Influence of birth cohort on age of onset cluster analysis in bipolar I disorder

Research output: Contribution to journalResearch articleContributedpeer-review

Contributors

  • M. Bauer - , Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus Dresden (Author)
  • T. Glenn - , ChronoRecord Association (Author)
  • M. Alda - , Dalhousie University (Author)
  • O. A. Andreassen - , University of Oslo (Author)
  • E. Angelopoulos - , National and Kapodistrian University of Athens (Author)
  • R. Ardau - , University Hospital of Cagliari (Author)
  • C. Baethge - , University of Cologne (Author)
  • R. Bauer - , Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus Dresden (Author)
  • F. Bellivier - , Université Paris Cité, Fondation FondaMental (Author)
  • R. H. Belmaker - , Ben-Gurion University of the Negev (Author)
  • M. Berk - , Deakin University, University of Melbourne (Author)
  • T. D. Bjella - , University of Oslo (Author)
  • L. Bossini - , University of Siena (Author)
  • Y. Bersudsky - , Ben-Gurion University of the Negev (Author)
  • E. Y.W. Cheung - , Castle Peak Hospital (Author)
  • J. Conell - , Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus Dresden (Author)
  • M. Del Zompo - , University of Cagliari (Author)
  • S. Dodd - , Deakin University, University of Melbourne (Author)
  • B. Etain - , Hôpital Henri Mondor (Author)
  • A. Fagiolini - , University of Siena (Author)
  • M. A. Frye - , Mayo Clinic Rochester, MN (Author)
  • K. N. Fountoulakis - , Aristotle University of Thessaloniki (Author)
  • J. Garneau-Fournier - , Stanford University (Author)
  • A. Gonzalez-Pinto - , University of the Basque Country (Author)
  • H. Harima - , Tokyo Metropolitan Matsuzawa Hospital (Author)
  • S. Hassel - , University of Calgary (Author)
  • C. Henry - , Hôpital Henri Mondor (Author)
  • A. Iacovides - , Aristotle University of Thessaloniki (Author)
  • E. T. Isometsä - , University of Helsinki, National Institute for Health and Welfare (Author)
  • F. Kapczinski - , Universidade Federal do Rio Grande do Sul (Author)
  • S. Kliwicki - , University of Medical Sciences Poznan (Author)
  • B. König - , BIPOLAR Zentrum Wiener Neustadt (Author)
  • R. Krogh - , Aarhus University (Author)
  • M. Kunz - , Universidade Federal do Rio Grande do Sul (Author)
  • B. Lafer - , Universidade de São Paulo (Author)
  • E. R. Larsen - , Aarhus University (Author)
  • U. Lewitzka - , Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus Dresden (Author)
  • C. Lopez-Jaramillo - , Universidad de Antioquia (Author)
  • G. MacQueen - , University of Calgary (Author)
  • M. Manchia - , Dalhousie University (Author)
  • W. Marsh - , University of Massachusetts Boston (Author)
  • M. Martinez-Cengotitabengoa - , University of the Basque Country (Author)
  • I. Melle - , University of Oslo (Author)
  • S. Monteith - , Michigan State University (Author)
  • G. Morken - , Norwegian University of Science and Technology (Author)
  • R. Munoz - , University of California at San Diego (Author)
  • F. G. Nery - , Universidade de São Paulo (Author)
  • C. O'Donovan - , Dalhousie University (Author)
  • Y. Osher - , Ben-Gurion University of the Negev (Author)
  • A. Pfennig - , Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus Dresden (Author)
  • D. Quiroz - , Universidad Diego Portales (Author)
  • R. Ramesar - , University of Cape Town (Author)
  • N. Rasgon - , Stanford University (Author)
  • A. Reif - , University Hospital Frankfurt (Author)
  • P. Ritter - , Department of Psychiatry and Psychotherapy, University Hospital Carl Gustav Carus Dresden (Author)
  • J. K. Rybakowski - , University of Medical Sciences Poznan (Author)
  • K. Sagduyu - , University of Missouri at Kansas City (Author)
  • A. M. Scippa - , Universidade Federal da Bahia (Author)
  • E. Severus - , University Hospital Carl Gustav Carus Dresden, Department of Psychiatry and Psychotherapy (Author)
  • C. Simhandl - , BIPOLAR Zentrum Wiener Neustadt (Author)
  • D. J. Stein - , University of Cape Town (Author)
  • S. Strejilevich - , Universidad Favaloro (Author)
  • A. Hatim Sulaiman - , University of Malaya (Author)
  • K. Suominen - , Minerva Foundation Institute for Medical Research Helsinki (Author)
  • H. Tagata - , Tokyo Metropolitan Matsuzawa Hospital (Author)
  • Y. Tatebayashi - , Tokyo Metropolitan Institute of Medical Science (Author)
  • C. Torrent - , University of Barcelona (Author)
  • E. Vieta - , University of Barcelona (Author)
  • B. Viswanath - , National Institute of Mental Health and Neuro Sciences (NIMHANS) (Author)
  • M. J. Wanchoo - , Mayo Clinic Rochester, MN (Author)
  • M. Zetin - , Chapman University (Author)
  • P. C. Whybrow - , University of California at Los Angeles (Author)

Abstract

Purpose:
Two common approaches to identify subgroups of patients with bipolar disorder are clustering methodology (mixture analysis) based on the age of onset, and a birth cohort analysis. This study investigates if a birth cohort effect will influence the results of clustering on the age of onset, using a large, international database.

Methods:
The database includes 4037 patients with a diagnosis of bipolar I disorder, previously collected at 36 collection sites in 23 countries. Generalized estimating equations (GEE) were used to adjust the data for country median age, and in some models, birth cohort. Model-based clustering (mixture analysis) was then performed on the age of onset data using the residuals. Clinical variables in subgroups were compared.

Results:
There was a strong birth cohort effect. Without adjusting for the birth cohort, three subgroups were found by clustering. After adjusting for the birth cohort or when considering only those born after 1959, two subgroups were found. With results of either two or three subgroups, the youngest subgroup was more likely to have a family history of mood disorders and a first episode with depressed polarity. However, without adjusting for birth cohort (three subgroups), family history and polarity of the first episode could not be distinguished between the middle and oldest subgroups.

Conclusion:
These results using international data confirm prior findings using single country data, that there are subgroups of bipolar I disorder based on the age of onset, and that there is a birth cohort effect. Including the birth cohort adjustment altered the number and characteristics of subgroups detected when clustering by age of onset. Further investigation is needed to determine if combining both approaches will identify subgroups that are more useful for research.

Details

Original languageEnglish
Pages (from-to)99-105
Number of pages7
JournalEuropean Psychiatry
Volume30
Issue number1
Publication statusPublished - 1 Jan 2015
Peer-reviewedYes

External IDs

Scopus 84921025736
PubMed 25498240
ORCID /0000-0003-4286-5830/work/156336195
ORCID /0000-0002-2666-859X/work/156337547
ORCID /0000-0002-3415-5583/work/156337830

Keywords

Keywords

  • Age of onset, Bipolar disorder, Birth cohort, Cluster analysis