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add methods section
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Remi-Gau committed Dec 14, 2023
1 parent 35e9756 commit 3b23241
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25 changes: 25 additions & 0 deletions giga_connectome/data/methods/template.jinja
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These results were generated with giga_connectome (version {{ data.version }}, https://giga-connectome.readthedocs.io/en/latest/).

The following steps were followed.

1. Created subject specific grey matter mask in MNI space.

2. Sampled the atlas to the space of subject specific grey matter mask in MNI space.

3. Calculated the conjunction of the customised grey matter mask and resampled atlas to find valid parcels.

4. Used the new input specific grey matter mask and atlas to extract time series and connectomes for each subject.
The time series data were denoised as follow:

- Time series extractions through label or map maskers are performed on the denoised nifti file.
- Denoising steps were performed on the voxel level:
- spatial smoothing
- detrend, only if high pass filter was not applied through confounds
- Regress out confounds
- standardize
- Extracted time series from atlas
- Computed correlation matrix

5. Calculate intranetwork correlation of each parcel. The values replace the diagonal of the connectomes.

6. Create a group average connectome.
27 changes: 27 additions & 0 deletions giga_connectome/methods.py
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"""Module responsible for generating method section."""

from pathlib import Path

from jinja2 import Environment, FileSystemLoader, select_autoescape

from giga_connectome import __version__


def generate_method_section(output_dir: Path):

env = Environment(
loader=FileSystemLoader(Path(__file__).parent),
autoescape=select_autoescape(),
lstrip_blocks=True,
trim_blocks=True,
)

template = env.get_template("data/methods/template.jinja")

output_file = output_dir / "logs" / "CITATION.md"
output_file.parent.mkdir(parents=True, exist_ok=True)

data = {"version": __version__}

with open(output_file, "w") as f:
print(template.render(data=data), file=f)
5 changes: 5 additions & 0 deletions giga_connectome/tests/test_methods.py
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from giga_connectome import methods


def test_generate_method_section(tmp_path):
methods.generate_method_section(output_dir=tmp_path)
1 change: 1 addition & 0 deletions pyproject.toml
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Expand Up @@ -26,6 +26,7 @@ dependencies = [
"templateflow < 23.0.0",
"tqdm",
"setuptools",
"jinja2 >= 2.0",
]
dynamic = ["version"]

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