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. 2021 Dec;219(6):659-669.
doi: 10.1192/bjp.2021.102.

Characterisation of age and polarity at onset in bipolar disorder

Janos L Kalman  1 Loes M Olde Loohuis  2 Annabel Vreeker  3 Andrew McQuillin  4 Eli A Stahl  5 Douglas Ruderfer  6 Maria Grigoroiu-Serbanescu  7 Georgia Panagiotaropoulou  8 Stephan Ripke  9 Tim B Bigdeli  10 Frederike Stein  11 Tina Meller  12 Susanne Meinert  13 Helena Pelin  14 Fabian Streit  15 Sergi Papiol  16 Mark J Adams  17 Rolf Adolfsson  18 Kristina Adorjan  19 Ingrid Agartz  20 Sofie R Aminoff  21 Heike Anderson-Schmidt  22 Ole A Andreassen  23 Raffaella Ardau  24 Jean-Michel Aubry  25 Ceylan Balaban  26 Nicholas Bass  4 Bernhard T Baune  27 Frank Bellivier  28 Antoni Benabarre  29 Susanne Bengesser  30 Wade H Berrettini  31 Marco P Boks  32 Evelyn J Bromet  33 Katharina Brosch  11 Monika Budde  34 William Byerley  35 Pablo Cervantes  36 Catina Chillotti  24 Sven Cichon  37 Scott R Clark  38 Ashley L Comes  1 Aiden Corvin  39 William Coryell  40 Nick Craddock  41 David W Craig  42 Paul E Croarkin  43 Cristiana Cruceanu  44 Piotr M Czerski  45 Nina Dalkner  30 Udo Dannlowski  46 Franziska Degenhardt  47 Maria Del Zompo  48 J Raymond DePaulo  49 Srdjan Djurovic  50 Howard J Edenberg  51 Mariam Al Eissa  4 Torbjørn Elvsåshagen  52 Bruno Etain  28 Ayman H Fanous  10 Frederike Fellendorf  30 Alessia Fiorentino  4 Andreas J Forstner  53 Mark A Frye  43 Janice M Fullerton  54 Katrin Gade  22 Julie Garnham  55 Elliot Gershon  56 Michael Gill  39 Fernando S Goes  49 Katherine Gordon-Smith  57 Paul Grof  58 Jose Guzman-Parra  59 Tim Hahn  46 Roland Hasler  60 Maria Heilbronner  34 Urs Heilbronner  34 Stephane Jamain  61 Esther Jimenez  29 Ian Jones  41 Lisa Jones  57 Lina Jonsson  62 Rene S Kahn  63 John R Kelsoe  64 James L Kennedy  65 Tilo Kircher  11 George Kirov  41 Sarah Kittel-Schneider  66 Farah Klöhn-Saghatolislam  34 James A Knowles  60 Thorsten M Kranz  26 Trine Vik Lagerberg  67 Mikael Landen  68 William B Lawson  69 Marion Leboyer  61 Qingqin S Li  70 Mario Maj  71 Dolores Malaspina  72 Mirko Manchia  73 Fermin Mayoral  59 Susan L McElroy  74 Melvin G McInnis  75 Andrew M McIntosh  17 Helena Medeiros  76 Ingrid Melle  77 Vihra Milanova  78 Philip B Mitchell  79 Palmiero Monteleone  80 Alessio Maria Monteleone  71 Markus M Nöthen  81 Tomas Novak  82 John I Nurnberger  83 Niamh O'Brien  4 Kevin S O'Connell  21 Claire O'Donovan  84 Michael C O'Donovan  41 Nils Opel  46 Abigail Ortiz  85 Michael J Owen  41 Erik Pålsson  62 Carlos Pato  76 Michele T Pato  76 Joanna Pawlak  45 Julia-Katharina Pfarr  11 Claudia Pisanu  86 James B Potash  49 Mark H Rapaport  87 Daniela Reich-Erkelenz  34 Andreas Reif  26 Eva Reininghaus  30 Jonathan Repple  46 Hélène Richard-Lepouriel  88 Marcella Rietschel  15 Kai Ringwald  11 Gloria Roberts  79 Guy Rouleau  89 Sabrina Schaupp  34 William A Scheftner  90 Simon Schmitt  11 Peter R Schofield  54 K Oliver Schubert  91 Eva C Schulte  19 Barbara Schweizer  49 Fanny Senner  19 Giovanni Severino  86 Sally Sharp  4 Claire Slaney  55 Olav B Smeland  21 Janet L Sobell  92 Alessio Squassina  93 Pavla Stopkova  82 John Strauss  65 Alfonso Tortorella  94 Gustavo Turecki  95 Joanna Twarowska-Hauser  45 Marin Veldic  43 Eduard Vieta  29 John B Vincent  65 Wei Xu  96 Clement C Zai  97 Peter P Zandi  49 Psychiatric Genomics Consortium (PGC) Bipolar Disorder Working GroupInternational Consortium on Lithium Genetics (ConLiGen)Colombia-US Cross Disorder Collaboration in Psychiatric GeneticsArianna Di Florio  41 Jordan W Smoller  98 Joanna M Biernacka  99 Francis J McMahon  100 Martin Alda  101 Bertram Müller-Myhsok  102 Nikolaos Koutsouleris  103 Peter Falkai  104 Nelson B Freimer  105 Till F M Andlauer  106 Thomas G Schulze  107 Roel A Ophoff  108
Affiliations

Characterisation of age and polarity at onset in bipolar disorder

Janos L Kalman et al. Br J Psychiatry. 2021 Dec.

Abstract

Background: Studying phenotypic and genetic characteristics of age at onset (AAO) and polarity at onset (PAO) in bipolar disorder can provide new insights into disease pathology and facilitate the development of screening tools.

Aims: To examine the genetic architecture of AAO and PAO and their association with bipolar disorder disease characteristics.

Method: Genome-wide association studies (GWASs) and polygenic score (PGS) analyses of AAO (n = 12 977) and PAO (n = 6773) were conducted in patients with bipolar disorder from 34 cohorts and a replication sample (n = 2237). The association of onset with disease characteristics was investigated in two of these cohorts.

Results: Earlier AAO was associated with a higher probability of psychotic symptoms, suicidality, lower educational attainment, not living together and fewer episodes. Depressive onset correlated with suicidality and manic onset correlated with delusions and manic episodes. Systematic differences in AAO between cohorts and continents of origin were observed. This was also reflected in single-nucleotide variant-based heritability estimates, with higher heritabilities for stricter onset definitions. Increased PGS for autism spectrum disorder (β = -0.34 years, s.e. = 0.08), major depression (β = -0.34 years, s.e. = 0.08), schizophrenia (β = -0.39 years, s.e. = 0.08), and educational attainment (β = -0.31 years, s.e. = 0.08) were associated with an earlier AAO. The AAO GWAS identified one significant locus, but this finding did not replicate. Neither GWAS nor PGS analyses yielded significant associations with PAO.

Conclusions: AAO and PAO are associated with indicators of bipolar disorder severity. Individuals with an earlier onset show an increased polygenic liability for a broad spectrum of psychiatric traits. Systematic differences in AAO across cohorts, continents and phenotype definitions introduce significant heterogeneity, affecting analyses.

Keywords: Bipolar disorder; GWAS; age at onset; polarity at onset; polygenic score.

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Conflict of interest statement

Amare T. Azmeraw: has received 2020–2022 NARSAD Young Investigator Grant from the Brain & Behaviour Research Foundation. Ole A. Andreassen: speaker's honorarium Sunovion, Lundbeck. Consultant HealthLytix. Bernhard Baune: Honoraria: Lundbeck, Janssen, LivaNova, Servier. Carrie Bearden: Novartis Scientific Advisory Board. Clark Scott: Honoraria and Investigator-initiated project funding from Jannsen-Cilag Australia, Lundbeck-Otsuka Australia. J. Raymond DePaulo: owns stock in CVS Health; JRD was unpaid consultant for Myriad Neuroscience 2017 & 2019. Michael C. O´Donovan: research unrelated to this manuscript supported by a collaborative research grant from Takeda Pharmaceuticals. Bruno Etain: honoraria for Sanofi. Mark A. Frye: grant Support Assurex Health, Mayo Foundation, Medibio Consultant (Mayo) Actify Neurotherapies, Allergan, Intra-Cellular Therapies, Inc., Janssen, Myriad, Neuralstem Inc., Sanofi, Takeda, Teva Pharmaceuticals. Per Hoffmann: employee of Life&Brain GmbH, Member of the Scientific Advisory Board of HMG Systems Engeneering GmbH. Mikael Landen: Speaker's honoraria Lundbeck pharmaceuticals. Andrew M McIntosh: research funding from The Sackler Trust, speaker fees from Illumina and Janssen. Philip B. Mitchell: remuneration for lectures in China on bipolar disorder research by Sanofi (Hangzhou). John Nurnberger: investigator for Janssen. Benjamin M. Neale: is a member of the scientific advisory board at Deep Genomics and RBNC Therapeutics. A consultant for Camp4 Therapeutics, Takeda Pharmaceutical and Biogen. Andreas Reif: apeaker's honoraria / Advisory boards: Janssen, Shire/Takeda, Medice, SAGE and Servier. Eli Stahl: now employed by the Regeneron Genetics Center. Kato Tadafumi: honoraria: Kyowa Hakko Kirin Co., Ltd., Eli Lilly Japan K.K., Otsuka Pharmaceutical Co., Ltd., GlaxoSmithKline K.K., Taisho Pharma Co., Ltd., Taisho Pharmaceutical Co., Ltd., Taisho Toyama Pharmaceutical Co., Ltd., Dainippon Sumitomo Pharma Co., Ltd., Meiji Seika Pharma Co., Ltd., Pfizer Japan Inc., Mochida Pharmaceutical Co., Ltd., Shionogi & Co., Ltd., Janssen Pharmaceutical K.K., Janssen Asia Pacific, Yoshitomiyakuhin, Astellas Pharma Inc., Nippon, Boehringer Ingelheim Co. Ltd., MSD K.K., Kyowa Pharmaceutical Industry Co., Ltd., Takeda Pharmaceutical Co., Ltd., Mitsubishi Tanabe Pharma Corporation, Eisai Co., Ltd. Grants: Takeda Pharmaceutical Co., Ltd., Dainippon Sumitomo Pharma Co., Ltd., Otsuka Pharmaceutical Co., Ltd., Shionogi & Co., Ltd., Eisai Co., Ltd., Mitsubishi Tanabe Pharma Corporation. Thomas G. Schulze: is a member of the editorial board of The British Journal of Psychiatry. He did not take part in the review or decision-making process of this paper. Eduard Vieta: has received grants and served as consultant, advisor or CME speaker for the following entities: AB-Biotics, Abbott, Allergan, Angelini, Dainippon Sumitomo Pharma, Ferrer, Gedeon Richter, Janssen, Lundbeck, Otsuka, Sage, Sanofi-Aventis, Sunovion and Takeda. None of the other authors reported any biomedical financial interests or potential conflicts of interest. ICMJE forms are in the supplementary material, available online at https://doi.org/10.1192/10.1192/bjp.2021.102.

Figures

Fig. 1
Fig. 1
Differences between phenotype definitions and continents across the 34 data-sets used for discovery-stage genetic analyses. (a) The various data-sets used four different definitions for age at onset: diagnostic interview, impairment/help-seeking, pharmacotherapy and mixed. (b) The untransformed age at onset differed significantly between cohorts, depending on the phenotype definition used and the continent of origin. Au, Australia; Diagnostic, diagnostic interview; D, diagnostic interview; I, impairment/help-seeking; M, mixed; P, pharmacotherapy. n.s., not significant; P > 0.05; *** P < 0.001.
Fig. 2
Fig. 2
Results from the genome-wide association study (GWAS), polygenic score (PGS) analyses, and heritability analyses. (a) and (b) Results from analyses of PGS. For detailed results, see Supplementary Table S8. Significance levels: n.s., not significant, P > 0.05; nominal: P < 0.05; Bonferroni, below the Bonferroni-corrected significance threshold corrected for 96 tests (P < 5.2 × 10−4). (a) Associations of PGSs with the AAO. For interpretability, the plot shows the untransformed AAO. Significance levels are based on the analyses of the AAO after rank-based inverse-normal transformation (which was performed because the distribution of AAO was highly skewed and differed greatly across the study cohorts). (b) Associations of the top versus bottom AAO quartiles with the top versus bottom PGS quartiles. A higher odds ratio (OR) indicates an association with higher AAO. (c) Manhattan plot of the discovery-stage AAO GWAS. (d) Locus-specific Manhattan plot of the top-associated AAO variant. (e) Estimation of the variance in different phenotype definitions explained by genotyped single-nucleotide variants (SNV) (h2SNV). For the cohort wtccc, we directly estimated h2SNV from genotype data in GCTA GREML; we estimated all other heritabilities from GWAS summary statistics using LDSC. The plot shows h2SNV estimates and s.e. ADHD, attention-deficit/hyperactivity disorder; ASD, autism spectrum disorder; BD, bipolar disorder; cM, centi Morgan. Mbp, mega base pairs; MD, major depression; EA, educational attainment; SNV, single-nucleotide variant; cont, continent; disorder type I; PAO, polarity at onset; PAO-M, mania/hypomania before depression; PAO-D, depression before mania/hypomania; PAO-X, mixed; SZ, schizophrenia.

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