Week 5 ELM 11: Synaptic Integration

Synaptic Integration

Simple Neural Networks

  • Convergence:

    • Example: Motor neuron. A single motor neuron receives input from multiple sources.

  • Divergence:

    • Example: Pain receptor. A single pain receptor can send signals to multiple areas of the brain.

Decisions, Decisions, Decisions!

  • Neurons receive thousands of inputs, both excitatory and inhibitory.

  • The neuron integrates these inputs to determine its response.

Excitatory Input

  • Excitatory input leads to an influx of Na^+ ions.

  • This results in an excitatory postsynaptic potential (EPSP), which is a small depolarization.

Membrane Potential

  • Resting potential: -70 mV

  • Threshold: -55 mV

  • Action potential peak: +40 mV

  • Depolarization: The membrane potential becomes more positive.

  • Repolarization: The membrane potential returns to its resting state.

  • Refractory period: A period after an action potential during which it is more difficult or impossible to trigger another action potential.

Factors Influencing Action Potential Firing

  1. Net sign of combined input: Neurons integrate both EPSPs and IPSPs to determine their response.

  2. Strength of synaptic input: Different inputs can have varying strengths.

  3. Location of synapse: Synapses closer to the hillock/initial segment have a greater influence.

  4. Firing frequency of the presynaptic neuron: Higher firing rates can lead to greater postsynaptic effects.

Summation

  • The process by which postsynaptic potentials (PSPs) are combined to produce a larger postsynaptic potential.

Summation: Location and Timing

  • Spatial Summation:

    • PSPs from multiple synapses are added together.

    • The closer the synapse is to the axon hillock/initial segment, the greater its influence.

  • Temporal Summation:

    • Multiple PSPs from a single synapse are added together.

    • The more frequently the inputs fire, the greater the summation.

Electrical Anatomy of a Neuron

  • Dendrites: Current attenuates (decreases) over time and distance.

  • Axon: Current does not attenuate.

Cable Theory

  • Describes how voltage changes as it travels down a neuron.

  • \lambda (length constant): The distance over which the voltage drops to 37% of its original value. The formula is: V = V_0 e^{-x/\lambda} where:

    • V is the voltage at distance x.

    • V_0 is the original voltage at the source.

    • x is the distance from the source.

  • At distance \lambda, voltage is 37% of original.

PSPs and Attenuation

  • PSPs travel passively to the hillock/initial segment and attenuate as they travel.

  • Synapses closer to the hillock/initial segment have more influence because they attenuate less.

Hillock

  • High density of voltage-sensitive sodium channels (VSSC).

  • The location where action potentials are initiated.

  • A weak signal far from the hillock may not trigger an action potential.

  • A strong signal near the hillock is more likely to trigger an action potential.

Spatial Summation and Threshold

  • Spatial summation of PSPs allows multiple inputs to reach threshold and trigger an action potential.

Temporal Summation

  • For PSPs to be additive, new action potentials (APs) must arrive before previous PSPs decay.

Temporal Summation of PSPs

  • Presynaptic neuron firing causes postsynaptic potentials.

  • If the presynaptic neuron fires repeatedly in rapid succession, the postsynaptic potentials summate.

Chemical Synapse

  • Action potential arrives at the presynaptic terminal.

  • Calcium (Ca^{2+}) influx.

  • Vesicles containing neurotransmitter fuse with the presynaptic membrane.

  • Neurotransmitter is released into the synaptic cleft.

  • Neurotransmitter binds to postsynaptic receptors (ligand-gated channels).

  • Ions (e.g., Na^+) flow through the channels, causing an EPSP.

  • Uptake systems or enzymes remove/break down the neurotransmitter.

Spatial and Temporal Summation of PSPs

  • Spatial summation: PSPs from multiple synapses.

  • Temporal summation: PSPs from a single synapse over time.

Shunting Inhibition

  • A single inhibitory synapse, located close to the soma, can effectively shut off all other inputs to that dendrite.

  • Location is key for this type of inhibition.

ACh and M-type K+ Channel

  • Acetylcholine (ACh) can activate M-type potassium (K^+$) channels.

  • Activation of these channels can hyperpolarize the neuron, inhibiting it.

Information Encoding

  • Focuses on how neurons convey information about stimuli.

Stimulus Size and Membrane Potential

  • Neurons use an AM (amplitude modulation) to FM (frequency modulation) conversion.

  • The size of the stimulus is converted into the frequency and pattern of action potentials.

Neurons Use an FM Code

  • Both the frequency and pattern of action potentials convey information.

  • The same number of action potentials can have different effects on the postsynaptic cell depending on their timing and pattern.

FM Encoding

  • Absolute Refractory Period: Cannot produce another action potential.

  • Relative Refractory Period: The cell is less excitable, requiring a larger stimulus to fire.

  • Refractory period is due to inactivation of Na^+ current and activation of K^+$$ current.

FM Encoding Details

  • The rate of firing is determined by the relative refractory period (RRP).

  • Threshold is at rest.

FM Modulation

  • The pattern of action potentials can be modulated to convey different information.

  • Threshold at rest.

Reward Pathway

  • Components:

    • Ventral tegmental area (VTA)

    • Nucleus accumbens

    • Ventral pallidum

  • Dopamine (DA) Release:

    • Tonic (1-8 Hz): Baseline level of DA release.

    • Phasic (15-20 Hz): Burst of DA release.

  • High DA release = reward.

  • Fast/high drug concentrations are more rewarding.

  • Expected reward = tonic activity.

  • Better than expected reward = phasic activity.

  • Worse than expected reward = pause in activity.

Reasons for Encoding

  • To prevent firing at low stimulation levels (reduce noise).

  • To allow patterns of activity to convey information.