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SPM8 for Basic and Clinical Investigators
Broad Outline of Topics and Schedule |
| Day |
Morning |
Afternoon |
| 1 |
Introduction to the Workshop and Analysis of a Single Subject |
| 2 |
SPM8 Overview in Depth |
Preprocessing |
| 3 |
Quatlity Control in Data Aacquisition |
1st-level Design and Analysis |
| 4 |
2nd-level: Single Group Analysis |
2nd-level: Multiple Group Analysis |
| 5 |
Visualization Tools |
Structural Neuroimaging |
(more detailed outline)
Content: The organization and content of this program is
diagrammed below (and on the downloadable program descriptions available from the web, above).
It is designed to provide a thorough grounding in the active use of SPM8 for
the analysis of functional MRI data using the general linear model. The workshop will start with
a focus on
the fundamentals of using the core SPM8 functions
for preprocessing, statistical modeling and visualization of data associated with a simple
fMRI experimental design. Then increasingly complex designs, including group comparisons, will
be examined. Lectures will be linked with interactive tutorial exercises that will
provide participants with experience using SPM8 at each stage. Anyone planning to use
SPM as their primary
statistical analysis and preprocessing software package should benefit from this program.
Prerequisites: Knowledge. Participants are expected to
come to the workshop with a reasonably
solid knowledge of functional MRI as an experimental tool, and the basic ideas of analysis and
statistics. Various concepts within that
knowledge base will be briefly reviewed in the context of demonstrating how they are used during
fmri data analysis in SPM8.
Prerequisites: Hardware. The presentations will include demonstrations and tutorials utilizing SPM8
and various related software tools.
Participants are expected to bring a laptop with MATLAB, SPM8 and MRIcron
already installed. Please keep in mind that the laptop should have its own Matlab license, or be
able to access a matlab license over the web. More information about this aspect of the program can be found at
• •
Preparing Your Laptop • •.
Background: One of the key reasons for the development of this program is
the difficulty of balancing theory and theoretical knowledge with the practicalities of hands-on
data analysis. The
Visiting
Fellowship Program in Functional MRI is a 5-day program that is
devoted to the theory of data analysis, as well as both the theory and practicalities of
designing and running fMRI-based experiments. However, it does not attempt to teach the
practicalities of any one software package. The present program is one way to complement the
fMRIVFP, using SPM8. (Other workshops exist for training with other software packages.)
Finally, a word about the duration of the program. Experience across several
briefer workshops led
us to the conclusion that an initial portion---which emphasizes the environment of Matlab, as
well as some of the non-standard "basic" aspects of SPM8---was essential to permit the group to
move at a faster pace during the remainder of the program. To make hands-on training work, ample time must
be available for the hands-on activities, without losing the more extended interactive time during
the formal training portions to discuss specific user questions.
Detailed Outline of Topics and Schedule |
| Day |
Morning |
Afternoon |
| 1 |
Introduction to the Workshop and Analysis of a Single Subject
The Workshop The Matlab Environment The SPM8 Environment
Preprocessing Defining the Model Computing the Estimates
Inference Visualization of Results
Hands on Exercises (in Bold Italics): SPM8 Analysis of a Single Subject
|
| 2 |
SPM8 Overview in Depth
New Features in SPM8
SPM Architecture in Depth
SPM8 for PET, MEG/EEG, and VBM
The Batch Editor
Working with the batch editor
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Preprocessing
Why preprocessing is essential?
Slice Time Correction Realignment
Unwarping Spatial Filtering
Spatial normailiztion and brain coordinates
Creating batch file for preprocessing
|
| 3 |
Quality Control in Data Acquisition
Sources of artifacts in EPI
Detection and repair of EPI artifacts
ART demonstration
The Batch Editor
Working with ART
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First-level Design and Analysis
Experimental design types
Statistical modeling in SPM8
Modeling with single subject covariates
First-level fMRI design and analysis
Batch file for 1st-level processing
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| 4 |
2nd-level: Single Group Analysis
Single group example
Covariates at the second-level
Visualization at the second-level
Critical threshold determination
Creating batch file for a single group
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2nd-level: Multiple Group Analysis
What is the second level?
Multiple subjects; Multiple groups
Critical threshold determination
Anatomical localization and labeling
Creating batch file for multiple groups
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| 5 |
Visualization Tools in Depth
Visualization within SPM8
Visualization using MRIcron
Visualization using xjview
Visualization using FreeSurfer and FreeView
Using the visualization tools
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Structural Neuroimaging
Voxel-based morphometry
Surface-based morphometry
Region of interest morphometry
Anatomical localization and labeling
Creating a batch file for VBM
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Previous Workshops and Possible Future Workshops
- Network Analysis with SPM8 (previously titled "Causal and Multivariate Analysis with SPM8")
Introduction: While massively univariate statistical techniques are
commonly used for modeling fMRI data, there is growing concern that
these methods may not fully capture the essential aspects of
information transfer in the context of modeling brain and behavior
relationships. This workshop will provide an introduction to the
collection of functional neuroimaging analysis techniques that are
of potential use in characterizing the interactions among regions
responsible for perception, cognition and action. We will explore
these techniques by discussing both conceptual and practical issues
associated with their use. SPM8 and its extensions will be used in a
series of practical demonstrations.
Content Specific topics to be discussed
will include functional connectivity, effective connectivity,
independent components analysis (ICA), psychophysiological interactions (PPI),
dynamic causal modeling (DCM), structural equation modeling (SEM) and mediation
analysis.
- Getting Started with SPM8
This was a one-day workshop designed to give new
investigators a broad understanding of the SPM8 approach to fMRI data analysis. A basic familiarity
with fMRI-based experimental design was assumed, but nothing more. This program has largely been replaced by
what is now the first day of the SPM8 for Basic and Clinical Investigators.
- Basics Workshop
This was a two- or three-day workshop designed for
investigators having familiarity with the basic principles of fMRI data acquisition and analysis,
as well as having substantial
practical experience using SPM. This program has largely been replaced by
what are now the middle three days of the SPM8 for Basic and Clinical Investigators.
- Group Analysis using SPM8
A program under consideration as an expansion of
what is now the fourth day of the SPM8 for Basic and Clinical Investigators.
- Multi-Modality using SPM8
A program under consideration that would explore
the use of SPM8 for the analysis of imaging data obtained from a variety of
imaging modalities other than functional MRI. Conceptual and practical issues associated with the
analysis and integration of MRI, PET, EEG, MEG NIRS, and DTI data would be discussed.
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