Multimodal associations of human brain plasticity investigated with simultaneous PET/MR
Disciplines
Clinical Medicine (70%); Medical-Theoretical Sciences, Pharmacy (30%)
Keywords
- Neuroimaging,
- PET/MR,
- Brain Plasticity,
- Glucose Metabolism,
- Structural Plasticity,
- Functional Connectivity
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 Output
- 530 Citations
- 31 Publications
- 4 Methods & Materials
- 2 Datasets & models
- 1 Software
- 2 Disseminations
- 11 Scientific Awards
- 5 Fundings
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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
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2023
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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
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Title Metabolic connectivity mapping validation Type Technology assay or reagent Public Access Link Link -
2018
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Title fPET protocol and analysis Type Technology assay or reagent Public Access Link Link
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2023
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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
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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
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2024
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Title fPET toolbox DOI 10.1101/2024.11.13.623377v1 Link Link
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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
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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)