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N E U R O N A L R H Y T H M S A F R A M E W O R K F O R U N D E - - PowerPoint PPT Presentation

2 n d N E U RO M AT WO R K S H O P S TO C H A S T I C M O D E L I N G A N D S P I K E DATA A N A LY S I S N E U R O N A L R H Y T H M S A F R A M E W O R K F O R U N D E R S T A N D I N G I N T E R A C T I O N S I N T H E B R A I N


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SLIDE 1

2 n d N E U RO M AT WO R K S H O P

N E U R O N A L R H Y T H M S

A F R A M E W O R K F O R U N D E R S T A N D I N G I N T E R A C T I O N S I N T H E B R A I N

Sergio Neuenschwander

Instituto do Cérebro - UFRN

NATAL

S TO C H A S T I C M O D E L I N G A N D S P I K E DATA A N A LY S I S

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SLIDE 2

G A M M A S Y N C H R O N I Z A T I O N

P H A S E R E L A T I O N S H I P S

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SLIDE 3

FRANCISCO VARELA

H O W D O E S T H E B R A I N

O R C H E S T R A T E T H E S Y M P H O N Y

O F E M O T I O N S , P E R C E P T I O N S ,

T H O U G H T S A N D A C T I O N S T H A T C O M E T O G E T H E R E F F O R T L E S S L Y F R O M N E U R A L P R O C E S S E S A C R O S S T H E B R A I N ?

— B Y S Y N C H R O N Y O V E R

M U L T I P L E F R E Q U E N C Y B A N D S .

NATURE REVIEWS, 2001

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SLIDE 4

W H A T I S S P E C I A L I N

G A M M A S Y N C H R O N I Z A T I O N ?

ɣ

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SLIDE 5

G R A Y e t a l . , N a t u r e , 1 9 8 9

B I N D I N G B Y S Y N C H R O N I Z A T I O N

T H E L O N G - B A R E X P E R I M E N T

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SLIDE 6

B I N D I N G B Y S Y N C H R O N I Z A T I O N

C O N T R O V E R S I E S P A L A N C A e t a l . , N e u r o n 2 0 0 6 K R E I T E R a n d S I N G E R , J N S 1 9 9 6

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SLIDE 7

C A S T E L O - B R A N C O . . N E U E N S C H W A N D E R … N a t u r e , 2 0 0 0

80

  • 80

500 ms

Time (ms)

jeb012a02 2-2

1 1+2

0.2 0.0

Coincidences

Time L I M A … N E U E N S C H W A N D E R C e b C o r t e x , 2 0 1 0

B I N D I N G B Y S Y N C H R O N I Z A T I O N

C O N T R O V E R S I E S

80

  • 80

500 ms

Time (ms)

jeb012a02 2-2

1 1+2

0.2 0.0

Coincidences

Time

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SLIDE 8
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SLIDE 9

S E L E C T I V E A T T E N T I O N

R O L E O F G A M M A O S C I L L A T I O N S

F R I E S E T A L . , S C I E N C E 2 0 0 1

In V4 cells activated by the attended stimulus show increased gamma-frequency (35 to 90 hertz) synchronization compared with neurons activated by distracters.

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SLIDE 10

S E L E C T I V E A T T E N T I O N

R O L E O F G A M M A O S C I L L A T I O N S

F R I E S , N E U R O N 2 0 1 5

Selective coherence implies into selective communication.

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SLIDE 11

m o d i f i e d f r o m W O M E L S D O R F , V I N C K , L I M A , . . N E U E N S C H W A N D E R , F R I E S P N A S , 2 0 1 2

S T I M U L U S E N C O D I N G W I T H G A M M A

P H A S E C O D I N G

In V1, orientation is encoded by phase relationships between spike and LFP signals.

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SLIDE 12

B I N D I N G B Y S Y N C H R O N I Z A T I O N

C O N T R O V E R S I E S

T I C S , 2 0 1 5

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SLIDE 13

D O G A M M A O S C I L L A T I O N S P L A Y A

R O L E I N V I S I O N ?

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SLIDE 14

A R T I F I C I A L v s . N A T U R A L

S E E I N G F I X E D G A Z E

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SLIDE 15

I T O , M A L D O N A D O , S I N G E R , G R Ü N C e r e b r a l C o r t e x . , 2 0 1 3

B E T A R E S P O N S E S

C A P U C H I N M O N K E Y

20 Hz

2 5 0 m s

S A C C A D E - O N S E T F I X A T I O N - O N S E T

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SLIDE 16

B R U N E T … F R I E S C e r e b r a l C o r t e x . , 2 0 1 3

G A M M A R E S P O N S E S

M A C A Q U E M O N K E Y

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SLIDE 17

B R U N E T … F R I E S C e r e b r a l C o r t e x . , 2 0 1 3

G A M M A R E S P O N S E S

M A C A Q U E M O N K E Y

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SLIDE 18

B R U N E T … F R I E S C e r e b r a l C o r t e x . , 2 0 1 3

G A M M A R E S P O N S E S

M A C A Q U E M O N K E Y

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SLIDE 19

G A M M A O F L F P

S T I M U L U S D I R E C T I O N O F M O V E M E N T

1-1

254

2-2

219

3-3

154

Gamma modulation depends strongly on stimulus properties, such as orientation.

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SLIDE 20

Center Periphery

R E C O R D I N G S F R O M C A P U C H I N V 1

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SLIDE 21

C E N T E R v s . P E R I P H E R Y

G A M M A F R E Q U E N C Y D E P E N D S O N S P E E D

Gamma oscillation frequency is much high for central representation.

3.25 °/s 2.25 °/s 2.75 °/s 1.75 °/s 1.25 °/s 0.75 °/s

juj013b03 - 04

Speed (°/s)

Rate

3.2 0.7 2.0 160 70 sp/s 90 65 Hz

Freq

juj013a01

3.5 °/s 2.0 °/s 2.5 °/s 3.0 °/s 1.5 °/s 1.0 °/s 0.5 °/s

juj011a04 juj011a03

17°

Speed (°/s)

Rate

3.5 0.5 2.0 180 120 sp/s 55 45 Hz

Freq

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SLIDE 22

Does gamma oscillation frequency depends on visual map?

40 N= 129 N= 129 100 50 75 25 100 50 75 25

Power (z-score)

LFP 40 90 80 70 60 50 40 3° 10°

Peak freqency (Hz)

90 80 70 60 50 40 3° 10°

Eccentricity Frequency (Hz)

A B

nic077a03..04 1-1 3-3

2° 2°

L I M A , C H E N , S I N G E R , N E U E N S C H W A N D E R C E R E B R A L C O R T E X , 2 0 1 0

C E N T E R v s . P E R I P H E R Y

M A C A Q U E M O N K E Y

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SLIDE 23

25 pixels

juj012a01

25° 1° Stimulus size RF 20°

Direction 112.5° Spatial frequency 1.5 cycles/ ° Speed 2°/ s

FP

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SLIDE 24

Gamma modulation increases dramatically with stimulus size. Frequency decreases.

250 ms

45 Hz Size (pixels)

100

30

Size MUA responses Power of LFP Rate

50 75 100 150 200 300 400 500

500 30 58 Hz 48 Hz 95 sp/s 325 0.50 0.07

Gamma Freq

juj012a05

1° 20°

G A M M A D E P E N D S O N S I Z E

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SLIDE 25

T R I A L 1

F I X A T I O N E P O C H

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SLIDE 26

F R E E - V I E W I N G E P O C H

T R I A L 1

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SLIDE 27

T R I A L N

F I X A T I O N E P O C H

G R A T I N G S

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SLIDE 28

T R I A L N

F R E E - V I E W I N G E P O C H

G R A T I N G S

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SLIDE 29

G R E A T R E S P O N S E S T O G R A T I N G S

L F P G A M M A I N C A P U C H I N V 1

F I X A T I O N F R E E - V I E W I N G

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SLIDE 30

F R O x C O R T I C A L G A M M A

O S C I L L A T I O N F R E Q U E N C Y D E C R E A S E

Direction 225° Speed 2°/ s

FIXATION FREE-VIEWING

juj013b08

77 Hz

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SLIDE 31

N A T U R A L S C E N E S

O P T I M A L D I R E C T I O N

Direction 225° Speed 2°/ s

FIXATION FREE-VIEWING

juj013b08

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SLIDE 32

I N S T I T U T O D O C É R E B R O - U F R N N A T A L

V I S L A B K A T I A - S I M O N E R O C H A ( M E S T R A D O ) L U A N A D A N T A S ( M E S T R A D O ) R A F A E L A F A U S T I N O ( D O U T O R A D O ) S E R G I O N E U E N S C H W A N D E R

S P E C I A L T H A N K S T O

U F R N - C A P E S - C N P q