Investigating phenotypes of choice using computational fMRI
Investigating phenotypes of choice using computational fMRI
Disciplines
Medical-Theoretical Sciences, Pharmacy (40%); Psychology (60%)
Keywords
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Decision-Making,
Active Inference,
Exploration-Exploitation,
Computational Modelling,
Personality Traits,
Reward
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.
- Universität Salzburg - 100%
- 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
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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