eLifeNeurosciencePeer-reviewed journal article
Macro-scale patterns in functional connectivity associated with ongoing thought patterns and dispositional traits
Samyogita HardikariD, Brontë MckeowniD, H. Lina SchaareiD, Raven Star WallaceiD, Ting XuiD, Mark Edgar Lauckner, Sofie Louise ValkiD, Daniel S. MarguliesiD, Adam G. TurnbulliD, Boris C. BernhardtiD, Reinder Vos de WaeliD, Arno VillringeriD, Jonathan SmallwoodiD
Abstract
Complex macro-scale patterns of brain activity that emerge during periods of wakeful rest provide insight into the organisation of neural function, how these differentiate individuals based on their traits, and the neural basis of different types of self-generated thoughts. Although brain activity during wakeful rest is valuable for understanding important features of human cognition, its unconstrained nature makes it difficult to disentangle neural features related to personality traits from those related to the thoughts occurring at rest. Our study builds on recent perspectives from work on ongoing conscious thought that highlight the interactions between three brain networks - ventral and dorsal attention networks, as well as the default mode network. We combined measures of personality with state-of-the-art indices of ongoing thoughts at rest and brain imaging analysis and explored whether this tri-partite view can provide a framework within which to understand the contribution of states and traits to observed patterns of neural activity at rest. To capture macro-scale relationships between different brain systems, we calculated cortical gradients to describe brain organisation in a low dimensional space. Our analysis established that for more introverted individuals, regions of the ventral attention network were functionally more aligned to regions of the somatomotor system and the default mode network. At the same time, a pattern of detailed self-generated thought was associated with a decoupling of regions of dorsal attention from regions in the default mode network. Our study, therefore, establishes that interactions between attention systems and the default mode network are important influences on ongoing thought at rest and highlights the value of integrating contemporary perspectives on conscious experience when understanding patterns of brain activity at rest.
- Citations
- 5
- FWCI
- 0.73
- Field percentile
- top 37%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Ongoing thoughts at rest reflect functional brain organization and behavior
Jin Ke, Taylor A. Chamberlain, … Monica D. Rosenberg·bioRxiv·Aug 18, 2025
- Interactions between the neural correlates of dispositional internally directed thought and visual imagery
Theodoros Karapanagiotidis, Elizabeth Jefferies, Jonathan Smallwood·Philosophical Transactions of the Royal Society B Biological SciencesPeer-reviewed·Dec 13, 2020
- A default-control network cortical gradient differentiates the imagination of social and solitary experiences
Andrew James Anderson, Adam G. Turnbull, … Feng Vankee Lin·bioRxiv·Nov 25, 2025
- Connectivity patterns predictive of cognition, but not affect, reflect a segregated intrinsic network architecture
Achille Gillig, Gaël Jobard, … Marc Joliot·Network NeurosciencePeer-reviewed·Jul 31, 2026
- Distinct patterns of thought mediate the link between brain functional connectome and psychological well-being
Deniz Vatansever, Theodoros Karapanagiotidis, … Jonathan Smallwood·Network NeurosciencePeer-reviewed·Jan 1, 2020
- Bipartite functional fractionation within the default network supports disparate forms of internally oriented cognition
Rocco Y.-C. Chiou, Gina F. Humphreys, Matthew A. Lambon Ralph·Cerebral CortexPeer-reviewed·Apr 27, 2020