Non-Associative Learning and Perceptual Learning

Jun 6, 2024

Non-Associative Learning and Perceptual Learning

Overview

  • Types of non-associative learning:
    • Habituation
    • Sensitization
    • Perceptual learning (including priming and discrimination tasks)

Early Studies on Learning and the Brain

  • Pavlov: Removal of dog’s cortex halted habituation
  • Katz: Habituation observed even below a spinal cord cut
  • Roaches: Show habituation without having a cortex
  • Studies reveal complexity of neuron interactions in learning

Studying Simple Nervous Systems

  • Aplysia (sea snail) as a model organism
    • Central nervous system with ~20,000 neurons
    • Large neurons make study easier
    • Frequently used to study habituation and sensitization

Mechanisms of Habituation and Sensitization in Aplysia

  • Habituation Process:

    • Touching siphon activates sensory neurons
    • Sensory neurons release glutamate onto motor neurons
    • Motor neurons activate gill muscle to retract
    • Repeated activation leads to less glutamate release
    • Decrease in motor neuron response and quicker gill release
    • Long-term habituation: fewer glutamate receptors due to reduced glutamate
  • Sensitization Process:

    • Gentle touch of siphon produces gill withdrawal
    • Mild aversive shock to the tail leads to longer gill withdrawal upon next touch
    • Involves interneurons that release serotonin, increasing acetylcholine release
    • Long-term sensitization: increase in acetylcholine receptors

Summary of Habituation and Sensitization

  • Opposing changes in synapse function
    • Habituation: synapse depression and receptor pruning
    • Sensitization: synapse facilitation and addition of receptors
  • Learning involves direct changes in synapse function and modulation by interneurons
  • Repeated training leads to long-lasting structural changes

Perceptual Learning

  • Definition: Repeated exposure to a stimulus improves recognition and processing
  • Brain Processing:
    • Somatosensory cortex (S1) processes touch
    • Each neuron has a distinct receptive field organized topographically

Example: Auditory Cortex

  • Neurons respond to specific pitch frequencies
  • Training sharpens neural response to specific pitches
  • Increased ability to distinguish between pitches after training

Cortical Plasticity and Perceptual Learning

  • Experience shapes cortical networks, tunes receptive fields, and prunes synapses
  • Example: Touch sensitivity and training with toothpicks
    • Training improves discriminatory ability
    • Increased activation in relevant sensory cortex areas
    • Temporary changes unless practiced over a longer period

Formation of Mental Maps

  • Incidental learning involving place cells in the hippocampus
  • Neurons respond to specific locations in space
  • Controlled by local visual cues

Clinical Perspectives

  • Stroke and Neural Plasticity:

    • Paralyzed limbs worsen over time due to lack of use
    • Constraint-induced movement therapy (CIMT) forces use, improving function
  • Man-Machine Interfaces:

    • Examples: Cochlear implants
    • Microphone translates sound into electrical signals sent to auditory neurons
    • Brain eventually interprets these signals as intelligible sounds through neural plasticity
  • Training and experience critical for effective learning and adaptation