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Rootlets-informed lumbar registration #92

@valosekj

Description

@valosekj

Description

Similarly to the cervical spinal cord (repo, preprint), we could leverage rootlets or spinal levels to inform the registration to the PAM50 template.

Note

Since lumbar rootlet segmentation has proven to be challenging, we may need to manually label the spinal levels based on the rootlet entry zones. Or develop a method to do so automatically. (For the subject below, manually segmented rootlets are available.)

Image

Pseudo-commands:

# 1. Cropping
# I cropped the image manually to reduce its size in FSLeyes using Tools/Crop. I saved it with the suffix _roi

# 2. Cord segmentation
sct_deepseg spinalcord -i sub-CTS04_ses-SPpre_acq-ax_T2w_roi.nii.gz

# 3. Cord segmentation labeling
# I manually labelled the cord segmentation in FSLeyes based on the rootlets entry zones. I saved it with the suffix roi_seg_labeled

# 4. Rootlet midpoints
sct_label_utils -i sub-CTS04_ses-SPpre_acq-ax_T2w_roi_seg_labeled.nii.gz -cubic-to-point -o labels.nii.gz

# 5. Registration
sct_register_to_template -i sub-CTS04_ses-SPpre_acq-ax_T2w_roi.nii.gz -s sub-CTS04_ses-SPpre_acq-ax_T2w_roi_seg.nii.gz -lspinal labels.nii.gz -c t2

TODO

  • tweak registration parameters
  • try different number of labels (2 or 3+; details)

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