Task 6 - Design and analysis of neuroimaging experiments Flashcards
Subtraction method (fMRI)
- Compares brain activity during a task condition with a control condition
- Subtracts the brain activity of the control condition from the task condition to isolate specific cognitive processes
Conjunction analysis (fMRI)
- Statistical technique used to identify common brain regions activated across different experimental conditions or groups.
- Reduces issues related to pure insertion, highlights shared cognitive processes.
Parametric design (fMRI)
- Varies the intensity or amount of a cognitive process to examine its effects on brain activity.
- Measures brain activity as a function of changes in a parameter (e.g., stimulus intensity, task difficulty)
Blocked Design in fMRI
Experimental conditions are grouped into blocks (e.g., task vs. rest) and repeated for several cycles.
Event-Related Design in fMRI (erfMRI)
Individual events or trials are presented sequentially with varying intervals between them (e.g., a visual stimulus followed by a task).
Advantages of a Blocked Design
- High statistical power
- Good for detecting sustained brain responses (e.g., attention)
- Easier to detect brain activity due to repeated conditions.
Disadvantages of Blocked Design
- Less ecological validity (artificial block structure)
- Expectation effects (participants anticipate conditions)
- Not suitable for short-lived brain responses.
Advantages of Event-Related Design
- Higher ecological validity (real-world-like tasks)
- Measures short-term brain responses
- Flexible and captures individual events effectively.
Disadvantages of Event-Related Design
- Lower statistical power (requires more trials)
- More challenging to control timing intervals
- May need larger sample sizes for sufficient data.
Rapid erfMRI
- Presenting rapid, sequential stimuli to figure out how the brain responds to stimuli in quick succession
- Captures brain activity with high temporal resolution
Mixed Design in fMRI
- Combines both blocked and event-related designs within the same experiment.
- Purpose: To capture both sustained brain responses (from blocks) and transient responses (from events)
Advantages of a Mixed Design
- Offers a balance between high statistical power (blocked) and capturing dynamic responses (event-related).
- Useful for complex cognitive tasks that require both sustained and momentary brain activity analysis.
Disadvantages of a Mixed Design
- More complex data analysis due to the combination of different designs.
- Longer scan time required for the combination of both designs.
Behaviorally Driven fMRI
- Refers to using behavioral data (e.g., response time, accuracy) to drive the analysis of fMRI data
- Provides context for brain activity by linking neural responses to specific behavioral actions
Hypothesis
Example study: Wagner et al.
- Activation in the left prefrontal and temporal cortices during verbal encoding predicts the likelihood of later memory retention
- Semantic processing leading to better recall than nonsemantic processing due to greater brain activation.
fMRI design
Example study: Wagner et al.
Combined both a blocked and an event-related design
Control conditions
Example study: Wagner et al.
Blocked: Subjects looked at a fixation point on the screen while not performing any tasks
Event-related: Had periods with no words presented (rest periods)