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Investigating phenotypes of choice using computational fMRI

Investigating phenotypes of choice using computational fMRI

Martin Kronbichler (ORCID: 0000-0003-2240-2812)
  • Grant DOI 10.55776/P30390
  • Funding program Principal Investigator Projects
  • Status ended
  • Start October 1, 2017
  • End September 30, 2021
  • Funding amount € 246,194

Disciplines

Medical-Theoretical Sciences, Pharmacy (40%); Psychology (60%)

Keywords

    Decision-Making, Active Inference, Exploration-Exploitation, Computational Modelling, Personality Traits, Reward

Abstract Final report

In this project, we will investigate how we make decisions and how decision processes take place in the brain. To do so, we will use functional magnetic resonance imaging and a theoretical model of decision processes, which allows us to classify individual decision-making behaviour according to subject specific parameters. Specifically, we will investigate whether subject-specific parameters can be generalised over different tasks, such that estimated parameters in one task are predictive of behaviour in another task. To investigate this we will use two tasks that have been previously validated in experimental studies. In addition, we will investigate whether these parameters correlate with individual traits such as impulsivity and sensation seeking measures. Furthermore, we will investigate how structural and functional brain-networks relate to these individual parameters. Subjects will be scanned in a magnetic resonance tomograph measuring individual neuronal connectivity in the brain. Subsequently, we will test whether individual parameters correlate with individual connectivity measures and thus with subjects individual neuronal brain- architecture. Lastly, we will perform a task to investigate fundamental choice tendencies in decision processes and how these tendencies are represented in brain function, again using magnetic resonance imaging to measure brain activity during decision-processes. Crucially, we predict that in addition to maximising utility (i.e., seeking the most valuable outcome), subjects will also try to gain new information and sample informative states. Our project will be instantiated via a collaboration between the Centre for Neurocognitive Research of the University of Salzburg and the Wellcome Trust Centre of Neuroimaging of the University College London, namely the research groups of Profs Weiskopf (Physics), Friston (Theoretical Neurobiology) and Dolan (Cognition, Emotion and Psychiatric Disorders). We intend to join the expertise of our centres to provide new insights into mechanisms underlying choice and its neuronal underpinnings. 1

This project aimed for a better understanding on how humans make decisions and how decision making in different tasks is related. This will enable us to develop methods to examine aberrant and altered decision making in mental and brain disorders. Altogether, we collected data from three decision making tests and a large battery of questionnaires assessing personality traits from 70 subjects. From all subjects we also collected data on functional and structural neuroanatomy using MRI. This data provides the opportunity to explore relationships between decision making, its internal cognitive architecture and its relationship to brain function and structure and will have future applications in deriving cognitive phenotypes in clinical populations. Furthermore, in the course of the project we were able to provide important data on the brain and cognitive alterations in schizophrenia and patients suffering from pathological gambling.

Research institution(s)
  • Universität Salzburg - 100%
International project participants
  • Nikolaus Weiskopf, Max-Planck-Institut für Kognitions- und Neurowissenschaften - Germany
  • Christoph Mathys, SISSA/ISAS Trieste - Italy
  • Karl J. Friston, University College London
  • Raymond J. Dolan, University College London
  • Thomas Fitzgerald, University of East Anglia

Research Output

  • 187 Citations
  • 14 Publications
Publications
  • 2022
    Title Evaluating the capabilities and challenges of layer-fMRI VASO at 3T
    DOI 10.1101/2022.07.26.501554
    Type Preprint
    Author Huber L
    Pages 2022.07.26.501554
    Link Publication
  • 2024
    Title Loss, gain and choice difficulty in gambling patients: Neural and behavioural processes
    DOI 10.1111/adb.13396
    Type Journal Article
    Author Freinhofer D
    Journal Addiction Biology
    Link Publication
  • 2023
    Title Evaluating the capabilities and challenges of layer-fMRI VASO at 3T.
    DOI 10.52294/001c.85117
    Type Journal Article
    Author Huber L
    Journal Aperture neuro
    Link Publication
  • 2021
    Title Reduced intrinsic neural timescales in schizophrenia along posterior parietal and occipital areas
    DOI 10.1038/s41537-021-00184-x
    Type Journal Article
    Author Uscatescu L
    Journal npj Schizophrenia
    Pages 55
    Link Publication
  • 2021
    Title Effective Connectivity of the Hippocampus Can Differentiate Patients with Schizophrenia from Healthy Controls: A Spectral DCM Approach
    DOI 10.1007/s10548-021-00868-8
    Type Journal Article
    Author Uscatescu L
    Journal Brain Topography
    Pages 762-778
    Link Publication
  • 2021
    Title Preserved intention understanding during moral judgments in schizophrenia
    DOI 10.1371/journal.pone.0251180
    Type Journal Article
    Author Kronbichler L
    Journal PLOS ONE
    Link Publication
  • 2021
    Title Reduced Intrinsic Neural Timescales in Schizophrenia along Posterior Parietal and Occipital Areas
    DOI 10.1101/2021.05.22.21257646
    Type Preprint
    Author Uscatescu L
    Pages 2021.05.22.21257646
    Link Publication
  • 2020
    Title Effective connectivity of the hippocampus can differentiate patients with schizophrenia from healthy controls: a spectral DCM approach
    DOI 10.1101/2020.01.12.20017293
    Type Preprint
    Author Uscatescu L
    Pages 2020.01.12.20017293
    Link Publication
  • 2020
    Title Deficient Decision Making in Pathological Gamblers Correlates With Gray Matter Volume in Medial Orbitofrontal Cortex
    DOI 10.3389/fpsyt.2020.00109
    Type Journal Article
    Author Freinhofer D
    Journal Frontiers in Psychiatry
    Pages 109
    Link Publication
  • 2019
    Title Reduced spontaneous perspective taking in schizophrenia
    DOI 10.1016/j.pscychresns.2019.08.007
    Type Journal Article
    Author Kronbichler L
    Journal Psychiatry Research: Neuroimaging
    Pages 5-12
    Link Publication
  • 2018
    Title Perceptual Expectations of Object Stimuli Modulate Repetition Suppression in a Delayed Repetition Design
    DOI 10.1038/s41598-018-31091-4
    Type Journal Article
    Author Kronbichler L
    Journal Scientific Reports
    Pages 12526
    Link Publication
  • 2018
    Title Interface Instability of Fe-Stabilized Li7La3Zr2O12 versus Li Metal
    DOI 10.1021/acs.jpcc.7b12387
    Type Journal Article
    Author Rettenwander D
    Journal The Journal of Physical Chemistry C
    Pages 3780-3785
    Link Publication
  • 2018
    Title Schizophrenia and Category-Selectivity in the Brain: Normal for Faces but Abnormal for Houses
    DOI 10.3389/fpsyt.2018.00047
    Type Journal Article
    Author Kronbichler L
    Journal Frontiers in Psychiatry
    Pages 47
    Link Publication
  • 2019
    Title Multiple Killing horizons: the initial value formulation for ?-vacuum
    DOI 10.1088/1361-6382/ab58e7
    Type Journal Article
    Author Mars M
    Journal Classical and Quantum Gravity
    Pages 025010
    Link Publication

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