Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical...

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Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center [email protected] .in M.Tech. (CS), Semester III, Course B50

Transcript of Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical...

Page 1: Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center kmajumdar@isibang.ac.in M.Tech.

Functional Brain Signal Processing: EEG & fMRI

Lesson 9

Kaushik Majumdar

Indian Statistical Institute Bangalore Center

[email protected]

M.Tech. (CS), Semester III, Course B50

Page 2: Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center kmajumdar@isibang.ac.in M.Tech.

Action Potential, LFP, ECoG, EEG

Buzsaki et al., Nat. Rev. Neurosci., 13: 407 – 420, 2012

Bentivogilo et al., Epileptic Disorders, 5: S27 – S34, 2003

Page 3: Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center kmajumdar@isibang.ac.in M.Tech.

Action Potential, LFP, ECoG, EEG (cont.)

or ECoG

Buzsaki et al., Nat. Rev. Neurosci., 13: 407 – 420, 2012

Page 4: Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center kmajumdar@isibang.ac.in M.Tech.

LFP Acquisition

Buzsaki, Nat. Neurosci., 7(5): 446 – 451, 2004

Page 5: Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center kmajumdar@isibang.ac.in M.Tech.

Hemodynamic Response

http://www.ece.unm.edu/~vcalhoun/courses/fMRI_Spring07/Lecture02_IntroTofMRI.pdf

Page 6: Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center kmajumdar@isibang.ac.in M.Tech.

MRI Machine

http://www.ece.unm.edu/~vcalhoun/courses/fMRI_Spring07/Lecture02_IntroTofMRI.pdf

Page 7: Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center kmajumdar@isibang.ac.in M.Tech.

BOLD vs. LFP

Logothetis & Wandell, Annu. Rev. Physiol., 66: 735 – 769, 2004

Page 8: Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center kmajumdar@isibang.ac.in M.Tech.

Blood Oxygen Level Dependent Signal

http://www.ece.unm.edu/~vcalhoun/courses/fMRI_Spring07/Lecture02_IntroTofMRI.pdf

HbO2 is dimagnetic.

Deoxy-Hb is paramagnetic.

Page 9: Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center kmajumdar@isibang.ac.in M.Tech.

Anatomical MRI

Page 10: Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center kmajumdar@isibang.ac.in M.Tech.

Elements of MRI Physics

Kandel et al., Principles of Neural Science, 4e, 2000

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Larmor Equation

Pooley, 2005

Gyromagnetic ratio is nucleus dependent. For hydrogen it is 42.6 MHz/T.

Page 12: Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center kmajumdar@isibang.ac.in M.Tech.

Radio Frequency (RF) Pulse

Pooley, 2005

T1 relaxation time

Page 13: Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center kmajumdar@isibang.ac.in M.Tech.

Tissue Contrast Maximization by T1 Relaxation

Pooley, 2005

Page 14: Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center kmajumdar@isibang.ac.in M.Tech.

Relaxation Process and T2 Relaxation

Kandel et al., Principles of Neural Science, 4e, 2000

Page 15: Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center kmajumdar@isibang.ac.in M.Tech.

T1 and T2 Weighting

Kandel et al., Principles of Neural Science, 4e, 2000

Page 16: Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center kmajumdar@isibang.ac.in M.Tech.

T1, T2 Time Constants in ms at 1 Tesla for Different Tissues

Kandel et al., Principles of Neural Science, 4e, 2000

Page 17: Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center kmajumdar@isibang.ac.in M.Tech.

One Dimensional Frequency Encoding

Noll, 2001

B(x) = B0 + G.xƒ(x) = γ(B0 + G.x)

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Slice Location

Kandel et al., Principles of Neural Science, 4e, 2000

Page 19: Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center kmajumdar@isibang.ac.in M.Tech.

Slice Location (cont.)

Kandel et al., Principles of Neural Science, 4e, 2000

Page 20: Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center kmajumdar@isibang.ac.in M.Tech.

T1 and T2 Relaxation Time

Buxton, 2009

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Functional Magnetic Resonance Imaging or T2

* Relaxation Imaging

Kandel et al., Principles of Neural Science, 4e, 2000

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T2 and T2* Dephasing

Pooley, 2005

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References

G. Buzsaki, C. A. Anastassiou and C. Koch, The origin of extracellular fields and currents – EEG, ECoG, LFP and spikes, Nat. Rev. Neurosci., 13: 407 – 420, 2012.

E. R. Kandel, J. H. Schwartz and T. M. Jessel, Principles of Neural Science, 4e, McGraw Hill, New York, 2000, p. 370 – 374.

R. A. Pooley, Fundamental physics of MR imaging, RadioGraphics, 25(4): 1087 – 1099, 2005.

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References (cont.)

D. C. Noll, A primer on MRI and functional MRI, available online at http://www.cs.ucsb.edu/~mturk/imaging/Misc/MRI%20primer.pdf

R. B. Buxton, Introduction to Functional Magnetic Resonance Imaging, 2e, Cambridge University Press, Cambridge, UK, 2009.

Page 25: Functional Brain Signal Processing: EEG & fMRI Lesson 9 Kaushik Majumdar Indian Statistical Institute Bangalore Center kmajumdar@isibang.ac.in M.Tech.

THANK YOU

This lecture is available at http://www.isibang.ac.in/~kaushik