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RHINO example without visualisations + AAL parcellation. (#240)
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cgohil8 authored Dec 1, 2023
1 parent 2c72cb8 commit 422eec3
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4 changes: 4 additions & 0 deletions examples/oxford/no_viz_pipeline/README.md
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Pipeline without any visualisations
-----------------------------------

Sometimes there are errors when generating plots. In this pipeline we use OSL without any visualisations.
100 changes: 100 additions & 0 deletions examples/oxford/no_viz_pipeline/do_rhino.py
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"""RHINO without any visualisations.
"""

# Authors: Chetan Gohil <chetan.gohil@psych.ox.ac.uk>

import numpy as np

from osl.source_recon import setup_fsl, rhino

setup_fsl("/opt/ohba/fsl/6.0.5") # this is where FSL is installed on hbaws

# Directories
preproc_dir = "output/preproc"
anat_dir = "path/to/smri/dir"
coreg_dir = "output/coreg"

# Files ({subject} will be replaced by the name for the subject)
preproc_file = preproc_dir + "/{subject}_tsss_preproc_raw.fif"
smri_file = anat_dir + "/{subject}/anat/{subject}_T1w.nii"

# Subjects to coregister
subjects = ["sub-001", "sub-002"]

def fix_headshape_points(src_dir, subject, preproc_file, smri_file):
filenames = rhino.get_coreg_filenames(src_dir, subject)

# Load saved headshape and nasion files
hs = np.loadtxt(filenames["polhemus_headshape_file"])
nas = np.loadtxt(filenames["polhemus_nasion_file"])
lpa = np.loadtxt(filenames["polhemus_lpa_file"])
rpa = np.loadtxt(filenames["polhemus_rpa_file"])

# Remove headshape points on the nose
remove = np.logical_and(hs[1] > max(lpa[1], rpa[1]), hs[2] < nas[2])
hs = hs[:, ~remove]

# Remove headshape points on the neck
remove = hs[2] < min(lpa[2], rpa[2]) - 4
hs = hs[:, ~remove]

# Remove headshape points far from the head in any direction
remove = np.logical_or(
hs[0] < lpa[0] - 5,
np.logical_or(
hs[0] > rpa[0] + 5,
hs[1] > nas[1] + 5,
),
)
hs = hs[:, ~remove]

# Overwrite headshape file
np.savetxt(filenames["polhemus_headshape_file"], hs)


# Main RHINO code

for subject in subjects:

# Input files
preproc_file_ = preproc_file.format(subject=subject)
smri_file_ = smri_file.format(subject=subject)

# Extract fiducials and headshape points
filenames = rhino.get_coreg_filenames(src_dir, subject)
rhino.extract_polhemus_from_info(
fif_file=preproc_file_,
headshape_outfile=filenames["polhemus_headshape_file"],
nasion_outfile=filenames["polhemus_nasion_file"],
rpa_outfile=filenames["polhemus_rpa_file"],
lpa_outfile=filenames["polhemus_lpa_file"],
)

# Clean up headshape points
fix_headshape_points(src_dir, subject, preproc_file_, smri_file_)

# Extract surfaces from the structural
rhino.compute_surfaces(
smri_file=smri_file_,
subjects_dir=src_dir,
subject=subject,
include_nose=False,
)

# Coregistration
rhino.coreg(
fif_file=preproc_file_,
subjects_dir=src_dir,
subject=subject,
use_headshape=True,
use_nose=False,
)

# Forward model
rhino.forward_model(
subjects_dir=src_dir,
subject=subject,
model="Single Layer"
gridstep=8,
)
2 changes: 1 addition & 1 deletion examples/oxford/ssp_pipeline/4_coregister.py
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from osl import source_recon, utils

# Directories
preproc_dir = "/output/preproc_ssp"
preproc_dir = "output/preproc_ssp"
anat_dir = "path/to/smri/dir"
coreg_dir = "output/coreg"
fsl_dir = "/opt/ohba/fsl/6.0.5" # this is where FSL is installed on hbaws
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