Ben Carter
A neuroscientist trying to figure out how the brain does it all. I use MRI and data science methods to study neurophysiology and structure. Currently leading a team of undergraduates in a novel study.
Variations in the hemodynamic response associated with saccadic eye-movements during reading.
"And a book of remembrance was kept, in the which was recorded, in the language of Adam, for it was given unto as many as called upon God to write by the spirit of inspiration;
"And by them their children were taught to read and write, having a language which was pure and undefiled."
–Moses 6:4-6
https://www.lds.org/
Image courtesy of: Müri, R. M., & Nyffeler, T. (2008). Neurophysiology and neuroanatomy of reflexive and volitional saccades as revealed by lesion studies with neurological patients and transcranial magnetic stimulation (TMS). Brain and Cognition, 68(3), 284-292. doi:10.1016/j.bandc.2008.08.018
How we did it:
Participants
Materials
Scanner
Parameters
Parameters
SR Research Eyelink 1000 Plus
Imaging data were preprocessed and analyzed using:
#DICOM files were imported
to3d
-time:zt <slice number> <number of TRs per run> <TR in msec> \
alt+z epi[1,2,3] <epi dicom>
to3d -prefix struct <t1 dicom>
#Co-registration of structural to functional
3dWarp -oblique_parent <epi3> \
-prefix <warped file prefix> <input t1>
#Slice time correction
3dTshift -verbose -prefix <new prefix> <input epi>
#Motion correction within runs
3dvolreg
-base <middle TR of run>
-prefix <output epi prefix>
-1Dfile <1D output file> <input slice time corrected epi>
#Motion correction across runs
3dvolreg
-base <middle TR of reference run>
-prefix <aligned epi> <input epi>
#Motion censor creation
cat <1D output file> >> motion.txt
move_censor.pl
Preprocessing
#Mask creation
3dSkullStrip
-input <coregistered t1> \
-o_ply <output name>
3dfractionize
-template <reference epi> \
-input <skullstripped t1> \
-prefix <output prefix>
3dcalc
-a <fractionized t1> \
-prefix <prefix>
-expr "step(a)"
Mask Creation
#Regression
3dDeconvolve \
-input <epi run 1> <epi run 2> <epi run 3> \
-mask <t1 mask> \
-polort A \
-num_stimts 7 \
-stim_file 1 "motion.txt[0]" -stim_label 1 "Roll" -stim_base 1 \
-stim_file 2 "motion.txt[1]" -stim_label 2 "Pitch" -stim_base 2 \
-stim_file 3 "motion.txt[2]" -stim_label 3 "Yaw" -stim_base 3 \
-stim_file 4 "motion.txt[3]" -stim_label 4 "dS" -stim_base 4 \
-stim_file 5 "motion.txt[4]" -stim_label 5 "dL" -stim_base 5 \
-stim_file 6 "motion.txt[5]" -stim_label 6 "dP" -stim_base 6 \
-stim_times_AM2 7 <Timing file> 'dmBLOCK' \
-stim_label 7 "<label>" \
-num_glt 1 \
-gltsym 'SYM: <label>' \
-glt_label 1 <label> \
-censor 'motion_censor_vector.txt[0]' \
-nocout -tout \
-bucket <output prefix> \
-xjpeg <design JPEG> \
-jobs 2 \
-GOFORIT 12
#Output blurring
3dmerge
-prefix <output prefix> \
-1blur_fwhm 5.0 \
-doall <input file>
Individual Subject Regression
#T1 transformation
ants.sh <transformation dimensions> <model template> <subject t1>
#EPI transformation
ANTifyFunctional <input structural> <model template> <blurred epi>
ANTs Transformation
3dttest++ -prefix <output prefix> \
-mask <model template mask> \
-setA \
<Subject 1 transformed regression input> \
<Subject 2 transformed regression input> \
...
<Subject 43 transformed regression input> \
Group t-test
Voxels | Peak - x | Peak - y | Peak - z | Anatomical location |
---|---|---|---|---|
1923 | -1.5 | 79.5 | -9 | R/L Lingual Gyrus |
495 | 52.5 | -10.5 | -18.0 | L. Mid. Temporal Gyrus |
395 | 46.5 | 16.5 | 33.0 | L. Precentral Gyrus |
135 | 1.5 | 38.5 | -12.0 | L. Ant. Cerebellum |
56 | 7.5 | 19.5 | -3.0 | L. Thalamus |
55 | -22.5 | -94.5 | -9.0 | R. Inf. Occipital Gyrus |
55 | 52.5 | -7.5 | 15.0 | L. Inf. Frontal Gyrus |
54 | 4.5 | 7.5 | 60.0 | L. Medial Frontal Gyrus |
29 | -46.5 | -7.5 | -24.0 | R. Temporal Pole |
Advisory Committee
BYU Eye-tracking Lab
BYU MRIF Associates and Staff
Questions?
By Ben Carter
Variations in the hemodynamic response associated with saccadic eye-movements during reading.
A neuroscientist trying to figure out how the brain does it all. I use MRI and data science methods to study neurophysiology and structure. Currently leading a team of undergraduates in a novel study.