Analysis of speech-related variance in rapid event-related fMRI using a time-aware acquisition system.
Speech production introduces signal changes in fMRI data that can mimic or mask the task-induced BOLD response. Rapid event-related designs with variable ISIs address these concerns by minimizing the correlation of task and speech-related signal changes without sacrificing efficiency; however, the increase in residual variance due to speech still decreases statistical power and must be explicitly addressed primarily through post-processing techniques. We investigated the timing, magnitude, and location of speech-related variance in an overt picture naming fMRI study with a rapid event-related design, using a data acquisition system that time-stamped image acquisitions, speech, and a pneumatic belt signal on the same clock. Using a spectral subtraction algorithm to remove scanner gradient noise from recorded speech, we related the timing of speech, stimulus presentation, chest wall movement, and image acquisition. We explored the relationship of an extended speech event time course and respiration on signal variance by performing a series of voxelwise regression analyses. Our results demonstrate that these effects are spatially heterogeneous, but their anatomic locations converge across subjects. Affected locations included basal areas (orbitofrontal, mesial temporal, brainstem), areas adjacent to CSF spaces, and lateral frontal areas. If left unmodeled, speech-related variance can result in regional detection bias that affects some areas critically implicated in language function. The results establish the feasibility of detecting and mitigating speech-related variance in rapid event-related fMRI experiments with single word utterances. They further demonstrate the utility of precise timing information about speech and respiration for this purpose.
Mehta
S
S
Department of Neurology, University of Iowa, 200 Hawkins Dr./ 2155 RCP, Iowa City, IA 52242, USA. sonya-mehta@uiowa.edu
Grabowski
T J
TJ
Razavi
M
M
Eaton
B
B
Bolinger
L
L
D000328:Adult; D016477:Artifacts; D001303:Auditory Cortex / Q000502:physiology; D001364:Awareness / Q000502:physiology*; D001921:Brain / Q000502:physiology*; D001931:Brain Mapping; D004292:Dominance, Cerebral / Q000502:physiology; D005071:Evoked Potentials / Q000502:physiology*; D005260:Female; D006801:Humans; D007089:Image Enhancement / Q000379:methods*; D007091:Image Processing, Computer-Assisted / Q000379:methods*; D021621:Imaging, Three-Dimensional / Q000379:methods*; D008279:Magnetic Resonance Imaging / Q000379:methods*; D008297:Male; D010100:Oxygen / Q000097:blood*; D010364:Pattern Recognition, Visual / Q000502:physiology; D012123:Pulmonary Ventilation / Q000502:physiology; D011930:Reaction Time / Q000502:physiology*; D012016:Reference Values; D012984:Software; D013060:Speech / Q000502:physiology*; D013068:Speech Production Measurement; D013223:Statistics as Topic; D013382:Subtraction Technique; D014705:Verbal Behavior / Q000502:physiology
D010100:Oxygen