Network Analysis: Functional Connectivity - Pittsburgh
Network Analysis: Functional Conectivity is an advanced, 5-day workshop designed for investigators having familiarity with the basic principles of fMRI data acquisition, statistical analysis using the general linear model, and substantial practical experience using SPM.
The presentations will provide an introduction to network analysis using SPM8 and FSL along with practical demonstrations tied to the key conceptual issues. The focus will be on techniques other than the usual massively univariate analyses commonly used for modeling fMRI data. Topics covered will include functional connectivity examined using bivariate correlation or regression, independent components analysis and graph theory.
Participant Preparation: The workshop will involve demonstrations and interactive exercises involving SPM8, its extensions and associated programs. These demonstrations will be integrated with the didactic portions of the lectures.
The interactive software exercises will demonstrate the details of the various data modeling techniques and participants will gain practical experience through the worked examples. Therefore, to gain the full benefit from the program, we ask that participants bring laptops with MATLAB and SPM8 installed. Detailed setup instructions can be found here.
The course will be held in Pittsburgh, PA from April 10-14, 2012. Registration will be limited to 20 participants.
The fee for the program is $1500. Reduced rates of $1250 for post-doctoral fellows and $1000 for undergraduate, graduate or medical students are available. A 20% discount is available to all CNBC investigators.
Accommodations: There are discounted rooms available at the nearby (5 minute walk from classrooms) Holiday Inn Pittsburgh University Center. Rooms can be reserved online (easiest) or by phone. The discounted rate is $126/night plus taxes. Parking is extra. To reserve by phone call 1-800-864-8287.
Questions about the course should be directed to spmbasics@neurometrika.org
Register for the course here.
You can arrange payment using PAYPAL here.
This course will be taught by Tom Zeffiro and Susan Whitfield-Gabrieli.
Tentative Schedule
Day 1
Background to network analysis
9:00AM-12:00PM
- Introduction and software installation
- SPM overview and demonstration
- fMRI analysis overivew: modeling, estimation and inference
- Single subject analysis demonstration
12:00PM-1:00PM Lunch
1:00PM-4:30PM
- Network analysis overview
- Optimal fMRI data acquisition
- Preprocessing
- First level design and analysis
- Design workshop introduction
- Homework assignment - Single subject block design analysis
Day 2
Functional connectivity analysis
9:00AM-12:00PM
- Review of single subject block design analysis
- ROI processing overview
- Creating anatomical and functional masks
- ROI data extraction using REX
- REX demonstration
- Functional connectivity analysis demonstration
12:00PM-1:00PM Lunch
1:00PM-4:00PM
- Artifact detection and mitigation using ART
- ART demonstration
- Introduction to the Connectivity Toolbox
The functional connectivity toolbox manual can be found here.
Connectivity Toolbox dataflow chart
Here is a single-subject analysis exercise.
4:00-5:30 Design workshop
Day 3
Functional connectivity analysis
9:00AM-12:00PM
- Review of single-subject functional connectivity analysis homework
- Connectivty Toolbox processing steps
- Setup
- Preprocessing
- First level analysis
- Single subject demonstration
12:00PM-1:00PM Lunch
1:00PM-4:00PM
- Using the Connectivity Toolbox for group analysis
- Group analysis demonstration
- Connectivity Toolbox group analysis practice session
- Homework assignment group analysis (NYU data set)
4:00PM-5:30PM Design workshop
Here are some example connectivity toolbox batch files:
complete batch file - setup - preprocessing - analyses - results
Day 4
Graph Theory
9:00AM-12:00PM
- Review of group functional connectivity analysis homework
- Specifying covariates in the Connectivity Toolbox
- Graph theory
12:00PM-1:00PM Lunch
1:00PM-4:00PM
- New features in the connectivity toolbox
- New feature demonstrations
- Using ART with the Connectivity Toolbox
- Clinical applications of functional connectivity analysis
4:00PM-5:30PM Design workshop
Day 5
Functional connectivity Using AFNI, FSL
PPI Analysis Using SPM8
9:00AM-11:00PM
- Functional connectivity with FSL
- MELODIC
- Functional connectivity with AFNI
- demonstration
11:00-12:00PM
- Introduction to psychophysiological and physiophysiological interactions (PPI)
12:00PM-1:00PM Lunch
1:00PM-2:30PM
- PPI demonstration
2:30PM-4:30PM
- Design workshop group presentations
Presentations
Modeling, Estimation and Inference
First Level Design and Analysis
Optimal fMRI Acquisition: Spatial
Optimal fMRI Acquisition: Temporal
Functional Connectivity Overview
Using ART with the Connectivity Toolbox
Graph Theory
