TBSS - Tract-Based Spatial Statistics
TBSS - Tract-Based Spatial Statistics
Proposed Workflow
Assuming this type of directory structure
- Study1 - data - scripts
'Study1' is the folder containing all your datafiles and scripts. 'data' contains the mri data files.
TBSS has four basic steps,
- tbss_1_preproc
- tbss_2_reg
- tbss_3_postreg
- tbss_4_prestats
- stats (randomise etc...)
Step 1 - tbss_1_preproc
We first create a slurm submission script (located in the scripts directory)
Contents of dti-part1.sh:
#!/bin/sh #SBATCH -n 1 # 1 cores #SBATCH -t 1:00:00 # 1 hour #SBATCH -p compute # partition name #SBATCH -U thpsy # your project name - contact Ops if unsure what this is #SBATCH -J TBSS18_18 # sensible name for the job cd ../data echo "################################################################################" echo "### tbss preprocessing" tbss_1_preproc *.nii.gz
We then submit this script to the queue system.
sbatch dti-part1.sh
Step 1 should not take too long.
Step 2 - tbss_2_reg
We then create another slurm script, again located in the scripts directory.
Contents of dti-part2.sh:
#!/bin/sh #SBATCH -n 1 # 1 cores #SBATCH -t 1:00:00 # 1 hour #SBATCH -p compute # partition name #SBATCH -U thpsy # your project name - contact Ops if unsure what this is #SBATCH -J TBSS18_18 # sensible name for the job cd ../data echo "################################################################################" echo "### tbss step 2 (registration using study specific template)" tbss_2_reg -n
This script should only be run when Step 1 is completed.
We then submit this script to the queue system:
sbatch dti-part2.sh
This step usually takes the longest. The tbss_2_reg script uses a modified version of the 'fsl_sub' script to take advantage of the queuing system. It will automatically submit all the sub-tasks to the queue system. This may be in the order of thousands of jobs depending on the size of your study.
You must wait for *all* the jobs to complete before moving onto the next step. You can check the status of your jobs by doing the following
squeue -u USERNAME -l
where USERNAME is your own username on the clusters.
Step 3 - tbss_3_postreg and tbss_4_prestats
Once all the jobs from Step 2 has completed, prepare the following script (again located in your scripts directory) You may want to separate these two steps if you have a large study.
Contents of dti-part3.sh:
#!/bin/sh #SBATCH -n 1 # 1 cores #SBATCH -t 1:00:00 # 1 hour #SBATCH -p compute # partition name #SBATCH -U thpsy # your project name - contact Ops if unsure what this is #SBATCH -J TBSS18_18 # sensible name for the job cd ../data echo "################################################################################" echo "### tbss step 3 (post registration)" tbss_3_postreg -S echo "########################################################################" echo "### tbss step 4 (scaling)" tbss_4_prestats 0.2
Submit the jobs:
sbatch dti-part3.sh
Step 4 - Stats
Once all the above has been done, you can do the following (or something similar) in the stats directory.
design_ttest2 design 18 18 -n randomise -i all_FA_skeletonised -o tbss -m mean_FA_skeleton_mask -d design.mat -t design.con -n 5000 -x --T2 -V
Or you can submit it to the queue system by creating the following slurm script in your scripts directory:
#!/bin/sh #SBATCH -n 1 # 1 cores #SBATCH -t 1:00:00 # 1 hour #SBATCH -p compute # partition name #SBATCH -U thpsy # your project name - contact Ops if unsure what this is #SBATCH -J TBSS18_18 # sensible name for the job cd ../data/stats design_ttest2 design 18 18 -n randomise_parallel -i all_FA_skeletonised -o tbss -m mean_FA_skeleton_mask -d design.mat -t design.con -n 5000 -x --T2 -V
We then submit this script to the queue system:
sbatch dti-part4.sh
If you are running randomise_parallel, you will need to run ./tbss.defragment once all the sub-jobs are completed to recombine the data.
To view the results, go into the stats directory and run the following commands:
tbss_fill tbss_tfce_corrp_tstat1 0.95 mean_FA tbss_fill fslview mean_FA -b 0,0.6 mean_FA_skeleton -l Green -b 0.2,0.7 tbss_fill -l Red-Yellow
It is best to refer back to the original TBSS pages for how to use these programs, http://www.fmrib.ox.ac.uk/fsl/tbss/index.html