-Myhsok); Department of Psychiatry, University of Halle, Halle, Germany (Rujescu, Giegling); Department of Psychiatry, Vrije Universiteit Medical Center and GGZ inGeest, Amsterdam, the Netherlands (Penninx, Milaneschi); College of Medicine Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, New York (C. Pato); Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, New York (C. Pato, M.T. Pato); Centre for Addiction and Mental Health, Toronto (Zai, Vincent, Strauss, Kloiber); Department of Psychiatry, University of Munich, Munich, Germany (Rujescu, Giegling); Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark (Hougaard); Department of Psychiatry, University of Oxford, Oxford, U.K. (Quested); Psychiatry & Behavioral Sciences, Stanford University, Stanford, Calif. (Levinson); Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, Ga. (Binder); Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia (Byrne, Trzaskowski, Wray); Centre for Integrated Register-based Research, Aarhus University, Aarhus, Denmark (Agerbo, Mortensen); National Centre for Register-Based Research, Aarhus University, Aarhus, Denmark (Agerbo, Mortensen); Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Streit, Strohmaier, Schulze); Mental Health Department, University Regional Hospital. Biomedicine Institute (IBIMA), Málaga, Spain (Mayoral, Guzman-Parra); Department of Psychiatry and Addiction Medicine, Assistance Publique-Hôpitaux de Paris, Paris (Bellivier, Leboyer); Paris Bipolar and TRD Expert Centres, FondaMental Foundation, Paris (Bellivier); UMR-S1144 Team 1: Biomarkers of relapse and therapeutic response in addiction and mood disorders, INSERM, Paris (Bellivier); Psychiatry, Université Paris Diderot, Paris (Bellivier); NIHR Maudsley Biomedical Research Centre, King's College London (Breen); Mental Health, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology-NTNU, Trondheim, Norway (Morken); Psychiatry, St. Olavs University Hospital, Trondheim, Norway (Morken); Department of Psychiatry, McGill University, Montreal (Turecki); Department of Neurology and Neurosurgery, McGill University, Faculty of Medicine, Montreal. (Rouleau); Montreal Neurological Institute and Hospital (Rouleau); Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Mecklenburg-Vorpommern, Germany (Grabe, Van der Auwera); Institute for Community Medicine, University Medicine Greifswald, Greifswald, Mecklenburg-Vorpommern, Germany (Völzke); Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, U.K. (Jones, Hamshere, O'Donovan, Owen, Craddock); Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway (Agartz); NORMENT, KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Institute of Clinical Medicine and Diakonhjemmet Hospital, University of Oslo, Norway (Agartz); Department of Clinical Neuroscience, Centre for Psychiatry Research, Karolinska Institutet, Stockholm, Sweden (Agartz); Division of Mental Health and Addiction, Oslo University Hospital (Melle); Division of Mental Health and Addiction, University of Oslo, Institute of Clinical Medicine, Oslo (Melle); Psychiatry, North East London NHS Foundation Trust, Ilford, U.K. (Lawrence); MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, U.K. (Walters); Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Md. (Shi); Department of Psychiatry, Laboratory of Psychiatric Genetics, Poznan University of Medical Sciences, Poznan, Poland (Hauser); Health Sciences Research, Mayo Clinic, Rochester, Minn. (Biernacka); Department of Psychiatry, University of California San Diego, La Jolla, Calif. (Kelsoe); Department of Psychiatry, University of Toronto (Strauss, Kloiber); Cancer Epidemiology and Prevention, M. Sklodowska-Curie Cancer Center and Institute of Oncology, Warsaw, Poland (Lissowska); Division of Psychiatry, University College London (Pimm, Bass, McQuillin); Department of Psychiatry, Massachusetts General Hospital, Boston (Smoller); Psychiatric and Neurodevelopmental Genetics Unit (PNGU), Massachusetts General Hospital, Boston Smoller); Stanley Center for Psychiatric Research, Broad Institute, Cambridge, Mass (Smoller, Lee); Institute of Epidemiology and Social Medicine, University of Münster, Münster, Nordrhein-Westfalen, Germany (Berger); Center for Statistical Genetics and Department of Biostatistics, University of Michigan, Ann Arbor (Scott, Boehnke); Department of Psychological Medicine, University of Worcester, Worcester, U.K. (Jones); Department of Psychiatry, University of Coimbra, Coimbra, Portugal (Azevedo); Center for Research in Environmental Epidemiology (CREAL), Barcelona, Spain (Kogevinas); Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Baden-Württemberg, Germany (Rietschel); Psychiatry, UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, the Netherlands (Boks, Kahn); Max Planck Institute of Psychiatry, Munich, Germany (Ising, Kloiber, Lucae); Biometric Psychiatric Genetics Research Unit, Alexandru Obregia Clinical Psychiatric Hospital, Bucharest, Romania (Grigoroiu-Serbanescu); Faculté de Médecine, Université Paris Est, Créteil, France (Leboyer, Jamain); INSERM, Paris (Leboyer); Department of Psychiatry & Psychology, Mayo Clinic, Rochester, Minn. (Frye); Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada (Alda); National Institute of Mental Health, Klecany, Czech Republic (Alda); Department of Psychiatry, University Hospital of Lausanne, Prilly, Vaud, Switzerland (Preisig); Mental Health Center Copenhagen, Copenhagen University Hospital, Copenhagen, Denmark (Nordentoft); Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia (Renteria); Institute of Psychiatric Phenomics and Genomics (IPPG), Medical Center of the University of Munich, Munich, Germany (Budde, Schulze); Psychiatry, Columbia University College of Physicians and Surgeons, New York (Weissman, McGrath); Division of Epidemiology, New York State Psychiatric Institute, New York (Weissman); Department of Neurosciences, University of California San Diego, La Jolla, Calif. (Smeland); Division of Mental Health and Addiction, Oslo University Hospital (Smeland, Andreassen); NORMENT, University of Oslo (Smeland, Andreassen); Psychosis Research Unit, Aarhus University Hospital, Risskov, Aarhus, Denmark (Mors); Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York (Sklar); Department of Biomedicine, University of Basel, Basel, Switzerland (Hoffmann, Cichon); Psychiatric and Neurodevelopmental Genetics Unit, Mass. General Hospital, Boston (Lee); Jane and Terry Semel Institute for Neuroscience and Human Behavior, Los Angeles (Ophoff); UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, the Netherlands (Ophoff); Department of Clinical Sciences, Psychiatry, Umeå University Medical Faculty, Umeå, Sweden (Adolfsson); NORMENT, KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Norway (Djurovic); Department of Medical Genetics, Oslo University Hospital Ullevål, (Djurovic); Department of Biomedicine, University of Basel, Basel, Switzerland (Heilmann-Heimbach); Psychiatrie Translationnelle, Inserm U955, Créteil, France (Jamain); Psychiatry, Kaiser Permanente Northern California, San Francisco (Hamilton); Research Institute, Lindner Center of HOPE, Mason, Ohio, (McElroy); Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany (Cichon); Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Md. (Schulze); Human Genetics Branch, Intramural Research Program, NIMH, Bethesda, Md. (Schulze); Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, Goettingen, Niedersachsen, Germany (Schulze); Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen (Hansen); Department of Clinical Medicine, University of Copenhagen (Werge); Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen, Roskilde, Denmark (Werge); Discipline of Psychiatry, University of Adelaide, Adelaide, Australia (Air); Psychiatry and Human Genetics, University of Pittsburgh (Nimgaonkar); Department of Psychiatry, UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, the Netherlands (Cahn); Department of Medical & Molecular Genetics, King's College London (Lewis)
| | -
- Social Genetic and Developmental Psychiatry Centre, King's College London (Mullins, Coleman, R.A. Mehta, Breen, McGuffin, Lewis); Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York (Mullins, Stahl, Sklar); Department of Psychiatry and Behavioral Sciences, State University of New York Downstate Medical Center, (Bigdeli, Fanous); Department of Psychiatry, Virginia Commonwealth University, Richmond, Va. (Bigdeli, Fanous, Kendler); Department of Biomedicine, Aarhus University, Aarhus, Denmark (Børglum, Demontis, Starnawska); iSEQ, Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark (Børglum, Demontis, Starnawska, Mortensen); iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Denmark (Børglum, Demontis, Starnawska, Hougaard, Agerbo, Nordentoft, Mors, Mortensen, Hansen, Werge, Appadurai); Queensland Brain Institute, the University of Queensland, Brisbane, Queensland, Australia (D. Mehta, Wray); School of Psychology and Counseling, Queensland University of Technology, Brisbane, Queensland, Australia (D. Mehta); Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston (Ripke, Lee); Department of Psychiatry and Psychotherapy, Universitätsmedizin Berlin Campus Charité Mitte, Berlin, Germany (Ripke); Medical and Population Genetics, Broad Institute, Cambridge, Mass. (Ripke, Stahl); Department of Psychiatry and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York (Stahl, Sklar, Kahn); Psychiatry, Berkshire Healthcare NHS Foundation Trust, Bracknell, U.K. (Anjorin); Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity Translational Medicine Institute, Trinity College Dublin, Dublin, Ireland (Corvin); Department of Psychiatry and Behavioral Neuroscience, University of Chicago (Sanders, Gejman); Department of Psychiatry and Behavioral Sciences, NorthShore University HealthSystem, Evanston, Ill. (Sanders, Gejman); Department of Psychiatry (UPK), University of Basel, Basel, Switzerland (Forstner); Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland (Forstner, Hoffmann, Cichon); Human Genomics Research Group, Department of Biomedicine, University of Basel, Basel, Switzerland (Forstner); Institute of Human Genetics, University of Bonn, Germany (Forstner, Koller, Degenhardt, Nöthen, Hoffmann, Cichon); Life and Brain Center, Department of Genomics, University of Bonn, Germany (Forstner, Koller, Degenhardt, Nöthen, Hoffmann); Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt, Germany (Reif); Department of Environmental Epidemiology, Nofer Institute of Occupational Medicine, Lodz, Poland (Świątkowska); Department of Psychiatry, Melbourne Medical School, University of Melbourne, Melbourne, Australia (Baune); Department of Psychiatry, University of Münster, Münster, Germany (Baune); University of Liverpool, Liverpool, U.K. (Müller-Myhsok); Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Müller-Myhsok, Binder); Munich Cluster for Systems Neurology (SyNergy), Munich, Germany (Müller-Myhsok); Department of Psychiatry, University of Halle, Halle, Germany (Rujescu, Giegling); Department of Psychiatry, Vrije Universiteit Medical Center and GGZ inGeest, Amsterdam, the Netherlands (Penninx, Milaneschi); College of Medicine Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, New York (C. Pato); Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, New York (C. Pato, M.T. Pato); Centre for Addiction and Mental Health, Toronto (Zai, Vincent, Strauss, Kloiber); Department of Psychiatry, University of Munich, Munich, Germany (Rujescu, Giegling); Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark (Hougaard); Department of Psychiatry, University of Oxford, Oxford, U.K. (Quested); Psychiatry & Behavioral Sciences, Stanford University, Stanford, Calif. (Levinson); Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, Ga. (Binder); Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia (Byrne, Trzaskowski, Wray); Centre for Integrated Register-based Research, Aarhus University, Aarhus, Denmark (Agerbo, Mortensen); National Centre for Register-Based Research, Aarhus University, Aarhus, Denmark (Agerbo, Mortensen); Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Streit, Strohmaier, Schulze); Mental Health Department, University Regional Hospital. Biomedicine Institute (IBIMA), Málaga, Spain (Mayoral, Guzman-Parra); Department of Psychiatry and Addiction Medicine, Assistance Publique-Hôpitaux de Paris, Paris (Bellivier, Leboyer); Paris Bipolar and TRD Expert Centres, FondaMental Foundation, Paris (Bellivier); UMR-S1144 Team 1: Biomarkers of relapse and therapeutic response in addiction and mood disorders, INSERM, Paris (Bellivier); Psychiatry, Université Paris Diderot, Paris (Bellivier); NIHR Maudsley Biomedical Research Centre, King's College London (Breen); Mental Health, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology-NTNU, Trondheim, Norway (Morken); Psychiatry, St. Olavs University Hospital, Trondheim, Norway (Morken); Department of Psychiatry, McGill University, Montreal (Turecki); Department of Neurology and Neurosurgery, McGill University, Faculty of Medicine, Montreal. (Rouleau); Montreal Neurological Institute and Hospital (Rouleau); Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Mecklenburg-Vorpommern, Germany (Grabe, Van der Auwera); Institute for Community Medicine, University Medicine Greifswald, Greifswald, Mecklenburg-Vorpommern, Germany (Völzke); Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, U.K. (Jones, Hamshere, O'Donovan, Owen, Craddock); Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway (Agartz); NORMENT, KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Institute of Clinical Medicine and Diakonhjemmet Hospital, University of Oslo, Norway (Agartz); Department of Clinical Neuroscience, Centre for Psychiatry Research, Karolinska Institutet, Stockholm, Sweden (Agartz); Division of Mental Health and Addiction, Oslo University Hospital (Melle); Division of Mental Health and Addiction, University of Oslo, Institute of Clinical Medicine, Oslo (Melle); Psychiatry, North East London NHS Foundation Trust, Ilford, U.K. (Lawrence); MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, U.K. (Walters); Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Md. (Shi); Department of Psychiatry, Laboratory of Psychiatric Genetics, Poznan University of Medical Sciences, Poznan, Poland (Hauser); Health Sciences Research, Mayo Clinic, Rochester, Minn. (Biernacka); Department of Psychiatry, University of California San Diego, La Jolla, Calif. (Kelsoe); Department of Psychiatry, University of Toronto (Strauss, Kloiber); Cancer Epidemiology and Prevention, M. Sklodowska-Curie Cancer Center and Institute of Oncology, Warsaw, Poland (Lissowska); Division of Psychiatry, University College London (Pimm, Bass, McQuillin); Department of Psychiatry, Massachusetts General Hospital, Boston (Smoller); Psychiatric and Neurodevelopmental Genetics Unit (PNGU), Massachusetts General Hospital, Boston Smoller); Stanley Center for Psychiatric Research, Broad Institute, Cambridge, Mass (Smoller, Lee); Institute of Epidemiology and Social Medicine, University of Münster, Münster, Nordrhein-Westfalen, Germany (Berger); Center for Statistical Genetics and Department of Biostatistics, University of Michigan, Ann Arbor (Scott, Boehnke); Department of Psychological Medicine, University of Worcester, Worcester, U.K. (Jones); Department of Psychiatry, University of Coimbra, Coimbra, Portugal (Azevedo); Center for Research in Environmental Epidemiology (CREAL), Barcelona, Spain (Kogevinas); Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Baden-Württemberg, Germany (Rietschel); Psychiatry, UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, the Netherlands (Boks, Kahn); Max Planck Institute of Psychiatry, Munich, Germany (Ising, Kloiber, Lucae); Biometric Psychiatric Genetics Research Unit, Alexandru Obregia Clinical Psychiatric Hospital, Bucharest, Romania (Grigoroiu-Serbanescu); Faculté de Médecine, Université Paris Est, Créteil, France (Leboyer, Jamain); INSERM, Paris (Leboyer); Department of Psychiatry & Psychology, Mayo Clinic, Rochester, Minn. (Frye); Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada (Alda); National Institute of Mental Health, Klecany, Czech Republic (Alda); Department of Psychiatry, University Hospital of Lausanne, Prilly, Vaud, Switzerland (Preisig); Mental Health Center Copenhagen, Copenhagen University Hospital, Copenhagen, Denmark (Nordentoft); Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia (Renteria); Institute of Psychiatric Phenomics and Genomics (IPPG), Medical Center of the University of Munich, Munich, Germany (Budde, Schulze); Psychiatry, Columbia University College of Physicians and Surgeons, New York (Weissman, McGrath); Division of Epidemiology, New York State Psychiatric Institute, New York (Weissman); Department of Neurosciences, University of California San Diego, La Jolla, Calif. (Smeland); Division of Mental Health and Addiction, Oslo University Hospital (Smeland, Andreassen); NORMENT, University of Oslo (Smeland, Andreassen); Psychosis Research Unit, Aarhus University Hospital, Risskov, Aarhus, Denmark (Mors); Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York (Sklar); Department of Biomedicine, University of Basel, Basel, Switzerland (Hoffmann, Cichon); Psychiatric and Neurodevelopmental Genetics Unit, Mass. General Hospital, Boston (Lee); Jane and Terry Semel Institute for Neuroscience and Human Behavior, Los Angeles (Ophoff); UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, the Netherlands (Ophoff); Department of Clinical Sciences, Psychiatry, Umeå University Medical Faculty, Umeå, Sweden (Adolfsson); NORMENT, KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Norway (Djurovic); Department of Medical Genetics, Oslo University Hospital Ullevål, (Djurovic); Department of Biomedicine, University of Basel, Basel, Switzerland (Heilmann-Heimbach); Psychiatrie Translationnelle, Inserm U955, Créteil, France (Jamain); Psychiatry, Kaiser Permanente Northern California, San Francisco (Hamilton); Research Institute, Lindner Center of HOPE, Mason, Ohio, (McElroy); Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany (Cichon); Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Md. (Schulze); Human Genetics Branch, Intramural Research Program, NIMH, Bethesda, Md. (Schulze); Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, Goettingen, Niedersachsen, Germany (Schulze); Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen (Hansen); Department of Clinical Medicine, University of Copenhagen (Werge); Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen, Roskilde, Denmark (Werge); Discipline of Psychiatry, University of Adelaide, Adelaide, Australia (Air); Psychiatry and Human Genetics, University of Pittsburgh (Nimgaonkar); Department of Psychiatry, UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, the Netherlands (Cahn); Department of Medical & Molecular Genetics, King's College London (Lewis)
| | - Ayman H Fanous
- Social Genetic and Developmental Psychiatry Centre, King's College London (Mullins, Coleman, R.A. Mehta, Breen, McGuffin, Lewis); Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York (Mullins, Stahl, Sklar); Department of Psychiatry and Behavioral Sciences, State University of New York Downstate Medical Center, (Bigdeli, Fanous); Department of Psychiatry, Virginia Commonwealth University, Richmond, Va. (Bigdeli, Fanous, Kendler); Department of Biomedicine, Aarhus University, Aarhus, Denmark (Børglum, Demontis, Starnawska); iSEQ, Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark (Børglum, Demontis, Starnawska, Mortensen); iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Denmark (Børglum, Demontis, Starnawska, Hougaard, Agerbo, Nordentoft, Mors, Mortensen, Hansen, Werge, Appadurai); Queensland Brain Institute, the University of Queensland, Brisbane, Queensland, Australia (D. Mehta, Wray); School of Psychology and Counseling, Queensland University of Technology, Brisbane, Queensland, Australia (D. Mehta); Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston (Ripke, Lee); Department of Psychiatry and Psychotherapy, Universitätsmedizin Berlin Campus Charité Mitte, Berlin, Germany (Ripke); Medical and Population Genetics, Broad Institute, Cambridge, Mass. (Ripke, Stahl); Department of Psychiatry and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York (Stahl, Sklar, Kahn); Psychiatry, Berkshire Healthcare NHS Foundation Trust, Bracknell, U.K. (Anjorin); Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity Translational Medicine Institute, Trinity College Dublin, Dublin, Ireland (Corvin); Department of Psychiatry and Behavioral Neuroscience, University of Chicago (Sanders, Gejman); Department of Psychiatry and Behavioral Sciences, NorthShore University HealthSystem, Evanston, Ill. (Sanders, Gejman); Department of Psychiatry (UPK), University of Basel, Basel, Switzerland (Forstner); Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland (Forstner, Hoffmann, Cichon); Human Genomics Research Group, Department of Biomedicine, University of Basel, Basel, Switzerland (Forstner); Institute of Human Genetics, University of Bonn, Germany (Forstner, Koller, Degenhardt, Nöthen, Hoffmann, Cichon); Life and Brain Center, Department of Genomics, University of Bonn, Germany (Forstner, Koller, Degenhardt, Nöthen, Hoffmann); Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt, Germany (Reif); Department of Environmental Epidemiology, Nofer Institute of Occupational Medicine, Lodz, Poland (Świątkowska); Department of Psychiatry, Melbourne Medical School, University of Melbourne, Melbourne, Australia (Baune); Department of Psychiatry, University of Münster, Münster, Germany (Baune); University of Liverpool, Liverpool, U.K. (Müller-Myhsok); Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Müller-Myhsok, Binder); Munich Cluster for Systems Neurology (SyNergy), Munich, Germany (Müller-Myhsok); Department of Psychiatry, University of Halle, Halle, Germany (Rujescu, Giegling); Department of Psychiatry, Vrije Universiteit Medical Center and GGZ inGeest, Amsterdam, the Netherlands (Penninx, Milaneschi); College of Medicine Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, New York (C. Pato); Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, New York (C. Pato, M.T. Pato); Centre for Addiction and Mental Health, Toronto (Zai, Vincent, Strauss, Kloiber); Department of Psychiatry, University of Munich, Munich, Germany (Rujescu, Giegling); Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark (Hougaard); Department of Psychiatry, University of Oxford, Oxford, U.K. (Quested); Psychiatry & Behavioral Sciences, Stanford University, Stanford, Calif. (Levinson); Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, Ga. (Binder); Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia (Byrne, Trzaskowski, Wray); Centre for Integrated Register-based Research, Aarhus University, Aarhus, Denmark (Agerbo, Mortensen); National Centre for Register-Based Research, Aarhus University, Aarhus, Denmark (Agerbo, Mortensen); Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Streit, Strohmaier, Schulze); Mental Health Department, University Regional Hospital. Biomedicine Institute (IBIMA), Málaga, Spain (Mayoral, Guzman-Parra); Department of Psychiatry and Addiction Medicine, Assistance Publique-Hôpitaux de Paris, Paris (Bellivier, Leboyer); Paris Bipolar and TRD Expert Centres, FondaMental Foundation, Paris (Bellivier); UMR-S1144 Team 1: Biomarkers of relapse and therapeutic response in addiction and mood disorders, INSERM, Paris (Bellivier); Psychiatry, Université Paris Diderot, Paris (Bellivier); NIHR Maudsley Biomedical Research Centre, King's College London (Breen); Mental Health, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology-NTNU, Trondheim, Norway (Morken); Psychiatry, St. Olavs University Hospital, Trondheim, Norway (Morken); Department of Psychiatry, McGill University, Montreal (Turecki); Department of Neurology and Neurosurgery, McGill University, Faculty of Medicine, Montreal. (Rouleau); Montreal Neurological Institute and Hospital (Rouleau); Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Mecklenburg-Vorpommern, Germany (Grabe, Van der Auwera); Institute for Community Medicine, University Medicine Greifswald, Greifswald, Mecklenburg-Vorpommern, Germany (Völzke); Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, U.K. (Jones, Hamshere, O'Donovan, Owen, Craddock); Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway (Agartz); NORMENT, KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Institute of Clinical Medicine and Diakonhjemmet Hospital, University of Oslo, Norway (Agartz); Department of Clinical Neuroscience, Centre for Psychiatry Research, Karolinska Institutet, Stockholm, Sweden (Agartz); Division of Mental Health and Addiction, Oslo University Hospital (Melle); Division of Mental Health and Addiction, University of Oslo, Institute of Clinical Medicine, Oslo (Melle); Psychiatry, North East London NHS Foundation Trust, Ilford, U.K. (Lawrence); MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, U.K. (Walters); Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Md. (Shi); Department of Psychiatry, Laboratory of Psychiatric Genetics, Poznan University of Medical Sciences, Poznan, Poland (Hauser); Health Sciences Research, Mayo Clinic, Rochester, Minn. (Biernacka); Department of Psychiatry, University of California San Diego, La Jolla, Calif. (Kelsoe); Department of Psychiatry, University of Toronto (Strauss, Kloiber); Cancer Epidemiology and Prevention, M. Sklodowska-Curie Cancer Center and Institute of Oncology, Warsaw, Poland (Lissowska); Division of Psychiatry, University College London (Pimm, Bass, McQuillin); Department of Psychiatry, Massachusetts General Hospital, Boston (Smoller); Psychiatric and Neurodevelopmental Genetics Unit (PNGU), Massachusetts General Hospital, Boston Smoller); Stanley Center for Psychiatric Research, Broad Institute, Cambridge, Mass (Smoller, Lee); Institute of Epidemiology and Social Medicine, University of Münster, Münster, Nordrhein-Westfalen, Germany (Berger); Center for Statistical Genetics and Department of Biostatistics, University of Michigan, Ann Arbor (Scott, Boehnke); Department of Psychological Medicine, University of Worcester, Worcester, U.K. (Jones); Department of Psychiatry, University of Coimbra, Coimbra, Portugal (Azevedo); Center for Research in Environmental Epidemiology (CREAL), Barcelona, Spain (Kogevinas); Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Baden-Württemberg, Germany (Rietschel); Psychiatry, UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, the Netherlands (Boks, Kahn); Max Planck Institute of Psychiatry, Munich, Germany (Ising, Kloiber, Lucae); Biometric Psychiatric Genetics Research Unit, Alexandru Obregia Clinical Psychiatric Hospital, Bucharest, Romania (Grigoroiu-Serbanescu); Faculté de Médecine, Université Paris Est, Créteil, France (Leboyer, Jamain); INSERM, Paris (Leboyer); Department of Psychiatry & Psychology, Mayo Clinic, Rochester, Minn. (Frye); Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada (Alda); National Institute of Mental Health, Klecany, Czech Republic (Alda); Department of Psychiatry, University Hospital of Lausanne, Prilly, Vaud, Switzerland (Preisig); Mental Health Center Copenhagen, Copenhagen University Hospital, Copenhagen, Denmark (Nordentoft); Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia (Renteria); Institute of Psychiatric Phenomics and Genomics (IPPG), Medical Center of the University of Munich, Munich, Germany (Budde, Schulze); Psychiatry, Columbia University College of Physicians and Surgeons, New York (Weissman, McGrath); Division of Epidemiology, New York State Psychiatric Institute, New York (Weissman); Department of Neurosciences, University of California San Diego, La Jolla, Calif. (Smeland); Division of Mental Health and Addiction, Oslo University Hospital (Smeland, Andreassen); NORMENT, University of Oslo (Smeland, Andreassen); Psychosis Research Unit, Aarhus University Hospital, Risskov, Aarhus, Denmark (Mors); Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York (Sklar); Department of Biomedicine, University of Basel, Basel, Switzerland (Hoffmann, Cichon); Psychiatric and Neurodevelopmental Genetics Unit, Mass. General Hospital, Boston (Lee); Jane and Terry Semel Institute for Neuroscience and Human Behavior, Los Angeles (Ophoff); UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, the Netherlands (Ophoff); Department of Clinical Sciences, Psychiatry, Umeå University Medical Faculty, Umeå, Sweden (Adolfsson); NORMENT, KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Norway (Djurovic); Department of Medical Genetics, Oslo University Hospital Ullevål, (Djurovic); Department of Biomedicine, University of Basel, Basel, Switzerland (Heilmann-Heimbach); Psychiatrie Translationnelle, Inserm U955, Créteil, France (Jamain); Psychiatry, Kaiser Permanente Northern California, San Francisco (Hamilton); Research Institute, Lindner Center of HOPE, Mason, Ohio, (McElroy); Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany (Cichon); Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Md. (Schulze); Human Genetics Branch, Intramural Research Program, NIMH, Bethesda, Md. (Schulze); Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, Goettingen, Niedersachsen, Germany (Schulze); Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen (Hansen); Department of Clinical Medicine, University of Copenhagen (Werge); Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen, Roskilde, Denmark (Werge); Discipline of Psychiatry, University of Adelaide, Adelaide, Australia (Air); Psychiatry and Human Genetics, University of Pittsburgh (Nimgaonkar); Department of Psychiatry, UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, the Netherlands (Cahn); Department of Medical & Molecular Genetics, King's College London (Lewis)
| | - Kenneth S Kendler
- Social Genetic and Developmental Psychiatry Centre, King's College London (Mullins, Coleman, R.A. Mehta, Breen, McGuffin, Lewis); Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York (Mullins, Stahl, Sklar); Department of Psychiatry and Behavioral Sciences, State University of New York Downstate Medical Center, (Bigdeli, Fanous); Department of Psychiatry, Virginia Commonwealth University, Richmond, Va. (Bigdeli, Fanous, Kendler); Department of Biomedicine, Aarhus University, Aarhus, Denmark (Børglum, Demontis, Starnawska); iSEQ, Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark (Børglum, Demontis, Starnawska, Mortensen); iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Denmark (Børglum, Demontis, Starnawska, Hougaard, Agerbo, Nordentoft, Mors, Mortensen, Hansen, Werge, Appadurai); Queensland Brain Institute, the University of Queensland, Brisbane, Queensland, Australia (D. Mehta, Wray); School of Psychology and Counseling, Queensland University of Technology, Brisbane, Queensland, Australia (D. Mehta); Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston (Ripke, Lee); Department of Psychiatry and Psychotherapy, Universitätsmedizin Berlin Campus Charité Mitte, Berlin, Germany (Ripke); Medical and Population Genetics, Broad Institute, Cambridge, Mass. (Ripke, Stahl); Department of Psychiatry and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York (Stahl, Sklar, Kahn); Psychiatry, Berkshire Healthcare NHS Foundation Trust, Bracknell, U.K. (Anjorin); Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity Translational Medicine Institute, Trinity College Dublin, Dublin, Ireland (Corvin); Department of Psychiatry and Behavioral Neuroscience, University of Chicago (Sanders, Gejman); Department of Psychiatry and Behavioral Sciences, NorthShore University HealthSystem, Evanston, Ill. (Sanders, Gejman); Department of Psychiatry (UPK), University of Basel, Basel, Switzerland (Forstner); Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland (Forstner, Hoffmann, Cichon); Human Genomics Research Group, Department of Biomedicine, University of Basel, Basel, Switzerland (Forstner); Institute of Human Genetics, University of Bonn, Germany (Forstner, Koller, Degenhardt, Nöthen, Hoffmann, Cichon); Life and Brain Center, Department of Genomics, University of Bonn, Germany (Forstner, Koller, Degenhardt, Nöthen, Hoffmann); Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt, Germany (Reif); Department of Environmental Epidemiology, Nofer Institute of Occupational Medicine, Lodz, Poland (Świątkowska); Department of Psychiatry, Melbourne Medical School, University of Melbourne, Melbourne, Australia (Baune); Department of Psychiatry, University of Münster, Münster, Germany (Baune); University of Liverpool, Liverpool, U.K. (Müller-Myhsok); Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Müller-Myhsok, Binder); Munich Cluster for Systems Neurology (SyNergy), Munich, Germany (Müller-Myhsok); Department of Psychiatry, University of Halle, Halle, Germany (Rujescu, Giegling); Department of Psychiatry, Vrije Universiteit Medical Center and GGZ inGeest, Amsterdam, the Netherlands (Penninx, Milaneschi); College of Medicine Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, New York (C. Pato); Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, New York (C. Pato, M.T. Pato); Centre for Addiction and Mental Health, Toronto (Zai, Vincent, Strauss, Kloiber); Department of Psychiatry, University of Munich, Munich, Germany (Rujescu, Giegling); Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark (Hougaard); Department of Psychiatry, University of Oxford, Oxford, U.K. (Quested); Psychiatry & Behavioral Sciences, Stanford University, Stanford, Calif. (Levinson); Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, Ga. (Binder); Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia (Byrne, Trzaskowski, Wray); Centre for Integrated Register-based Research, Aarhus University, Aarhus, Denmark (Agerbo, Mortensen); National Centre for Register-Based Research, Aarhus University, Aarhus, Denmark (Agerbo, Mortensen); Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Streit, Strohmaier, Schulze); Mental Health Department, University Regional Hospital. Biomedicine Institute (IBIMA), Málaga, Spain (Mayoral, Guzman-Parra); Department of Psychiatry and Addiction Medicine, Assistance Publique-Hôpitaux de Paris, Paris (Bellivier, Leboyer); Paris Bipolar and TRD Expert Centres, FondaMental Foundation, Paris (Bellivier); UMR-S1144 Team 1: Biomarkers of relapse and therapeutic response in addiction and mood disorders, INSERM, Paris (Bellivier); Psychiatry, Université Paris Diderot, Paris (Bellivier); NIHR Maudsley Biomedical Research Centre, King's College London (Breen); Mental Health, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology-NTNU, Trondheim, Norway (Morken); Psychiatry, St. Olavs University Hospital, Trondheim, Norway (Morken); Department of Psychiatry, McGill University, Montreal (Turecki); Department of Neurology and Neurosurgery, McGill University, Faculty of Medicine, Montreal. (Rouleau); Montreal Neurological Institute and Hospital (Rouleau); Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Mecklenburg-Vorpommern, Germany (Grabe, Van der Auwera); Institute for Community Medicine, University Medicine Greifswald, Greifswald, Mecklenburg-Vorpommern, Germany (Völzke); Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, U.K. (Jones, Hamshere, O'Donovan, Owen, Craddock); Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway (Agartz); NORMENT, KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Institute of Clinical Medicine and Diakonhjemmet Hospital, University of Oslo, Norway (Agartz); Department of Clinical Neuroscience, Centre for Psychiatry Research, Karolinska Institutet, Stockholm, Sweden (Agartz); Division of Mental Health and Addiction, Oslo University Hospital (Melle); Division of Mental Health and Addiction, University of Oslo, Institute of Clinical Medicine, Oslo (Melle); Psychiatry, North East London NHS Foundation Trust, Ilford, U.K. (Lawrence); MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, U.K. (Walters); Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Md. (Shi); Department of Psychiatry, Laboratory of Psychiatric Genetics, Poznan University of Medical Sciences, Poznan, Poland (Hauser); Health Sciences Research, Mayo Clinic, Rochester, Minn. (Biernacka); Department of Psychiatry, University of California San Diego, La Jolla, Calif. (Kelsoe); Department of Psychiatry, University of Toronto (Strauss, Kloiber); Cancer Epidemiology and Prevention, M. Sklodowska-Curie Cancer Center and Institute of Oncology, Warsaw, Poland (Lissowska); Division of Psychiatry, University College London (Pimm, Bass, McQuillin); Department of Psychiatry, Massachusetts General Hospital, Boston (Smoller); Psychiatric and Neurodevelopmental Genetics Unit (PNGU), Massachusetts General Hospital, Boston Smoller); Stanley Center for Psychiatric Research, Broad Institute, Cambridge, Mass (Smoller, Lee); Institute of Epidemiology and Social Medicine, University of Münster, Münster, Nordrhein-Westfalen, Germany (Berger); Center for Statistical Genetics and Department of Biostatistics, University of Michigan, Ann Arbor (Scott, Boehnke); Department of Psychological Medicine, University of Worcester, Worcester, U.K. (Jones); Department of Psychiatry, University of Coimbra, Coimbra, Portugal (Azevedo); Center for Research in Environmental Epidemiology (CREAL), Barcelona, Spain (Kogevinas); Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Baden-Württemberg, Germany (Rietschel); Psychiatry, UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, the Netherlands (Boks, Kahn); Max Planck Institute of Psychiatry, Munich, Germany (Ising, Kloiber, Lucae); Biometric Psychiatric Genetics Research Unit, Alexandru Obregia Clinical Psychiatric Hospital, Bucharest, Romania (Grigoroiu-Serbanescu); Faculté de Médecine, Université Paris Est, Créteil, France (Leboyer, Jamain); INSERM, Paris (Leboyer); Department of Psychiatry & Psychology, Mayo Clinic, Rochester, Minn. (Frye); Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada (Alda); National Institute of Mental Health, Klecany, Czech Republic (Alda); Department of Psychiatry, University Hospital of Lausanne, Prilly, Vaud, Switzerland (Preisig); Mental Health Center Copenhagen, Copenhagen University Hospital, Copenhagen, Denmark (Nordentoft); Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia (Renteria); Institute of Psychiatric Phenomics and Genomics (IPPG), Medical Center of the University of Munich, Munich, Germany (Budde, Schulze); Psychiatry, Columbia University College of Physicians and Surgeons, New York (Weissman, McGrath); Division of Epidemiology, New York State Psychiatric Institute, New York (Weissman); Department of Neurosciences, University of California San Diego, La Jolla, Calif. (Smeland); Division of Mental Health and Addiction, Oslo University Hospital (Smeland, Andreassen); NORMENT, University of Oslo (Smeland, Andreassen); Psychosis Research Unit, Aarhus University Hospital, Risskov, Aarhus, Denmark (Mors); Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York (Sklar); Department of Biomedicine, University of Basel, Basel, Switzerland (Hoffmann, Cichon); Psychiatric and Neurodevelopmental Genetics Unit, Mass. General Hospital, Boston (Lee); Jane and Terry Semel Institute for Neuroscience and Human Behavior, Los Angeles (Ophoff); UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, the Netherlands (Ophoff); Department of Clinical Sciences, Psychiatry, Umeå University Medical Faculty, Umeå, Sweden (Adolfsson); NORMENT, KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Norway (Djurovic); Department of Medical Genetics, Oslo University Hospital Ullevål, (Djurovic); Department of Biomedicine, University of Basel, Basel, Switzerland (Heilmann-Heimbach); Psychiatrie Translationnelle, Inserm U955, Créteil, France (Jamain); Psychiatry, Kaiser Permanente Northern California, San Francisco (Hamilton); Research Institute, Lindner Center of HOPE, Mason, Ohio, (McElroy); Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany (Cichon); Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Md. (Schulze); Human Genetics Branch, Intramural Research Program, NIMH, Bethesda, Md. (Schulze); Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, Goettingen, Niedersachsen, Germany (Schulze); Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen (Hansen); Department of Clinical Medicine, University of Copenhagen (Werge); Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen, Roskilde, Denmark (Werge); Discipline of Psychiatry, University of Adelaide, Adelaide, Australia (Air); Psychiatry and Human Genetics, University of Pittsburgh (Nimgaonkar); Department of Psychiatry, UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, the Netherlands (Cahn); Department of Medical & Molecular Genetics, King's College London (Lewis)
| | - Andrew McQuillin
- Social Genetic and Developmental Psychiatry Centre, King's College London (Mullins, Coleman, R.A. Mehta, Breen, McGuffin, Lewis); Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York (Mullins, Stahl, Sklar); Department of Psychiatry and Behavioral Sciences, State University of New York Downstate Medical Center, (Bigdeli, Fanous); Department of Psychiatry, Virginia Commonwealth University, Richmond, Va. (Bigdeli, Fanous, Kendler); Department of Biomedicine, Aarhus University, Aarhus, Denmark (Børglum, Demontis, Starnawska); iSEQ, Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark (Børglum, Demontis, Starnawska, Mortensen); iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Denmark (Børglum, Demontis, Starnawska, Hougaard, Agerbo, Nordentoft, Mors, Mortensen, Hansen, Werge, Appadurai); Queensland Brain Institute, the University of Queensland, Brisbane, Queensland, Australia (D. Mehta, Wray); School of Psychology and Counseling, Queensland University of Technology, Brisbane, Queensland, Australia (D. Mehta); Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston (Ripke, Lee); Department of Psychiatry and Psychotherapy, Universitätsmedizin Berlin Campus Charité Mitte, Berlin, Germany (Ripke); Medical and Population Genetics, Broad Institute, Cambridge, Mass. (Ripke, Stahl); Department of Psychiatry and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York (Stahl, Sklar, Kahn); Psychiatry, Berkshire Healthcare NHS Foundation Trust, Bracknell, U.K. (Anjorin); Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity Translational Medicine Institute, Trinity College Dublin, Dublin, Ireland (Corvin); Department of Psychiatry and Behavioral Neuroscience, University of Chicago (Sanders, Gejman); Department of Psychiatry and Behavioral Sciences, NorthShore University HealthSystem, Evanston, Ill. (Sanders, Gejman); Department of Psychiatry (UPK), University of Basel, Basel, Switzerland (Forstner); Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland (Forstner, Hoffmann, Cichon); Human Genomics Research Group, Department of Biomedicine, University of Basel, Basel, Switzerland (Forstner); Institute of Human Genetics, University of Bonn, Germany (Forstner, Koller, Degenhardt, Nöthen, Hoffmann, Cichon); Life and Brain Center, Department of Genomics, University of Bonn, Germany (Forstner, Koller, Degenhardt, Nöthen, Hoffmann); Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt, Germany (Reif); Department of Environmental Epidemiology, Nofer Institute of Occupational Medicine, Lodz, Poland (Świątkowska); Department of Psychiatry, Melbourne Medical School, University of Melbourne, Melbourne, Australia (Baune); Department of Psychiatry, University of Münster, Münster, Germany (Baune); University of Liverpool, Liverpool, U.K. (Müller-Myhsok); Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Müller-Myhsok, Binder); Munich Cluster for Systems Neurology (SyNergy), Munich, Germany (Müller-Myhsok); Department of Psychiatry, University of Halle, Halle, Germany (Rujescu, Giegling); Department of Psychiatry, Vrije Universiteit Medical Center and GGZ inGeest, Amsterdam, the Netherlands (Penninx, Milaneschi); College of Medicine Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, New York (C. Pato); Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, New York (C. Pato, M.T. Pato); Centre for Addiction and Mental Health, Toronto (Zai, Vincent, Strauss, Kloiber); Department of Psychiatry, University of Munich, Munich, Germany (Rujescu, Giegling); Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark (Hougaard); Department of Psychiatry, University of Oxford, Oxford, U.K. (Quested); Psychiatry & Behavioral Sciences, Stanford University, Stanford, Calif. (Levinson); Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, Ga. (Binder); Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia (Byrne, Trzaskowski, Wray); Centre for Integrated Register-based Research, Aarhus University, Aarhus, Denmark (Agerbo, Mortensen); National Centre for Register-Based Research, Aarhus University, Aarhus, Denmark (Agerbo, Mortensen); Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Streit, Strohmaier, Schulze); Mental Health Department, University Regional Hospital. Biomedicine Institute (IBIMA), Málaga, Spain (Mayoral, Guzman-Parra); Department of Psychiatry and Addiction Medicine, Assistance Publique-Hôpitaux de Paris, Paris (Bellivier, Leboyer); Paris Bipolar and TRD Expert Centres, FondaMental Foundation, Paris (Bellivier); UMR-S1144 Team 1: Biomarkers of relapse and therapeutic response in addiction and mood disorders, INSERM, Paris (Bellivier); Psychiatry, Université Paris Diderot, Paris (Bellivier); NIHR Maudsley Biomedical Research Centre, King's College London (Breen); Mental Health, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology-NTNU, Trondheim, Norway (Morken); Psychiatry, St. Olavs University Hospital, Trondheim, Norway (Morken); Department of Psychiatry, McGill University, Montreal (Turecki); Department of Neurology and Neurosurgery, McGill University, Faculty of Medicine, Montreal. (Rouleau); Montreal Neurological Institute and Hospital (Rouleau); Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Mecklenburg-Vorpommern, Germany (Grabe, Van der Auwera); Institute for Community Medicine, University Medicine Greifswald, Greifswald, Mecklenburg-Vorpommern, Germany (Völzke); Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, U.K. (Jones, Hamshere, O'Donovan, Owen, Craddock); Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway (Agartz); NORMENT, KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Institute of Clinical Medicine and Diakonhjemmet Hospital, University of Oslo, Norway (Agartz); Department of Clinical Neuroscience, Centre for Psychiatry Research, Karolinska Institutet, Stockholm, Sweden (Agartz); Division of Mental Health and Addiction, Oslo University Hospital (Melle); Division of Mental Health and Addiction, University of Oslo, Institute of Clinical Medicine, Oslo (Melle); Psychiatry, North East London NHS Foundation Trust, Ilford, U.K. (Lawrence); MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, U.K. (Walters); Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Md. (Shi); Department of Psychiatry, Laboratory of Psychiatric Genetics, Poznan University of Medical Sciences, Poznan, Poland (Hauser); Health Sciences Research, Mayo Clinic, Rochester, Minn. (Biernacka); Department of Psychiatry, University of California San Diego, La Jolla, Calif. (Kelsoe); Department of Psychiatry, University of Toronto (Strauss, Kloiber); Cancer Epidemiology and Prevention, M. Sklodowska-Curie Cancer Center and Institute of Oncology, Warsaw, Poland (Lissowska); Division of Psychiatry, University College London (Pimm, Bass, McQuillin); Department of Psychiatry, Massachusetts General Hospital, Boston (Smoller); Psychiatric and Neurodevelopmental Genetics Unit (PNGU), Massachusetts General Hospital, Boston Smoller); Stanley Center for Psychiatric Research, Broad Institute, Cambridge, Mass (Smoller, Lee); Institute of Epidemiology and Social Medicine, University of Münster, Münster, Nordrhein-Westfalen, Germany (Berger); Center for Statistical Genetics and Department of Biostatistics, University of Michigan, Ann Arbor (Scott, Boehnke); Department of Psychological Medicine, University of Worcester, Worcester, U.K. (Jones); Department of Psychiatry, University of Coimbra, Coimbra, Portugal (Azevedo); Center for Research in Environmental Epidemiology (CREAL), Barcelona, Spain (Kogevinas); Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Baden-Württemberg, Germany (Rietschel); Psychiatry, UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, the Netherlands (Boks, Kahn); Max Planck Institute of Psychiatry, Munich, Germany (Ising, Kloiber, Lucae); Biometric Psychiatric Genetics Research Unit, Alexandru Obregia Clinical Psychiatric Hospital, Bucharest, Romania (Grigoroiu-Serbanescu); Faculté de Médecine, Université Paris Est, Créteil, France (Leboyer, Jamain); INSERM, Paris (Leboyer); Department of Psychiatry & Psychology, Mayo Clinic, Rochester, Minn. (Frye); Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada (Alda); National Institute of Mental Health, Klecany, Czech Republic (Alda); Department of Psychiatry, University Hospital of Lausanne, Prilly, Vaud, Switzerland (Preisig); Mental Health Center Copenhagen, Copenhagen University Hospital, Copenhagen, Denmark (Nordentoft); Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia (Renteria); Institute of Psychiatric Phenomics and Genomics (IPPG), Medical Center of the University of Munich, Munich, Germany (Budde, Schulze); Psychiatry, Columbia University College of Physicians and Surgeons, New York (Weissman, McGrath); Division of Epidemiology, New York State Psychiatric Institute, New York (Weissman); Department of Neurosciences, University of California San Diego, La Jolla, Calif. (Smeland); Division of Mental Health and Addiction, Oslo University Hospital (Smeland, Andreassen); NORMENT, University of Oslo (Smeland, Andreassen); Psychosis Research Unit, Aarhus University Hospital, Risskov, Aarhus, Denmark (Mors); Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York (Sklar); Department of Biomedicine, University of Basel, Basel, Switzerland (Hoffmann, Cichon); Psychiatric and Neurodevelopmental Genetics Unit, Mass. General Hospital, Boston (Lee); Jane and Terry Semel Institute for Neuroscience and Human Behavior, Los Angeles (Ophoff); UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, the Netherlands (Ophoff); Department of Clinical Sciences, Psychiatry, Umeå University Medical Faculty, Umeå, Sweden (Adolfsson); NORMENT, KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Norway (Djurovic); Department of Medical Genetics, Oslo University Hospital Ullevål, (Djurovic); Department of Biomedicine, University of Basel, Basel, Switzerland (Heilmann-Heimbach); Psychiatrie Translationnelle, Inserm U955, Créteil, France (Jamain); Psychiatry, Kaiser Permanente Northern California, San Francisco (Hamilton); Research Institute, Lindner Center of HOPE, Mason, Ohio, (McElroy); Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany (Cichon); Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Md. (Schulze); Human Genetics Branch, Intramural Research Program, NIMH, Bethesda, Md. (Schulze); Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, Goettingen, Niedersachsen, Germany (Schulze); Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen (Hansen); Department of Clinical Medicine, University of Copenhagen (Werge); Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen, Roskilde, Denmark (Werge); Discipline of Psychiatry, University of Adelaide, Adelaide, Australia (Air); Psychiatry and Human Genetics, University of Pittsburgh (Nimgaonkar); Department of Psychiatry, UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, the Netherlands (Cahn); Department of Medical & Molecular Genetics, King's College London (Lewis)
| | - Cathryn M Lewis
- Social Genetic and Developmental Psychiatry Centre, King's College London (Mullins, Coleman, R.A. Mehta, Breen, McGuffin, Lewis); Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York (Mullins, Stahl, Sklar); Department of Psychiatry and Behavioral Sciences, State University of New York Downstate Medical Center, (Bigdeli, Fanous); Department of Psychiatry, Virginia Commonwealth University, Richmond, Va. (Bigdeli, Fanous, Kendler); Department of Biomedicine, Aarhus University, Aarhus, Denmark (Børglum, Demontis, Starnawska); iSEQ, Centre for Integrative Sequencing, Aarhus University, Aarhus, Denmark (Børglum, Demontis, Starnawska, Mortensen); iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Denmark (Børglum, Demontis, Starnawska, Hougaard, Agerbo, Nordentoft, Mors, Mortensen, Hansen, Werge, Appadurai); Queensland Brain Institute, the University of Queensland, Brisbane, Queensland, Australia (D. Mehta, Wray); School of Psychology and Counseling, Queensland University of Technology, Brisbane, Queensland, Australia (D. Mehta); Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston (Ripke, Lee); Department of Psychiatry and Psychotherapy, Universitätsmedizin Berlin Campus Charité Mitte, Berlin, Germany (Ripke); Medical and Population Genetics, Broad Institute, Cambridge, Mass. (Ripke, Stahl); Department of Psychiatry and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York (Stahl, Sklar, Kahn); Psychiatry, Berkshire Healthcare NHS Foundation Trust, Bracknell, U.K. (Anjorin); Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity Translational Medicine Institute, Trinity College Dublin, Dublin, Ireland (Corvin); Department of Psychiatry and Behavioral Neuroscience, University of Chicago (Sanders, Gejman); Department of Psychiatry and Behavioral Sciences, NorthShore University HealthSystem, Evanston, Ill. (Sanders, Gejman); Department of Psychiatry (UPK), University of Basel, Basel, Switzerland (Forstner); Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland (Forstner, Hoffmann, Cichon); Human Genomics Research Group, Department of Biomedicine, University of Basel, Basel, Switzerland (Forstner); Institute of Human Genetics, University of Bonn, Germany (Forstner, Koller, Degenhardt, Nöthen, Hoffmann, Cichon); Life and Brain Center, Department of Genomics, University of Bonn, Germany (Forstner, Koller, Degenhardt, Nöthen, Hoffmann); Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt, Germany (Reif); Department of Environmental Epidemiology, Nofer Institute of Occupational Medicine, Lodz, Poland (Świątkowska); Department of Psychiatry, Melbourne Medical School, University of Melbourne, Melbourne, Australia (Baune); Department of Psychiatry, University of Münster, Münster, Germany (Baune); University of Liverpool, Liverpool, U.K. (Müller-Myhsok); Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany (Müller-Myhsok, Binder); Munich Cluster for Systems Neurology (SyNergy), Munich, Germany (Müller-Myhsok); Department of Psychiatry, University of Halle, Halle, Germany (Rujescu, Giegling); Department of Psychiatry, Vrije Universiteit Medical Center and GGZ inGeest, Amsterdam, the Netherlands (Penninx, Milaneschi); College of Medicine Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, New York (C. Pato); Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, New York (C. Pato, M.T. Pato); Centre for Addiction and Mental Health, Toronto (Zai, Vincent, Strauss, Kloiber); Department of Psychiatry, University of Munich, Munich, Germany (Rujescu, Giegling); Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark (Hougaard); Department of Psychiatry, University of Oxford, Oxford, U.K. (Quested); Psychiatry & Behavioral Sciences, Stanford University, Stanford, Calif. (Levinson); Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, Ga. (Binder); Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia (Byrne, Trzaskowski, Wray); Centre for Integrated Register-based Research, Aarhus University, Aarhus, Denmark (Agerbo, Mortensen); National Centre for Register-Based Research, Aarhus University, Aarhus, Denmark (Agerbo, Mortensen); Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany (Streit, Strohmaier, Schulze); Mental Health Department, University Regional Hospital. Biomedicine Institute (IBIMA), Málaga, Spain (Mayoral, Guzman-Parra); Department of Psychiatry and Addiction Medicine, Assistance Publique-Hôpitaux de Paris, Paris (Bellivier, Leboyer); Paris Bipolar and TRD Expert Centres, FondaMental Foundation, Paris (Bellivier); UMR-S1144 Team 1: Biomarkers of relapse and therapeutic response in addiction and mood disorders, INSERM, Paris (Bellivier); Psychiatry, Université Paris Diderot, Paris (Bellivier); NIHR Maudsley Biomedical Research Centre, King's College London (Breen); Mental Health, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology-NTNU, Trondheim, Norway (Morken); Psychiatry, St. Olavs University Hospital, Trondheim, Norway (Morken); Department of Psychiatry, McGill University, Montreal (Turecki); Department of Neurology and Neurosurgery, McGill University, Faculty of Medicine, Montreal. (Rouleau); Montreal Neurological Institute and Hospital (Rouleau); Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Mecklenburg-Vorpommern, Germany (Grabe, Van der Auwera); Institute for Community Medicine, University Medicine Greifswald, Greifswald, Mecklenburg-Vorpommern, Germany (Völzke); Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, U.K. (Jones, Hamshere, O'Donovan, Owen, Craddock); Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway (Agartz); NORMENT, KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Institute of Clinical Medicine and Diakonhjemmet Hospital, University of Oslo, Norway (Agartz); Department of Clinical Neuroscience, Centre for Psychiatry Research, Karolinska Institutet, Stockholm, Sweden (Agartz); Division of Mental Health and Addiction, Oslo University Hospital (Melle); Division of Mental Health and Addiction, University of Oslo, Institute of Clinical Medicine, Oslo (Melle); Psychiatry, North East London NHS Foundation Trust, Ilford, U.K. (Lawrence); MRC Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, U.K. (Walters); Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, Md. (Shi); Department of Psychiatry, Laboratory of Psychiatric Genetics, Poznan University of Medical Sciences, Poznan, Poland (Hauser); Health Sciences Research, Mayo Clinic, Rochester, Minn. (Biernacka); Department of Psychiatry, University of California San Diego, La Jolla, Calif. (Kelsoe); Department of Psychiatry, University of Toronto (Strauss, Kloiber); Cancer Epidemiology and Prevention, M. Sklodowska-Curie Cancer Center and Institute of Oncology, Warsaw, Poland (Lissowska); Division of Psychiatry, University College London (Pimm, Bass, McQuillin); Department of Psychiatry, Massachusetts General Hospital, Boston (Smoller); Psychiatric and Neurodevelopmental Genetics Unit (PNGU), Massachusetts General Hospital, Boston Smoller); Stanley Center for Psychiatric Research, Broad Institute, Cambridge, Mass (Smoller, Lee); Institute of Epidemiology and Social Medicine, University of Münster, Münster, Nordrhein-Westfalen, Germany (Berger); Center for Statistical Genetics and Department of Biostatistics, University of Michigan, Ann Arbor (Scott, Boehnke); Department of Psychological Medicine, University of Worcester, Worcester, U.K. (Jones); Department of Psychiatry, University of Coimbra, Coimbra, Portugal (Azevedo); Center for Research in Environmental Epidemiology (CREAL), Barcelona, Spain (Kogevinas); Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Baden-Württemberg, Germany (Rietschel); Psychiatry, UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, the Netherlands (Boks, Kahn); Max Planck Institute of Psychiatry, Munich, Germany (Ising, Kloiber, Lucae); Biometric Psychiatric Genetics Research Unit, Alexandru Obregia Clinical Psychiatric Hospital, Bucharest, Romania (Grigoroiu-Serbanescu); Faculté de Médecine, Université Paris Est, Créteil, France (Leboyer, Jamain); INSERM, Paris (Leboyer); Department of Psychiatry & Psychology, Mayo Clinic, Rochester, Minn. (Frye); Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada (Alda); National Institute of Mental Health, Klecany, Czech Republic (Alda); Department of Psychiatry, University Hospital of Lausanne, Prilly, Vaud, Switzerland (Preisig); Mental Health Center Copenhagen, Copenhagen University Hospital, Copenhagen, Denmark (Nordentoft); Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia (Renteria); Institute of Psychiatric Phenomics and Genomics (IPPG), Medical Center of the University of Munich, Munich, Germany (Budde, Schulze); Psychiatry, Columbia University College of Physicians and Surgeons, New York (Weissman, McGrath); Division of Epidemiology, New York State Psychiatric Institute, New York (Weissman); Department of Neurosciences, University of California San Diego, La Jolla, Calif. (Smeland); Division of Mental Health and Addiction, Oslo University Hospital (Smeland, Andreassen); NORMENT, University of Oslo (Smeland, Andreassen); Psychosis Research Unit, Aarhus University Hospital, Risskov, Aarhus, Denmark (Mors); Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York (Sklar); Department of Biomedicine, University of Basel, Basel, Switzerland (Hoffmann, Cichon); Psychiatric and Neurodevelopmental Genetics Unit, Mass. General Hospital, Boston (Lee); Jane and Terry Semel Institute for Neuroscience and Human Behavior, Los Angeles (Ophoff); UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, the Netherlands (Ophoff); Department of Clinical Sciences, Psychiatry, Umeå University Medical Faculty, Umeå, Sweden (Adolfsson); NORMENT, KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Norway (Djurovic); Department of Medical Genetics, Oslo University Hospital Ullevål, (Djurovic); Department of Biomedicine, University of Basel, Basel, Switzerland (Heilmann-Heimbach); Psychiatrie Translationnelle, Inserm U955, Créteil, France (Jamain); Psychiatry, Kaiser Permanente Northern California, San Francisco (Hamilton); Research Institute, Lindner Center of HOPE, Mason, Ohio, (McElroy); Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany (Cichon); Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Md. (Schulze); Human Genetics Branch, Intramural Research Program, NIMH, Bethesda, Md. (Schulze); Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, Goettingen, Niedersachsen, Germany (Schulze); Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen (Hansen); Department of Clinical Medicine, University of Copenhagen (Werge); Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen, Roskilde, Denmark (Werge); Discipline of Psychiatry, University of Adelaide, Adelaide, Australia (Air); Psychiatry and Human Genetics, University of Pittsburgh (Nimgaonkar); Department of Psychiatry, UMC Utrecht Hersencentrum Rudolf Magnus, Utrecht, the Netherlands (Cahn); Department of Medical & Molecular Genetics, King's College London (Lewis)
| |
Collapse
|
13
|
Stahl EA, Breen G, Forstner AJ, McQuillin A, Ripke S, Trubetskoy V, Mattheisen M, Wang Y, Coleman JRI, Gaspar HA, de Leeuw CA, Steinberg S, Pavlides JMW, Trzaskowski M, Byrne EM, Pers TH, Holmans PA, Richards AL, Abbott L, Agerbo E, Akil H, Albani D, Alliey-Rodriguez N, Als TD, Anjorin A, Antilla V, Awasthi S, Badner JA, Bækvad-Hansen M, Barchas JD, Bass N, Bauer M, Belliveau R, Bergen SE, Pedersen CB, Bøen E, Boks MP, Boocock J, Budde M, Bunney W, Burmeister M, Bybjerg-Grauholm J, Byerley W, Casas M, Cerrato F, Cervantes P, Chambert K, Charney AW, Chen D, Churchhouse C, Clarke TK, Coryell W, Craig DW, Cruceanu C, Curtis D, Czerski PM, Dale AM, de Jong S, Degenhardt F, Del-Favero J, DePaulo JR, Djurovic S, Dobbyn AL, Dumont A, Elvsåshagen T, Escott-Price V, Fan CC, Fischer SB, Flickinger M, Foroud TM, Forty L, Frank J, Fraser C, Freimer NB, Frisén L, Gade K, Gage D, Garnham J, Giambartolomei C, Pedersen MG, Goldstein J, Gordon SD, Gordon-Smith K, Green EK, Green MJ, Greenwood TA, Grove J, Guan W, Guzman-Parra J, Hamshere ML, Hautzinger M, Heilbronner U, Herms S, Hipolito M, Hoffmann P, Holland D, Huckins L, Jamain S, Johnson JS, Juréus A, Kandaswamy R, Karlsson R, Kennedy JL, Kittel-Schneider S, Knowles JA, Kogevinas M, Koller AC, Kupka R, Lavebratt C, Lawrence J, Lawson WB, Leber M, Lee PH, Levy SE, Li JZ, Liu C, Lucae S, Maaser A, MacIntyre DJ, Mahon PB, Maier W, Martinsson L, McCarroll S, McGuffin P, McInnis MG, McKay JD, Medeiros H, Medland SE, Meng F, Milani L, Montgomery GW, Morris DW, Mühleisen TW, Mullins N, Nguyen H, Nievergelt CM, Adolfsson AN, Nwulia EA, O'Donovan C, Loohuis LMO, Ori APS, Oruc L, Ösby U, Perlis RH, Perry A, Pfennig A, Potash JB, Purcell SM, Regeer EJ, Reif A, Reinbold CS, Rice JP, Rivas F, Rivera M, Roussos P, Ruderfer DM, Ryu E, Sánchez-Mora C, Schatzberg AF, Scheftner WA, Schork NJ, Shannon Weickert C, Shehktman T, Shilling PD, Sigurdsson E, Slaney C, Smeland OB, Sobell JL, Søholm Hansen C, Spijker AT, St Clair D, Steffens M, Strauss JS, Streit F, Strohmaier J, Szelinger S, Thompson RC, Thorgeirsson TE, Treutlein J, Vedder H, Wang W, Watson SJ, Weickert TW, Witt SH, Xi S, Xu W, Young AH, Zandi P, Zhang P, Zöllner S, Adolfsson R, Agartz I, Alda M, Backlund L, Baune BT, Bellivier F, Berrettini WH, Biernacka JM, Blackwood DHR, Boehnke M, Børglum AD, Corvin A, Craddock N, Daly MJ, Dannlowski U, Esko T, Etain B, Frye M, Fullerton JM, Gershon ES, Gill M, Goes F, Grigoroiu-Serbanescu M, Hauser J, Hougaard DM, Hultman CM, Jones I, Jones LA, Kahn RS, Kirov G, Landén M, Leboyer M, Lewis CM, Li QS, Lissowska J, Martin NG, Mayoral F, McElroy SL, McIntosh AM, McMahon FJ, Melle I, Metspalu A, Mitchell PB, Morken G, Mors O, Mortensen PB, Müller-Myhsok B, Myers RM, Neale BM, Nimgaonkar V, Nordentoft M, Nöthen MM, O'Donovan MC, Oedegaard KJ, Owen MJ, Paciga SA, Pato C, Pato MT, Posthuma D, Ramos-Quiroga JA, Ribasés M, Rietschel M, Rouleau GA, Schalling M, Schofield PR, Schulze TG, Serretti A, Smoller JW, Stefansson H, Stefansson K, Stordal E, Sullivan PF, Turecki G, Vaaler AE, Vieta E, Vincent JB, Werge T, Nurnberger JI, Wray NR, Di Florio A, Edenberg HJ, Cichon S, Ophoff RA, Scott LJ, Andreassen OA, Kelsoe J, Sklar P. Genome-wide association study identifies 30 loci associated with bipolar disorder. Nat Genet 2019; 51:793-803. [PMID: 31043756 PMCID: PMC6956732 DOI: 10.1038/s41588-019-0397-8] [Citation(s) in RCA: 879] [Impact Index Per Article: 175.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2018] [Accepted: 03/18/2019] [Indexed: 12/18/2022]
Abstract
Bipolar disorder is a highly heritable psychiatric disorder. We performed a genome-wide association study (GWAS) including 20,352 cases and 31,358 controls of European descent, with follow-up analysis of 822 variants with P < 1 × 10-4 in an additional 9,412 cases and 137,760 controls. Eight of the 19 variants that were genome-wide significant (P < 5 × 10-8) in the discovery GWAS were not genome-wide significant in the combined analysis, consistent with small effect sizes and limited power but also with genetic heterogeneity. In the combined analysis, 30 loci were genome-wide significant, including 20 newly identified loci. The significant loci contain genes encoding ion channels, neurotransmitter transporters and synaptic components. Pathway analysis revealed nine significantly enriched gene sets, including regulation of insulin secretion and endocannabinoid signaling. Bipolar I disorder is strongly genetically correlated with schizophrenia, driven by psychosis, whereas bipolar II disorder is more strongly correlated with major depressive disorder. These findings address key clinical questions and provide potential biological mechanisms for bipolar disorder.
Collapse
Affiliation(s)
- Eli A Stahl
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- Medical and Population Genetics, Broad Institute, Cambridge, MA, USA.
| | - Gerome Breen
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
- NIHR BRC for Mental Health, King's College London, London, UK
| | - Andreas J Forstner
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Department of Psychiatry (UPK), University of Basel, Basel, Switzerland
- Institute of Human Genetics, University of Bonn School of Medicine & University Hospital Bonn, Bonn, Germany
- Centre for Human Genetics, University of Marburg, Marburg, Germany
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | | | - Stephan Ripke
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin, Berlin, Germany
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Vassily Trubetskoy
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin, Berlin, Germany
| | - Manuel Mattheisen
- iSEQ, Center for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- Department of Biomedicine-Human Genetics, Aarhus University, Aarhus, Denmark
- Department of Clinical Neuroscience, Centre for Psychiatry Research, Karolinska Institutet, Stockholm, Sweden
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of Mental Health, University Hospital Würzburg, Würzburg, Germany
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
| | - Yunpeng Wang
- Institute of Biological Psychiatry, Mental Health Centre Sct. Hans, Copenhagen, Denmark
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Jonathan R I Coleman
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
- NIHR BRC for Mental Health, King's College London, London, UK
| | - Héléna A Gaspar
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
- NIHR BRC for Mental Health, King's College London, London, UK
| | - Christiaan A de Leeuw
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | | | | | - Maciej Trzaskowski
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia
| | - Enda M Byrne
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia
| | - Tune H Pers
- Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
- Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children's Hospital, Boston, MA, USA
| | - Peter A Holmans
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Alexander L Richards
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Liam Abbott
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
| | - Esben Agerbo
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- National Centre for Register-based Research and Centre for Integrated Register-based Research, Aarhus University, Aarhus, Denmark
| | - Huda Akil
- Molecular & Behavioral Neuroscience Institute, University of Michigan, Ann Arbor, MI, USA
| | - Diego Albani
- Department of Neuroscience, Istituto Di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy
| | - Ney Alliey-Rodriguez
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, IL, USA
| | - Thomas D Als
- iSEQ, Center for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- Department of Biomedicine-Human Genetics, Aarhus University, Aarhus, Denmark
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
| | - Adebayo Anjorin
- Department of Psychiatry, Berkshire Healthcare NHS Foundation Trust, Bracknell, UK
| | - Verneri Antilla
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Swapnil Awasthi
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin, Berlin, Germany
| | - Judith A Badner
- Department of Psychiatry, Rush University Medical Center, Chicago, IL, USA
| | - Marie Bækvad-Hansen
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | - Jack D Barchas
- Department of Psychiatry, Weill Cornell Medical College, New York, NY, USA
| | - Nicholas Bass
- Division of Psychiatry, University College London, London, UK
| | - Michael Bauer
- Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Richard Belliveau
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
| | - Sarah E Bergen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Carsten Bøcker Pedersen
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- National Centre for Register-based Research and Centre for Integrated Register-based Research, Aarhus University, Aarhus, Denmark
| | - Erlend Bøen
- Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway
| | - Marco P Boks
- Psychiatry, UMC Utrecht Brain Center Rudolf Magnus, Utrecht, the Netherlands
| | - James Boocock
- Human Genetics, University of California, Los Angeles, Los Angeles, CA, USA
| | - Monika Budde
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Munich, Germany
| | - William Bunney
- Department of Psychiatry and Human Behavior, University of California, Irvine, Irvine, CA, USA
| | - Margit Burmeister
- Molecular & Behavioral Neuroscience Institute and Department of Computational Medicine & Bioinformatics, University of Michigan, Ann Arbor, MI, USA
| | - Jonas Bybjerg-Grauholm
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | - William Byerley
- Department of Psychiatry, University of California, San Francisco, San Francisco, CA, USA
| | - Miquel Casas
- Instituto de Salud Carlos III, Biomedical Network Research Centre on Mental Health (CIBERSAM), Madrid, Spain
- Department of Psychiatry, Hospital Universitari Vall d´Hebron, Barcelona, Spain
- Department of Psychiatry and Forensic Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
- Psychiatric Genetics Unit, Group of Psychiatry Mental Health and Addictions, Vall d´Hebron Research Institut, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Felecia Cerrato
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
| | - Pablo Cervantes
- Department of Psychiatry, Mood Disorders Program, McGill University Health Center, Montreal, Quebec, Canada
| | - Kimberly Chambert
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
| | - Alexander W Charney
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Danfeng Chen
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
| | - Claire Churchhouse
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Toni-Kim Clarke
- Division of Psychiatry, University of Edinburgh, Edinburgh, Scotland
| | - William Coryell
- University of Iowa Hospitals and Clinics, Iowa City, IA, USA
| | | | - Cristiana Cruceanu
- Department of Psychiatry, Mood Disorders Program, McGill University Health Center, Montreal, Quebec, Canada
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany
| | - David Curtis
- Centre for Psychiatry, Queen Mary University of London, London, UK
- UCL Genetics Institute, University College London, London, UK
| | - Piotr M Czerski
- Department of Psychiatry, Laboratory of Psychiatric Genetics, Poznan University of Medical Sciences, Poznan, Poland
| | - Anders M Dale
- Department of Neurosciences, University of California, San Diego, La Jolla, CA, USA
- Department of Radiology, University of California, San Diego, La Jolla, CA, USA
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
- Department of Cognitive Science, University of California, San Diego, La Jolla, CA, USA
| | - Simone de Jong
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
- NIHR BRC for Mental Health, King's College London, London, UK
| | - Franziska Degenhardt
- Institute of Human Genetics, University of Bonn School of Medicine & University Hospital Bonn, Bonn, Germany
| | - Jurgen Del-Favero
- Applied Molecular Genomics Unit, VIB Department of Molecular Genetics, University of Antwerp, Antwerp, Belgium
| | - J Raymond DePaulo
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Srdjan Djurovic
- Department of Medical Genetics, Oslo University Hospital Ullevål, Oslo, Norway
- NORMENT, KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Amanda L Dobbyn
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ashley Dumont
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
| | - Torbjørn Elvsåshagen
- Department of Neurology, Oslo University Hospital, Oslo, Norway
- NORMENT, KG Jebsen Centre for Psychosis Research, Oslo University Hospital, Oslo, Norway
| | - Valentina Escott-Price
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Chun Chieh Fan
- Department of Cognitive Science, University of California, San Diego, La Jolla, CA, USA
| | - Sascha B Fischer
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - Matthew Flickinger
- Center for Statistical Genetics and Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA
| | - Tatiana M Foroud
- Department of Medical & Molecular Genetics, Indiana University, Indianapolis, IN, USA
| | - Liz Forty
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Josef Frank
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Christine Fraser
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Nelson B Freimer
- Center for Neurobehavioral Genetics, University of California, Los Angeles, Los Angeles, CA, USA
| | - Louise Frisén
- Department of Molecular Medicine and Surgery, Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
- Department of Clinical Neuroscience, Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
- Child and Adolescent Psychiatry Research Center, Stockholm, Sweden
| | - Katrin Gade
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Munich, Germany
- Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany
| | - Diane Gage
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
| | - Julie Garnham
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Claudia Giambartolomei
- Department of Pathology and Laboratory Medicine, University of California, Los Angeles, Los Angeles, CA, USA
| | - Marianne Giørtz Pedersen
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- National Centre for Register-based Research and Centre for Integrated Register-based Research, Aarhus University, Aarhus, Denmark
| | - Jaqueline Goldstein
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
| | - Scott D Gordon
- Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | | | - Elaine K Green
- School of Biomedical Sciences, Plymouth University Peninsula Schools of Medicine and Dentistry, University of Plymouth, Plymouth, UK
| | - Melissa J Green
- School of Psychiatry, University of New South Wales, Sydney, New South Wales, Australia
- Neuroscience Research Australia, Sydney, New South Wales, Australia
| | - Tiffany A Greenwood
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Jakob Grove
- iSEQ, Center for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- Department of Biomedicine-Human Genetics, Aarhus University, Aarhus, Denmark
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Bioinformatics Research Centre, Aarhus University, Aarhus, Denmark
| | - Weihua Guan
- Biostatistics, University of Minnesota System, Minneapolis, MN, USA
| | - José Guzman-Parra
- Mental Health Department, University Regional Hospital, Biomedicine Institute (IBIMA), Málaga, Spain
| | - Marian L Hamshere
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Martin Hautzinger
- Department of Psychology, Eberhard Karls Universität Tübingen, Tubingen, Germany
| | - Urs Heilbronner
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Munich, Germany
| | - Stefan Herms
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Human Genetics, University of Bonn School of Medicine & University Hospital Bonn, Bonn, Germany
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - Maria Hipolito
- Department of Psychiatry and Behavioral Sciences, Howard University Hospital, Washington, DC, USA
| | - Per Hoffmann
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Human Genetics, University of Bonn School of Medicine & University Hospital Bonn, Bonn, Germany
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - Dominic Holland
- Department of Neurosciences, University of California, San Diego, La Jolla, CA, USA
- Center for Multimodal Imaging and Genetics, University of California, San Diego, La Jolla, CA, USA
| | - Laura Huckins
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Stéphane Jamain
- Psychiatrie Translationnelle, Inserm U955, Créteil, France
- Faculté de Médecine, Université Paris Est, Créteil, France
| | - Jessica S Johnson
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Anders Juréus
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Radhika Kandaswamy
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Robert Karlsson
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - James L Kennedy
- Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Onatario, Canada
- Neurogenetics Section, Centre for Addiction and Mental Health, Toronto, Ontario, Canada
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
- Institute of Medical Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Sarah Kittel-Schneider
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt am Main, Germany
| | - James A Knowles
- Cell Biology, SUNY Downstate Medical Center College of Medicine, Brooklyn, NY, USA
- Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, NY, USA
| | | | - Anna C Koller
- Institute of Human Genetics, University of Bonn School of Medicine & University Hospital Bonn, Bonn, Germany
| | - Ralph Kupka
- Psychiatry, Altrecht, Utrecht, the Netherlands
- Psychiatry, GGZ inGeest, Amsterdam, the Netherlands
- Psychiatry, VU Medisch Centrum, Amsterdam, the Netherlands
| | - Catharina Lavebratt
- Department of Molecular Medicine and Surgery, Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Jacob Lawrence
- Department of, rth East London NHS Foundation Trust, Ilford, UK
| | - William B Lawson
- Department of Psychiatry and Behavioral Sciences, Howard University Hospital, Washington, DC, USA
| | - Markus Leber
- Department of Neurodegenerative Diseases and Geropsychiatry, University Hospital Bonn, Bonn, Germany
| | - Phil H Lee
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
- Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Shawn E Levy
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
| | - Jun Z Li
- Department of Human Genetics, University of Michigan, Ann Arbor, MI, USA
| | - Chunyu Liu
- Department of Psychiatry, University of Illinois at Chicago College of Medicine, Chicago, IL, USA
| | | | - Anna Maaser
- Institute of Human Genetics, University of Bonn School of Medicine & University Hospital Bonn, Bonn, Germany
| | - Donald J MacIntyre
- Mental Health, NHS 24, Glasgow, UK
- Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK
| | - Pamela B Mahon
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA
| | - Wolfgang Maier
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, Germany
| | - Lina Martinsson
- Department of Clinical Neuroscience, Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Steve McCarroll
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
- Department of Genetics, Harvard Medical School, Boston, MA, USA
| | - Peter McGuffin
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Melvin G McInnis
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - James D McKay
- Genetic Cancer Susceptibility Group, International Agency for Research on Cancer, Lyon, France
| | - Helena Medeiros
- Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, NY, USA
| | - Sarah E Medland
- Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Fan Meng
- Molecular & Behavioral Neuroscience Institute, University of Michigan, Ann Arbor, MI, USA
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Lili Milani
- Estonian Genome Center, University of Tartu, Tartu, Estonia
| | - Grant W Montgomery
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia
| | - Derek W Morris
- Discipline of Biochemistry, Neuroimaging and Cognitive Genomics (NICOG) Centre, National University of Ireland, Galway, Galway, Ireland
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity Translational Medicine Institute, Trinity College Dublin, Dublin, Ireland
| | - Thomas W Mühleisen
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany
| | - Niamh Mullins
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
| | - Hoang Nguyen
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Caroline M Nievergelt
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
- Research/Psychiatry, Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
| | | | - Evaristus A Nwulia
- Department of Psychiatry and Behavioral Sciences, Howard University Hospital, Washington, DC, USA
| | - Claire O'Donovan
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Loes M Olde Loohuis
- Center for Neurobehavioral Genetics, University of California, Los Angeles, Los Angeles, CA, USA
| | - Anil P S Ori
- Center for Neurobehavioral Genetics, University of California, Los Angeles, Los Angeles, CA, USA
| | - Lilijana Oruc
- Department of Clinical Psychiatry, Psychiatry Clinic, Clinical Center University of Sarajevo, Sarajevo, Bosnia and Herzegovina
| | - Urban Ösby
- Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Roy H Perlis
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Division of Clinical Research, Massachusetts General Hospital, Boston, MA, USA
| | - Amy Perry
- Department of Psychological Medicine, University of Worcester, Worcester, UK
| | - Andrea Pfennig
- Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - James B Potash
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Shaun M Purcell
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Brigham and Women's Hospital, Boston, MA, USA
| | - Eline J Regeer
- Outpatient Clinic for Bipolar Disorder, Altrecht, Utrecht, the Netherlands
| | - Andreas Reif
- Department of Psychiatry, Psychosomatic Medicine and Psychotherapy, University Hospital Frankfurt, Frankfurt am Main, Germany
| | - Céline S Reinbold
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - John P Rice
- Department of Psychiatry, Washington University in Saint Louis, Saint Louis, MO, USA
| | - Fabio Rivas
- Mental Health Department, University Regional Hospital, Biomedicine Institute (IBIMA), Málaga, Spain
| | - Margarita Rivera
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
- Department of Biochemistry and Molecular Biology II, Institute of Neurosciences, Center for Biomedical Research, University of Granada, Granada, Spain
| | - Panos Roussos
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Douglas M Ruderfer
- Medicine, Psychiatry, Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Euijung Ryu
- Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Cristina Sánchez-Mora
- Instituto de Salud Carlos III, Biomedical Network Research Centre on Mental Health (CIBERSAM), Madrid, Spain
- Department of Psychiatry, Hospital Universitari Vall d´Hebron, Barcelona, Spain
- Psychiatric Genetics Unit, Group of Psychiatry Mental Health and Addictions, Vall d´Hebron Research Institut, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Alan F Schatzberg
- Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Stanford, CA, USA
| | | | | | - Cynthia Shannon Weickert
- School of Psychiatry, University of New South Wales, Sydney, New South Wales, Australia
- Neuroscience Research Australia, Sydney, New South Wales, Australia
| | - Tatyana Shehktman
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Paul D Shilling
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Engilbert Sigurdsson
- Faculty of Medicine, Department of Psychiatry, School of Health Sciences, University of Iceland, Reykjavik, Iceland
| | - Claire Slaney
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Olav B Smeland
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT, University of Oslo, Oslo, Norway
| | - Janet L Sobell
- Psychiatry and the Behavioral Sciences, University of Southern California, Los Angeles, CA, USA
| | - Christine Søholm Hansen
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | | | - David St Clair
- Institute for Medical Sciences, University of Aberdeen, Aberdeen, UK
| | - Michael Steffens
- Research Division, Federal Institute for Drugs and Medical Devices (BfArM), Bonn, Germany
| | - John S Strauss
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
- Centre for Addiction and Mental Health, Toronto, Onatario, Canada
| | - Fabian Streit
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Jana Strohmaier
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | | | - Robert C Thompson
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | | | - Jens Treutlein
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Helmut Vedder
- Department of Psychiatry, Psychiatrisches Zentrum Nordbaden, Wiesloch, Germany
| | - Weiqing Wang
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Stanley J Watson
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Thomas W Weickert
- School of Psychiatry, University of New South Wales, Sydney, New South Wales, Australia
- Neuroscience Research Australia, Sydney, New South Wales, Australia
| | - Stephanie H Witt
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Simon Xi
- Computational Sciences Center of Emphasis, Pfizer Global Research and Development, Cambridge, MA, USA
| | - Wei Xu
- Department of Biostatistics, Princess Margaret Cancer Centre, Toronto, Onatario, Canada
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Allan H Young
- Psychological Medicine, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Peter Zandi
- Department of Mental Health, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA
| | - Peng Zhang
- Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Sebastian Zöllner
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Rolf Adolfsson
- Department of Clinical Sciences, Psychiatry, Umeå University Medical Faculty, Umeå, Sweden
| | - Ingrid Agartz
- Department of Clinical Neuroscience, Centre for Psychiatry Research, Karolinska Institutet, Stockholm, Sweden
- Department of Psychiatric Research, Diakonhjemmet Hospital, Oslo, Norway
- NORMENT, KG Jebsen Centre for Psychosis Research, Division of Mental Health and Addiction, Institute of Clinical Medicine and Diakonhjemmet Hospital, University of Oslo, Oslo, Norway
| | - Martin Alda
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
- National Institute of Mental Health, Klecany, Czech Republic
| | - Lena Backlund
- Department of Clinical Neuroscience, Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Bernhard T Baune
- Department of Psychiatry, University of Melbourne, Melbourne, Victoria, Australia
- Department of Psychiatry, University of Munster, Munster, Germany
| | - Frank Bellivier
- Department of Psychiatry and Addiction Medicine, Assistance Publique-Hopitaux de Paris, Paris, France
- Paris Bipolar and TRD Expert Centres, FondaMental Foundation, Paris, France
- UMR-S1144 Team 1: Biomarkers of relapse and therapeutic response in addiction and mood disorders, INSERM, Paris, France
- Department of Psychiatry, Université Paris Diderot, Paris, France
| | - Wade H Berrettini
- Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA
| | | | | | - Michael Boehnke
- Center for Statistical Genetics and Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA
| | - Anders D Børglum
- iSEQ, Center for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- Department of Biomedicine-Human Genetics, Aarhus University, Aarhus, Denmark
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
| | - Aiden Corvin
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity Translational Medicine Institute, Trinity College Dublin, Dublin, Ireland
| | - Nicholas Craddock
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Mark J Daly
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Udo Dannlowski
- Department of Psychiatry, University of Munster, Munster, Germany
| | - Tõnu Esko
- Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
- Department of Genetics, Harvard Medical School, Boston, MA, USA
- Estonian Genome Center, University of Tartu, Tartu, Estonia
- Division of Endocrinology, Children's Hospital Boston, Boston, MA, USA
| | - Bruno Etain
- Department of Psychiatry and Addiction Medicine, Assistance Publique-Hopitaux de Paris, Paris, France
- UMR-S1144 Team 1: Biomarkers of relapse and therapeutic response in addiction and mood disorders, INSERM, Paris, France
- Department of Psychiatry, Université Paris Diderot, Paris, France
- Centre for Affective Disorders, Institute of Psychiatry, Psychology and Neuroscience, London, UK
| | - Mark Frye
- Department of Psychiatry & Psychology, Mayo Clinic, Rochester, MN, USA
| | - Janice M Fullerton
- Neuroscience Research Australia, Sydney, New South Wales, Australia
- School of Medical Sciences, University of New South Wales, Sydney, New South Wales, Australia
| | - Elliot S Gershon
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, IL, USA
- Department of Human Genetics, University of Chicago, Chicago, IL, USA
| | - Michael Gill
- Neuropsychiatric Genetics Research Group, Department of Psychiatry and Trinity Translational Medicine Institute, Trinity College Dublin, Dublin, Ireland
| | - Fernando Goes
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Maria Grigoroiu-Serbanescu
- Biometric Psychiatric Genetics Research Unit, Alexandru Obregia Clinical Psychiatric Hospital, Bucharest, Romania
| | - Joanna Hauser
- Department of Psychiatry, Laboratory of Psychiatric Genetics, Poznan University of Medical Sciences, Poznan, Poland
| | - David M Hougaard
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark
| | - Christina M Hultman
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Ian Jones
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Lisa A Jones
- Department of Psychological Medicine, University of Worcester, Worcester, UK
| | - René S Kahn
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Psychiatry, UMC Utrecht Brain Center Rudolf Magnus, Utrecht, the Netherlands
| | - George Kirov
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Mikael Landén
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Institute of Neuroscience and Physiology, University of Gothenburg, Gothenburg, Sweden
| | - Marion Leboyer
- Faculté de Médecine, Université Paris Est, Créteil, France
- Department of Psychiatry and Addiction Medicine, Assistance Publique-Hopitaux de Paris, Paris, France
- INSERM, Paris, France
| | - Cathryn M Lewis
- MRC Social, Genetic and Developmental Psychiatry Centre, King's College London, London, UK
- NIHR BRC for Mental Health, King's College London, London, UK
- Department of Medical & Molecular Genetics, King's College London, London, UK
| | - Qingqin S Li
- Neuroscience Therapeutic Area, Janssen Research and Development, LLC, Titusville, NJ, USA
| | - Jolanta Lissowska
- Cancer Epidemiology and Prevention, M. Sklodowska-Curie Cancer Center and Institute of Oncology, Warsaw, Poland
| | - Nicholas G Martin
- Genetics and Computational Biology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- School of Psychology, The University of Queensland, Brisbane, Queensland, Australia
| | - Fermin Mayoral
- Mental Health Department, University Regional Hospital, Biomedicine Institute (IBIMA), Málaga, Spain
| | | | - Andrew M McIntosh
- Division of Psychiatry, University of Edinburgh, Edinburgh, Scotland
- Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK
| | - Francis J McMahon
- Human Genetics Branch, Intramural Research Program, National Institute of Mental Health, Bethesda, MD, USA
| | - Ingrid Melle
- Division of Mental Health and Addiction and Institute of Clinical Medicine, Oslo University Hospital and University of Oslo, Oslo, Norway
| | - Andres Metspalu
- Estonian Genome Center, University of Tartu, Tartu, Estonia
- Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
| | - Philip B Mitchell
- School of Psychiatry, University of New South Wales, Sydney, New South Wales, Australia
| | - Gunnar Morken
- Mental Health, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology-NTNU, Trondheim, Norway
- Department of Psychiatry, St Olavs University Hospital, Trondheim, Norway
| | - Ole Mors
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Psychosis Research Unit, Aarhus University Hospital, Risskov, Denmark
| | - Preben Bo Mortensen
- iSEQ, Center for Integrative Sequencing, Aarhus University, Aarhus, Denmark
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- National Centre for Register-based Research and Centre for Integrated Register-based Research, Aarhus University, Aarhus, Denmark
| | - Bertram Müller-Myhsok
- Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
- University of Liverpool, Liverpool, UK
| | - Richard M Myers
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
| | - Benjamin M Neale
- Medical and Population Genetics, Broad Institute, Cambridge, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | | | - Merete Nordentoft
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Mental Health Services in the Capital Region of Denmark, Mental Health Center Copenhagen, University of Copenhagen, Copenhagen, Denmark
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn School of Medicine & University Hospital Bonn, Bonn, Germany
| | - Michael C O'Donovan
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Ketil J Oedegaard
- Division of Psychiatry, Haukeland Universitetssjukehus, Bergen, Norway
- Faculty of Medicine and Dentistry, University of Bergen, Bergen, Norway
| | - Michael J Owen
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
| | - Sara A Paciga
- Human Genetics and Computational Biomedicine, Pfizer Global Research and Development, Groton, CT, USA
| | - Carlos Pato
- Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, NY, USA
- College of Medicine Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, NY, USA
| | - Michele T Pato
- Institute for Genomic Health, SUNY Downstate Medical Center College of Medicine, Brooklyn, NY, USA
| | - Danielle Posthuma
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
- Department of Clinical Genetics, Amsterdam Neuroscience, Vrije Universiteit Medical Center, Amsterdam, the Netherlands
| | - Josep Antoni Ramos-Quiroga
- Instituto de Salud Carlos III, Biomedical Network Research Centre on Mental Health (CIBERSAM), Madrid, Spain
- Department of Psychiatry, Hospital Universitari Vall d´Hebron, Barcelona, Spain
- Department of Psychiatry and Forensic Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain
- Psychiatric Genetics Unit, Group of Psychiatry Mental Health and Addictions, Vall d´Hebron Research Institut, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Marta Ribasés
- Instituto de Salud Carlos III, Biomedical Network Research Centre on Mental Health (CIBERSAM), Madrid, Spain
- Department of Psychiatry, Hospital Universitari Vall d´Hebron, Barcelona, Spain
- Psychiatric Genetics Unit, Group of Psychiatry Mental Health and Addictions, Vall d´Hebron Research Institut, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Marcella Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Guy A Rouleau
- Department of Neurology and Neurosurgery, McGill University, Faculty of Medicine, Montreal, Quebec, Canada
- Montreal Neurological Institute and Hospital, Montreal, Quebec, Canada
| | - Martin Schalling
- Department of Molecular Medicine and Surgery, Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Peter R Schofield
- Neuroscience Research Australia, Sydney, New South Wales, Australia
- School of Medical Sciences, University of New South Wales, Sydney, New South Wales, Australia
| | - Thomas G Schulze
- Institute of Psychiatric Phenomics and Genomics, University Hospital, LMU Munich, Munich, Germany
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany
- Human Genetics Branch, Intramural Research Program, National Institute of Mental Health, Bethesda, MD, USA
| | - Alessandro Serretti
- Department of Biomedical and NeuroMotor Sciences, University of Bologna, Bologna, Italy
| | - Jordan W Smoller
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
- Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | | | - Kari Stefansson
- deCODE Genetics/Amgen, Reykjavik, Iceland
- Faculty of Medicine, Department of Psychiatry, School of Health Sciences, University of Iceland, Reykjavik, Iceland
| | - Eystein Stordal
- Department of Psychiatry, Hospital Namsos, Namsos, Norway
- Department of Mental Health, Norwegian University of Science and Technology, Trondheim, Norway
| | - Patrick F Sullivan
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Gustavo Turecki
- Department of Psychiatry, McGill University, Montreal, Quebec, Canada
| | - Arne E Vaaler
- Department of Psychiatry, Sankt Olavs Hospital Universitetssykehuset i Trondheim, Trondheim, Norway
| | - Eduard Vieta
- Clinical Institute of Neuroscience, Hospital Clinic, University of Barcelona, IDIBAPS, CIBERSAM, Barcelona, Spain
| | - John B Vincent
- Centre for Addiction and Mental Health, Toronto, Onatario, Canada
| | - Thomas Werge
- iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Aarhus, Denmark
- Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen, Roskilde, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
| | - John I Nurnberger
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Naomi R Wray
- Queensland Brain Institute, The University of Queensland, Brisbane, Queensland, Australia
- Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia
| | - Arianna Di Florio
- Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Division of Psychological Medicine and Clinical Neurosciences, Cardiff University, Cardiff, England
- Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Howard J Edenberg
- Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Sven Cichon
- Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Human Genetics, University of Bonn School of Medicine & University Hospital Bonn, Bonn, Germany
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany
| | - Roel A Ophoff
- Psychiatry, UMC Utrecht Brain Center Rudolf Magnus, Utrecht, the Netherlands
- Human Genetics, University of California, Los Angeles, Los Angeles, CA, USA
- Center for Neurobehavioral Genetics, University of California, Los Angeles, Los Angeles, CA, USA
| | - Laura J Scott
- Center for Statistical Genetics and Department of Biostatistics, University of Michigan, Ann Arbor, MI, USA
| | - Ole A Andreassen
- Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
- NORMENT, University of Oslo, Oslo, Norway
| | - John Kelsoe
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA.
| | - Pamela Sklar
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| |
Collapse
|
14
|
Kalman JL, Papiol S, Forstner AJ, Heilbronner U, Degenhardt F, Strohmaier J, Adli M, Adorjan K, Akula N, Alda M, Anderson‐Schmidt H, Andlauer TFM, Anghelescu I, Ardau R, Arias B, Arolt V, Aubry J, Backlund L, Bartholdi K, Bauer M, Baune BT, Becker T, Bellivier F, Benabarre A, Bengesser S, Bhattacharjee AK, Biernacka JM, Birner A, Brichant‐Petitjean C, Budde M, Cervantes P, Chillotti C, Cichon S, Clark SR, Colom F, Comes AL, Cruceanu C, Czerski PM, Dannlowski U, Dayer A, Del Zompo M, DePaulo JR, Dietrich DE, Étain B, Ethofer T, Falkai P, Fallgatter A, Figge C, Flatau L, Folkerts H, Frisen L, Frye MA, Fullerton JM, Gade K, Gard S, Garnham JS, Goes FS, Grigoroiu‐Serbanescu M, Gryaznova A, Hake M, Hauser J, Herms S, Hoffmann P, Hou L, Jäger M, Jamain S, Jiménez E, Juckel G, Kahn J, Kassem L, Kelsoe J, Kittel‐Schneider S, Kliwicki S, Klohn‐Sagatholislam F, Koller M, König B, Konrad C, Lackner N, Laje G, Landén M, Lang FU, Lavebratt C, Leboyer M, Leckband SG, Maj M, Manchia M, Martinsson L, McCarthy MJ, McElroy SL, McMahon FJ, Mitchell PB, Mitjans M, Mondimore FM, Monteleone P, Nieratschker V, Nievergelt CM, Novák T, Ösby U, Pfennig A, Potash JB, Reich‐Erkelenz D, Reif A, Reimer J, Reininghaus E, Reitt M, Ripke S, Rouleau GA, Rybakowski JK, Schalling M, Scherk H, Schmauß M, Schofield PR, Schubert KO, Schulte EC, Schulz S, Senner F, Severino G, Shekhtman T, Shilling PD, Simhandl C, Slaney CM, Spitzer C, Squassina A, Stamm T, Stegmaier S, Stierl S, Stopkova P, Thiel A, Tighe SK, Tortorella A, Turecki G, Vieta E, Veeh J, von Hagen M, Wigand ME, Wiltfang J, Witt S, Wright A, Zandi PP, Zimmermann J, Nöthen M, Rietschel M, Schulze TG. Investigating polygenic burden in age at disease onset in bipolar disorder: Findings from an international multicentric study. Bipolar Disord 2019; 21:68-75. [PMID: 29956436 PMCID: PMC6585855 DOI: 10.1111/bdi.12659] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
OBJECTIVES Bipolar disorder (BD) with early disease onset is associated with an unfavorable clinical outcome and constitutes a clinically and biologically homogenous subgroup within the heterogeneous BD spectrum. Previous studies have found an accumulation of early age at onset (AAO) in BD families and have therefore hypothesized that there is a larger genetic contribution to the early-onset cases than to late onset BD. To investigate the genetic background of this subphenotype, we evaluated whether an increased polygenic burden of BD- and schizophrenia (SCZ)-associated risk variants is associated with an earlier AAO in BD patients. METHODS A total of 1995 BD type 1 patients from the Consortium of Lithium Genetics (ConLiGen), PsyCourse and Bonn-Mannheim samples were genotyped and their BD and SCZ polygenic risk scores (PRSs) were calculated using the summary statistics of the Psychiatric Genomics Consortium as a training data set. AAO was either separated into onset groups of clinical interest (childhood and adolescence [≤18 years] vs adulthood [>18 years]) or considered as a continuous measure. The associations between BD- and SCZ-PRSs and AAO were evaluated with regression models. RESULTS BD- and SCZ-PRSs were not significantly associated with age at disease onset. Results remained the same when analyses were stratified by site of recruitment. CONCLUSIONS The current study is the largest conducted so far to investigate the association between the cumulative BD and SCZ polygenic risk and AAO in BD patients. The reported negative results suggest that such a polygenic influence, if there is any, is not large, and highlight the importance of conducting further, larger scale studies to obtain more information on the genetic architecture of this clinically relevant phenotype.
Collapse
Affiliation(s)
- Janos L Kalman
- Institute of Psychiatric Phenomics and Genomics (IPPG)University HospitalLMU MunichMunichGermany,Department of Psychiatry and PsychotherapyLudwig‐Maximilians‐University MunichMunichGermany,International Max Planck Research School for Translational Psychiatry (IMPRS‐TP)MunichGermany
| | - Sergi Papiol
- Institute of Psychiatric Phenomics and Genomics (IPPG)University HospitalLMU MunichMunichGermany,Department of Psychiatry and PsychotherapyLudwig‐Maximilians‐University MunichMunichGermany,Instituto de Salud Carlos IIIBiomedical Network Research Centre on Mental Health (CIBERSAM)BarcelonaSpain
| | - Andreas J Forstner
- Institute of Human GeneticsUniversity of Bonn and Department of GenomicsLife & Brain CenterBonnGermany,Department of Psychiatry (UPK)University of BaselBaselSwitzerland,Human Genomics Research GroupDepartment of BiomedicineUniversity of BaselBaselSwitzerland
| | - Urs Heilbronner
- Institute of Psychiatric Phenomics and Genomics (IPPG)University HospitalLMU MunichMunichGermany,Department of Psychiatry and PsychotherapyUniversity Medical Center (UMG)Georg‐August University GöttingenGöttingenGermany
| | - Franziska Degenhardt
- Institute of Human GeneticsUniversity of Bonn and Department of GenomicsLife & Brain CenterBonnGermany
| | - Jana Strohmaier
- Department of Genetic Epidemiology in PsychiatryCentral Institute of Mental HealthMedical Faculty MannheimUniversity of HeidelbergMannheimGermany
| | - Mazda Adli
- Department of Psychiatry and PsychotherapyCharité ‐ Universitätsmedizin BerlinBerlinGermany
| | - Kristina Adorjan
- Institute of Psychiatric Phenomics and Genomics (IPPG)University HospitalLMU MunichMunichGermany,Department of Psychiatry and PsychotherapyLudwig‐Maximilians‐University MunichMunichGermany
| | - Nirmala Akula
- Intramural Research ProgramNational Institute of Mental HealthNational Institutes of HealthUS Dept of Health & Human ServicesBethesdaMDUSA
| | - Martin Alda
- Department of PsychiatryDalhousie UniversityHalifaxNSCanada
| | - Heike Anderson‐Schmidt
- Institute of Psychiatric Phenomics and Genomics (IPPG)University HospitalLMU MunichMunichGermany,Department of Psychiatry and PsychotherapyUniversity Medical Center (UMG)Georg‐August University GöttingenGöttingenGermany
| | | | | | - Raffaella Ardau
- Unit of Clinical PharmacologyHospital University Agency of CagliariCagliariItaly
| | - Bárbara Arias
- Departament Biologia EvolutivaEcologia i Ciències AmbientalsFacultat de BiologiaInstitut de Biomedicina de la Universitat de Barcelona (IBUB)CIBERSAMUniversitat de BarcelonaBarcelonaSpain
| | - Volker Arolt
- Department of PsychiatryUniversity of MünsterMünsterGermany
| | - Jean‐Michel Aubry
- Mood Disorders UnitDepartment of PsychiatryHUG ‐ Geneva University HospitalsGenevaSwitzerland
| | - Lena Backlund
- Department of Molecular Medicine and SurgeryKarolinska Institutet and The Centre for Psychiatric ResearchStockholmSweden
| | - Kim Bartholdi
- Institute of Psychiatric Phenomics and Genomics (IPPG)University HospitalLMU MunichMunichGermany
| | - Michael Bauer
- Department of Psychiatry and PsychotherapyCarl Gustav Carus University HospitalTechnische Universität DresdenDresdenGermany
| | - Bernhard T Baune
- Discipline of PsychiatryRoyal Adelaide HospitalAdelaide School of Medical SchoolineThe University of AdelaideAdelaideSAAustralia
| | - Thomas Becker
- Department of Psychiatry IIUlm UniversityBezirkskrankenhaus GünzburgGünzburgGermany
| | - Frank Bellivier
- INSERM UMR‐S 1144 ‐ Université Paris DiderotPôle de PsychiatrieAP‐HP, Groupe Hospitalier Lariboisière‐F. WidalParisFrance
| | - Antonio Benabarre
- Bipolar Disorders ProgramInstitute of NeurosciencesHospital ClinicUniversity of BarcelonaIDIBAPS, CIBERSAMBarcelonaSpain
| | | | | | | | | | - Clara Brichant‐Petitjean
- INSERM UMR‐S 1144 ‐ Université Paris DiderotPôle de PsychiatrieAP‐HP, Groupe Hospitalier Lariboisière‐F. WidalParisFrance
| | - Monika Budde
- Institute of Psychiatric Phenomics and Genomics (IPPG)University HospitalLMU MunichMunichGermany
| | - Pablo Cervantes
- Mood Disorders ProgramMcGill University Health CentreMontrealQCCanada
| | - Caterina Chillotti
- Unit of Clinical PharmacologyHospital University Agency of CagliariCagliariItaly
| | - Sven Cichon
- Institute of Human GeneticsUniversity of Bonn and Department of GenomicsLife & Brain CenterBonnGermany,Human Genomics Research GroupDepartment of BiomedicineUniversity of BaselBaselSwitzerland
| | - Scott R Clark
- Discipline of PsychiatryRoyal Adelaide HospitalAdelaide School of Medical SchoolineThe University of AdelaideAdelaideSAAustralia
| | - Francesc Colom
- Mental Health ProgramIMIM (Hospital del Mar Medical Research Institute)CIBERSAM BarcelonaCatoloniaSpain
| | - Ashley L Comes
- Institute of Psychiatric Phenomics and Genomics (IPPG)University HospitalLMU MunichMunichGermany,International Max Planck Research School for Translational Psychiatry (IMPRS‐TP)MunichGermany
| | - Cristiana Cruceanu
- Max Planck Institute of PsychiatryMunichGermany,Mood Disorders ProgramMcGill University Health CentreMontrealQCCanada
| | - Piotr M Czerski
- Laboratory of Psychiatric GeneticsPoznan University of Medical SciencesPoznanPoland
| | - Udo Dannlowski
- Department of PsychiatryUniversity of MünsterMünsterGermany
| | - Alexandre Dayer
- Mood Disorders UnitDepartment of PsychiatryHUG ‐ Geneva University HospitalsGenevaSwitzerland
| | - Maria Del Zompo
- Department of Biomedical SciencesUniversity of CagliariCagliariItaly
| | - Jay Raymond DePaulo
- Department of Psychiatry and Behavioral SciencesJohns Hopkins UniversityBaltimoreMDUSA
| | | | - Bruno Étain
- INSERM UMR‐S 1144 ‐ Université Paris DiderotPôle de PsychiatrieAP‐HP, Groupe Hospitalier Lariboisière‐F. WidalParisFrance
| | - Thomas Ethofer
- Department of Psychiatry and PsychotherapyNeurophysiology & Interventional NeuropsychiatryUniversity of TübingenTübingenGermany
| | - Peter Falkai
- Department of Psychiatry and PsychotherapyLudwig‐Maximilians‐University MunichMunichGermany
| | - Andreas Fallgatter
- Department of Psychiatry and PsychotherapyNeurophysiology & Interventional NeuropsychiatryUniversity of TübingenTübingenGermany
| | - Christian Figge
- Karl‐Jaspers ClinicEuropean Medical School Oldenburg‐GroningenOldenburgGermany
| | - Laura Flatau
- Institute of Psychiatric Phenomics and Genomics (IPPG)University HospitalLMU MunichMunichGermany
| | - Here Folkerts
- Department of Psychiatry, Psychotherapy and PsychosomaticsClinical Center WilhelmshavenWilhelmshavenGermany
| | - Louise Frisen
- Department of Molecular Medicine and SurgeryKarolinska Institutet and The Centre for Psychiatric ResearchStockholmSweden
| | | | - Janice M Fullerton
- Neuroscience Research AustraliaSydneyNSWAustralia,School of Medical SciencesUniversity of New South WalesSydneyNSWAustralia
| | - Katrin Gade
- Institute of Psychiatric Phenomics and Genomics (IPPG)University HospitalLMU MunichMunichGermany,Department of Psychiatry and PsychotherapyUniversity Medical Center (UMG)Georg‐August University GöttingenGöttingenGermany
| | | | | | - Fernando S Goes
- Department of Psychiatry and Behavioral SciencesJohns Hopkins UniversityBaltimoreMDUSA
| | - Maria Grigoroiu‐Serbanescu
- Biometric Psychiatric Genetics Research UnitAlexandru Obregia Clinical Psychiatric HospitalBucharestRomania
| | - Anna Gryaznova
- Institute of Psychiatric Phenomics and Genomics (IPPG)University HospitalLMU MunichMunichGermany
| | - Maria Hake
- Institute of Psychiatric Phenomics and Genomics (IPPG)University HospitalLMU MunichMunichGermany
| | - Joanna Hauser
- Laboratory of Psychiatric GeneticsPoznan University of Medical SciencesPoznanPoland
| | - Stefan Herms
- Institute of Human GeneticsUniversity of Bonn and Department of GenomicsLife & Brain CenterBonnGermany,Human Genomics Research GroupDepartment of BiomedicineUniversity of BaselBaselSwitzerland
| | - Per Hoffmann
- Institute of Human GeneticsUniversity of Bonn and Department of GenomicsLife & Brain CenterBonnGermany,Human Genomics Research GroupDepartment of BiomedicineUniversity of BaselBaselSwitzerland
| | - Liping Hou
- Intramural Research ProgramNational Institute of Mental HealthNational Institutes of HealthUS Dept of Health & Human ServicesBethesdaMDUSA
| | - Markus Jäger
- Department of Psychiatry IIUlm UniversityBezirkskrankenhaus GünzburgGünzburgGermany
| | - Stephane Jamain
- INSERM U955 Equipe 15 ‐ Psychiatrie GenetiqueHopital Henri MondorCreteilCedexFrance
| | - Esther Jiménez
- Bipolar Disorders ProgramInstitute of NeurosciencesHospital ClinicUniversity of BarcelonaIDIBAPS, CIBERSAMBarcelonaSpain
| | - Georg Juckel
- Department of PsychiatryRuhr University BochumLWL University HospitalBochumGermany
| | - Jean‐Pierre Kahn
- Service de Psychiatrie et Psychologie CliniqueCentre Psychothérapique de Nancy ‐ Université de LorraineNancyFrance
| | - Layla Kassem
- Human Genetics BranchSection on Genetic Basis of Mood and Anxiety DisordersNational Institutes of HealthBethesdaMDUSA
| | - John Kelsoe
- Department of PsychiatryUniversity of California San DiegoSan DiegoCAUSA
| | - Sarah Kittel‐Schneider
- Department of Psychiatry, Psychosomatic Medicine and PsychotherapyUniversity Hospital FrankfurtFrankfurtGermany
| | - Sebastian Kliwicki
- Department of Adult PsychiatryPoznan University of Medical SciencesPoznanPoland
| | - Farah Klohn‐Sagatholislam
- Institute of Psychiatric Phenomics and Genomics (IPPG)University HospitalLMU MunichMunichGermany,Department of Psychiatry and PsychotherapyLudwig‐Maximilians‐University MunichMunichGermany
| | | | | | - Carsten Konrad
- Department of Psychiatry and PsychotherapyAgaplesion DiakonieklinikumRotenburgGermany
| | | | - Gonzalo Laje
- Intramural Research ProgramNational Institute of Mental HealthNational Institutes of HealthUS Dept of Health & Human ServicesBethesdaMDUSA
| | - Mikael Landén
- Gothenburg UniversitySahlgrenska AcademyGothenburgSweden,Department of Medical Epidemiology and BiostatisticsKarolinska InstitutetStockholmSweden
| | - Fabian U Lang
- Department of Psychiatry IIUlm UniversityBezirkskrankenhaus GünzburgGünzburgGermany
| | | | - Marion Leboyer
- INSERM U955 Equipe 15 ‐ Psychiatrie GenetiqueHopital Henri MondorCreteilCedexFrance,Assistance Publique‐Hôpitaux de ParisHôpital Albert Chenevier ‐ Henri MondorPôle de PsychiatrieCréteilFrance
| | - Susan G Leckband
- Department of PharmacyVA San Diego Healthcare SystemSan DiegoCAUSA
| | - Mario Maj
- Department of PsychiatryCampania University L. VanvitelliNaplesItaly
| | - Mirko Manchia
- Section of PsychiatryDepartment of Public Health, Clinical and Molecular MedicineUniversity of CagliariCagliariItaly,Department of PharmacologyDalhousie UniversityHalifaxNSCanada
| | - Lina Martinsson
- Department of Clinical NeurosciencesKarolinska InstitutetStockholmSweden
| | - Michael J McCarthy
- Department of PsychiatryUniversity of California San DiegoSan DiegoCAUSA
| | | | - Francis J McMahon
- Intramural Research ProgramNational Institute of Mental HealthNational Institutes of HealthUS Dept of Health & Human ServicesBethesdaMDUSA
| | - Philip B Mitchell
- School of PsychiatryUniversity of New South WalesSydneyNSWAustralia,Black Dog InstitutePrince of Wales HospitalSydneyNSWAustralia
| | - Marina Mitjans
- Unitat d'Antropologia (Dp. Biología Animal)Department of Biologia AnimalFacultat de Biologia and Institut de Biomedicina (IBUB)Universitat de BarcelonaCIBERSAMBarcelonaSpain
| | - Francis M Mondimore
- Department of Psychiatry and Behavioral SciencesJohns Hopkins UniversityBaltimoreMDUSA
| | - Palmiero Monteleone
- Department of PsychiatryCampania University L. VanvitelliNaplesItaly,Neurosciences SectionDepartment of Medicine and SurgeryUniversity of SalernoSalernoItaly
| | - Vanessa Nieratschker
- Department of Psychiatry and PsychotherapyNeurophysiology & Interventional NeuropsychiatryUniversity of TübingenTübingenGermany
| | | | - Tomas Novák
- National Institute of Mental HealthKlecanyCzech Republic,Third Faculty of MedicineCharles University in PraguePragueCzech Republic
| | - Urban Ösby
- Department of PsychiatryKarolinska InstitutetStockholmSweden
| | - Andrea Pfennig
- Department of Psychiatry and PsychotherapyCarl Gustav Carus University HospitalTechnische Universität DresdenDresdenGermany
| | | | - Daniela Reich‐Erkelenz
- Institute of Psychiatric Phenomics and Genomics (IPPG)University HospitalLMU MunichMunichGermany
| | - Andreas Reif
- Department of Psychiatry, Psychosomatic Medicine and PsychotherapyUniversity Hospital FrankfurtFrankfurtGermany
| | - Jens Reimer
- Department of PsychiatryKlinikum Bremen‐OstBremenGermany
| | | | - Markus Reitt
- Department of Psychiatry and PsychotherapyUniversity Medical Center (UMG)Georg‐August University GöttingenGöttingenGermany
| | - Stephan Ripke
- Department of Psychiatry and PsychotherapyCharité ‐ Universitätsmedizin BerlinBerlinGermany,Stanley Center for Psychiatric ResearchBroad InstituteCambridgeMAUSA
| | - Guy A Rouleau
- Mood Disorders ProgramMcGill University Health CentreMontrealQCCanada
| | - Janusz K Rybakowski
- Department of Adult PsychiatryPoznan University of Medical SciencesPoznanPoland
| | - Martin Schalling
- Department of Molecular Medicine and SurgeryKarolinska Institutet and The Centre for Psychiatric ResearchStockholmSweden
| | | | - Max Schmauß
- Department of Psychiatry and PsychotherapyBezirkskrankenhaus AugsburgAugsburgGermany
| | - Peter R Schofield
- Neuroscience Research AustraliaSydneyNSWAustralia,School of Medical SciencesUniversity of New South WalesSydneyNSWAustralia
| | - K Oliver Schubert
- Discipline of PsychiatryRoyal Adelaide HospitalAdelaide School of Medical SchoolineThe University of AdelaideAdelaideSAAustralia
| | - Eva C Schulte
- Institute of Psychiatric Phenomics and Genomics (IPPG)University HospitalLMU MunichMunichGermany,Department of Psychiatry and PsychotherapyLudwig‐Maximilians‐University MunichMunichGermany
| | - Sybille Schulz
- Department of PsychiatryKlinikum Bremen‐OstBremenGermany
| | - Fanny Senner
- Institute of Psychiatric Phenomics and Genomics (IPPG)University HospitalLMU MunichMunichGermany,Department of Psychiatry and PsychotherapyLudwig‐Maximilians‐University MunichMunichGermany
| | - Giovanni Severino
- Department of Biomedical SciencesUniversity of CagliariCagliariItaly
| | - Tatyana Shekhtman
- Department of PsychiatryUniversity of California San DiegoSan DiegoCAUSA
| | - Paul D Shilling
- Department of PsychiatryUniversity of California San DiegoSan DiegoCAUSA
| | - Christian Simhandl
- Sigmund Freud UniversityViennaAustria,Bipolar ZentrumWiener NeustadtAustria
| | | | | | - Alessio Squassina
- Department of Biomedical SciencesUniversity of CagliariCagliariItaly
| | - Thomas Stamm
- Department of Psychiatry and PsychotherapyCharité ‐ Universitätsmedizin BerlinBerlinGermany,Department of Psychiatry, Psychotherapy and PsychosomaticsMedical School BrandenburgNeuruppinGermany
| | - Sophia Stegmaier
- Department of Psychiatry and PsychotherapyNeurophysiology & Interventional NeuropsychiatryUniversity of TübingenTübingenGermany
| | | | - Pavla Stopkova
- National Institute of Mental HealthKlecanyCzech Republic
| | - Andreas Thiel
- Department of Psychiatry and PsychotherapyAgaplesion DiakonieklinikumRotenburgGermany
| | | | | | | | - Eduard Vieta
- Bipolar Disorders ProgramInstitute of NeurosciencesHospital ClinicUniversity of BarcelonaIDIBAPS, CIBERSAMBarcelonaSpain
| | - Julia Veeh
- Department of Psychiatry, Psychosomatic Medicine and PsychotherapyUniversity Hospital FrankfurtFrankfurtGermany
| | - Martin von Hagen
- Clinic for Psychiatry and PsychotherapyClinical Center Werra‐MeißnerEschwegeGermany
| | - Moritz E Wigand
- Department of Psychiatry IIUlm UniversityBezirkskrankenhaus GünzburgGünzburgGermany
| | - Jens Wiltfang
- Department of Psychiatry and PsychotherapyUniversity Medical Center (UMG)Georg‐August University GöttingenGöttingenGermany
| | - Stephanie Witt
- Department of Genetic Epidemiology in PsychiatryCentral Institute of Mental HealthMedical Faculty MannheimUniversity of HeidelbergMannheimGermany
| | - Adam Wright
- School of PsychiatryUniversity of New South WalesSydneyNSWAustralia,Black Dog InstitutePrince of Wales HospitalSydneyNSWAustralia
| | - Peter P Zandi
- Department of Psychiatry and Behavioral SciencesJohns Hopkins UniversityBaltimoreMDUSA
| | | | - Markus Nöthen
- Institute of Human GeneticsUniversity of Bonn and Department of GenomicsLife & Brain CenterBonnGermany
| | - Marcella Rietschel
- Department of Genetic Epidemiology in PsychiatryCentral Institute of Mental HealthMedical Faculty MannheimUniversity of HeidelbergMannheimGermany
| | - Thomas G Schulze
- Institute of Psychiatric Phenomics and Genomics (IPPG)University HospitalLMU MunichMunichGermany
| |
Collapse
|
15
|
Breuer R, Mattheisen M, Frank J, Krumm B, Treutlein J, Kassem L, Strohmaier J, Herms S, Mühleisen TW, Degenhardt F, Cichon S, Nöthen MM, Karypis G, Kelsoe J, Greenwood T, Nievergelt C, Shilling P, Shekhtman T, Edenberg H, Craig D, Szelinger S, Nurnberger J, Gershon E, Alliey-Rodriguez N, Zandi P, Goes F, Schork N, Smith E, Koller D, Zhang P, Badner J, Berrettini W, Bloss C, Byerley W, Coryell W, Foroud T, Guo Y, Hipolito M, Keating B, Lawson W, Liu C, Mahon P, McInnis M, Murray S, Nwulia E, Potash J, Rice J, Scheftner W, Zöllner S, McMahon FJ, Rietschel M, Schulze TG. Detecting significant genotype-phenotype association rules in bipolar disorder: market research meets complex genetics. Int J Bipolar Disord 2018; 6:24. [PMID: 30415424 PMCID: PMC6230336 DOI: 10.1186/s40345-018-0132-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/19/2018] [Accepted: 08/22/2018] [Indexed: 12/21/2022] Open
Abstract
Background Disentangling the etiology of common, complex diseases is a major challenge in genetic research. For bipolar disorder (BD), several genome-wide association studies (GWAS) have been performed. Similar to other complex disorders, major breakthroughs in explaining the high heritability of BD through GWAS have remained elusive. To overcome this dilemma, genetic research into BD, has embraced a variety of strategies such as the formation of large consortia to increase sample size and sequencing approaches. Here we advocate a complementary approach making use of already existing GWAS data: a novel data mining procedure to identify yet undetected genotype–phenotype relationships. We adapted association rule mining, a data mining technique traditionally used in retail market research, to identify frequent and characteristic genotype patterns showing strong associations to phenotype clusters. We applied this strategy to three independent GWAS datasets from 2835 phenotypically characterized patients with BD. In a discovery step, 20,882 candidate association rules were extracted. Results Two of these rules—one associated with eating disorder and the other with anxiety—remained significant in an independent dataset after robust correction for multiple testing. Both showed considerable effect sizes (odds ratio ~ 3.4 and 3.0, respectively) and support previously reported molecular biological findings. Conclusion Our approach detected novel specific genotype–phenotype relationships in BD that were missed by standard analyses like GWAS. While we developed and applied our method within the context of BD gene discovery, it may facilitate identifying highly specific genotype–phenotype relationships in subsets of genome-wide data sets of other complex phenotype with similar epidemiological properties and challenges to gene discovery efforts. Electronic supplementary material The online version of this article (10.1186/s40345-018-0132-x) contains supplementary material, which is available to authorized users.
Collapse
Affiliation(s)
- René Breuer
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim/Heidelberg University, Mannheim, Germany
| | - Manuel Mattheisen
- Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany.,Institute of Human Genetics, University of Bonn, Bonn, Germany.,Center for Integrative Sequencing, iSEQ, Department of Biomedicine, Aarhus University, Aarhus, Denmark.,Department of Psychiatry, Psychosomatics, and Psychotherapy, University of Würzburg, Würzburg, Germany
| | - Josef Frank
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim/Heidelberg University, Mannheim, Germany
| | - Bertram Krumm
- Department for Biostatistics, Central Institute of Mental Health, Medical Faculty Mannheim/Heidelberg University, Mannheim, Germany
| | - Jens Treutlein
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim/Heidelberg University, Mannheim, Germany
| | - Layla Kassem
- Human Genetics Branch, Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health and Human Services, Bethesda, MD, USA
| | - Jana Strohmaier
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim/Heidelberg University, Mannheim, Germany
| | - Stefan Herms
- Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany.,Institute of Human Genetics, University of Bonn, Bonn, Germany
| | - Thomas W Mühleisen
- Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany.,Institute of Human Genetics, University of Bonn, Bonn, Germany
| | - Franziska Degenhardt
- Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany.,Institute of Human Genetics, University of Bonn, Bonn, Germany
| | - Sven Cichon
- Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany.,Institute of Human Genetics, University of Bonn, Bonn, Germany.,Institute of Neuroscience and Medicine (INM-1), Structural and Functional Organisation of the Brain, Genomic Imaging, Research Centre Juelich, Juelich, Germany.,Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Markus M Nöthen
- Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany.,Institute of Human Genetics, University of Bonn, Bonn, Germany
| | - George Karypis
- Department of Computer Science & Engineering, University of Minnesota, Minneapolis, MN, USA
| | - John Kelsoe
- Department of Psychiatry, University of California San Diego, San Diego, USA
| | - Tiffany Greenwood
- Department of Psychiatry, University of California San Diego, San Diego, USA.,BGI-Shenzhen, Beishan Industrial Zone, Yantian District, Shenzhen, China
| | - Caroline Nievergelt
- Department of Psychiatry, University of California San Diego, San Diego, USA
| | - Paul Shilling
- Department of Psychiatry, University of California San Diego, San Diego, USA
| | - Tatyana Shekhtman
- Department of Psychiatry, University of California San Diego, San Diego, USA
| | - Howard Edenberg
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, Indianapolis, USA
| | - David Craig
- The Translational Genomics Research Institute, Phoenix, USA
| | | | - John Nurnberger
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, USA
| | - Elliot Gershon
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, USA
| | - Ney Alliey-Rodriguez
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, USA
| | - Peter Zandi
- Department of Mental Health, John Hopkins Bloomberg School of Public Health, Baltimore, USA
| | - Fernando Goes
- Department of Psychiatry and Behavioral Sciences, John Hopkins School of Medicine, Baltimore, USA
| | - Nicholas Schork
- The Translational Genomics Research Institute, Phoenix, USA.,J. Craig Venter Institute, La Jolla, USA
| | - Erin Smith
- Scripps Genomic Medicine & The Scripps Translational Sciences Institute (STSI), La Jolla, USA.,Department of Pediatrics and Rady's Children's Hospital, School of Medicine, University of California San Diego, La Jolla, USA
| | - Daniel Koller
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, USA
| | - Peng Zhang
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, USA
| | - Judith Badner
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, USA
| | - Wade Berrettini
- Department of Psychiatry, University of Pennsylvania, Philadelphia, USA
| | | | - William Byerley
- Department of Psychiatry, University of California at San Francisco, San Francisco, USA
| | | | - Tatiana Foroud
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, USA
| | - Yirin Guo
- Center for Applied Genomics, Children's Hospital of Philadelphia, Abramson Research Center, Philadelphia, USA
| | - Maria Hipolito
- Department of Psychiatry and Behavioral Sciences, Howard University Hospital, Washington, USA
| | - Brendan Keating
- Cardiovascular Institute, University of Pennsylvania School of Medicine, Philadelphia, PA, USA.,Institute for Translational Medicine and Therapeutics, School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - William Lawson
- Dell Medical School, University of Texas at Austin, Austin, USA
| | - Chunyu Liu
- Department of Psychiatry, University of Illinois at Chicago, Chicago, USA
| | - Pamela Mahon
- Department of Psychiatry and Behavioral Sciences, John Hopkins School of Medicine, Baltimore, USA
| | - Melvin McInnis
- Department of Psychiatry, University of Michigan, Ann Arbor, USA
| | - Sarah Murray
- Scripps Genomic Medicine & The Scripps Translational Sciences Institute (STSI), La Jolla, USA.,Department of Pathology, University of California San Diego, La Jolla, USA
| | | | - James Potash
- Department of Psychiatry, Carver College of Medicine, University of Iowa School of Medicine, Iowa City, USA
| | - John Rice
- Department of Psychiatry, Washington University School of Medicine in St. Louis, St. Louis, USA
| | | | - Sebastian Zöllner
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, USA
| | - Francis J McMahon
- Human Genetics Branch, Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health and Human Services, Bethesda, MD, USA
| | - Marcella Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim/Heidelberg University, Mannheim, Germany
| | - Thomas G Schulze
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim/Heidelberg University, Mannheim, Germany. .,Human Genetics Branch, Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health and Human Services, Bethesda, MD, USA. .,Department of Psychiatry and Psychotherapy, University of Göttingen, Göttingen, Germany. .,Institute of Psychiatric Phenomics and Genomics (IPPG), Ludwig-Maximilians-University, Munich, Nußbaumstr. 7, 80336, Munich, Germany.
| |
Collapse
|
16
|
Tonozzi TR, Braunstein GD, Kammesheidt A, Curran C, Golshan S, Kelsoe J. Pharmacogenetic profile and major depressive and/or bipolar disorder treatment: a retrospective, cross-sectional study. Pharmacogenomics 2018; 19:1169-1179. [DOI: 10.2217/pgs-2018-0088] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
Aim: To compare pharmacogenetic test predictions with self-reported treatment experience and side effect tolerability among patients with depression taking psychotherapeutic medications. Methods: Subjects completed a survey recalling medication effectiveness and side effects and then underwent pharmacogenetic testing. Results: Our 15 gene pharmacogenetic panel predicted efficacy (p < 0.001) but did not predict side effect tolerability (p = 0.70) in a group of 352 patients. The pharmacogenetic panel and reported efficacy corresponded 60% of the time and medication tolerability agreed 71% of the time. Conclusion: Pharmacogenetic testing may be a useful adjunct to predict efficacy of medications used to treat depression.
Collapse
Affiliation(s)
| | | | | | | | - Shahrokh Golshan
- Department of Psychiatry, University of California, San Diego, CA 92093, USA
| | - John Kelsoe
- Department of Psychiatry, University of California, San Diego, CA 92093, USA
| |
Collapse
|
17
|
Rangan AV, McGrouther CC, Kelsoe J, Schork N, Stahl E, Zhu Q, Krishnan A, Yao V, Troyanskaya O, Bilaloglu S, Raghavan P, Bergen S, Jureus A, Landen M. A loop-counting method for covariate-corrected low-rank biclustering of gene-expression and genome-wide association study data. PLoS Comput Biol 2018; 14:e1006105. [PMID: 29758032 PMCID: PMC5997363 DOI: 10.1371/journal.pcbi.1006105] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2017] [Revised: 06/12/2018] [Accepted: 03/23/2018] [Indexed: 11/18/2022] Open
Abstract
A common goal in data-analysis is to sift through a large data-matrix and detect any significant submatrices (i.e., biclusters) that have a low numerical rank. We present a simple algorithm for tackling this biclustering problem. Our algorithm accumulates information about 2-by-2 submatrices (i.e., 'loops') within the data-matrix, and focuses on rows and columns of the data-matrix that participate in an abundance of low-rank loops. We demonstrate, through analysis and numerical-experiments, that this loop-counting method performs well in a variety of scenarios, outperforming simple spectral methods in many situations of interest. Another important feature of our method is that it can easily be modified to account for aspects of experimental design which commonly arise in practice. For example, our algorithm can be modified to correct for controls, categorical- and continuous-covariates, as well as sparsity within the data. We demonstrate these practical features with two examples; the first drawn from gene-expression analysis and the second drawn from a much larger genome-wide-association-study (GWAS).
Collapse
Affiliation(s)
- Aaditya V. Rangan
- Mathematics, New York University, New York, New York, United States of America
- Center for Computational Biology, Flatiron Institute, New York, New York, United States of America
- * E-mail:
| | | | - John Kelsoe
- Psychiatry, University of California, San Diego, California, United States of America
| | - Nicholas Schork
- Human Biology, J. Craig Venters Institute, La Jolla, California, United States of America
| | - Eli Stahl
- Genetics and Genomic Sciences, Mount Sinai Medical School, New York, New York, United States of America
| | - Qian Zhu
- Computer Science, Princeton University, Princeton, New Jersey, United States of America
| | - Arjun Krishnan
- Computational Mathematics Science and Engineering, Michigan State University, East Lansing, Michigan, United States of America
| | - Vicky Yao
- Computer Science, Princeton University, Princeton, New Jersey, United States of America
| | - Olga Troyanskaya
- Center for Computational Biology, Flatiron Institute, New York, New York, United States of America
- Computer Science, Princeton University, Princeton, New Jersey, United States of America
| | - Seda Bilaloglu
- Department of Rehabilitation Medicine, New York University Medical School, New York, New York, United States of America
| | - Preeti Raghavan
- Department of Rehabilitation Medicine, New York University Medical School, New York, New York, United States of America
| | - Sarah Bergen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Anders Jureus
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Physiology and Biophysics, University of Gothenburg, Gothenburg, Sweden
| | - Mikael Landen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | | |
Collapse
|
18
|
Amare AT, Schubert KO, Hou L, Clark SR, Papiol S, Heilbronner U, Degenhardt F, Tekola-Ayele F, Hsu YH, Shekhtman T, Adli M, Akula N, Akiyama K, Ardau R, Arias B, Aubry JM, Backlund L, Bhattacharjee AK, Bellivier F, Benabarre A, Bengesser S, Biernacka JM, Birner A, Brichant-Petitjean C, Cervantes P, Chen HC, Chillotti C, Cichon S, Cruceanu C, Czerski PM, Dalkner N, Dayer A, Del Zompo M, DePaulo JR, Étain B, Falkai P, Forstner AJ, Frisen L, Frye MA, Fullerton JM, Gard S, Garnham JS, Goes FS, Grigoroiu-Serbanescu M, Grof P, Hashimoto R, Hauser J, Herms S, Hoffmann P, Hofmann A, Jamain S, Jiménez E, Kahn JP, Kassem L, Kuo PH, Kato T, Kelsoe J, Kittel-Schneider S, Kliwicki S, König B, Kusumi I, Laje G, Landén M, Lavebratt C, Leboyer M, Leckband SG, Tortorella A, Manchia M, Martinsson L, McCarthy MJ, McElroy S, Colom F, Mitjans M, Mondimore FM, Monteleone P, Nievergelt CM, Nöthen MM, Novák T, O’Donovan C, Ozaki N, Ösby U, Pfennig A, Potash JB, Reif A, Reininghaus E, Rouleau GA, Rybakowski JK, Schalling M, Schofield PR, Schweizer BW, Severino G, Shilling PD, Shimoda K, Simhandl C, Slaney CM, Squassina A, Stamm T, Stopkova P, Maj M, Turecki G, Vieta E, Volkert J, Witt S, Wright A, Zandi PP, Mitchell PB, Bauer M, Alda M, Rietschel M, McMahon FJ, Schulze TG, Baune BT. Association of Polygenic Score for Schizophrenia and HLA Antigen and Inflammation Genes With Response to Lithium in Bipolar Affective Disorder: A Genome-Wide Association Study. JAMA Psychiatry 2018; 75:65-74. [PMID: 29121268 PMCID: PMC5833535 DOI: 10.1001/jamapsychiatry.2017.3433] [Citation(s) in RCA: 53] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
IMPORTANCE Lithium is a first-line mood stabilizer for the treatment of bipolar affective disorder (BPAD). However, the efficacy of lithium varies widely, with a nonresponse rate of up to 30%. Biological response markers are lacking. Genetic factors are thought to mediate treatment response to lithium, and there is a previously reported genetic overlap between BPAD and schizophrenia (SCZ). OBJECTIVES To test whether a polygenic score for SCZ is associated with treatment response to lithium in BPAD and to explore the potential molecular underpinnings of this association. DESIGN, SETTING, AND PARTICIPANTS A total of 2586 patients with BPAD who had undergone lithium treatment were genotyped and assessed for long-term response to treatment between 2008 and 2013. Weighted SCZ polygenic scores were computed at different P value thresholds using summary statistics from an international multicenter genome-wide association study (GWAS) of 36 989 individuals with SCZ and genotype data from patients with BPAD from the Consortium on Lithium Genetics. For functional exploration, a cross-trait meta-GWAS and pathway analysis was performed, combining GWAS summary statistics on SCZ and response to treatment with lithium. Data analysis was performed from September 2016 to February 2017. MAIN OUTCOMES AND MEASURES Treatment response to lithium was defined on both the categorical and continuous scales using the Retrospective Criteria of Long-Term Treatment Response in Research Subjects with Bipolar Disorder score. The effect measures include odds ratios and the proportion of variance explained. RESULTS Of the 2586 patients in the study (mean [SD] age, 47.2 [13.9] years), 1478 were women and 1108 were men. The polygenic score for SCZ was inversely associated with lithium treatment response in the categorical outcome, at a threshold P < 5 × 10-2. Patients with BPAD who had a low polygenic load for SCZ responded better to lithium, with odds ratios for lithium response ranging from 3.46 (95% CI, 1.42-8.41) at the first decile to 2.03 (95% CI, 0.86-4.81) at the ninth decile, compared with the patients in the 10th decile of SCZ risk. In the cross-trait meta-GWAS, 15 genetic loci that may have overlapping effects on lithium treatment response and susceptibility to SCZ were identified. Functional pathway and network analysis of these loci point to the HLA antigen complex and inflammatory cytokines. CONCLUSIONS AND RELEVANCE This study provides evidence for a negative association between high genetic loading for SCZ and poor response to lithium in patients with BPAD. These results suggest the potential for translational research aimed at personalized prescribing of lithium.
Collapse
Affiliation(s)
| | - Azmeraw T. Amare
- Discipline of Psychiatry, School of Medicine, University of Adelaide, Adelaide, South Australia, Australia
| | - Klaus Oliver Schubert
- Discipline of Psychiatry, School of Medicine, University of Adelaide, Adelaide, South Australia, Australia2Northern Adelaide Local Health Network, Mental Health Services, Adelaide, South Australia, Australia
| | - Liping Hou
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health and Human Services, Bethesda, Maryland
| | - Scott R. Clark
- Discipline of Psychiatry, School of Medicine, University of Adelaide, Adelaide, South Australia, Australia
| | - Sergi Papiol
- Institute of Psychiatric Phenomics and Genomics, University Hospital, Ludwig-Maximilian University of Munich, Munich, Germany5Department of Psychiatry and Psychotherapy, Ludwig-Maximilian University of Munich, Munich, Germany
| | - Urs Heilbronner
- Institute of Psychiatric Phenomics and Genomics, University Hospital, Ludwig-Maximilian University of Munich, Munich, Germany6Department of Psychiatry and Psychotherapy, University Medical Center, Georg-August University Göttingen, Göttingen, Germany
| | - Franziska Degenhardt
- Institute of Human Genetics and Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
| | - Fasil Tekola-Ayele
- Epidemiology Branch, Division of Intramural Population Health Research, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, Maryland
| | - Yi-Hsiang Hsu
- Hebrew SeniorLife Institute for Aging Research, Harvard Medical School, Boston, Massachusetts10Program for Quantitative Genomics, Harvard School of Public Health, Boston, Massachusetts11Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, Massachusetts
| | | | - Mazda Adli
- Department of Psychiatry and Psychotherapy, Charité–Universitätsmedizin Berlin, Campus Charité Mitte, Berlin, Germany
| | - Nirmala Akula
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health and Human Services, Bethesda, Maryland
| | - Kazufumi Akiyama
- Department of Biological Psychiatry and Neuroscience, Dokkyo Medical University School of Medicine, Mibu, Tochigi, Japan
| | - Raffaella Ardau
- Unit of Clinical Pharmacology, Hospital University Agency of Cagliari, Cagliari, Italy
| | - Bárbara Arias
- Unitat de Zoologia i Antropologia Biològica (Dpt Biologia Evolutiva, Ecologia i Ciències Ambientals), Facultat de Biologia and Institut de Biomedicina, University of Barcelona, Centro de Investigación Biomédica en Red de Salud Mental, Barcelona, Spain
| | - Jean-Michel Aubry
- Department of Psychiatry, Mood Disorders Unit, Geneva University Hospitals, Geneva, Switzerland
| | - Lena Backlund
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden, and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | | | - Frank Bellivier
- Institut National de la Santé et de la Recherche Médicale Unité Mixte de Recherche Scientifique 1144, Université Paris Diderot, Département de Psychiatrie et de Médecine Addictologique, Assistance Publique–Hôpitaux de Paris, Groupe Hospitalier Saint-Louis-Lariboisière-F. Widal, Paris, France
| | - Antonio Benabarre
- Bipolar Disorder Program, Institute of Neuroscience, Hospital Clinic, University of Barcelona, Institut d’Investigacions Biomèdiques August Pi i Sunyer, Centro de Investigación Biomédica en Red Salud Mental, Barcelona, Catalonia, Spain
| | - Susanne Bengesser
- Department of Psychiatry and Psychotherapeutic Medicine, Research Unit for Bipolar Affective Disorder, Medical University of Graz, Graz, Austria
| | - Joanna M. Biernacka
- Department of Health Sciences Research, Mayo Clinic, Rochester, Minnesota23Department of Psychiatry and Psychology, Mayo Clinic, Rochester, Minnesota
| | - Armin Birner
- Department of Psychiatry and Psychotherapeutic Medicine, Research Unit for Bipolar Affective Disorder, Medical University of Graz, Graz, Austria
| | - Clara Brichant-Petitjean
- Institut National de la Santé et de la Recherche Médicale Unité Mixte de Recherche Scientifique 1144, Université Paris Diderot, Département de Psychiatrie et de Médecine Addictologique, Assistance Publique–Hôpitaux de Paris, Groupe Hospitalier Saint-Louis-Lariboisière-F. Widal, Paris, France
| | - Pablo Cervantes
- The Neuromodulation Unit, McGill University Health Centre, Montreal, Canada
| | - Hsi-Chung Chen
- Department of Psychiatry and Center of Sleep Disorders, National Taiwan University Hospital, Taipei, Taiwan
| | - Caterina Chillotti
- Unit of Clinical Pharmacology, Hospital University Agency of Cagliari, Cagliari, Italy
| | - Sven Cichon
- Institute of Human Genetics and Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany26Human Genomics Research Group, Department of Biomedicine, University Hospital Basel, Basel, Switzerland
| | - Cristiana Cruceanu
- Douglas Mental Health University Institute, McGill University, Montreal, Canada
| | - Piotr M. Czerski
- Psychiatric Genetic Unit, Poznan University of Medical Sciences, Poznan, Poland
| | - Nina Dalkner
- Department of Psychiatry and Psychotherapeutic Medicine, Research Unit for Bipolar Affective Disorder, Medical University of Graz, Graz, Austria
| | - Alexandre Dayer
- Department of Psychiatry, Mood Disorders Unit, Geneva University Hospitals, Geneva, Switzerland
| | - Maria Del Zompo
- Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - J. Raymond DePaulo
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, Maryland
| | - Bruno Étain
- Institut National de la Santé et de la Recherche Médicale Unité Mixte de Recherche Scientifique 1144, Université Paris Diderot, Département de Psychiatrie et de Médecine Addictologique, Assistance Publique–Hôpitaux de Paris, Groupe Hospitalier Saint-Louis-Lariboisière-F. Widal, Paris, France
| | - Peter Falkai
- Department of Psychiatry and Psychotherapy, Ludwig-Maximilian University of Munich, Munich, Germany
| | - Andreas J. Forstner
- Institute of Human Genetics and Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany26Human Genomics Research Group, Department of Biomedicine, University Hospital Basel, Basel, Switzerland31Department of Psychiatry, University of Basel, Basel, Switzerland
| | - Louise Frisen
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden, and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Mark A. Frye
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, Minnesota
| | - Janice M. Fullerton
- Neuroscience Research Australia, Sydney, New South Wales, Australia33School of Medical Sciences, University of New South Wales, Sydney, New South Wales, Australia
| | - Sébastien Gard
- Service de Psychiatrie, Hôpital Charles Perrens, Bordeaux, France
| | - Julie S. Garnham
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Fernando S. Goes
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, Maryland
| | - Maria Grigoroiu-Serbanescu
- Biometric Psychiatric Genetics Research Unit, Alexandru Obregia Clinical Psychiatric Hospital, Bucharest, Romania
| | - Paul Grof
- Mood Disorders Center of Ottawa, Ontario, Canada
| | - Ryota Hashimoto
- Molecular Research Center for Children’s Mental Development, United Graduate School of Child Development, Osaka University, Osaka, Japan39Department of Psychiatry, Osaka University Graduate School of Medicine, Osaka, Japan
| | - Joanna Hauser
- Psychiatric Genetic Unit, Poznan University of Medical Sciences, Poznan, Poland
| | - Stefan Herms
- Institute of Human Genetics and Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany26Human Genomics Research Group, Department of Biomedicine, University Hospital Basel, Basel, Switzerland
| | - Per Hoffmann
- Institute of Human Genetics and Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany26Human Genomics Research Group, Department of Biomedicine, University Hospital Basel, Basel, Switzerland
| | - Andrea Hofmann
- Institute of Human Genetics and Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
| | - Stephane Jamain
- Institut National de la Santé et de la Recherche Médicale Unité 955, Psychiatrie Translationnelle, Créteil, France
| | - Esther Jiménez
- Bipolar Disorder Program, Institute of Neuroscience, Hospital Clinic, University of Barcelona, Institut d’Investigacions Biomèdiques August Pi i Sunyer, Centro de Investigación Biomédica en Red Salud Mental, Barcelona, Catalonia, Spain
| | - Jean-Pierre Kahn
- Service de Psychiatrie et Psychologie Clinique, Centre Psychothérapique de Nancy, Université de Lorraine, Nancy, France
| | - Layla Kassem
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health and Human Services, Bethesda, Maryland
| | - Po-Hsiu Kuo
- Department of Public Health and Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan
| | - Tadafumi Kato
- Laboratory for Molecular Dynamics of Mental Disorders, RIKEN Brain Science Institute, Saitama, Japan
| | - John Kelsoe
- Department of Psychiatry, University of California San Diego
| | - Sarah Kittel-Schneider
- Department of Psychiatry, Psychosomatic Medicine, and Psychotherapy, University Hospital Frankfurt, Frankfurt, Germany
| | - Sebastian Kliwicki
- Department of Adult Psychiatry, Poznan University of Medical Sciences, Poznan, Poland
| | - Barbara König
- Department of Psychiatry and Psychotherapeutic Medicine, Landesklinikum Neunkirchen, Neunkirchen, Austria
| | - Ichiro Kusumi
- Department of Psychiatry, Hokkaido University Graduate School of Medicine, Sapporo, Japan
| | - Gonzalo Laje
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health and Human Services, Bethesda, Maryland
| | - Mikael Landén
- Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the Gothenburg University, Gothenburg, Sweden49Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Catharina Lavebratt
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden, and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Marion Leboyer
- 50Inserm U955, Translational Psychiatry Laboratory, Université Paris-Est-Créteil, Department of Psychiatry and Addictology of Mondor University Hospital, Assistance Publique–Hôpitaux de Paris, Hôpital Albert Chenevier–Henri Mondor, Pôle de Psychiatrie, Créteil, France
| | - Susan G. Leckband
- Department of Pharmacy, Veterans Affairs San Diego Healthcare System, San Diego, California
| | | | - Mirko Manchia
- Section of Psychiatry, Department of Medical Sciences and Public Health, University of Cagliari, Cagliari, Italy54Department of Pharmacology, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Lina Martinsson
- Department of Clinical Neurosciences, Karolinska Institutet, Stockholm, Sweden
| | - Michael J. McCarthy
- Department of Psychiatry, University of California San Diego56Department of Psychiatry, Veterans Affairs San Diego Healthcare System, San Diego, California
| | - Susan McElroy
- Department of Psychiatry, Lindner Center of Hope and University of Cincinnati, Mason, Ohio
| | - Francesc Colom
- Bipolar Disorder Program, Institute of Neuroscience, Hospital Clinic, University of Barcelona, Institut d’Investigacions Biomèdiques August Pi i Sunyer, Centro de Investigación Biomédica en Red Salud Mental, Barcelona, Catalonia, Spain58Mental Health Research Group, IMIM–Hospital del Mar, Barcelona, Catalonia, Spain
| | - Marina Mitjans
- Centro de Investigación Biomédica en Red de Salud Mental, Instituto de Salud Carlos III, Madrid, Spain60Clinical Neuroscience, Max Planck Institute of Experimental Medicine, Göttingen, Germany
| | - Francis M. Mondimore
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, Maryland
| | - Palmiero Monteleone
- Neurosciences Section, Department of Medicine and Surgery, University of Salerno, Salerno, Italy62Department of Psychiatry, Second University of Naples, Naples, Italy
| | | | - Markus M. Nöthen
- Institute of Human Genetics and Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
| | - Tomas Novák
- National Institute of Mental Health, Klecany, Czech Republic
| | - Claire O’Donovan
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Norio Ozaki
- Department of Psychiatry, Nagoya University Graduate School of Medicine, Nagoya, Aichi, Japan
| | - Urban Ösby
- Department of Neurobiology, Care Sciences, and Society, Karolinska Institutet and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Andrea Pfennig
- Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus, Medical Faculty, Technische Universität Dresden, Germany
| | - James B. Potash
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, Maryland
| | - Andreas Reif
- Laboratory for Molecular Dynamics of Mental Disorders, RIKEN Brain Science Institute, Saitama, Japan
| | - Eva Reininghaus
- Department of Psychiatry and Psychotherapeutic Medicine, Research Unit for Bipolar Affective Disorder, Medical University of Graz, Graz, Austria
| | - Guy A. Rouleau
- Montreal Neurological Institute and Hospital, McGill University, Montreal, Canada
| | - Janusz K. Rybakowski
- Department of Psychiatry, Psychosomatic Medicine, and Psychotherapy, University Hospital Frankfurt, Frankfurt, Germany
| | - Martin Schalling
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden, and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Peter R. Schofield
- Neuroscience Research Australia, Sydney, New South Wales, Australia33School of Medical Sciences, University of New South Wales, Sydney, New South Wales, Australia
| | - Barbara W. Schweizer
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, Maryland
| | - Giovanni Severino
- Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - Paul D. Shilling
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden, and Center for Molecular Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Katzutaka Shimoda
- Department of Psychiatry, Dokkyo University School of Medicine, Mibu, Tochigi, Japan
| | - Christian Simhandl
- Bipolar Center Wiener Neustadt, Sigmund Freud University, Medical Faculty, Vienna, Austria
| | - Claire M. Slaney
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Alessio Squassina
- Department of Biomedical Sciences, University of Cagliari, Cagliari, Italy
| | - Thomas Stamm
- Department of Psychiatry and Psychotherapy, Charité–Universitätsmedizin Berlin, Campus Charité Mitte, Berlin, Germany
| | - Pavla Stopkova
- National Institute of Mental Health, Klecany, Czech Republic
| | - Mario Maj
- Department of Psychiatry, Second University of Naples, Naples, Italy
| | - Gustavo Turecki
- Douglas Mental Health University Institute, McGill University, Montreal, Canada
| | - Eduard Vieta
- Bipolar Disorder Program, Institute of Neuroscience, Hospital Clinic, University of Barcelona, Institut d’Investigacions Biomèdiques August Pi i Sunyer, Centro de Investigación Biomédica en Red Salud Mental, Barcelona, Catalonia, Spain
| | - Julia Volkert
- Department of Psychiatry, Psychosomatic Medicine, and Psychotherapy, University Hospital Frankfurt, Frankfurt, Germany
| | - Stephanie Witt
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Adam Wright
- School of Psychiatry, University of New South Wales, and Black Dog Institute, Sydney, New South Wales, Australia
| | - Peter P. Zandi
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland
| | - Philip B. Mitchell
- School of Psychiatry, University of New South Wales, and Black Dog Institute, Sydney, New South Wales, Australia
| | - Michael Bauer
- Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus, Medical Faculty, Technische Universität Dresden, Germany
| | - Martin Alda
- Department of Psychiatry, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Marcella Rietschel
- Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Francis J. McMahon
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health and Human Services, Bethesda, Maryland
| | - Thomas G. Schulze
- Intramural Research Program, National Institute of Mental Health, National Institutes of Health, US Department of Health and Human Services, Bethesda, Maryland4Institute of Psychiatric Phenomics and Genomics, University Hospital, Ludwig-Maximilian University of Munich, Munich, Germany6Department of Psychiatry and Psychotherapy, University Medical Center
- Georg-August University Göttingen, Göttingen, Germany30Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, Maryland70Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Bernhard T. Baune
- Discipline of Psychiatry, School of Medicine, University of Adelaide, Adelaide, South Australia, Australia
| |
Collapse
|
19
|
Nakajima K, Kazuno AA, Kelsoe J, Nakanishi M, Takumi T, Kato T. Exome sequencing in the knockin mice generated using the CRISPR/Cas system. Sci Rep 2016; 6:34703. [PMID: 27698470 PMCID: PMC5048150 DOI: 10.1038/srep34703] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2015] [Accepted: 09/15/2016] [Indexed: 12/15/2022] Open
Abstract
Knockin (KI) mouse carrying a point mutation has been an invaluable tool for disease modeling and analysis. Genome editing technologies using the CRISPR/Cas system has emerged as an alternative way to create KI mice. However, if the mice carry nucleotide insertions and/or deletions (InDels) in other genes, which could have unintentionally occurred during the establishment of the KI mouse line and potentially have larger impact than a point mutation, it would confound phenotyping of the KI mice. In this study, we performed whole exome sequencing of multiple lines of F1 heterozygous Ntrk1 KI mice generated using the CRISPR/Cas system in comparison to that of a wild-type mouse used as a control. We found three InDels in four KI mice but not in a control mouse. In vitro digestion assay suggested that each InDel occurred as a de novo mutation, was carried-over from the parental mice, or was incorporated through the Cas9 nuclease mediated off-target cleavage. These results suggest that frequency of InDels found in KI mice generated by the CRISPR/Cas technology is not high, but cannot be neglected and careful assessment of these mutations is warranted.
Collapse
Affiliation(s)
- Kazuo Nakajima
- Laboratory for Molecular Dynamics of Mental Disorders, RIKEN Brain Science Institute, Wako, Saitama 351-0198, Japan
| | - An-a Kazuno
- Laboratory for Molecular Dynamics of Mental Disorders, RIKEN Brain Science Institute, Wako, Saitama 351-0198, Japan
| | - John Kelsoe
- Department of Psychiatry, University of California San Diego, La Jolla, CA 92093, USA
| | - Moe Nakanishi
- Laboratory for Mind Biology, RIKEN Brain Science Institute, Wako, Saitama 351-0198, Japan
| | - Toru Takumi
- Laboratory for Mind Biology, RIKEN Brain Science Institute, Wako, Saitama 351-0198, Japan
| | - Tadafumi Kato
- Laboratory for Molecular Dynamics of Mental Disorders, RIKEN Brain Science Institute, Wako, Saitama 351-0198, Japan
| |
Collapse
|
20
|
Fountoulakis KN, Gazouli M, Kelsoe J, Akiskal H. The pharmacodynamic properties of lurasidone and their role in its antidepressant efficacy in bipolar disorder. Eur Neuropsychopharmacol 2015; 25:335-42. [PMID: 25596883 DOI: 10.1016/j.euroneuro.2014.11.010] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/05/2014] [Revised: 10/18/2014] [Accepted: 11/20/2014] [Indexed: 01/28/2023]
Abstract
The treatment of bipolar depression is one of the most challenging issues in contemporary psychiatry. Currently only quetiapine, the olanzapine-fluoxetine combination and recently lurasidone are officially FDA-approved against this condition. The neurobiology of bipolar depression and the possible targets of bipolar antidepressant therapy remain elusive. The current study investigated whether the pharmacodynamic properties of lurasidone fit to a previously developed model which was the first to be derived on the basis of the strict combination of clinical and preclinical data with no input from theory or opinion. The authors performed a complete and systematic review of the literature to identify the pharmacodynamic properties of lurasidone. The original model suggests that a constellation of effects on different receptors are necessary but the serotonin reuptake inhibition does not seem to play a significant role for bipolar depression. On the contrary norepinephrine activity seems to be very important. Probably the early antidepressant effect can be achieved through an agonistic activity at 5HT-1A and antagonism at alpha1 noradrenergic and 5-HT2A receptors, but the presence of a norepinephrine reuptake inhibition is essential in order to sustain it. Overall the properties of lurasidone fit well the model and add to its validity. A point that needs clarification is norepinephrine reuptake inhibition which is not yet studied for lurasidone.
Collapse
Affiliation(s)
| | - Maria Gazouli
- Department of Basic Biological Science, Laboratory of Biology, School of Medicine, University of Athens, Greece.
| | - John Kelsoe
- Department of Psychiatry, Laboratory of Psychiatric Genomics, University of California, San Diego and VA San Diego Healthcare System, La Jolla, CA, USA.
| | - Hagop Akiskal
- International Mood Disorders Center, University of California at San Diego, CA, USA.
| |
Collapse
|
21
|
Sequeira A, Martin MV, Rollins B, Moon EA, Bunney WE, Macciardi F, Lupoli S, Smith EN, Kelsoe J, Magnan CN, van Oven M, Baldi P, Wallace DC, Vawter MP. Mitochondrial mutations and polymorphisms in psychiatric disorders. Front Genet 2012; 3:103. [PMID: 22723804 PMCID: PMC3379031 DOI: 10.3389/fgene.2012.00103] [Citation(s) in RCA: 70] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2012] [Accepted: 05/20/2012] [Indexed: 12/31/2022] Open
Abstract
Mitochondrial deficiencies with unknown causes have been observed in schizophrenia (SZ) and bipolar disorder (BD) in imaging and postmortem studies. Polymorphisms and somatic mutations in mitochondrial DNA (mtDNA) were investigated as potential causes with next generation sequencing of mtDNA (mtDNA-Seq) and genotyping arrays in subjects with SZ, BD, major depressive disorder (MDD), and controls. The common deletion of 4,977 bp in mtDNA was compared between SZ and controls in 11 different vulnerable brain regions and in blood samples, and in dorsolateral prefrontal cortex (DLPFC) of BD, SZ, and controls. In a separate analysis, association of mitochondria SNPs (mtSNPs) with SZ and BD in European ancestry individuals (n = 6,040) was tested using Genetic Association Information Network (GAIN) and Wellcome Trust Case Control Consortium 2 (WTCCC2) datasets. The common deletion levels were highly variable across brain regions, with a 40-fold increase in some regions (nucleus accumbens, caudate nucleus and amygdala), increased with age, and showed little change in blood samples from the same subjects. The common deletion levels were increased in the DLPFC for BD compared to controls, but not in SZ. Full mtDNA genome resequencing of 23 subjects, showed seven novel homoplasmic mutations, five were novel synonymous coding mutations. By logistic regression analysis there were no significant mtSNPs associated with BD or SZ after genome wide correction. However, nominal association of mtSNPs (p < 0.05) to SZ and BD were found in the hypervariable region of mtDNA to T195C and T16519C. The results confirm prior reports that certain brain regions accumulate somatic mutations at higher levels than blood. The study in mtDNA of common polymorphisms, somatic mutations, and rare mutations in larger populations may lead to a better understanding of the pathophysiology of psychiatric disorders.
Collapse
Affiliation(s)
- Adolfo Sequeira
- Functional Genomics Laboratory, Department of Psychiatry and Human Behavior, University of CaliforniaIrvine, CA, USA
| | - Maureen V. Martin
- Functional Genomics Laboratory, Department of Psychiatry and Human Behavior, University of CaliforniaIrvine, CA, USA
| | - Brandi Rollins
- Functional Genomics Laboratory, Department of Psychiatry and Human Behavior, University of CaliforniaIrvine, CA, USA
| | - Emily A. Moon
- Functional Genomics Laboratory, Department of Psychiatry and Human Behavior, University of CaliforniaIrvine, CA, USA
| | - William E. Bunney
- Department of Psychiatry and Human Behavior, University of CaliforniaIrvine, CA, USA
| | - Fabio Macciardi
- Department of Psychiatry and Human Behavior, University of CaliforniaIrvine, CA, USA
- Department of Medicine, Surgery and Dentistry, University of MilanMilan, Italy
| | - Sara Lupoli
- Department of Medicine, Surgery and Dentistry, University of MilanMilan, Italy
| | - Erin N. Smith
- Department of Pediatrics, School of Medicine, Rady’s Children’s Hospital, University of CaliforniaSan Diego, CA, USA
| | - John Kelsoe
- Psychiatry Service, Veterans Affairs San Diego Healthcare SystemSan Diego, CA, USA
- Department of Psychiatry, University of CaliforniaSan Diego, CA, USA
| | - Christophe N. Magnan
- School of Information and Computer Sciences, Institute for Genomics and Bioinformatics, University of California IrvineIrvine, CA, USA
| | - Mannis van Oven
- Department of Forensic Molecular Biology, Erasmus MC University Medical CenterRotterdam, Netherlands
| | - Pierre Baldi
- School of Information and Computer Sciences, Institute for Genomics and Bioinformatics, University of California IrvineIrvine, CA, USA
| | - Douglas C. Wallace
- Department of Pathology and Laboratory Medicine, University of PennsylvaniaPhiladelphia, PA, USA
| | - Marquis P. Vawter
- Functional Genomics Laboratory, Department of Psychiatry and Human Behavior, University of CaliforniaIrvine, CA, USA
| |
Collapse
|
22
|
Cichon S, Craddock N, Daly M, Faraone SV, Gejman PV, Kelsoe J, Lehner T, Levinson DF, Moran A, Sklar P, Sullivan PF. Genomewide association studies: history, rationale, and prospects for psychiatric disorders. Am J Psychiatry 2009; 166:540-56. [PMID: 19339359 PMCID: PMC3894622 DOI: 10.1176/appi.ajp.2008.08091354] [Citation(s) in RCA: 341] [Impact Index Per Article: 22.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
OBJECTIVE The authors conducted a review of the history and empirical basis of genomewide association studies (GWAS), the rationale for GWAS of psychiatric disorders, results to date, limitations, and plans for GWAS meta-analyses. METHOD A literature review was carried out, power and other issues discussed, and planned studies assessed. RESULTS Most of the genomic DNA sequence differences between any two people are common (frequency >5%) single nucleotide polymorphisms (SNPs). Because of localized patterns of correlation (linkage disequilibrium), 500,000 to 1,000,000 of these SNPs can test the hypothesis that one or more common variants explain part of the genetic risk for a disease. GWAS technologies can also detect some of the copy number variants (deletions and duplications) in the genome. Systematic study of rare variants will require large-scale resequencing analyses. GWAS methods have detected a remarkable number of robust genetic associations for dozens of common diseases and traits, leading to new pathophysiological hypotheses, although only small proportions of genetic variance have been explained thus far and therapeutic applications will require substantial further effort. Study design issues, power, and limitations are discussed. For psychiatric disorders, there are initial significant findings for common SNPs and for rare copy number variants, and many other studies are in progress. CONCLUSIONS GWAS of large samples have detected associations of common SNPs and of rare copy number variants with psychiatric disorders. More findings are likely, since larger GWAS samples detect larger numbers of common susceptibility variants, with smaller effects. The Psychiatric GWAS Consortium is conducting GWAS meta-analyses for schizophrenia, bipolar disorder, major depressive disorder, autism, and attention deficit hyperactivity disorder. Based on results for other diseases, larger samples will be required. The contribution of GWAS will depend on the true genetic architecture of each disorder.
Collapse
|
23
|
|
24
|
Miller L, Mergy M, Mckinney R, Kelsoe J, Blakely R. Sequence variation in the human dopamine transporter gene in subjects with bipolar disorder. FASEB J 2009. [DOI: 10.1096/fasebj.23.1_supplement.510.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
| | - Marc Mergy
- Graduate Program in NeuroscienceVanderbilt UniversityNashvilleTN
| | | | - John Kelsoe
- PsychiatryUniversity of California San DiegoLa JollaCA
- VA Health Care SystemSan DiegoCA
| | - Randy Blakely
- Pharmacology
- Center for Molecular NeuroscienceVanderbilt UniversityNashvilleTN
| |
Collapse
|
25
|
Guindalini C, Collier D, Laranjeira R, Barrett TB, Kelsoe J, Castelo A, Vallada H, Breen G. Association analysis of GRK3 gene promoter variants in cocaine abuse. Psychiatr Genet 2007; 17:239-42. [PMID: 17621168 DOI: 10.1097/ypg.0b013e3280ae6c3d] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
The G protein-coupled receptor kinase 3 gene (GRK3) is a candidate gene for cocaine addiction because it is involved in the regulation of several neurotransmitter receptors, including the response to dopaminergic agonists such as methamphetamine and cocaine. We hypothesized that genetic variants in the GRK3 gene might be associated with an increased risk of cocaine addiction. To test this, we genotyped three variants located in 5' untranslated and promoter regions of the gene in a sample of 711 cocaine users and 862 healthy control individuals from Sao Paulo, Brazil. Genotypic, allelic and haplotypic analyses provided no evidence for an association between alleles at these polymorphisms and cocaine abuse in this sample. Population stratification was tested for and its effect corrected for, but this did not affect the association test results. In conclusion, our results do not support a major role for GRK3 gene promoter variants in cocaine addiction.
Collapse
Affiliation(s)
- Camila Guindalini
- MRC Social Genetic and Developmental Psychiatry Research Centre, Institute of Psychiatry, Kings College, London, SE5 8AF, UK
| | | | | | | | | | | | | | | |
Collapse
|
26
|
Guindalini C, Howard M, Haddley K, Laranjeira R, Collier D, Ammar N, Craig I, O’Gara C, Bubb VJ, Greenwood T, Kelsoe J, Asherson P, Murray RM, Castelo A, Quinn JP, Vallada H, Breen G. A dopamine transporter gene functional variant associated with cocaine abuse in a Brazilian sample. Proc Natl Acad Sci U S A 2006; 103:4552-7. [PMID: 16537431 PMCID: PMC1450209 DOI: 10.1073/pnas.0504789103] [Citation(s) in RCA: 136] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023] Open
Abstract
The dopamine (DA) transporter DAT1 is a major target bound by cocaine in brain. We examined the influence of functional genetic variants in DAT1 on cocaine addiction. Repeat polymorphisms, including a 30-bp variable-number tandem repeat (VNTR) in intron 8 (Int8 VNTR) with two common alleles, were genotyped in cocaine-dependent abusers (n = 699) and in controls with no past history of drug abuse (n = 866) from São Paulo, Brazil. Positive association was observed with allele 3 of the Int8 VNTR and cocaine abuse (allele odds ratio = 1.2, 95% confidence interval = 1.01-1.37, P = 0.036; 3/3 homozygote odds ratio = 1.45, 95% confidence interval = 1.18-1.78, P = 0.0008). Population stratification was assessed and did not affect the results. Haplotypic analyses using additional polymorphisms indicated that the Int8 VNTR is responsible for the observed association. Functional analyses in reporter-gene constructs, demonstrated that allele 3 mediates significant (P < 0.05) but small reduced expression compared with the "protective" allele 2. This difference increased when 1 and 10 muM cocaine was added to the cell culture ( approximately 40% reduction of the 3 allele expression versus the 2 allele). The 3 allele also demonstrated approximately 3-fold-increased expression over the 2 allele in response to KCl plus forskolin challenge. We demonstrate a robust association between cocaine dependence and a VNTR allele in SLC6A3, conferring a small but detectable effect, and we show that this VNTR may be functional. This study suggests that DAT1 gene variation may play a role in cocaine dependence etiology.
Collapse
Affiliation(s)
- Camila Guindalini
- Medical Research Council Social Genetic and Developmental Psychiatry Research Centre
- Institute of Psychiatry, University of São Paulo Medical School, 01422-000 São Paulo, Brazil
| | - Mark Howard
- Departments of Physiology and
- Human Anatomy and Cell Biology, School of Biomedical Sciences, University of Liverpool, Liverpool L69 3BX, United Kingdom
| | - Kate Haddley
- Departments of Physiology and
- Human Anatomy and Cell Biology, School of Biomedical Sciences, University of Liverpool, Liverpool L69 3BX, United Kingdom
| | - Ronaldo Laranjeira
- Unit of Drug and Alcohol Research, Department of Psychiatry, Federal University of São Paulo, 04023-900 São Paulo, Brazil
| | - David Collier
- Medical Research Council Social Genetic and Developmental Psychiatry Research Centre
- Division of Psychological Medicine, and
| | - Nik Ammar
- Medical Research Council Social Genetic and Developmental Psychiatry Research Centre
| | - Ian Craig
- Medical Research Council Social Genetic and Developmental Psychiatry Research Centre
| | - Colin O’Gara
- Division of Psychological Medicine, and
- National Addiction Centre, Institute of Psychiatry, King’s College London, London SE5 8AF, United Kingdom
| | - Vivian J. Bubb
- Departments of Physiology and
- Human Anatomy and Cell Biology, School of Biomedical Sciences, University of Liverpool, Liverpool L69 3BX, United Kingdom
| | - Tiffany Greenwood
- Department of Psychiatry, University of California at San Diego, La Jolla, CA 92093; and
| | - John Kelsoe
- Department of Psychiatry, University of California at San Diego, La Jolla, CA 92093; and
- Department of Psychiatry, San Diego Veterans Affairs Healthcare System, La Jolla, CA 92093
| | - Phil Asherson
- Medical Research Council Social Genetic and Developmental Psychiatry Research Centre
| | | | - Adauto Castelo
- Unit of Drug and Alcohol Research, Department of Psychiatry, Federal University of São Paulo, 04023-900 São Paulo, Brazil
| | - John P. Quinn
- Departments of Physiology and
- Human Anatomy and Cell Biology, School of Biomedical Sciences, University of Liverpool, Liverpool L69 3BX, United Kingdom
| | - Homero Vallada
- Division of Psychological Medicine, and
- Institute of Psychiatry, University of São Paulo Medical School, 01422-000 São Paulo, Brazil
| | - Gerome Breen
- Medical Research Council Social Genetic and Developmental Psychiatry Research Centre
- Division of Psychological Medicine, and
- To whom correspondence should be addressed at:
Section of Genetics, Medical Research Council Social Genetic and Developmental Psychiatry Research Centre, Institute of Psychiatry, Kings College London, Room 222, Social, Genetic, and Developmental Psychiatry Centre, P.O. Box 81, London SE5 8AF, United Kingdom. E-mail:
| |
Collapse
|
27
|
Lyons-Warren A, Chang JJ, Balkissoon R, Kamiya A, Garant M, Nurnberger J, Scheftner W, Reich T, McMahon F, Kelsoe J, Gershon E, Coryell W, Byerley W, Berrettini W, Depaulo R, McInnis M, Sawa A. Evidence of association between bipolar disorder and Citron on chromosome 12q24. Mol Psychiatry 2005; 10:807-9. [PMID: 15983625 DOI: 10.1038/sj.mp.4001703] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
|
28
|
Haynes PL, McQuaid JR, Kelsoe J, Rapaport M, Gillin JC. Affective state and EEG sleep profile in response to rapid tryptophan depletion in recently recovered nonmedicated depressed individuals. J Affect Disord 2004; 83:253-62. [PMID: 15555723 DOI: 10.1016/j.jad.2004.05.010] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/18/2003] [Accepted: 05/26/2004] [Indexed: 10/26/2022]
Abstract
BACKGROUND The current study examines whether a tryptophan-free amino acid drink (TFD) causes a transient mood relapse in unmedicated patients recently recovered from major depression. TFD is thought to reduce cerebral serotonin, a neurotransmitter implicated in depression. Some studies report that TFD reverses the antidepressant and REM-suppression effects of selective serotonin reuptake inhibitors (SSRIs). METHODS Following an average of 10 weeks of Cognitive Behavioral Therapy (CBT), 13 recovered patients who achieved 50% or greater reduction on the initial Hamilton Rating Scale of Depression (HRSD) underwent a double-blind challenge with the TFD and a control drink. In order to demonstrate the central physiological effects of the TFD on REM sleep in these patients, all night polygraphic sleep recordings were obtained before and after the TFD and control drink. RESULTS Relative to the control drink, TFD decreased REM latency and plasma concentrations of tryptophan but had no statistically significant effect on mood symptoms as measured by the HRSD, Beck Depression Inventory (BDI), and Profile of Mood States (POMS). LIMITATIONS High participant attrition, a physiologically active control drink, physical side effects in response to both drinks, and low statistical power may be methodological considerations that limit interpretation of findings. CONCLUSIONS The failure to find a transient mood relapse after the TFD may suggest that: (a) nonpharmacological recovery from depression does not occur via serotonergic mechanisms, (b) participant variables may be operating, or (c) CBT alters psychological responses to unfavorable biological states.
Collapse
|
29
|
Caligiuri MP, Gentili V, Eberson S, Kelsoe J, Rapaport M, Gillin JC. A quantitative neuromotor predictor of antidepressant non-response in patients with major depression. J Affect Disord 2003; 77:135-41. [PMID: 14607390 DOI: 10.1016/s0165-0327(02)00107-6] [Citation(s) in RCA: 38] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
Predicting response to antidepressant medication has been a challenge to clinicians and researchers for decades. Attention has been paid to the role of motor retardation as a putative indicator of treatment response, yet previous findings have been mixed. One reason for this inconsistency may be related to the subjective nature of motor retardation and how it is assessed. In the present study, we adopted a measure of motor programming previously shown to characterize parkinsonian bradykinesia to test whether neuromotor function could predict response to antidepressant treatment. Twenty-eight patients (14 males and 14 females with a mean age of 42.0 years) meeting DSM-IV criteria for a depressive disorder were randomized to receive 8 weeks of treatment with one of three antidepressant medications (sertraline, phenelzine, or bupropion). Treatment outcomes were assessed using the 17-item version of the Hamilton Rating Scale for Depression (HRSD). Patients were considered asymptomatic if their post-treatment HRSD total score was equal to or less than 7. Treatment responders (n=15) had significantly less baseline impairment (P=0.01) on the neuromotor measure than non-responders (n=13). There was a significant relationship between amount of improvement on the HRSD and severity of baseline neuromotor function (r=-0.51; P=0.006). No significant group effects were found for baseline psychomotor slowing or clinical ratings of motor retardation. These results demonstrate that a quantitative measure of motor programming may be a useful predictor of antidepressant non-response.
Collapse
Affiliation(s)
- Michael P Caligiuri
- Department of Psychiatry, University of California, San Diego and Psychiatry Services of the VA San Diego Healthcare System, San Diego, CA, USA.
| | | | | | | | | | | |
Collapse
|
30
|
Hawi Z, Lowe N, Kirley A, Gruenhage F, Nöthen M, Greenwood T, Kelsoe J, Fitzgerald M, Gill M. Linkage disequilibrium mapping at DAT1, DRD5 and DBH narrows the search for ADHD susceptibility alleles at these loci. Mol Psychiatry 2003; 8:299-308. [PMID: 12660802 DOI: 10.1038/sj.mp.4001290] [Citation(s) in RCA: 91] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Abnormalities in dopaminergic neurotransmission are now accepted as factors in predisposing to ADHD. Evidence of associations between dopamine transporter gene polymorphism and ADHD was first reported by Cook et al. We confirmed the DAT1 association and also identified two additional susceptibility loci at the DRD5 and DBH. Notably, none of the associated variants at these three genes are known to be expressed. Other variants within or closely mapped to the associated alleles are likely to be relevant. In this investigation, we analyse additional markers creating a high-density map across and flanking these genes, and measure intermarker linkage disequilibrium (LD). None of the newly examined markers were more strongly associated with ADHD. At DAT1, the pattern of intermarker LD and haplotype association with the phenotype between exon 9 and the 3' of the gene suggests that the functional variant at DAT1 may be located to this region. For DRD5, three markers, covering a region of approximately 68 kb including the single DRD5 exon are all associated with disease, and thus do not provide localizing information. However, the data for DBH point to a region close to the centre of the gene. Correlation between D' and physical distance was observed between markers at DAT1 and DRD5 for distances less than 50 kb. This was not the case for DBH, where LD breakdown was observed between the intron 5 and intron 9 polymorphisms although they are only 9 kb apart. Further genetic analysis is unlikely to refine the location of susceptibility variants and functional assessment of variants within associated regions is required.
Collapse
Affiliation(s)
- Z Hawi
- Department of Genetics and Psychiatry, Trinity College, Dublin, Ireland.
| | | | | | | | | | | | | | | | | |
Collapse
|
31
|
Evans L, Golshan S, Kelsoe J, Rapaport M, Resovsky K, Sutton L, Gillin JC. Effects of rapid tryptophan depletion on sleep electroencephalogram and mood in subjects with partially remitted depression on bupropion. Neuropsychopharmacology 2002; 27:1016-26. [PMID: 12464458 DOI: 10.1016/s0893-133x(02)00362-7] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Serotonin has been implicated in both sleep and mood regulation. When central serotonin was depleted with a tryptophan-free amino acid drink (TFD), some studies have reported that the antidepressant benefits were reversed in partially remitted patients treated with SSRIs. Other studies showed that the TFD increased rapid eye movement (REM) sleep in both normal males and in remitted depression patients on selective serotonin reuptake inhibitors (SSRIs) without affecting mood. In this study, we administered a TFD to patients with remitted depression who were being treated with bupropion, an antidepressant whose mechanism of action apparently does not affect the serotonin system. We hypothesized that the TFD would increase the propensity for REM sleep without affecting depression ratings. Eight partially remitted depression subjects on bupropion were administered a TFD and a control drink containing tryptophan in double-blind, random order on separate days. The effects of these drinks were monitored with sleep electroencephalograms, mood ratings, and plasma tryptophan measures comparing baseline, TFD, and control nights. The TFDs reduced REM latency and stage 2 percent and increased REM time and percent. Subjective measures of elation, vigor, and friendliness significantly decreased on both TFD and control drinks but depression ratings did not. Plasma levels of tryptophan decreased with the TFD. Although the TFD altered REM sleep, certain mood measures, and plasma tryptophan levels, no relapses into depression were seen with our subjects. Bupropion alone did not affect sleep measures.
Collapse
Affiliation(s)
- Lynn Evans
- Department of Psychiatry, University of California, San Diego, CA, USA
| | | | | | | | | | | | | |
Collapse
|
32
|
Abstract
Despite substantial evidence for heritability in affective disorders the contributing genes have proven elusive. Here we discuss the genetic epidemiology of depression, as well as methodological issues and results from molecular genetic studies. There has been rapid advances in genetics, genomics and statistical modelling, facilitating the search for molecular mechanisms underlying affective disorders and several strategies reviewed in this paper hold promise to provide progress in the field. Considering the poorly understood biological basis of vulnerability to affective disorders, the identification of genes involved in the pathophysiology will unravel mechanisms and pathways that could permit more personalized therapeutic strategies and result in new targets for pharmacological intervention.
Collapse
Affiliation(s)
- C Johansson
- Department of Molecular Medicine, Karolinska Institutet and Karolinska Sjukhuset, S-17176 Stockholm, Sweden
| | | | | | | | | | | | | | | | | |
Collapse
|
33
|
Moore P, Seifritz E, Schlosser A, Greenfield D, Stahl S, Rapaport M, Kelsoe J. Rapid tryptophan depletion plus a serotonin 1A agonist: competing effects on sleep in healthy men. Neuropsychopharmacology 2001; 25:S40-4. [PMID: 11682272 DOI: 10.1016/s0893-133x(01)00326-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
In the present study, we hypothesized that the REM-suppressing effects of 5-HT(1A) receptor stimulation would counteract the REM-disinhibiting effects of rapid tryptophan depletion (RTD), and vice versa. We administered RTD plus ipsapirone (10 mg, p.o.) or RTD plus placebo to 10 healthy men. In contrast to our previous findings but partially consistent with other studies, RTD in combination with placebo did not produce a significant enhancement of any REM sleep measure. The combination of RTD and ipsapirone produced a significant suppression of REM sleep that was remarkably similar to the effect of ipsapirone alone. These data appear to deepen the mystery of variable and inconsistent RTD-induced responses in healthy subjects. In the case of REM sleep measures, this differs markedly from the consistent RTD-induced REM-disinhibiting effect seen in medicated depressed patients.
Collapse
Affiliation(s)
- P Moore
- National Multi-Site Training Program in Basic Sleep Research, UCLA Neuroscience Interdepartmental Graduate Program and Brain Research Institute, Los Angeles, CA, USA.
| | | | | | | | | | | | | |
Collapse
|
34
|
Gillin JC, Smith-Vaniz A, Schnierow B, Rapaport MH, Kelsoe J, Raimo E, Marler MR, Goyette LM, Stein MB, Zisook S. An open-label, 12-week clinical and sleep EEG study of nefazodone in chronic combat-related posttraumatic stress disorder. J Clin Psychiatry 2001; 62:789-96. [PMID: 11816868 DOI: 10.4088/jcp.v62n1007] [Citation(s) in RCA: 38] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
BACKGROUND We examined the effects of nefazodone on polysomnographic sleep measures and subjective reports of sleep quality and nightmares. as well as other symptoms, in patients with chronic combat-related posttraumatic stress disorder (PTSD) during a 12-week, open-label clinical trial. To our knowledge, this is the first polysomnographic study of treatment in patients with PTSD. METHOD The subjects were 12 male veterans (mean age = 54 years) who met DSM-IV diagnostic criteria for PTSD (mean duration = 30 years). All but I patient also met DSM-IV criteria for major depressive disorder. Patients were evaluated weekly with clinical ratings in an open-label clinical trial. Polysomnographic recordings for 2 consecutive nights were obtained before treatment and at 2, 4, 8, and 12 weeks. The dose of nefazodone was adjusted according to individual clinical needs. Final mean daily dose was 441 mg. RESULTS The patients reported significantly fewer nightmares and sleep problems during treatment. Nevertheless, contrary to studies in depressed patients, nefazodone did not significantly affect polysomnographic sleep measures compared with baseline. In addition, the patients showed significant improvement in the Clinical Global Impressions of PTSD symptoms (global score, hyperarousals and intrusions subscales), the Clinician-Administered PTSD Scale (global, hyperarousal, and intrusions subscales), the Hamilton Rating Scale for Depression (HAM-D). and the Beck Depression Inventory (BDI). CONCLUSION These patients with chronic, treatment-resistant, combat-related PTSD showed significant improvement of subjective symptoms of nightmares and sleep disturbance, as well as depression and PTSD symptoms. in this 12-week open-label clinical trial. Nevertheless, objective polysomnographic sleep measures did not change. Further studies, including double-blind. placebo-controlled trials, are needed to extend these findings and to understand the relationships between the physiology of sleep and symptoms of poor sleep and nightmares.
Collapse
Affiliation(s)
- J C Gillin
- University of California and VA San Diego Healthcare System, 92161, USA.
| | | | | | | | | | | | | | | | | | | |
Collapse
|
35
|
Abstract
The prevalence of delayed sleep phase syndrome (DSPS) has been estimated to be quite low. Although no genetic inheritance pattern has been described, it has been reported that close to 50% of DSPS patients have biological relatives with similar symptoms. A pedigree of one extended family with symptoms suggestive of DSPS has been identified. Morningness-eveningness questionnaires were administered to all first- and second-degree relatives of a proband identified with DSPS. A total of 51 (86%) questionnaires were returned, and 6 adult biological relatives of 27 (22%) showed a preference for eveningness, which is much higher than reported in the general population. Both the paternal and maternal branches contained affected individuals, suggesting the possibility of a bilineal mode of inheritance. While the trait did not obey simple Mendelian inheritance, the vertical patterns of transmission were consistent with either an autosomal dominant mode of inheritance with incomplete penetrance or a multifactorial mode of inheritance. These data provide some preliminary support to the notion that eveningness, and thus DSPS, may have a genetic component. The prevalence of symptoms suggestive of DSPS is higher in this family than reported in the general population. Case reports such as this support the utility of larger, more systematic studies. It is unclear whether this degree of familiarity is representative of that in the general population.
Collapse
Affiliation(s)
- S Ancoli-Israel
- Department of Psychiatry, University of California San Diego, USA.
| | | | | | | |
Collapse
|
36
|
Patten CA, Gillin JC, Golshan S, Wolter TD, Rapaport M, Kelsoe J. Relationship of mood disturbance to cigarette smoking status among 252 patients with a current mood disorder. J Clin Psychiatry 2001; 62:319-24. [PMID: 11411811 DOI: 10.4088/jcp.v62n0502] [Citation(s) in RCA: 19] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
BACKGROUND The relationship between cigarette smoking and mood has received increasing attention. This retrospective study evaluated the relationship between mood disturbance and cigarette smoking status among patients with a current mood disorder. The association between level of nicotine dependence and severity of mood disturbance was also evaluated among current smokers. METHOD Retrospective data for 252 patients (63.5% male, 85.0% white) admitted for treatment of a mood disorder at the San Diego Veteran Affairs Mental Health Clinical Research Center between November 1988 and June 1997 were studied. All current cigarette smokers at admission (N = 126) were matched with nonsmokers (N = 126) on the primary DSM-IV Axis I mood disorder diagnosis, admission status (inpatient or outpatient), gender, age (+/- 5 years), and ethnicity. The Hamilton Rating Scale for Depression (HAM-D), the Beck Depression Inventory, and the Profile of Mood States (POMS) were administered to patients on admission. Conditional logistic regression analysis for matched sets with a backward elimination was used to identify factors independently predictive of current smoking status. RESULTS A greater number of cups of coffee consumed per day (p = .002), a history of alcoholism (p = .004), and higher POMS fatigue subscale scores (p = .007) were predictive of current smoking status. Among current smokers, the HAM-D terminal insomnia item was positively associated with mean number of cigarettes smoked per day (p = .012). CONCLUSION Cigarette smoking should be addressed in the treatment of patients with a current mood disorder. Smokers experience greater levels of fatigue than nonsmokers. In addition, higher cigarette consumption levels are associated with mild-to-severe symptoms of terminal insomnia.
Collapse
Affiliation(s)
- C A Patten
- Department of Psychiatry and Psychology, Mayo Clinic, Rochester, Minn 55905, USA.
| | | | | | | | | | | |
Collapse
|
37
|
Thorsteinsson HS, Gillin JC, Patten CA, Golshan S, Sutton LD, Drummond S, Clark CP, Kelsoe J, Rapaport M. The effects of transdermal nicotine therapy for smoking cessation on depressive symptoms in patients with major depression. Neuropsychopharmacology 2001; 24:350-8. [PMID: 11182530 DOI: 10.1016/s0893-133x(00)00217-7] [Citation(s) in RCA: 48] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
This study examines the effects of transdermal nicotine patches for smoking cessation on depressive and withdrawal symptoms among 38 non-medicated subjects with Major Depressive Disorder. The study was conducted over a 29-day period, which included a 7 day baseline phase, a 14 day treatment phase, and an 8 day placebo phase. During the treatment phase subjects received either active nicotine patches (N = 18) or placebo patches (N = 20) that were administered in a randomized, double-blind fashion. The target quit date (TQD) was day 8. Significantly, more subjects in the placebo group than in the nicotine group resumed smoking following the TQD (50% vs. 22%). There was little evidence for effects of active nicotine patches on measures of mood (HRSD, BDI, POMS) or withdrawal symptoms among subjects that remained abstinent throughout the study (N = 24). Those who resumed smoking had more severe withdrawal symptoms than those who remained abstinent. One patient in the placebo group (n = 20) became more depressed after 2 weeks of abstinence. None of the patients in the nicotine group (n = 18) became more depressed.
Collapse
Affiliation(s)
- H S Thorsteinsson
- San Diego State University and University of California San Diego Joint Doctoral Program in Clinical Psychology, San Diego, CA, USA
| | | | | | | | | | | | | | | | | |
Collapse
|
38
|
Abstract
We review here the rapid tryptophan depletion (RTD) methodology and its controversial association with depressive relapse. RTD has been used over the past decade to deplete serotonin (5-hydroxy-tryptamine, or 5-HT) in humans and to probe the role of the central serotonin system in a variety of psychiatric conditions. Its current popularity was stimulated by reports that RTD reversed the antidepressant effects of selective serotonin reuptake inhibitors (SSRIs) and monoamine oxidase inhibitors (MAOIs) in remitted patients with a history of depression but not in patients treated with antidepressants which promote catecholaminergic rather than serotonergic neurotransmission (such as tricyclic antidepressants or buproprion). However, RTD has inconsistent effects in terms of full clinical relapse in depressed patients. Pooling the data from all published reports, patients who are either unmedicated and/or fully remitted are much less likely to experience relapse (7 of 61, or approximately 9%) than patients who are recently medicated and partially remitted (63 of 133, or approximately 47%; although, the numbers here may reflect patient overlap between reports). Recently remitted patients who have been treated with non-pharmacological therapies such as total sleep deprivation, electroconvulsive therapy, or bright light therapy also do not commonly show full clinical relapse with RTD. We briefly review RTD effects in other psychiatric disorders, many of which are treated with SSRIs. There is accumulating evidence to suggest that RTD affects central serotonergic neurotransmission. Nevertheless, many questions remain about the ability of RTD to reverse the beneficial effects of SSRIs or MAOIs, or to induce symptoms in unmedicated symptomatic or asymptomatic patients.
Collapse
Affiliation(s)
- P Moore
- National Multi-Site Training Program on Basic Sleep Research, UCLA Neuroscience Interdepartmental Graduate Program, University of California at Los Angeles, USA
| | | | | | | | | | | | | | | |
Collapse
|
39
|
Goldin LR, Gershon ES, Berrettini WH, Stine OC, DePaulo R, McMahon F, Meyers D, Nothen M, Propping P, Cichon S, Fimmers R, Baur M, Albus M, Franzek E, Kreiner R, Maier W, Rietschel M, Baron M, Knowles J, Gilliam C, Endicott J, Gurling H, Curtis D, Smyth C, Kelsoe J. Description of the Genetic Analysis Workshop 10 bipolar disorder linkage data sets. Genet Epidemiol 2000; 14:563-8. [PMID: 9433543 DOI: 10.1002/(sici)1098-2272(1997)14:6<563::aid-gepi2>3.0.co;2-0] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Affiliation(s)
- L R Goldin
- Clinical Neurogenetics Branch, National Institute of Mental Health, National Institutes of Health, Bethesda, MD 20892, USA
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|
40
|
Craddock N, Lendon C, Cichon S, Culverhouse R, Detera-Wadleigh S, Devon R, Faraone S, Foroud T, Gejman P, Leonard S, McInnis M, Owen MJ, Riley B, Armstrong C, Barden N, van Broeckhoven C, Ewald H, Folstein S, Gerhard D, Goldman D, Gurling H, Kelsoe J, Levinson D, Muir W, Philippe A, Pulver A, Wildenauer D. Chromosome workshop: Chromosomes 11, 14, and 15. ACTA ACUST UNITED AC 1999. [DOI: 10.1002/(sici)1096-8628(19990618)88:3<244::aid-ajmg7>3.0.co;2-1] [Citation(s) in RCA: 43] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
|
41
|
Wildenauer DB, Schwab SG, Blaveri A, Culverhouse R, Curtis D, Edwards J, Foroud T, Gershon E, Kelsoe J, Lichtermann D, McMahon F, Nurnberger J, Owen M, Todd R. Chromosomes 8 and 10 workshop. ACTA ACUST UNITED AC 1999. [DOI: 10.1002/(sici)1096-8628(19990618)88:3<239::aid-ajmg6>3.0.co;2-2] [Citation(s) in RCA: 19] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
|
42
|
Moore P, Gillin C, Bhatti T, DeModena A, Seifritz E, Clark C, Stahl S, Rapaport M, Kelsoe J. Rapid tryptophan depletion, sleep electroencephalogram, and mood in men with remitted depression on serotonin reuptake inhibitors. Arch Gen Psychiatry 1998; 55:534-9. [PMID: 9633672 DOI: 10.1001/archpsyc.55.6.534] [Citation(s) in RCA: 39] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Abstract
BACKGROUND In previous studies, depletion of brain serotonin by administration of a tryptophan-free amino acid drink (TFD) (1) temporarily reversed the antidepressant effects of selective serotonin reuptake inhibitors (SSRIs) in euthymic patients who had a history of major depression, and (2) enhanced rapid eye movement (REM) sleep in normal volunteers. In this study, we hypothesized that the TFD would not only increase depressive symptoms but also the propensity for REM sleep in euthymic patients treated with SSRIs. METHODS Ten fully remitted, medicated male patients who had a history of major depressive episode ingested a 100-g TFD (the experimental dose) or a 25-g TFD (designed to be the control drink) in double-blind, random order on separate days. The effects were assessed with mood ratings, plasma tryptophan concentrations, and an all-night sleep electroencephalogram. RESULTS The TFDs produced a dose-dependent reduction in plasma tryptophan concentrations, sleep latency, and REM latency, as well as increased REM percentage, REM minutes, REM density, and total sleep time. Neither strength of TFD altered mood to a clinically significant degree. CONCLUSIONS Although the TFD affected plasma tryptophan concentrations and various sleep measures, our study did not confirm previous reports that TFD temporarily reversed the antidepressant effects of SSRIs in euthymic patients. Our patients, however, had been treated for a longer period with SSRIs and were more fully remitted at the time of the study. Our results suggest that TFD-induced relapse in SSRI-treated patients in remission decreases as a function of treatment duration, degree of remission, or both.
Collapse
Affiliation(s)
- P Moore
- Department of Psychiatry, University of California, San Diego Mental Health Clinical Research Center, VA San Diego Health Care System, 92161, USA
| | | | | | | | | | | | | | | | | |
Collapse
|
43
|
Bhatti T, Gillin JC, Seifritz E, Moore P, Clark C, Golshan S, Stahl S, Rapaport M, Kelsoe J. Effects of a tryptophan-free amino acid drink challenge on normal human sleep electroencephalogram and mood. Biol Psychiatry 1998; 43:52-9. [PMID: 9442344 DOI: 10.1016/s0006-3223(97)80252-1] [Citation(s) in RCA: 57] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
BACKGROUND Serotonin has been implicated in the regulation of sleep and mood. In animals a tryptophan-free amino acid drink (TFD) challenge has been found to reduce brain serotonin. We hypothesized this TFD would produce alterations in electroencephalographic (EEG) sleep commonly associated with depression, i.e. an enhancement of rapid eye movement (REM) sleep, and adversely affect mood ratings in humans. METHODS We investigated the effects of a TFD challenge in 11 healthy male subjects on EEG sleep and mood (assessed by Profile of Mood States). All subjects received on separate occasions an experimental drink containing approximately 100 g of an amino acid mixture (100% TFD) and a control drink containing one fourth strength (25% TFD) of the experimental drink 5 hours prior to sleep (6:00 PM). RESULTS Both drinks significantly decreased plasma tryptophan levels 5 hours postchallenge (11:00 PM). Both drinks significantly decreased REM latency, and the 25% TFD also increased REM time and REM% compared to baseline. No significant changes were found in subjective ratings of depression; however, subjects reported confusion and tension and a decrease in elation, vigor, and friendliness compared with baseline. CONCLUSIONS These TFD findings further support the involvement of serotonin deficiency in EEG sleep findings commonly seen in depression.
Collapse
Affiliation(s)
- T Bhatti
- Department of Psychiatry, University of California at San Diego 92161, USA
| | | | | | | | | | | | | | | | | |
Collapse
|
44
|
Lachman HM, Kelsoe J, Moreno L, Katz S, Papolos DF. Lack of association of catechol-O-methyltransferase (COMT) functional polymorphism in bipolar affective disorder. Psychiatr Genet 1997; 7:13-7. [PMID: 9264133 DOI: 10.1097/00041444-199700710-00002] [Citation(s) in RCA: 41] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Abnormal catecholamine transmission has been implicated in the pathogenesis of mood disorders. Consequently, alterations in genes that are involved in catecholamine metabolism could be potential candidates for bipolar affective disorder (BPD) vulnerability. One such candidate is catechol-O-methyltransferase (COMT). A functional polymorphism has recently been characterized that is responsible for substantial variability in COMT enzymatic activity. A relatively low activity allele is associated with a methionine residue at amino acid 158 of membrane bound COMT whereas a high activity variant has a valine at this site. We have now screened 63 unrelated patients with BPD for this functional polymorphism. However, no significant association was detected. This suggests that the codon 158 COMT polymorphism is not a susceptibility gene in BPD.
Collapse
Affiliation(s)
- H M Lachman
- Department of Medicine, Albert Einstein College of Medicine, Bronx, New York 10461, USA.
| | | | | | | | | |
Collapse
|
45
|
Gillin JC, Sohn JW, Stahl SM, Lardon M, Kelsoe J, Rapaport M, Ruiz C, Golshan S. Ipsapirone, a 5-HT1A agonist, suppresses REM sleep equally in unmedicated depressed patients and normal controls. Neuropsychopharmacology 1996; 15:109-15. [PMID: 8840346 DOI: 10.1016/0893-133x(95)00159-b] [Citation(s) in RCA: 20] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
To determine whether ipsapirone, a 5-HT1A agonist, differentially suppresses REM sleep in depressed patients compared with normal controls, we administered placebo, ipsapirone 10 mg, or ipsapirone 20 mg in a double-blind, random order before bedtime in 18 unmedicated patients with depression and 16 age-matched, gender-matched normal controls. Compared to placebo, ipsapirone affected REM sleep measures equally in depressed patients and controls as follows: (1) increased REM latency; (2) reduced total REM percent, REM time, and REM density; and (3) delayed the onset of REM sleep. In addition, ipsapirone had similar effects in patients and controls in other sleep measures: (1) reduced total sleep time; (2) delayed sleep onset time; and (3) increased sleep latency, stage 1%, stage 2%, the amount of stage 3 & 4 sleep in the first non-REM period, and wake time after sleep onset. The study does not support the hypothesis that downregulated 5-HT1A receptors mediate the pathophysiology or sleep disturbances of depression, although further studies are needed as these patients did not differ from controls in baseline sleep measures.
Collapse
Affiliation(s)
- J C Gillin
- Department of Psychiatry, University of California, San Diego 92093-0603, USA
| | | | | | | | | | | | | | | |
Collapse
|
46
|
Rapaport MH, Frevert T, Babior S, Seymour S, Zisook S, Kelsoe J, Judd LL. Comparison of descriptive variables for symptomatic volunteers and clinical patients with anxiety disorders. Anxiety 1996; 2:117-22. [PMID: 9160612 DOI: 10.1002/(sici)1522-7154(1996)2:3<117::aid-anxi2>3.0.co;2-m] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Worry about the generalizability of findings derived from clinical trials is a nagging problem. Because most clinical trials use individuals recruited by advertisements rather than patients solicited from clinical practice, bias in subject recruitment is a major concern. This paper compares and contrasts the demographic characteristics, symptomatologies, functional disabilities, health beliefs, and health expectations of clinical outpatients to those of subjects recruited from the media (symptomatic volunteers) for pharmacologic trials. Clinical patients were slightly younger, better educated, wealthier, and were more likely to be married. They had more recent exposure to benzodiazepines and antidepressants and were more likely to view their current condition as amenable to psychotherapy. They were more likely to feel that their symptoms would get worse without some type of treatment and to believe that treatment would cure them. The symptomatic volunteers had more presenting symptoms than the clinical patients. The two groups had similar Sheehan Disability Scale scores. These results suggest that further study is warranted of the characteristics of clinical patients and symptomatic volunteers.
Collapse
Affiliation(s)
- M H Rapaport
- Department of Psychiatry, University of California, San Diego, La Jolla 92037, USA
| | | | | | | | | | | | | |
Collapse
|
47
|
Lauriello J, Kenny WM, Sutton L, Golshan S, Ruiz C, Kelsoe J, Rapaport M, Gillin JC. The cholinergic REM sleep induction test with pilocarpine in mildly depressed patients and normal controls. Biol Psychiatry 1993; 33:33-9. [PMID: 8420594 DOI: 10.1016/0006-3223(93)90275-i] [Citation(s) in RCA: 19] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
Previous studies suggested that depressed patients enter rapid-eye movement (REM) sleep more quickly than normal controls following the administration of muscarinic agonists such as arecoline or RS 86. We recently reported that pilocarpine, an orally active muscarinic agonist, induced REM sleep and reduced Stage 3 & 4 (Delta) sleep in young normal volunteers. In this study we present preliminary evidence that pilocarpine had similar effects on REM latency, REM percentage, and Delta (Stages 3 & 4) sleep percentage in depressed patients and controls. Pilocarpine, however, decreased stage-4 sleep in controls more than in depressed patients. Because this group of patients were only mildly depressed at the time of the study, had a high frequency of comorbid substance abuse diagnoses, and had normal electroencephalogram (EEG) sleep patterns under placebo conditions, further studies are necessary to test the hypothesis that depressed patients show hypersensitive cholinergic REM sleep induction.
Collapse
Affiliation(s)
- J Lauriello
- Department of Psychiatry, University of California, San Diego
| | | | | | | | | | | | | | | |
Collapse
|
48
|
Gillin JC, Sutton L, Ruiz C, Kelsoe J, Dupont RM, Darko D, Risch SC, Golshan S, Janowsky D. The cholinergic rapid eye movement induction test with arecoline in depression. Arch Gen Psychiatry 1991; 48:264-70. [PMID: 1996921 DOI: 10.1001/archpsyc.1991.01810270076011] [Citation(s) in RCA: 71] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
The cholinergic rapid eye movement (REM) induction test using arecoline hydrobromide, a cholinergic muscarinic receptor agonist, was studied in patients with affective disorder and in normal controls to determine whether or not depression is associated with enhanced induction of REM sleep by muscarinic agonists. Arecoline induced REM sleep in a dose-dependent fashion in both patients and controls compared with placebo infusions. Compared with normal controls, patients entered REM sleep significantly more rapidly following intravenous administration of 1.0 mg of arecoline hydrobromide than they did following administration of 0.5 mg of arecoline hydrobromide or placebo. These results, as well as those of previous studies, support the hypothesis that patients with affective disorder show a functional supersensitive induction of REM sleep in response to muscarinic receptor agonists and may be consistent with the hypothesis that functional muscarinic receptor "up regulation" is associated with depression.
Collapse
Affiliation(s)
- J C Gillin
- Department of Psychiatry, University of California, San Diego, La Jolla 92093
| | | | | | | | | | | | | | | | | |
Collapse
|
49
|
Abstract
Caffeine, 10 mg/kg, was administered to 13 schizophrenic patients in a double-blind placebo-controlled study of its behavioral effects. Some measures of psychopathology were significantly increased: Brief Psychiatric Rating Scale (BPRS) total, BPRS subscales thought disorder, unusual thought content, and euphoria-activation, and several individual BPRS items. Nurses' Bunney-Hamberg ratings of psychosis and mania, comparing the day before with the day after pharmacological challenge, increased significantly. Compared to placebo, caffeine also produced significant increases of diastolic blood pressure and cortisol. Thus, these findings indicate that caffeine increases arousal and has a psychotogenic effect when administered to schizophrenic patients. The possible roles of various neurotransmitters is discussed with special emphasis on caffeine's actions on dopaminergic and adenosinergic systems.
Collapse
Affiliation(s)
- P B Lucas
- Section of Clinical Studies, National Institute of Mental Health, Bethesda, Maryland 20892
| | | | | | | | | | | |
Collapse
|
50
|
|