2019-04-16 15:37:11

Prelude

Today's topics

  • Biological basis of learning & memory

Coming up…

  • Quiz 4, review Exam 3 on Thursday
  • (Fun!) In-class lab next Tuesday
  • Review for Exam 4 next Thursday
  • Exam 4, Thursday 5/2, 4:40-6:30 pm in 112 Buckhout

Memory capacity of the human brain?

Memory capacity of the human brain?

Meister (2019)

"Entirety of a human's lived experience could fit on a flash drive."

Computer memory

  • Random Access Memory (RAM), short-duration storage
  • Hard-disk/flash drive storage, long-term duration
  • Addressable (location '010101')

Computer memory

  • {text, sounds, images, video, data} all in binary [0,1] format
    • 00110000 == 48 (the number)
    • 00110000 == '0' (the character zero)
  • Write once, read many times

Computers vs. brains

  • Computers have separate memory stores; brains store info everywhere
  • Computers have addressable memory; brain memory??
  • Computer memory can be non-volatile; brain memory??

What is learning?

What is learning?

  • A: Acquisition of new or change in existing knowledge, skills, …
  • Non-associative
    • \(A(t+1) = f(A(t))\)
    • Habituation (\(\dot f < 0\)), sensitization (\(\dot f > 0\))

  • Associative
    • A -> B
    • Classical & operant/instrumental conditioning
    • Sequence, observational, episodic, semantic

What is memory?

What is memory?

  • A: Information encoding, storage, retrieval
  • Dimensions
    • Short vs. long-term
      • Working memory ~ short-term maintenance for guiding action

  • Dimensions
    • Explicit (declarative: semantic vs. episodic) vs. implicit (procedural)
    • Retrospective (from the past) vs. prospective (to be remembered)
    • Recognition (familiar or novel) vs. recall

Biological bases of L&M

  • Changes in patterns of neural activity
  • Changes in connectivity
    • New synapses
    • Altered synapses (strengthened or weakened)

Donald Hebb's Insight

When an axon of cell A is near enough to excite cell B and repeatedly or persistently takes part in firing it, some growth process or metabolic change takes place in one or both cells such that A’s efficacy, as on of the cells firing B, is increased. (Hebb, 1949, p. 62)

Neurons that fire together wire together. (Lowell & Singer, 1992, p. 211).

'Hebbian' learning via NMDA receptor

  • N-methyl-D-aspartate receptor (NMDAR)
  • 'Coincidence' detector
    • Sending cell has released NT
    • Receiving cell is/has been recently active

Example mechanism for 'Hebbian' learning

  • Chemically-gated AND
    • Ligand- (glutamate/aspartate + glycine) gated
    • Sending cell active
  • Voltage-gated
    • \(Zn^{++}\) or \(Mg^{++}\) ion 'plug' removed under depolarization
    • \(Na^+\) & \(Ca^{++}\) influx; \(K^+\) outflux
    • Receiving cell responds

NMDA receptor figure

NMDA receptors (NMDA-R) contribute to associative learning

  • Associate (link)
    • Concept A -> Concept B
    • Neuron A -> Neuron B

I say Donald

You say…

Donald

  • Trump
  • Duck
  • Draper

NMDA clinical significance

  • Memantine (Alzheimer's Disease treatment) blocks NMDA-R
    • Controls over-activation and \(Ca^{++}\) excitotoxicity?
  • Implicated in effects of phencylidine (PCP)
    • Link to glu hypothesis of schizophrenia?

NMDA clinical significance

  • Ketamine is an NMDA-R antagonist
    • anesthesia, sedation pain relief
    • short-term relief for depression
  • Linked to analgesic (pain-relieving) effects of nitrous oxide (laughing gas; NO)
  • Ethanol inhibits (Ron et al., 2011)

Long-term potentiation (LTP)

Long-term potentiation (LTP)

  • Increase in synaptic strength based on recent activity
  • But how to learn/remember "causal chains"?
    • e.g., lightning THEN thunder
    • unusual food THEN indigestion

Spike-timing-dependent plasticity

Spike-timing-dependent plasticity

Spike-timing-dependent plasticity

  • A before B: strengthen A->B
  • A after B: weaken A->B
  • Neural Plasticity
    • Lasting changes in neural firing, connectivity

How does LTP (& LTD) work?

  • NMDA receptor one molecular mechanism for implementing LTP, LTD and spike-timing-dependent plasticity
  • Ca++ entry triggers biochemical cascade
  • Existing (AMPA) glutamate receptors made to stay open longer
  • New AMPA Glu receptors synthesized, inserted into postsynaptic membrane
  • Change in quantity of glutamate released presynaptically

Dimensions of stored info

  • Memory of what?
    • Facts/events/places vs. skills
  • Memory of when?
    • Immediate vs. distant past
  • Memory for how long?
    • Seconds vs. years

Memory systems in the brain

Summary

  • Learning and memory involve changes in neural firing, circuitry
  • Hebbian learning a type of associative learning
  • NMDA receptor as coincidence detector
    • Molecular basis of one form of long-term potentiation (LTP)
  • Different types of information stored in different brain systems

Next time…

  • Quiz 4
  • Go over Exam 3

References

Caporale, Natalia, and Yang Dan. 2008. “Spike Timing-Dependent Plasticity: A Hebbian Learning Rule.” Annu. Rev. Neurosci. 31. Annual Reviews: 25–46. doi:10.1146/annurev.neuro.31.060407.125639.

Squire, Larry R. 2004. “Memory Systems of the Brain: A Brief History and Current Perspective.” Neurobiology of Learning and Memory, Multiple Memory Systems, 82 (3): 171–77. doi:10.1016/j.nlm.2004.06.005.