Analysis Methods in Functional Magnetic Resonance Imaging

ECE595

Spring Semester, 2010

Location: ECE 237

 

Time: Tuesdays, 3:30-5:30pm

 

Instructor: Vince D Calhoun

Email: vcalhoun (at) unm.edu

Phone: 272-1817

Office: ECE 224B

Office Hours: TBA and by appointment

 

 Text (required):

Computing Brain Activity Maps from FMRI Time-Series Images (ISBN 0521868262)

Gordon Sarty

 

 Course Description/Syllabus:

 

Software (SPM5, GIFT, MRIcro)

 

Data (visuomotor task, auditory oddball, description of auditory oddball, data collected in class)

 

Lectures (Jan 19-May 4) [disclaimer: many of the lecture slides are borrowed from others]:

1)   Jan 19: Course Intro: Overview of MRI Physics & Basics of BOLD fMRI [Noll, pg 1-7, MRI Made Easy (almost)]

2)   Jan 26: Basic brain anatomy, basic mathematics and software tools (Anatomy Primer, Sarty Chapter 1, Matlab Primer [1, 2, 2 (files), 3, 3 (files)], Matrix Primer) [Book chapters are password protected...contact instructor for password]

3)   Feb 2: Data collection at the Mind Research Network

4)  Feb 9: Preprocessing I & II (Sarty: 2.1-2.3, Oakes Comparison, Friere Similarity Measure, Viola Mutual Information)

4)   Feb 16: Preprocessing III & IV: Anatomic transformation to standard brain spaces (Sarty: 2.4-2.6), Temporal Filtering (Glover; RETROICOR, Kruger Physiologic Noise)

5)   Feb 23 Paradigm design (blocked and event-related) (Sarty Chapter 3) (Burock, rapid fMRI; Monty GLM Critique), The GLM‑univariate approaches (Sarty: 4.1)

6)  Mar 2: Random effects/multiple comparisons (Sarty: 4.3),

7)  Mar 9: (quiz handed out [due Friday March 12th], approval of critique paper) Modeling the hemodynamic response (buxton balloon model) (Sarty: 4.2), Bayesian & Nonparametric methods (Sarty: 4.4-4.5, Genovese)

9)  Mar 16: NO CLASS (Spring Recess)

10)  Mar 23: Functional connectivity (correlation) (Sarty: 5.5), Effective connectivity (SEM/DBN) (Sarty: 5.6)

11)  Mar 30: Principal and independent component analysis (Sarty: 5.2) [review article]

12)  Apr 6: (term paper due) Group ICA

13)  Apr 13: Wavelet methods (Sarty: 5.3) [review article], Clustering methods (Sarty: 5.4), The GLM‑multivariate approaches/PLS (Sarty: 5.1) [PLS toolbox]

14)  Apr 20: [deconvolution & balloon model], Fourier methods/Repeatability and comparison of methods (Sarty: 4.6-4.7), Real time fMRI (Sarty: 4.8)

15)  Apr 27: Integration with other modalities: EEG, DTI, genetics

16)  May 4: (projects due): Student Presentations