spike timing dependent plasticity homeostatic regulation of synaptic plasticity

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Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

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Page 1: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Spike timing dependent plasticity

Homeostatic regulation of synaptic plasticity

Page 2: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Current model of LTP and LTD

NMDAreceptor

Postsynaptic membrane

Glutamate

Ca2+Synaptic protein Synaptic protein-PO3

LTPLTD

Prolonged & moderate Protein phosphatases

100 msec

10mV

Protein kinasesBrief & large1 sec

10mV

Page 3: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

30

20

10

0

-10

-20

0.01 0.1 1 10 100 1000

60

40

20

0

-20

-40

-100 -80 -60 -40 -20 0 20 40

Vm during pairing (mV)Stimulation frequency

Syn

aptic

cha

nge

(%)

NMDAR activation determines the polarity and magnitude of plasticitySelective induction of LTP or LTD by targeting NMDAR activation

Patterned stimulation Pairing paradigms

Page 4: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Neurons that fire out of sync lose their link.

Left

Right

Neurons that fire together wire together.

Output

Left

Right

Output

Theory: plasticity linked to the correlation of activity

Page 5: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Action potentials back-propagate into the dendrites

Stuart & Sakmann

Page 6: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

QuickTime™ and aPhoto - JPEG decompressor

are needed to see this picture.

Differences between active and passive dendrites

Page 7: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Induction of LTP by pairing action potentials with synaptic activation

Synaptic stimulationAction potentials

Action potentials

Synaptic stimulation

Page 8: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Back-propagating action potential “helps” Ca entryDuring synaptic activation

Magee & Johnston

Somaticrecording

Dendriticrecording

Stimulation

Ca2+ signal Voltage signal

Page 9: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Back-propagation of action potential is essential for the induction of LTP

TTX

Ca2+ signal Voltage signal

Action potentials generated in the soma

Synaptic stimulation

Page 10: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

QuickTime™ and aPhoto - JPEG decompressor

are needed to see this picture.

Two-Photon Ca-imaging reveals supralinear interactions between AP and synaptic activation

Page 11: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Supra-linear interactions requires A precise timing

Page 12: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Basic Rules and Mechanisms of Synaptic PlasticitySpike Timing-Dependent plasticity: STDP

A B A B

A

B

Hebb’s postulate: If A then B, then potentiate

Long-term potentiationLTP

Stent’s postulate: If B then A, then depress

Long-term depressionLTD

Page 13: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Pre then post-> Long term potentiation (LTP) Post then pre-> Long term depression (LTD)

Example of Hebbian and anti-Hebbian plasticity in cortex

Time (10 min)

Page 14: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Spike timing dependent plasticity (STDP)Timing codes for polarity and magnitude of plasticity

Feldman Neuron 27, 45

Bi and Poo JNS 18: 10464

Page 15: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Hallmarks of Spike timing dependent plasticity (STDP)

-Timing codes for polarity and magnitude of plasticity

-Strictly based on temporal correlations, not on the levels of activity.-Rules that “encode” causality:

pre then post->LTPpost then pre-> LTD

-Synaptic changes could be computed from “spike trains”-Fullfils the “letter” of the Hebbian and anti-Hebbiean rules

Page 16: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

How Timing codes for the polarity of plasticity?

pre then post->LTP: easy, the AP “boosts” the activation of the NMDAR by reducing the Mg block

post then pre-> LTD: several hypothesis1) Ca entry during the AP. Ca is not fully removed by the

time synapses are activated and help to bring [Ca]i to the LTD threshold

2) Ca entry during the AP desensitizes the NMDAR so it does no reach the threshold for LTP. (contradicts 1)

3) Ca entry during the AP favours the production of endocannabinoids, which in turn reduces presynaptic release (LTD and LTP do not reverse each other)

Page 17: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Need for the regulation of synaptic plasticity

Synaptic activity

LTP

Synaptic activity

LTD

Networks built with LTP and LTD only tend to be bistableNeural activity and LTP/LTD can enter in a vicious circle

Page 18: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Neural activity

Synaptic responses

Negative feedback

Page 19: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Experimental results in visual cortex require additional explanation

right (open)

Left (closed)

Output correlates with right eye input

% o

f re

pon s

i ve

cell

s

Classical experiments of monocular deprivation

Cells in the visual cortex tend to be binocular and respond to stimulation in both eyes, with different preferences, though.

Closing the eye for a brief period causes a shift in the responses towards the non-deprived eye.

These shifts in ocular dominance can be easely interpreted as resulting from LTP/D like mechanisms%

of

repo

n si v

e ce

lls

Right eye Left eye

Right eye Left eye

Page 20: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Sliding thresholdSynaptic scaling

Left (open but depressed)

Right (strong but closed)

Output (weak activity)

LTP of left inputs?

Reverse suture experiments

Page 21: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Sliding threshold: the BCM model (Bienenstock, Cooper, Munroe)

W=F(Pre*[Post- W=synaptic weightPre = presynaptic activityPost= postsynaptic activitymodification threshold

LTP

LTD

0

Postsynaptic activity

Page 22: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

depends on previous activity:The threshold for LTP decreases when postsynaptic activity is low

LTP

LTD

0

Postsynaptic activity

slides to a lower level and then LTP of left inputs happens

Evidence: It is easier to obtain LTP in the cortex of dark-reared animalsand it is harder to induced LTD in these cortices

Page 23: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Synaptic scaling

Page 24: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Low firing ratesIncrease synaptic drive

High firing ratesReduce synaptic drive

By scaling up or down all synapses, the cell keeps constant the level of excitation while it preserve the relative strength of the synapses. It maintains activity without disturbing “memories”

Page 25: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Previously in TTX Previously in Biccuculine

Note that S2/S1remain constant

Not shown: Scaling does not depend on NMDAR’s

Evidence: spontaneous minis are larger in deprived cortex

Page 26: Spike timing dependent plasticity Homeostatic regulation of synaptic plasticity

Synaptic scalingSliding threshold

Global: affects all synapses Global: affects all synapses

Dark rearing reduces threshold for LTP in visual cortex

Dark rearing increases the size of the unitary responses in visual cortex

Does not affect stored memories

Does not affect stored memories