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Feedback-driven trial-by-trial learning in autism spectrum disorders.

Marjorie Solomon1, Michael J Frank, J Daniel Ragland

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Individuals with autism spectrum disorder (ASD) show learning deficits due to impaired reward-based working memory. They rely more on trial-by-trial feedback processing for learning, engaging different brain regions than typically developing individuals.

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Area of Science:

  • Neuroscience
  • Cognitive Science
  • Developmental Psychology

Background:

  • Learning impairments are a core feature of autism spectrum disorders (ASD).
  • Understanding the cognitive and neural underpinnings of these learning deficits is crucial.

Purpose of the Study:

  • To investigate the cognitive and neural basis of learning deficits in young adults with ASD.
  • To compare learning processes in individuals with ASD and typically developing individuals using a probabilistic reinforcement learning task.

Main Methods:

  • A probabilistic selection task was administered to matched groups of adults with ASD (N=22) and typical development (N=25).
  • Rapid event-related functional MRI (fMRI) was used to examine brain activity during stimulus and feedback epochs.
  • Analyses focused on performance differences and neural recruitment in the anterior/medial prefrontal cortex, anterior cingulate cortex, and orbito-frontal cortex.

Main Results:

  • Both groups performed similarly on medium- and low-probability pairs, but typically developing individuals excelled on high-probability pairs.
  • Typically developing individuals showed enhanced anterior/medial prefrontal cortex activity, suggesting intact reward-based working memory.
  • Individuals with ASD demonstrated greater activation in the anterior cingulate and orbito-frontal cortices during feedback processing.

Conclusions:

  • ASD is associated with learning deficits stemming from an impaired ability to develop reward-based working memory.
  • Individuals with ASD rely more heavily on trial-by-trial feedback processing, engaging specific prefrontal cortical regions.