Cited by 49Functional Brain Connectivity StudiesSchizophrenia research and treatmentNeural dynamics and brain function

The application of nonlinear dynamic causal modelling for fMRI in subjects at high genetic risk of schizophrenia

Dauvermann, Maria R., Whalley, Heather C., Romaniuk, Liana, Valton, Vincent, Owens, David G.C., Johnstone, Eve C., Lawrie, Stephen M., Moorhead, Thomas W.J.·2013·NeuroImage

Abstract

Nonlinear Dynamic Causal Modelling (DCM) for fMRI provides computational modelling of gating mechanisms at the neuronal population level. It allows for estimations of connection strengths with nonlinear modulation within task-dependent networks. This paper presents an application of nonlinear DCM in subjects at high familial risk of schizophrenia performing the Hayling Sentence Completion Task (HSCT). We analysed scans of 19 healthy controls and 46 subjects at high familial risk of schizophrenia, which included 26 high risk subjects without psychotic symptoms and 20 subjects with psychotic symptoms. The activity-dependent network consists of the intra parietal cortex (IPS), inferior frontal gyrus (IFG), middle temporal gyrus (MTG), anterior cingulate cortex (ACC) and the mediodorsal (MD) thalamus. The connections between the MD thalamus and the IFG were gated by the MD thalamus. We used DCM to investigate altered connection strength of these connections. Bayesian Model Selection (BMS) at the group and family level was used to compare the optimal bilinear and nonlinear models. Bayesian Model Averaging (BMA) was used to assess the connection strengths with the gating from the MD thalamus and the IFG. The nonlinear models provided the better explanation of the data. Furthermore, the BMA analysis showed significantly lower connection strength of the thalamocortical connection with nonlinear modulation from the MD thalamus in high risk subjects with psychotic symptoms and those who subsequently developed schizophrenia. These findings demonstrate that nonlinear DCM provides a method to investigate altered connectivity at the level of neural circuits. The reduced connection strength with thalamic gating may be a neurobiomarker implicated in the development of psychotic symptoms. This study suggests that nonlinear DCM could lead to new insights into functional and effective dysconnection at the network level in subjects at high familial risk.

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Crossref · 10.1016/j.neuroimage.2013.01.063

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  • DCM studies in schizophrenia demonstrated differences in functional network architecture and effective connectivity compared to healthy controls across various tasks.

    “These studies demonstrated differences in functional network architecture and effective connectivity compared to healthy controls across various tasks.”

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Authors
Dauvermann, M. R., Whalley, H. C., Romaniuk, L., Valton, V., Owens, D. G. C., Johnstone, E. C., Lawrie, S. M., & Moorhead, T. W. J.
Affiliations
  • Royal Edinburgh Hospital (GB)
  • University of Edinburgh (GB)
Corresponding author
Dauvermann, Maria R.
Venue
NeuroImage
Publisher
Elsevier BV
Published
2013-06
Volume
73
Pages
16-29
ISSN
1053-8119 (ISSN-L)
OpenAlex
W2043735337
Cited by
49
References
106
Citations by year
2025: 1 · 2024: 1 · 2023: 4 · 2022: 1 · 2021: 4 · 2020: 1 · 2019: 2 · 2018: 2 · 2017: 7 · 2016: 7 · 2015: 5 · 2014: 7 · 2013: 7
FWCI
4.73
Type
journal article
Language
en
Open access
closed
Locations
  • NeuroImage (publishedVersion)
  • PubMed (publishedVersion)
  • UCL Discovery (University College London) (submittedVersion)
  • Research Portal (King's College London) (submittedVersion)
  • University of Birmingham Research Portal (University of Birmingham) (submittedVersion)
Funders
  • Dr Mortimer and Theresa Sackler Foundation
  • Dorothy Hodgkin Fellowship from the Royal Society (DH080018)
  • EPSRC
  • BBSRC
  • MRC
  • TMRC
Topics
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Functional Brain Connectivity Studies
  • Health Sciences › Medicine › Psychiatry and Mental health › Schizophrenia research and treatment
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
Keywords
schizophrenia, familial risk, high genetic risk, mediodorsal thalamus, inferior frontal gyrus, thalamocortical connections, nonlinear modulation, Bayesian model averaging, Bayesian model selection, psychotic symptoms, neurobiomarkers, effective connectivity
MeSH terms
Adolescent, Algorithms, Bayes Theorem, Brain, Delusions, Female, Hallucinations, Humans, Image Processing, Computer-Assisted, Magnetic Resonance Imaging, Male, Models, Neurological, Neural Pathways, Neuronal Plasticity, Psychomotor Performance, Risk, Schizophrenia, Schizophrenic Psychology, Thalamus, Linear Models, Nonlinear Dynamics, Genetic Predisposition to Disease, Young Adult

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