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Correlation
Two variables occur together but do not necessarily cause each other.
Causation
One variable directly produces changes in another.
Key neuroscience question
Do drug-induced neural changes cause behavioural changes or just correlate with them?
How to prove causation
Identify neural change, manipulate it, and observe behavioural effects.
AMPA receptors
Ionotropic glutamate receptors that mediate fast excitatory transmission via Na⁺ influx.
NMDA receptors
Glutamate receptors that require depolarisation to remove Mg²⁺ block and allow Ca²⁺ influx.
Role of NMDA receptors
Trigger synaptic plasticity through calcium signalling.
Cocaine effect on glutamate
Increases AMPA receptor expression in the nucleus accumbens.
AMPAR/NMDAR ratio
Measure of synaptic strength; increased after cocaine exposure.
Effect of increased AMPAR/NMDAR ratio
Stronger excitatory synaptic transmission.
GluR2-containing AMPA receptors
Allow Na⁺ but not Ca²⁺; stable signalling.
GluR2-lacking AMPA receptors
Allow both Na⁺ and Ca²⁺; produce stronger synaptic effects.
Significance of GluR2-lacking receptors
Increase neuronal excitability and plasticity.
NASPM
Selective antagonist that blocks GluR2-lacking AMPA receptors.
Cocaine withdrawal effect
Increases GluR2-lacking AMPA receptors in nucleus accumbens.
Behavioural effect of withdrawal
Increased cocaine-seeking behaviour.
Key study (Conrad et al., 2008)
Long-term withdrawal increases drug seeking and GluR2-lacking AMPARs.
Causal test of AMPAR changes
Blocking GluR2-lacking receptors reduces cocaine seeking.
Conclusion on AMPAR plasticity
Changes in receptor composition cause increased drug seeking.
Set and setting
Drug effects depend on psychological state and environment.
Drug-environment interaction
Context strongly influences drug effects and behaviour.
Home environment
Familiar, low arousal environment.
Novel environment
Unfamiliar, high arousal environment enhancing learning.
Sensitisation
Increased behavioural response after repeated drug exposure.
Example of sensitisation
Increased locomotor activity after repeated cocaine.
Environmental effect on sensitisation
Stronger sensitisation occurs in novel environments.
Neural plasticity and environment
Novel environments enhance drug-induced brain changes.
Dendritic spine density
Number of synaptic connections on neurons.
Effect of cocaine in novel environments
Increases dendritic spine density in nucleus accumbens.
Structural plasticity
Physical changes in neuron structure due to experience.
Glutamate release measurement
Assessed using microdialysis.
Environmental effect on glutamate
Greater glutamate release in drug-paired environments.
Drug-context learning
Animals associate drug effects with specific environments.
Associative learning in addiction
Environment becomes linked to drug effects.
Key pattern in studies
Novel environment + cocaine → stronger behaviour and neural changes.
Neuronal ensembles
Small groups of neurons encoding specific experiences.
Brain encoding principle
Information is stored in specific neuronal populations.
Example from sensory research
Different neurons respond to different visual stimuli.
Context-specific neural activity
Different environments activate different neuronal ensembles.
Hippocampus context coding
Different neuron groups represent different contexts.
Drug-context hypothesis
Specific ensembles encode drug + environment associations.
Context-specific sensitisation
Behavioural sensitisation occurs only in drug-paired environment.
Evidence for context dependence
No sensitisation in unfamiliar context.
Fos
Immediate early gene marker of neuronal activation.
Activated neuron proportion
Only ~2–3% of nucleus accumbens neurons activated.
Implication of small activation
Drug memories stored in small neuronal ensembles.
Testing causation in ensembles
Selectively inactivate activated neurons.
Daun02 inactivation
Technique that selectively silences Fos-expressing neurons.
c-fos-lacZ rats
Genetically modified rats used to identify activated neurons.
Effect of ensemble inactivation
Eliminates sensitised drug behaviour.
Conclusion on neuronal ensembles
Specific neuron groups causally control drug-related behaviour.
Drug memory storage
Stored in discrete neuronal ensembles.
Addiction and environment
Drug effects and relapse depend heavily on context.
Neural plasticity mechanisms
Include receptor changes, glutamate signalling, and structural changes.
Long-term drug effects
Persist due to stable synaptic and structural plasticity.
Relapse mechanism
Triggered by reactivation of drug-context neuronal ensembles.
Therapeutic implication
Targeting drug-memory circuits may reduce relapse.
Future treatment strategy
Weaken or erase drug-context associations.
Core finding on AMPA receptors
GluR2-lacking receptors drive increased drug seeking after withdrawal.
Core finding on environment
Context strongly enhances drug effects and neural plasticity.
Core finding on ensembles
Small neuronal populations encode and control drug behaviour.
Ultimate conclusion
Addiction is driven by causal neural plasticity shaped by experience and environment.