cse 599e lecture 3: recording/stimulation techniques · r. rao, 599e: lecture 3 7 from spikes to...

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1 R. Rao, 599E: Lecture 3 CSE 599E Lecture 3: Recording/Stimulation Techniques 2 R. Rao, 599E: Lecture 3 What’s on the menu? F Recording and Stimulation Techniques Invasive Semi-Invasive Non-Invasive

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Page 1: CSE 599E Lecture 3: Recording/Stimulation Techniques · R. Rao, 599E: Lecture 3 7 From Spikes to Firing Rate Extracellular spike train Rectangular Window (100 ms) Sliding Window (100

1 R. Rao, 599E: Lecture 3

CSE 599E

Lecture 3:

Recording/Stimulation Techniques

2 R. Rao, 599E: Lecture 3

What’s on the menu?

F Recording and Stimulation Techniques Invasive

Semi-Invasive

Non-Invasive

Page 2: CSE 599E Lecture 3: Recording/Stimulation Techniques · R. Rao, 599E: Lecture 3 7 From Spikes to Firing Rate Extracellular spike train Rectangular Window (100 ms) Sliding Window (100

3 R. Rao, 599E: Lecture 3

Components of Brain-Computer Interfacing

4 R. Rao, 599E: Lecture 3

Invasive Recording

Intracellular Recording

at the Soma

Extracellular Recording

near the Soma soma (cell body)

Page 3: CSE 599E Lecture 3: Recording/Stimulation Techniques · R. Rao, 599E: Lecture 3 7 From Spikes to Firing Rate Extracellular spike train Rectangular Window (100 ms) Sliding Window (100

5 R. Rao, 599E: Lecture 3

Intracellular Recording using Patch Clamp

6 R. Rao, 599E: Lecture 3

Array of silicon electrodes with platinum-plated tips

Extracellular recording of neural spikes

Array is implanted in an area of the cerebral cortex

(Work of Andersen & colleagues, Caltech)

Extracellular Recording using Multielectrode Arrays

Page 4: CSE 599E Lecture 3: Recording/Stimulation Techniques · R. Rao, 599E: Lecture 3 7 From Spikes to Firing Rate Extracellular spike train Rectangular Window (100 ms) Sliding Window (100

7 R. Rao, 599E: Lecture 3

From Spikes to Firing Rate

Extracellular spike train

Rectangular Window (100 ms)

Sliding Window (100 ms)

Gaussian Window ( = 100 ms)

Causal Window (1/ = 100 ms)

8 R. Rao, 599E: Lecture 3

From Firing Rates to Tuning Curves: Tuning Curve of a Neuron in Primary Motor Cortex (M1)

Spike trains as a function of hand reaching direction

Cosine Tuning Curve

Preferred direction

Page 5: CSE 599E Lecture 3: Recording/Stimulation Techniques · R. Rao, 599E: Lecture 3 7 From Spikes to Firing Rate Extracellular spike train Rectangular Window (100 ms) Sliding Window (100

9 R. Rao, 599E: Lecture 3

Movement Direction can be Predicted from a

Population of M1 Neurons’ Firing Rates

Population vector = sum of

preferred directions weighted

by their firing rates

Population vectors

(decoded movement

direction)

Actual arm movement

direction

Actual arm movement

direction

10 R. Rao, 599E: Lecture 3

Somatotopic

Organization of

M1 (a.k.a. the

“homunculus”)

Page 6: CSE 599E Lecture 3: Recording/Stimulation Techniques · R. Rao, 599E: Lecture 3 7 From Spikes to Firing Rate Extracellular spike train Rectangular Window (100 ms) Sliding Window (100

11 R. Rao, 599E: Lecture 3

Semi-Invasive Recording

12 R. Rao, 599E: Lecture 3

Electrocorticography

(photo courtesy Seattle Times)

Page 7: CSE 599E Lecture 3: Recording/Stimulation Techniques · R. Rao, 599E: Lecture 3 7 From Spikes to Firing Rate Extracellular spike train Rectangular Window (100 ms) Sliding Window (100

13 R. Rao, 599E: Lecture 3

Optical Imaging

Transgenic mouse

expressing green

fluorescent protein

(GFP) in a

subpopulation of

neurons

Oregon Green

calcium

sensitive dye

stained

neurons

14 R. Rao, 599E: Lecture 3

Non-Invasive Recording

Page 8: CSE 599E Lecture 3: Recording/Stimulation Techniques · R. Rao, 599E: Lecture 3 7 From Spikes to Firing Rate Extracellular spike train Rectangular Window (100 ms) Sliding Window (100

15 R. Rao, 599E: Lecture 3

Electroencephalography (EEG)

10-20 System for Electrode Locations

Measures electrical fluctuations caused by post-synaptic

potentials from thousands of neurons oriented radially to scalp Tens of microvolts range

Poor spatial resolution (cm2)

Good temporal resolution (ms)

16 R. Rao, 599E: Lecture 3

Example of EEG Oscillatory Potentials

Page 9: CSE 599E Lecture 3: Recording/Stimulation Techniques · R. Rao, 599E: Lecture 3 7 From Spikes to Firing Rate Extracellular spike train Rectangular Window (100 ms) Sliding Window (100

17 R. Rao, 599E: Lecture 3

Magnetoencephalography (MEG)

Measures magnetic fields produced by activity of thousands of

cortical neurons oriented perpendicular to the cortical surface Magnetic fields not distorted by skull and scalp

Better spatial resolution than EEG

Expensive and bulky

18 R. Rao, 599E: Lecture 3

Functional Magnetic Resonance Imaging (fMRI)

F Measures changes in blood

flow due to increased

activation of neurons in an

area

F Relies on paramagnetic

properties of oxygenated

and deoxygenated

hemoglobin in the blood

F Produces images showing

blood-oxygenation-level-

dependent signal changes

(BOLD)

Page 10: CSE 599E Lecture 3: Recording/Stimulation Techniques · R. Rao, 599E: Lecture 3 7 From Spikes to Firing Rate Extracellular spike train Rectangular Window (100 ms) Sliding Window (100

19 R. Rao, 599E: Lecture 3

Example fMRI Images (word reading task)

http://www.med.nyu.edu/thesenlab/group/fmri.html

20 R. Rao, 599E: Lecture 3

Functional Near-Infrared Spectroscopy (fNIR)

Page 11: CSE 599E Lecture 3: Recording/Stimulation Techniques · R. Rao, 599E: Lecture 3 7 From Spikes to Firing Rate Extracellular spike train Rectangular Window (100 ms) Sliding Window (100

21 R. Rao, 599E: Lecture 3

Stimulation

22 R. Rao, 599E: Lecture 3

Extracellular Microelectrodes

F Examples: Cochear implant, DBS

Page 12: CSE 599E Lecture 3: Recording/Stimulation Techniques · R. Rao, 599E: Lecture 3 7 From Spikes to Firing Rate Extracellular spike train Rectangular Window (100 ms) Sliding Window (100

23 R. Rao, 599E: Lecture 3

Microstimulation can alter decision making

(Hanks et al., 2006)

24 R. Rao, 599E: Lecture 3

Transcranial Magnetic Stimulation (TMS)

Page 13: CSE 599E Lecture 3: Recording/Stimulation Techniques · R. Rao, 599E: Lecture 3 7 From Spikes to Firing Rate Extracellular spike train Rectangular Window (100 ms) Sliding Window (100

25 R. Rao, 599E: Lecture 3

Next Class:

Signal Processing and

Machine Learning for BCI