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Developmental differences in reward-learning and its connection to resting-state functional connectivity modeled

Zsofia Karlocai1, Johan Vegelius2, Ebba Widegren3

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Adolescent brains show reduced feedback-driven learning and more exploration compared to adults. This is linked to stronger fronto-striatal connectivity during reward learning, highlighting developmental differences in decision-making.

Keywords:
Bayesian modelCognitive developmentFMRIResting-state functional connectivityWSLS strategy

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Area of Science:

  • Neuroscience
  • Developmental Psychology
  • Cognitive Science

Background:

  • Adolescence involves significant brain development, impacting reward sensitivity and decision-making.
  • Changes in functional connectivity within reward circuits influence learning and behavior.
  • Understanding these developmental changes is crucial for comprehending adolescent risk-taking and learning.

Purpose of the Study:

  • To compare reinforcement learning behavior between adolescents and adults.
  • To investigate the relationship between resting-state functional connectivity and learning parameters.
  • To explore developmental differences in cortico-subcortical reward circuitry.

Main Methods:

  • Fifty-eight healthy participants (32 adolescents, 26 adults) completed a probabilistic two-armed bandit task.
  • Resting-state functional magnetic resonance imaging (fMRI) was used to assess brain connectivity.
  • Q learning in a hierarchical Bayesian framework modeled learning parameters (learning rate α, inverse temperature β).

Main Results:

  • Learning rate correlated with cortico-subcortical functional connectivity, particularly involving the anterior cingulate cortex (ACC).
  • Adolescents demonstrated lower learning rates and inverse temperatures than adults.
  • Adolescents showed a stronger association between learning rate and fronto-striatal connectivity and a reduced tendency to stay with winning options.

Conclusions:

  • The anterior cingulate cortex plays a key role in reward learning.
  • Adolescents exhibit reduced feedback-driven learning and more variable choice behavior compared to adults.
  • Adolescents may rely more heavily on fronto-striatal connectivity during learning processes.