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Multimodal associations of human brain plasticity investigated with simultaneous PET/MR

Andreas Hahn (ORCID: 0000-0001-9727-7580)
  • Grant DOI 10.55776/KLI610
  • Funding program Klinische Forschung
  • Status ended
  • Start May 1, 2017
  • End April 30, 2022
  • Funding amount € 268,968
  • Project website

Disciplines

Clinical Medicine (70%); Medical-Theoretical Sciences, Pharmacy (30%)

Keywords

  • Neuroimaging,
  • PET/MR,
  • Brain Plasticity,
  • Glucose Metabolism,
  • Structural Plasticity,
  • Functional Connectivity
Abstract Final report

Background: Neuronal plasticity is the brains ability to continuously adapt to experiences and learning of new skills. Although this affects multiple characteristics of the brain such as structure, function and metabolism, direct interactions between these aspects are largely missing. Using recent advancements in neuroimaging we aim to identify novel relationships of how neuronal plasticity is related across these characteristics. Hypotheses: Compared to a control group, specific training of a cognitive task will result in alterations regarding structure (gray matter volume and white matter neuronal pathways), function (neuronal activation and connectivity) as well as glucose metabolism. Furthermore, these alterations of multiple imaging modalities are related across each other. Project design: 40 healthy subjects will undergo two simultaneous PET/MR measurements at baseline and after 4 weeks. During the measurements a cognitively challenging task will be performed and the training group (20 subjects) will practice during the 4-week period. Methods: Structural and functional magnetic resonance imaging (MRI) will be acquired simultaneously with positron emission tomography (PET). A novel PET measurement protocol enables the assessment of glucose metabolism during task-performance. Effects of neuroplasticity will be investigated for brain structure (gray and white matter), task-specific neuronal activation and glucose metabolism as well as entire brain networks. Multimodal associations will be assessed to identify relationships of neuroplasticity between metabolism, structure and function. Innovation and implications: We combine simultaneous PET/MR and novel task-specific PET imaging to study brain metabolism, structure and function in a single measurement session. This provides optimal sensitivity for assessment of multimodal neuroplasticity associations. Knowledge how cognitive training affects multiple characteristics of the brain will also increase our understanding of disorders like depression, dementia and brain injuries, since these are diagnosed with cognitive evaluations. Considering the vast usage of the applied imaging procedures in diagnosis and therapy monitoring, the thorough investigation of multimodal associations offers great benefit for the interpretability of neuroimaging in clinical routine. 1

The brain has the essential ability to adapt to an ever-changing environment, which is known as neuroplasticity. Learning of novel skills represents one example of such neuroplastic adaptations, however, the underlying physiological mechanisms are not yet fully understood. To investigate these neuroplastic mechanisms in more detail, 41 healthy volunteers were included in this study while learning a complex cognitive task, which required rapid visual processing and motor coordination. Each participant completed two measurements with simultaneous acquisition of functional positron emission tomography (fPET) and functional magnetic resonance brain imaging (fMRI) data. We focused on two essential aspects of brain function. First, glucose metabolism was assessed with fPET since the brain consumes a vast amount of energy by using glucose together with oxygen as main sources of energy. Second, connections between brain regions were assessed with fMRI, as it is known that brain function relies on efficient interaction and communication between brain regions and networks. In an initial pilot study, the measurement protocol was optimized to enable robust identification of changes in glucose metabolism with a novel approach. Next, application of this technique showed that first-time performance of a cognitive task leads to a considerable increase in the association between glucose metabolism and connectivity. This indicates that the energy metabolism indeed supports the interaction between brain regions, which for the current task was specific to networks of visual processing and attention. Finally, we investigated effects of learning as the training group of 21 volunteers practiced the cognitive task on a regular basis within a four-week learning period between the two measurements. The study showed an adapted interaction of brain networks involved in salience and visual processing after learning. Specifically, general adaptations were dependent on glucose metabolism, which have previously been related to strengthened synaptic links between nerve cells. On the other hand, adaptations during task execution itself were dependent on the functional interaction between brain networks, indicating an efficient neuronal representation of the task. Interestingly, the combination of these two adaptive mechanisms was associated with individual task performance and learning progress. In sum, the methodological advancements obtained in this project enabled the identification of neuroplastic mechanisms in the human brain as induced by learning a novel skill. We specifically demonstrate that interregional communication in the brain is tightly coupled to the underlying energy demands and that learning induces complex adaptations to both of these aspects. Considering that numerous neurological and psychiatric disorders are characterized by altered energy metabolism and interactions between brain regions, the findings may on the long run aid for a better understanding of cognitive deficits in these disorders.

Research institution(s)
  • Medizinische Universität Wien - 100%

Research Output

  • 530 Citations
  • 31 Publications
  • 4 Methods & Materials
  • 2 Datasets & models
  • 1 Software
  • 2 Disseminations
  • 11 Scientific Awards
  • 5 Fundings
Publications
  • 2026
    Title Task-evoked brain network architecture captured by the complementary integration of metabolic and functional connectivity
    DOI 10.1016/j.neuroimage.2026.121854
    Type Journal Article
    Author Reed M
    Journal NeuroImage
  • 2026
    Title Quantification of task-specific glucose metabolism utilizing functional Positron Emission Tomography
    Type PhD Thesis
    Author Lucas Rischka
  • 2026
    Title Advancing functional PET in the context of interdisciplinary neuroimaging approaches
    Type Postdoctoral Thesis
    Author Murray B Reed
  • 2025
    Title Evaluation of Data-based Motion Correction Techniques for High Temporal Resolution Functional PET
    DOI 10.1101/2025.08.27.672614
    Type Preprint
    Author Falb P
    Pages 2025.08.27.672614
    Link Publication
  • 2025
    Title A unified approach for identifying PET-based neuronal activation and molecular connectivity with the functional PET toolbox
    DOI 10.1177/0271678x251370831
    Type Journal Article
    Author Hahn A
    Journal Journal of Cerebral Blood Flow & Metabolism
    Pages 558-568
    Link Publication
  • 2025
    Title Optimal filtering strategies for task-specific functional PET imaging
    DOI 10.1177/0271678x251325668
    Type Journal Article
    Author Reed M
    Journal Journal of Cerebral Blood Flow & Metabolism
    Pages 1760-1773
    Link Publication
  • 2024
    Title Synaptic signaling modeled by functional connectivity predicts metabolic demands of the human brain
    DOI 10.1016/j.neuroimage.2024.120658
    Type Journal Article
    Author Klug S
    Journal NeuroImage
    Pages 120658
    Link Publication
  • 2024
    Title Non-invasive assessment of stimulation-specific changes in cerebral glucose metabolism with functional PET
    DOI 10.1007/s00259-024-06675-0
    Type Journal Article
    Author Godbersen G
    Journal European Journal of Nuclear Medicine and Molecular Imaging
    Pages 2283-2292
    Link Publication
  • 2023
    Title High-temporal resolution functional PET/MRI reveals coupling between human metabolic and hemodynamic brain response
    DOI 10.1101/2023.08.02.551631
    Type Preprint
    Author Hahn A
    Pages 2023.08.02.551631
    Link Publication
  • 2023
    Title High-temporal resolution functional PET/MRI reveals coupling between human metabolic and hemodynamic brain response
    DOI 10.1007/s00259-023-06542-4
    Type Journal Article
    Author Hahn A
    Journal European Journal of Nuclear Medicine and Molecular Imaging
    Pages 1310-1322
    Link Publication
  • 2023
    Title Changes of cerebral serotonin synthesis during reward processing measured by functional PET and the radioligand [11C]AMT
    DOI 10.1016/j.nsa.2023.103697
    Type Journal Article
    Author Eggerstorfer B
    Journal Neuroscience Applied
    Pages 103697
    Link Publication
  • 2023
    Title Task-evoked metabolic demands of the posteromedial default mode network are shaped by dorsal attention and frontoparietal control networks
    DOI 10.7554/elife.84683
    Type Journal Article
    Author Godbersen G
    Journal eLife
    Link Publication
  • 2023
    Title Comparison of cardiac image-derived input functions for quantitative whole body [18F]FDG imaging with arterial blood sampling
    DOI 10.3389/fphys.2023.1074052
    Type Journal Article
    Author Reed M
    Journal Frontiers in Physiology
    Pages 1074052
    Link Publication
  • 2023
    Title Whole-body metabolic connectivity framework with functional PET
    DOI 10.1016/j.neuroimage.2023.120030
    Type Journal Article
    Author Reed M
    Journal NeuroImage
    Pages 120030
    Link Publication
  • 2023
    Title Non-invasive assessment of stimulation-specific changes in cerebral glucose metabolism with functional PET
    DOI 10.1101/2023.09.20.558617
    Type Preprint
    Author Godbersen G
    Pages 2023.09.20.558617
    Link Publication
  • 2024
    Title A Unified Approach for Identifying PET-based Neuronal Activation and Molecular Connectivity with the functional PET toolbox
    DOI 10.1101/2024.11.13.623377
    Type Preprint
    Author Hahn A
  • 2024
    Title Dynamics of human serotonin synthesis differentially link to reward anticipation and feedback
    DOI 10.1038/s41380-024-02696-1
    Type Journal Article
    Author Hahn A
    Journal Molecular Psychiatry
    Pages 600-607
    Link Publication
  • 2025
    Title [<sup>18</sup>F]FDG Revisited: A New Perspective on the Temporal Dynamics of Brain Glucose Metabolism
    DOI 10.20944/preprints202502.0892.v2
    Type Preprint
    Author Falb P
  • 2021
    Title sj-pdf-1-jcb-10.1177_0271678X211019827 - Supplemental material for Functional dynamics of dopamine synthesis during monetary reward and punishment processing
    DOI 10.25384/sage.14706274
    Type Other
    Author Hahn A
    Link Publication
  • 2021
    Title sj-pdf-1-jcb-10.1177_0271678X211019827 - Supplemental material for Functional dynamics of dopamine synthesis during monetary reward and punishment processing
    DOI 10.25384/sage.14706274.v1
    Type Other
    Author Hahn A
    Link Publication
  • 2021
    Title sj-pdf-1-jcb-10.1177_0271678X211020589 - Supplemental material for Reliability of task-specific neuronal activation assessed with functional PET, ASL and BOLD imaging
    DOI 10.25384/sage.14737725.v1
    Type Other
    Author Godbersen G
    Link Publication
  • 2021
    Title Reliability of task-specific neuronal activation assessed with functional PET, ASL and BOLD imaging
    DOI 10.1177/0271678x211020589
    Type Journal Article
    Author Rischka L
    Journal Journal of Cerebral Blood Flow & Metabolism
    Pages 2986-2999
    Link Publication
  • 2021
    Title Functional dynamics of dopamine synthesis during monetary reward and punishment processing
    DOI 10.1177/0271678x211019827
    Type Journal Article
    Author Hahn A
    Journal Journal of Cerebral Blood Flow & Metabolism
    Pages 2973-2985
    Link Publication
  • 2022
    Title Metabolic demands of the posteromedial default mode network are shaped by dorsal attention and frontoparietal control networks
    DOI 10.1101/2022.08.12.503715
    Type Preprint
    Author Godbersen G
    Pages 2022.08.12.503715
    Link Publication
  • 2022
    Title Learning induces coordinated neuronal plasticity of metabolic demands and functional brain networks
    DOI 10.1038/s42003-022-03362-4
    Type Journal Article
    Author Klug S
    Journal Communications Biology
    Pages 428
    Link Publication
  • 2018
    Title Reduced task durations in functional PET imaging with [18F]FDG approaching that of functional MRI
    DOI 10.1016/j.neuroimage.2018.06.079
    Type Journal Article
    Author Rischka L
    Journal NeuroImage
    Pages 323-330
  • 2017
    Title Task-relevant brain networks identified with simultaneous PET/MR imaging of metabolism and connectivity
    DOI 10.1007/s00429-017-1558-0
    Type Journal Article
    Author Hahn A
    Journal Brain Structure and Function
    Pages 1369-1378
    Link Publication
  • 2021
    Title Dissociations between glucose metabolism and blood oxygenation in the human default mode network revealed by simultaneous PET-fMRI
    DOI 10.1073/pnas.2021913118
    Type Journal Article
    Author Stiernman L
    Journal Proceedings of the National Academy of Sciences
    Link Publication
  • 2021
    Title Learning induces coordinated neuronal plasticity of metabolic demands and functional brain networks
    DOI 10.1101/2021.11.12.468351
    Type Preprint
    Author Klug S
    Pages 2021.11.12.468351
    Link Publication
  • 2020
    Title Reconfiguration of functional brain networks and metabolic cost converge during task performance
    DOI 10.7554/elife.52443
    Type Journal Article
    Author Hahn A
    Journal eLife
    Link Publication
  • 2019
    Title Functional dynamics of dopamine synthesis during monetary reward and punishment processing
    DOI 10.1101/2019.12.23.886812
    Type Preprint
    Author Hahn A
    Pages 2019.12.23.886812
    Link Publication
Methods & Materials
  • 2023 Link
    Title Molecular connectivity
    DOI 10.1016/j.neuroimage.2023.120030
    Type Technology assay or reagent
    Public Access
    Link Link
  • 2022 Link
    Title Metabolic connectivity mapping advancement
    Type Technology assay or reagent
    Public Access
    Link Link
  • 2020 Link
    Title Metabolic connectivity mapping validation
    Type Technology assay or reagent
    Public Access
    Link Link
  • 2018 Link
    Title fPET protocol and analysis
    Type Technology assay or reagent
    Public Access
    Link Link
Datasets & models
  • 2023 Link
    Title Data from: Task-evoked metabolic demands of the posteromedial default mode network are shaped by dorsal attention and frontoparietal control networks
    DOI 10.5061/dryad.5qfttdzbd
    Type Database/Collection of data
    Public Access
    Link Link
  • 2020 Link
    Title Data from: Reconfiguration of functional brain networks and metabolic cost converge during task performance
    DOI 10.5061/dryad.zcrjdfn7p
    Type Database/Collection of data
    Public Access
    Link Link
Software
  • 2024 Link
    Title fPET toolbox
    DOI 10.1101/2024.11.13.623377v1
    Link Link
Disseminations
  • 2022 Link
    Title NIMH Workshop on PET/MRI
    Type Participation in an activity, workshop or similar
    Link Link
  • 2023
    Title Dynamics in brain glucose metabolism
    Type A talk or presentation
Scientific Awards
  • 2024
    Title Research Award
    Type Research prize
    Level of Recognition National (any country)
  • 2024
    Title Johann Wilhelm Ritter von Mannagetta-Förderpreis für Medizin
    Type Research prize
    Level of Recognition National (any country)
  • 2024
    Title Rudolf Höfer Award in Nuclear Medicine
    Type Research prize
    Level of Recognition National (any country)
  • 2024
    Title Task-specific metabolic connectivity
    Type Attracted visiting staff or user to your research group
    Level of Recognition Continental/International
  • 2023
    Title CINP Student encouragement award
    Type Poster/abstract prize
    Level of Recognition Continental/International
  • 2021
    Title Associate Editor, Frontiers in Human Neuroscience
    Type Appointed as the editor/advisor to a journal or book series
    Level of Recognition Continental/International
  • 2021
    Title Human Brain Mapping, symposium speaker
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2020
    Title Rudolf Höfer Award in Nuclear Medicine
    Type Research prize
    Level of Recognition National (any country)
  • 2019
    Title BrainPET Early Career Investigator Award
    Type Poster/abstract prize
    Level of Recognition Continental/International
  • 2019
    Title Medical Imaging Cluster, Poster Award
    Type Poster/abstract prize
    Level of Recognition Regional (any country)
  • 2018
    Title Academic Editor, PLoS One
    Type Appointed as the editor/advisor to a journal or book series
    Level of Recognition Continental/International
Fundings
  • 2017
    Title DOC Fellowship
    Type Fellowship
    Start of Funding 2017
    Funder Austrian Academy of Sciences
  • 2022
    Title Reward-specific changes of dopamine synthesis in MDD
    Type Research grant (including intramural programme)
    Start of Funding 2022
    Funder Austrian Science Fund (FWF)
  • 2024
    Title Impact of stress on brain energy metabolism
    Type Research grant (including intramural programme)
    DOI 10.55776/kli1151
    Start of Funding 2024
    Funder Austrian Science Fund (FWF)
  • 2019
    Title MDPhD Excellence Program
    Type Studentship
    Start of Funding 2019
    Funder Medical University of Vienna
  • 2025
    Title Temporal coupling of metabolic and hemodynamic signals
    Type Research grant (including intramural programme)
    DOI 10.55776/pat5436523
    Start of Funding 2025
    Funder Austrian Science Fund (FWF)

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