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Basic Principles of tRNS: Theory and Application Roi Cohen Kadosh PLEASE DO NOT COPY

COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

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Page 1: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Basic Principles of tRNS: Theory and

Application

Roi Cohen KadoshPLEASE D

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Page 2: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Declaration of competing interests

• Scientific Advisory Board, Neuroelectrics Inc.

• Scientific Advisory Board, InnoSphere Inc.

• Consultancy, InnoSphere Inc.

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Page 3: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

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Page 4: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Noise

If everything else is ideal, then noise is the enemy

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Page 5: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Noise

Can we consider our brain as an ideal system?

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Page 6: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

NoiseBenefits have been reported in diverse systems, including:• Climate models• Electronic circuits

• Differential equations

• Lasers• Neural models

• Physiological neural populations and networks• Chemical reactions

• Ion channels

• SQUIDs (superconducting quantum interference devices)• Ecological models• Cell biology

• Financial models• Psychophysics• Nanomechanical oscillators

• Organic semiconductor chemistry• Social systems

McDonnell & Abbott, 2009, PLoS Comp BiolPLEASE D

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Page 7: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Noise

Nonlinearity: presence of noise in a nonlinear system

is better for output signal quality than its absence.

Noise cannot be beneficial in a linear system

Performance (noise + nonlinearity) > Performance (nonlinearity)

Stochastic facilitation: Random

noise enhances the detection of

weak stimuli and/or the

information content of a signal (Moss et al., 2004, Clin Neurophysiol;

McDonnell & Ward, 2011, Nat Rev Neurosci)

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Page 8: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Noise

Nonlinearity: presence of noise in a nonlinear system

is better for output signal quality than its absence.

Noise cannot be beneficial in a linear system

Performance (noise + nonlinearity) > Performance (nonlinearity)

McDonnell & Abbott, 2009,

PLoS Comp BiolPLEASE D

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Page 9: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

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Page 10: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Random Noise Stimulation

2005, Ann Neurol

• Used noisy galvanic vestibular stimulation (GVS) to influence

neuronal circuits including the basal ganglia and the limbic system

• 19 Patients with multi system atrophy and/or Parkinson’s disease.

• Noisy GVS boosted the neurodegenerative brains of patients,

including those unresponsive to standard levodopa therapy

• It is also effective in improving autonomic and motor responsiveness

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Page 11: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Transcranial Random Noise Stimulation (tRNS)

Alternating current at random frequencies (Terney et al.,

2008, J Neurosci)

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Page 12: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Terney et al.,

2008, J

Neurosci

10 min tRNS on MEP

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Page 13: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Advantages over tDCS

• Polarity-independent

• Less sensitive to cortex folding

• Compared to tDCS, it is more comfortable,

which make it potentially advantageous for

setting and blinding studies (Ambrus et al., 2010;

Moliadze et al., 2010)

• The 50% perception threshold for both tDCS

conditions was at 0.4mA while this threshold

was at 1.2mA in the case of tRNS.PLEASE D

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Page 14: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Chaieb et

al., 2015,

Front

Neurosci

The effect of carbamazepine (CBZ):

A sodium channel blocker

A more pronounced effect of voltage-gated sodium channels on tRNS

aftereffects

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Page 15: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Perceptual learning

Fertonani et al. 2011, J NeurosciPLEASE D

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Page 16: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Perceptual task

Van der Groen and Wenderoth 2016, J NeurosciPLEASE D

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Page 17: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Snowball et al., 2013, Curr Biol

tRNS over the dlPFC improves

cognitive training

D a y

Me

an

Ca

lcu

lati

on

RT

s (

ms

)1 0 0 0

2 0 0 0

3 0 0 0

4 0 0 0

5 0 0 0

tR N S

S h a m

D a y

Me

an

Dril

l R

Ts

(m

s)

4 0 0

6 0 0

8 0 0

1 0 0 0

S h a m

tR N S

Calculation TrainingDrill Training

1 2 3 4 5 1 2 3 4 5

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Page 18: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Near Infrared Spectroscopy (NIRS)

An optical imaging technique used to observe:

▪ HbO2 (oxygenated haemoglobin)

▪ HHb (deoxygenated haemoglobin)

▪ HbT (total haemoglobin)

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Page 19: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

4 0

5 0

6 0

7 0

8 0

Pe

ak

t

im

e

(s

ec

on

ds

)

H b O2

S h a m

t R N S

H H b H b T

F(1, 20)=6.67, p=.018

tRNS improves brain efficiency

Faster

Slower

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Page 20: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Snowball et al., 2013, Curr Biol

Long-lasting effect

Me

di

an

R

T

(m

s)

2 5 0 0

3 0 0 0

3 5 0 0

4 0 0 0

4 5 0 0

5 0 0 0

5 5 0 0

6 0 0 0

O l d P r o b l e m s N e w P r o b l e m s

S h a m

t R N S

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Page 21: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

No lasting improvement for drill

Me

di

an

R

T

(m

s)

1 5 0 0

2 0 0 0

2 5 0 0

3 0 0 0

3 5 0 0

4 0 0 0

4 5 0 0

S h a m t R N S

p=0.78

Faster

Slower

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Page 22: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

C a l c u l a t i o n D r i l l

4 0

6 0

8 0

1 0 0

1 2 0

Pe

ak

t

im

e

(s

ec

on

ds

)

S h a m

t R N S

F(1,10)=.49, p=.5F(1,10)=11.58, p=.007

Long-lasting effect at the physiological

level

Faster

Slower

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Page 23: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Results

Cappelletti et al. 2013, J NeurosciPLEASE D

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Page 24: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Atypical development

tRNS cap

Looi et al., 2017, Sci RepPLEASE D

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Page 25: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

S e s s io n

Le

ve

l c

om

ple

ted

1 2 3 4 5 6 7 8 9

6

8

1 0

1 2

1 4

1 6

1 8

2 0 S h a m tR N S

tRNS affects the learning slopes

F(1,10)=5.9, p<.01

Better

Snowball et al., 2013, Curr Biol; Cappelletti et al., 2013, J Neurosci; Popescu et al., 2016,

Neuropsychologia; Fertonani et al., 2011, J Neurosci; Terney et al., 2008, J Neurosci

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Page 26: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Online effect: temporary fluctuations in behaviour

or knowledge that can be observed and measured

during the acquisition process

The Subcomponents of Cognitive

Training

Soderstrom & Bjork (2015, Perspect Psychol Sci)

Performance

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Page 27: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Offline effect: relatively permanent changes in

behaviour/knowledge

The Subcomponents of Cognitive

Training

Soderstrom & Bjork (2015, Perspect Psychol Sci)

Learning

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Page 28: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Experiment 1

d l P F C P P C

- 1 0 0 0

- 5 0 0

0

5 0 0

1 0 0 0

On

li

ne

(

B)

n=72

Better

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Page 29: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Experiment 1

d l P F C P P C

- 1 0 0 0

- 5 0 0

0

5 0 0

1 0 0 0

Of

fl

in

e

(B

)

*

n=72

Better

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Page 30: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Experiment 2

d l P F C P P C

- 1 0 0 0

- 5 0 0

0

5 0 0

1 0 0 0

On

li

ne

(

B)

n=51

Better

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Page 31: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Experiment 2

d l P F C P P C

- 1 0 0 0

- 5 0 0

0

5 0 0

1 0 0 0

Of

fl

in

e

(B

)

*

* *

n=51

Better

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Page 32: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

The effect is offline-related!

d l P F C P P C

- 1 0 0 0

- 5 0 0

0

5 0 0

1 0 0 0

Of

fl

in

e

(B

)

*

d l P F C P P C

- 1 0 0 0

- 5 0 0

0

5 0 0

1 0 0 0

On

li

ne

(

B)

d l P F C P P C

- 1 0 0 0

- 5 0 0

0

5 0 0

1 0 0 0

On

li

ne

(

B)

d l P F C P P C

- 1 0 0 0

- 5 0 0

0

5 0 0

1 0 0 0

Of

fl

in

e

(B

)

*

* *

Exp. 1

Exp. 2

n=123, Stimulation x Area: p=.00004, dlPFC: p=0.0008, PPC: p=0.01

Better

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Page 33: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Dose effect and potential mediators

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Page 34: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

We aimed to target the top-down cortical attention system; a

predominantly right lateralised frontoparietal network

The neural basis of sustained attention

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Page 35: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Sustained attention

1270

1280

1290

1300

1310

1320

1330

1340

0.5 1 1.5 2 2.5 3 3.5 4 4.5 5 5.5 6 6.5 7 7.5 8 8.5 9 9.5

65

35

-1000-40004008001200160020002400

TargetOnsetContrastofthes mulusbeginstodecreasefromthebaselinelevel(65%)

Max.decreaseContrastofthes mulus

reachesthelowestlevel(35%)

ReturntoBaselineContrastofthes mulusreturnstothebaseline

level(65%)

Time(ms)

ContrastofS

mulus(%

)

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Page 36: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Experiment design

Within-subjects design (n=72)

Each subject received 3 different stimulation conditions over 3 consecutive days

Order of stimulation fully randomized

tRNS electrodes placed over F4 and P4 to target right DLPFC and right IPL

Harty & Cohen Kadosh (Submitted)PLEASE D

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Page 37: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

F(4,284) = 3.08, p = .017PLEASE D

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Page 38: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Variability in the response 1mA tRNS

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Page 39: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

1mA tRNS reduced TBR

F(2,136) = 5.93, p = .003PLEASE D

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Page 40: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

The benefit from tRNS depended on TBR

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Page 41: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Short Quiz

What are the advantages of tRNS over tDCS?

• Polarity-independent

• Less sensitive to cortex folding

• It is more comfortable, which make it potentially

advantageous for setting and blinding studies

• The 50% perception threshold for both tDCS

conditions was at 0.4mA while this threshold

was at 1.2mA in the case of tRNS.

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Page 42: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Short Quiz

tRNS seems to interact with:

1) The GABAergic system

2) The dopaminergic system

3) The glutamatergic system

4) 1 and 3 are correct

5) All the answers are correct

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Page 43: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Short Quiz

Based on the material covered here, who would

you think be most likely to benefit from tRNS

1) The average person

2) Those who are cognitive below the average

3) Those who are cognitively above the average

4) 1 and 2

5) 1 and 3 as the effect is non-linear

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Page 44: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Short Quiz

The effect of tRNS is:

1) Online-base

2) Offline-base

3) Can be both

4) Neither (you should use tDCS)

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Page 45: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

What have we learned

• Noise can be beneficial in nonlinear systems

• Applying noise to the brain improves performance

• The effect can be long-lasting

• tRNS has some advantages over tDCS

• tRNS interacts with voltage-gated sodium channels,

the gultamateric system, and hemodynamic

response.

• The effect can be moderated by neurophysiological

trait

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Page 46: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Thanks to

Current and previous lab

members

Dr Siobhan Harty

Dr Beatrix Krause

Dr Chung Yen Looi

Thomas Page

Dr Tudor Popescu

Gal Raz

Albert Snowball

Dr Devin Terhune

Olivia Towse

Dr George Zacharopoulos

Collaborators

Dr Jessamy Almquist (Honeywell)

Dr Mihaela Duta (Oxford)

Prof Margarete Delazer (Innsbruck)

Prof. Glyn Humphreys (Oxford)

Jenny Lim (Fairely House School)

Dr Simon Lolliot (McGill)

Dr Ilias Tachtsidis (UCL)

Dr Laura Zamarian (Innsbruck)

Dr Tingting Zhu (UCL)

Prof Glyn Humphreys (Oxford)

Staff, parents and children, Fairely House

School

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Page 47: COPY NOT DO class slides/032.pdf · McDonnell & Abbott, 2009, PLoS Comp Biol. Noise Nonlinearity: presence of noise in a nonlinear system ... was at 1.2mA in the case of tRNS. DO

Thank you for your attention

E-mail: [email protected]

Web: www.psy.ox.ac.uk/research/cohen-kadosh-laboratory

“It is not science fiction, it is already real

and it will be a critical part of our future.” Stephen Hawking, discussing our research

TEDx Talk: https://www.youtube.com/watch?v=QoHZ5b-aaX4

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