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Longitudinal Changes in Value-based Learning in Middle Childhood: Distinct Contributions of Hippocampus and Striatum

View ORCID ProfileJohannes Falck, View ORCID ProfileLei Zhang, View ORCID ProfileLaurel Raffington, View ORCID ProfileJohannes J. Mohn, View ORCID ProfileJochen Triesch, View ORCID ProfileChristine Heim, View ORCID ProfileYee Lee Shing
doi: https://doi.org/10.1101/2023.04.13.536699
Johannes Falck
1Department of Psychology, Goethe University Frankfurt, 60629 Frankfurt am Main, Germany
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  • For correspondence: [email protected]
Lei Zhang
2Social, Cognitive and Affective Neuroscience Unit, Department of Cognition, Emotion, and Methods in Psychology, Faculty of Psychology, University of Vienna, 1010 Vienna, Austria
3Centre for Human Brain Health, School of Psychology, University of Birmingham, Birmingham B15 2TT, UK
4Institute for Mental Health, School of Psychology, University of Birmingham, Birmingham B15 2TT, UK
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Laurel Raffington
5Center for Lifespan Psychology, Max Planck Institute for Human Development, 14195 Berlin, Germany
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Johannes J. Mohn
6Charité – Universitätsmedizin Berlin, Institute of Medical Psychology, 10117 Berlin, Germany
7Max Planck School of Cognition, Max Planck Institute for Human Cognitive and Brain Sciences, 04103 Leipzig, Germany
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Jochen Triesch
8Frankfurt Institute for Advanced Studies (FIAS), 60439 Frankfurt am Main, Germany
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Christine Heim
6Charité – Universitätsmedizin Berlin, Institute of Medical Psychology, 10117 Berlin, Germany
9Center for Safe & Healthy Children, The Pennsylvania State University, State College, PA 16802, USA
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Yee Lee Shing
1Department of Psychology, Goethe University Frankfurt, 60629 Frankfurt am Main, Germany
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Abstract

The hippocampal-dependent memory system and striatal-dependent memory system modulate reinforcement learning depending on feedback timing in adults, but their contributions during development remain unclear. In a 2-year longitudinal study, 6-to-7-year-old children performed a reinforcement learning task in which they received feedback immediately or with a short delay following their response. Children’s learning was found to be sensitive to feedback timing modulations in their reaction time and inverse temperature parameter, which quantifies value-guided decision-making. They showed longitudinal improvements towards more optimal value-based learning, and their hippocampal volume showed protracted maturation. Better delayed model-derived learning covaried with larger hippocampal volume longitudinally, in line with the adult literature. In contrast, a larger striatal volume in children was associated with both better immediate and delayed model-derived learning longitudinally. These findings show, for the first time, an early hippocampal contribution to the dynamic development of reinforcement learning in middle childhood, with neurally less differentiated and more cooperative memory systems than in adults.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • The revised manuscript includes changes suggested by the reviewers from eLife. For the complete review, see: https://elifesciences.org/reviewed-preprints/89483

  • https://osf.io/pju65/

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted February 27, 2024.
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Longitudinal Changes in Value-based Learning in Middle Childhood: Distinct Contributions of Hippocampus and Striatum
Johannes Falck, Lei Zhang, Laurel Raffington, Johannes J. Mohn, Jochen Triesch, Christine Heim, Yee Lee Shing
bioRxiv 2023.04.13.536699; doi: https://doi.org/10.1101/2023.04.13.536699
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Longitudinal Changes in Value-based Learning in Middle Childhood: Distinct Contributions of Hippocampus and Striatum
Johannes Falck, Lei Zhang, Laurel Raffington, Johannes J. Mohn, Jochen Triesch, Christine Heim, Yee Lee Shing
bioRxiv 2023.04.13.536699; doi: https://doi.org/10.1101/2023.04.13.536699

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