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Sarah Keedy Aug. 22, 2014 Intro to Functional and Anatomical Brain MRI Research Seminar Series PLANNING MRI RESEARCH TO ADDRESS YOUR SCIENTIFIC QUESTION
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Thinking Considering Evaluating Preparing Consider all MRI options for your scientific question fMRI task design fMRI study design PLANNING
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Garbage in garbage out You are at risk of a poor MRI study if you are Introverted Unable to think things all the way through You have one precious, expensive hour Know how to use MRI analysis software before the study starts, or know someone who does Task design feedback available in all packages Check pilot/initial subjects’ data for expected effects Check data as you acquire it for disastrous problems Performance of task needs to be monitored too PLANNING: PRINCIPLES
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Interested in how the brain conducts a mental activity? Mental activity = perception, experiencing emotions, making a decision or judgment, etc. Normal activity vs abnormal activity Activity after an experimental manipulation or other intervention …fMRI is for you! (note you will always get a T1-weighted high resolution image for intersubject alignment) PLANNING: WHAT EXACTLY IS YOUR SCIENTIFIC QUESTION?
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I nterested in brain integrity? Integrity = physical aspects of tissue and/or functional integrity White/gray volume Shape Development …Structural techniques (volumetrics, morphometry, etc.) are for you! Connectivity …DTI or task-based or resting state fMRI may be for you! Brain tissue problems probably have functional impact …Consider fMRI: resting or task-based …or DTI… COMBINATIONS ALLOWED and ENCOURAGED! PLANNING : WHAT EXACTLY IS YOUR SCIENTIFIC QUESTION?
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Hypothesis: People have problematic anxiety because of their amygdala being dysfunctional Get high and low anxiety people and compare them on Structure of amygdala Overall size Percent gray matter Shape Connectivity of amygdala Resting State fMRI with amygdala as seed with rest of brain DTI – integrity of white matter connections between amygdala and OFC For both, may find both stronger and weaker connections Function of amygdala during behavior Task-based fMRI Don’t forget the amygdala is part of functional networks EXAMPLE OF A BRAIN INTEGRITY QUESTION
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http://www.slideshare.net/rnja8c/fmri-study-design-9138161 http://www.slideshare.net/rnja8c/fmri-study-design-9138161 TASK DESIGN IN FMRI IS TRICKIEST
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Block design is great if sustained mental activity is of interest but do not plan to contrast blocks occurring only 2 min. apart or more consider making stimuli somewhat unpredictable, jittered, etc. beware of habituation, boredom, etc. Event related design JITTER trial length or time between trials Trials should consist of the simplest, shortest stimuli possible Fine, you want numbers? Aim for at least 30 trials per condition Aim for a 4 sec (jittered) intertrial interval Run it through an efficiency estimator How long does that make your task? How robust do you think the signal will be? Don’t know? PILOT! Time left in your hour? Get 5-6 min of resting state fMRI Still have time? Get DTI Improve your MPRAGE (longer acquisition time) PRACTICAL SUGGESTIONS
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Simplify Then simplify some more Example: A researcher developed a group therapy for schizophrenia patients that behaviorally enhances pathologically blunted responses to positive feedback. She wants to know what the neural mechanism is and whether change is sustained over time. Design: 3 groups (example: schizophrenia, bipolar, healthy) 3 time points (before therapy, right after therapy, months after therapy) Mental events of interest, each with two levels Feedback, no feedback Low frustration state (easy math), high frustration state (difficult math) 3x3x4 = an interaction you barely want to deal with in a behavioral study, let alone fMRI FMRI STUDY DESIGN
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~30 people in each group who lay still enough who show up again/still qualify for the second scan who perform similarly To get N=90, you will need more than 90 people EXAMPLE: SAMPLE SIZE
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4s show a math equation 30 Easy trials, like “4 – 2” 30 Hard trials, like “213-154” 4s*60 trials = 4min How much of each kind of feedback is expected for each type of trial? Pilot behavioral data suggests 5% of easy trials will be answered incorrectly, so 30 trials with positive feedback 5 with negative – probably not enough to analyze! 50% of difficult trials will be answer incorrectly so 35 trials with positive feedback 35 trials with negative feedback Main effect of task difficulty: SNR will be better for Difficult (60 trials vs 35 will you care?) How will response occur? Multiple choice button press? Microphone? Whatever, give people 4 more seconds for the response Faster for easy, slower for difficult Do you care about this mental event? 4s for each response * 60trials = 4 more min. What about feedback? How long will it be? Say it’s a 500ms auditory buzz for negative, ding for positive, each followed by 1.5s of silence and nothing on screen 100 2s feedbacks = 3:20 Is 1.5s long enough for the mental event of interest and effective intertrial interval??? Total task length: 11:20 Evaluation: On track but needs refinement THINKING THROUGH
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http://imaging.mrc-cbu.cam.ac.uk/imaging/DesignEfficiency INTERMEDIATE FMRI TASK DESIGN
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