Major depression as a complex dynamic system

A.O.J. Cramer, Claudia D van Borkulo, Erik J Giltay, Han L. J. van der Maas, Kenneth S Kendler, Marten Scheffer, Denny Borsboom

Research output: Contribution to journalArticleScientificpeer-review

96 Citations (Scopus)
21 Downloads (Pure)

Abstract

In this paper, we characterize major depression (MD) as a complex dynamic system in which symptoms (e.g., insomnia and fatigue) are directly connected to one another in a network structure. We hypothesize that individuals can be characterized by their own network with unique architecture and resulting dynamics. With respect to architecture, we show that individuals vulnerable to developing MD are those with strong connections between symptoms: e.g., only one night of poor sleep suffices to make a particular person feel tired. Such vulnerable networks, when pushed by forces external to the system such as stress, are more likely to end up in a depressed state; whereas networks with weaker connections tend to remain in or return to a non-depressed state. We show this with a simulation in which we model the probability of a symptom becoming 'active' as a logistic function of the activity of its neighboring symptoms. Additionally, we show that this model potentially explains some well-known empirical phenomena such as spontaneous recovery as well as accommodates existing theories about the various subtypes of MD. To our knowledge, we offer the first intra-individual, symptom-based, process model with the potential to explain the pathogenesis and maintenance of major depression.

Original languageEnglish
Article numbere0167490
JournalPLoS ONE
Volume11
Issue number12
DOIs
Publication statusPublished - 2016
Externally publishedYes

Keywords

  • Journal Article

Fingerprint Dive into the research topics of 'Major depression as a complex dynamic system'. Together they form a unique fingerprint.

  • Cite this

    Cramer, A. O. J., van Borkulo, C. D., Giltay, E. J., van der Maas, H. L. J., Kendler, K. S., Scheffer, M., & Borsboom, D. (2016). Major depression as a complex dynamic system. PLoS ONE, 11(12), [e0167490]. https://doi.org/10.1371/journal.pone.0167490