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Visual cortical plasticity Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and cortical re-organization Perceptual learning-related plasticity Timing-dependent plasticity

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Page 1: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Visual cortical plasticity

• Deprivation-induced changes in representation– Ocular dominance plasticity– Retinal scotoma and cortical re-organization

• Perceptual learning-related plasticity

• Timing-dependent plasticity

Page 2: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Visual cortical plasticity

• Deprivation-induced changes in representation– Ocular dominance plasticity– Retinal scotoma and cortical re-organization

• Perceptual learning-related plasticity

• Timing-dependent plasticity

Page 3: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Eyes

Corticalcells

groups1 2 3 4 5 6 7contra- equal ipsi-

OD =

Response ipsi

Response ipsi + Response contra

od = 1, ipsilateral only

od = 0, contralateral only

od = 0~1, binocular

Definition of ocular dominance index:

Ocular dominance plasticity

Page 4: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

contralateral ipsilateralEqual

Num

ber o

f cel

ls

OD distribution in normal adult V1 (monkey)

Page 5: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Num

ber o

f cel

ls

Equalcontralateral ipsilateral

OD distribution in V1 after monocular deprivation

(suture one eye of the newborn monkey for several months)

Page 6: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Comparison between cat and monkey

Page 7: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Radioactive tracing

Page 8: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Development of OD columns

Effect of monocular deprivation

Normal inject non-deprived eye

inject deprived eye

Page 9: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

OD column formation is an activity-dependent, competitive process

Experiments:

1. Binocular injection of TTX, blocks segregation of OD columns

- segregation is activity dependent

2. If both eyes are deprived (binocular deprivation), OD columns are normal

- segregation depends NOT on the absolute level of activity, but on the balance between the input from the two eyes, thus seems to be competitive

Page 10: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Critical period

Monocular deprivation (MD) causes a shift of OD toward the non-deprived eye. This is effective only before certain age. MD has no effect (???) in adult animals Critical period: a period in early life that the neural circuit is susceptible to external sensory inputs (e.g. MD). This period depends on the species and the neural circuit.

OD in V1:

cat: 3rd week -- 3 months

monkey: first 6 months

human: 1st year most important, but extends to 5-10 years

After the critical period, the effect is permanent (???)

Within the critical period, the effect can be reversed by reverse suture

Page 11: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Critical period for behaviors

Konrad Lorenz: critical period for parental imprinting in ducklings

Page 12: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

OD plasticity in rodent model

Page 13: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

OD plasticity also exists in adult rodents

Page 14: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Conditions to induce OD shift in adult rodent

• Prolonged monocular deprivation

• Dark rearing (binocular deprivation) followed by monocular deprivation

• Pharmacological degradation of extracellular matrix or genetic deletion of Nogo receptors

• Prior monocular deprivation during development

Mechanisms OD shift

• Developing: First weakening of deprived eye (may involve thalamocortical LTD), then strengthening of open eye

• Adult: Strengthening of open eye (may involve reduction of inhibition)

Page 15: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Visual cortical plasticity

• Deprivation-induced changes in representation– Ocular dominance plasticity– Retinal scotoma and cortical re-organization

• Perceptual learning-related plasticity• Timing-dependent plasticity

Page 16: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

before after

Receptive field shift of cortical cells mapped to the scotoma

Gilbert and Wiesel, Nature, 1992

Page 17: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Smirnakis et al., Nature, 2005

But some recent studies show no re-organization

Page 18: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Visual cortical plasticity

• Deprivation-induced changes in representation– Ocular dominance plasticity– Retinal scotoma and cortical re-organization

• Perceptual learning-related plasticity• Timing-dependent plasticity

Page 19: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Localization of perceptual learning in the visual pathway

• Inter-ocular transfer: cortical vs. pre-cortical

• Stimulus specificity: early vs. late visual pathway

• Are there changes in V1?

Page 20: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Example 1. Perceptual learning in orientation discrimination

Ο: trained location and orientationg: trained location, but different orientation∗: naïve location+: passively stimulated position

Page 21: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Learning-induced changes in V1 orientation tuning

Distribution of preferred orientation

Blue: before learningRed: after learningGreen: trained orientation

Change in slope of tuning at trained orientation

Page 22: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Example 2. Perceptual learning of stimulus localization (vernier and bisection tasks)

Page 23: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Task dependence of contextual modulation

Page 24: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Neural mechanisms for perceptual learning

• Some forms of perceptual learning may involve changes in V1 receptive field properties

• V1 changes may be dynamically regulated by top-down influences

Page 25: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Visual cortical plasticity

• Deprivation-induced changes in representation– Ocular dominance plasticity– Retinal scotoma and cortical re-organization

• Perceptual learning-related plasticity• Timing-dependent plasticity

Page 26: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

STDP in vivo

1. Electrical stimulation

2. Sensory stimulation

3. Natural stimulation

Page 27: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Zhang et al., Nature, 1998

Page 28: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Zhang et al., Nature, 1998

Page 29: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

L2/3

}L5L6

L4

Nor

mal

ized

EPS

P sl

ope

(%)

Pre/post interval (ms)

Froemke & Dan, Nature, 2002

Page 30: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Schuett et al., Neuron, 2001

Page 31: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Schuett et al., Neuron, 2001

Page 32: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Spike-timing Dependent Plasticity Rat Oc1

Page 33: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Spatiotemporal Visual Receptive Fields

12

34 100 ms

30 pA

1

2

3

4

1020304050

Time (s)-50 0 50 100 150 200

Page 34: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

STDP of Visual Responses

-100 -50 0 50 1000

50

100

150

200

Pre/Postsynaptic Time Interval (ms)

EPSC

am

plitu

de (%

)

Post

Pre

Post

Pre

Page 35: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

100 ms10 pA

-30-20-10

010

EPSC

(pA)

50 100 150 200 250 300-10

0

10

Time (ms)

Delta

(pA)

0 100 200-0.2

-0.15-0.1

-0.050

0.050.1

LTD

-150-100 -50 0-0.2

-0.15-0.1

-0.050

0.050.1

LTP

Chan

ge in

EPS

C (N

orm

alize

d)

-150 -100 -50 0 50 100 150 200 250-0.08-0.06-0.04

-0.020

0.020.04

Time from Spike (ms)

(n = 23)

Page 36: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Wolters et al., J. Neurophys,, 2004

Page 37: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Fu et al., Science, 2002

Page 38: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and
Page 39: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and
Page 40: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and
Page 41: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Interval (ms)

Tuni

ng s

hift

(o)

-0.4

-0.2

0

0.2

-60 -30 0 30 60 -60 -30 0 30 60 -60 -30 0 30 60

Y.S. Y.F.K.B.

S- → S+S+ → S-S- → S+ S- → S+S+ → S- S+ → S-

Interval (ms)

Per

cept

ual s

hift

(o)

Cat

V1

Hum

an p

sych

ophy

sics

Yao et al., Neuron, 2001

Page 42: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Cat

Human

Page 43: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Mehta et al., Neuron, 2000

Page 44: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

STDP and motion stimuli

Asymmetric circuit

Effects of motion on V1 RF

Motion-position illusions

Page 45: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

De Valois & De Valois (1991)

Physical Perceived

Demo

Illusion 1: Shift in Perceived Target Position Induced by Local Motion

Ramachandran & Anstis (1990)

Physical Perceived

Demo

Page 46: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Illusion 2: Shift in Perceived Target Position Induced by Motion Adaptation

Page 47: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

STDP and motion stimuli

Asymmetric circuit

Effects of motion on V1 RF

Motion-position illusions

Page 48: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

STDP and motion stimuliduring development of cortex circuit

Page 49: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

STDP and motion stimuli

Asymmetric circuit

Effect of motion on V1 RF (1)

Motion-position illusion (1)

Page 50: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Prediction 1: Dependence of Cortical RF on Local Motion

Model

RF Mapping w/ Local Motion

ΔX = blue - red

Data

Fu et al., J. Neurosci,, 2004

Page 51: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

STDP and motion stimuli

Asymmetric circuit

Effect of motion on V1 RF (1)

Motion-position illusion (1)

Page 52: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Population coding of position

Page 53: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Physiological Basis of Illusion 1

Human Psychophysics

Cat V1

Page 54: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

STDP and motion stimuli

Asymmetric circuit

Effect of motion on V1 RF (2)

Motion-position illusion (2)

Page 55: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Prediction 2: Dependence of Cortical RF on Motion Adaptation

Model RF Mapping: Flash Bar

Data

ΔX = red - blue

Motion Adaptation

56 cells

Page 56: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

STDP and motion stimuli

Asymmetric circuit

Effect of motion on V1 RF (2)

Motion-position illusion (2)

Page 57: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Physiological Basis of Illusion 2

Physical/ Perceived

Adaptation

Psychophysics (Snowden, 1998)

56 cells

HumanPsychophysics

Cat V1

Page 58: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Visual cortical plasticity

• Deprivation-induced changes in representation– Ocular dominance plasticity– Retinal scotoma and cortical re-organization

• Perceptual learning-related plasticity

• Timing-dependent plasticity

Page 59: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Celikel et al., Nature Neurosci, 2000

Page 60: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Celikel et al., Nature Neurosci, 2000

Page 61: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and
Page 62: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and
Page 63: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and
Page 64: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and
Page 65: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

What we found so far

1. Repeated exposure to natural stimuli (and possibly other types of stimuli) enhances response reliability

2. The effect lasts for at least 6 minutes

• Which part of the natural stimuli induce the changes in cortical neurons?

• What changes in response properties underlie the improvement in reliability?

Questions

Page 66: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and
Page 67: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and
Page 68: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and
Page 69: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

1. Which part of the natural stimuli induce the changes in cortical neurons?1. Preferred stimuli (?)

2. What changes in response properties underlie the improvement in reliability?1. Point process adaptive filtering, but we haven’t

found anything consistent...

Page 70: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

CC between movie motifs and spontaneous motifs

Page 71: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and
Page 72: Visual cortical plasticity - Center for Neural Science cortical plasticity • Deprivation-induced changes in representation – Ocular dominance plasticity – Retinal scotoma and

Rob Froemke

Hongfeng Gao

Haishan Yao

Kaj DjupsundYu-Xi Fu

Kai Shen

Ben Hayden

Dan Meliza

Yaosong Shen