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- """
- freesurfer-stats, a Python Library to Read FreeSurfer's Cortical Parcellation Anatomical Statistics
- Copyright (C) 2019 Fabian Peter Hammerle <fabian@hammerle.me>
- This program is free software: you can redistribute it and/or modify
- it under the terms of the GNU General Public License as published by
- the Free Software Foundation, either version 3 of the License, or
- any later version.
- This program is distributed in the hope that it will be useful,
- but WITHOUT ANY WARRANTY; without even the implied warranty of
- MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
- GNU General Public License for more details.
- You should have received a copy of the GNU General Public License
- along with this program. If not, see <https://www.gnu.org/licenses/>.
- """
- import datetime
- import os
- import pathlib
- import numpy
- import pandas.util.testing
- import pytest
- from conftest import SUBJECTS_DIR
- from freesurfer_stats import CorticalParcellationStats
- # pylint: disable=too-many-arguments
- @pytest.mark.parametrize(
- (
- "path",
- "headers",
- "hemisphere",
- "whole_brain_measurements",
- "structural_measurements_length",
- "structural_measurements_subset",
- ),
- [
- (
- os.path.join(
- SUBJECTS_DIR, "fabian", "stats", "lh.aparc.DKTatlas.stats.short"
- ),
- {
- "CreationTime": datetime.datetime(
- 2019, 5, 9, 21, 5, 54, tzinfo=datetime.timezone.utc
- ),
- "generating_program": "mris_anatomical_stats",
- "cvs_version": "Id: mris_anatomical_stats.c,v 1.79"
- " 2016/03/14 15:15:34 greve Exp",
- "mrisurf.c-cvs_version": "Id: mrisurf.c,v 1.781.2.6"
- " 2016/12/27 16:47:14 zkaufman Exp",
- "cmdline": "mris_anatomical_stats -th3 -mgz -cortex ../label/lh.cortex.label"
- " -f ../stats/lh.aparc.DKTatlas.stats -b -a ../label/lh.aparc.DKTatlas.annot"
- " -c ../label/aparc.annot.DKTatlas.ctab fabian lh white",
- "sysname": "Linux",
- "hostname": "another-hostname",
- "machine": "x86_64",
- "user": "some-username",
- "SUBJECTS_DIR": "/home/some-username/freesurfer-subjects",
- "anatomy_type": "surface",
- "subjectname": "fabian",
- "hemi": "lh",
- "AnnotationFile": "../label/lh.aparc.DKTatlas.annot",
- "AnnotationFileTimeStamp": datetime.datetime(2019, 5, 9, 23, 5, 40),
- },
- "left",
- {
- "white_surface_total_area_mm^2": 98553,
- "mean_thickness_mm": 2.50462,
- "brain_segmentation_volume_mm^3": 1327432.000000,
- "brain_segmentation_volume_without_ventricles_mm^3": 1316285.000000,
- "brain_segmentation_volume_without_ventricles_from_surf_mm^3": 1315572.548920,
- "total_cortical_gray_matter_volume_mm^3": 553998.311189,
- "supratentorial_volume_mm^3": 1172669.548920,
- "supratentorial_volume_without_ventricles_mm^3": 1164180.548920,
- "estimated_total_intracranial_volume_mm^3": 1670487.274486,
- },
- 3,
- [
- {
- "structure_name": "caudalanteriorcingulate",
- "number_of_vertices": 2061,
- "surface_area_mm^2": 1472,
- "gray_matter_volume_mm^3": 4258,
- "average_thickness_mm": 2.653,
- "thickness_stddev_mm": 0.644,
- "integrated_rectified_mean_curvature_mm^-1": 0.135,
- "integrated_rectified_gaussian_curvature_mm^-2": 0.020,
- "folding_index": 27,
- "intrinsic_curvature_index": 1.6,
- },
- {
- "structure_name": "caudalmiddlefrontal",
- "number_of_vertices": 4451,
- "surface_area_mm^2": 3039,
- "gray_matter_volume_mm^3": 8239,
- "average_thickness_mm": 2.456,
- "thickness_stddev_mm": 0.486,
- "integrated_rectified_mean_curvature_mm^-1": 0.116,
- "integrated_rectified_gaussian_curvature_mm^-2": 0.020,
- "folding_index": 42,
- "intrinsic_curvature_index": 3.7,
- },
- {
- "structure_name": "insula",
- "number_of_vertices": 3439,
- "surface_area_mm^2": 2304,
- "gray_matter_volume_mm^3": 7594,
- "average_thickness_mm": 3.193,
- "thickness_stddev_mm": 0.620,
- "integrated_rectified_mean_curvature_mm^-1": 0.116,
- "integrated_rectified_gaussian_curvature_mm^-2": 0.027,
- "folding_index": 33,
- "intrinsic_curvature_index": 3.5,
- },
- ],
- ),
- (
- os.path.join(SUBJECTS_DIR, "fabian", "stats", "rh.aparc.pial.stats.short"),
- {
- "CreationTime": datetime.datetime(
- 2019, 5, 9, 21, 3, 42, tzinfo=datetime.timezone.utc
- ),
- "generating_program": "mris_anatomical_stats",
- "cvs_version": "Id: mris_anatomical_stats.c,v 1.79"
- " 2016/03/14 15:15:34 greve Exp",
- "mrisurf.c-cvs_version": "Id: mrisurf.c,v 1.781.2.6"
- " 2016/12/27 16:47:14 zkaufman Exp",
- "cmdline": "mris_anatomical_stats -th3 -mgz -cortex ../label/rh.cortex.label"
- " -f ../stats/rh.aparc.pial.stats -b -a ../label/rh.aparc.annot"
- " -c ../label/aparc.annot.ctab fabian rh pial",
- "sysname": "Linux",
- "hostname": "some-hostname",
- "machine": "x86_64",
- "user": "some-username",
- "SUBJECTS_DIR": "/home/some-username/freesurfer-subjects",
- "anatomy_type": "surface",
- "subjectname": "fabian",
- "hemi": "rh",
- "AnnotationFile": "../label/rh.aparc.annot",
- "AnnotationFileTimeStamp": datetime.datetime(2019, 5, 9, 22, 27, 28),
- },
- "right",
- {
- "pial_surface_total_area_mm^2": 121260,
- "mean_thickness_mm": 2.4817,
- "brain_segmentation_volume_mm^3": 1327432.000000,
- "brain_segmentation_volume_without_ventricles_mm^3": 1316285.000000,
- "brain_segmentation_volume_without_ventricles_from_surf_mm^3": 1315572.548920,
- "total_cortical_gray_matter_volume_mm^3": 553998.311189,
- "supratentorial_volume_mm^3": 1172669.548920,
- "supratentorial_volume_without_ventricles_mm^3": 1164180.548920,
- "estimated_total_intracranial_volume_mm^3": 1670487.274486,
- },
- 2,
- [
- {
- "structure_name": "bankssts",
- "number_of_vertices": 1344,
- "surface_area_mm^2": 825,
- "gray_matter_volume_mm^3": 2171,
- "average_thickness_mm": 2.436,
- "thickness_stddev_mm": 0.381,
- "integrated_rectified_mean_curvature_mm^-1": 0.115,
- "integrated_rectified_gaussian_curvature_mm^-2": 0.028,
- "folding_index": 19,
- "intrinsic_curvature_index": 1.7,
- },
- {
- "structure_name": "transversetemporal",
- "number_of_vertices": 651,
- "surface_area_mm^2": 545,
- "gray_matter_volume_mm^3": 1061,
- "average_thickness_mm": 2.251,
- "thickness_stddev_mm": 0.317,
- "integrated_rectified_mean_curvature_mm^-1": 0.110,
- "integrated_rectified_gaussian_curvature_mm^-2": 0.021,
- "folding_index": 3,
- "intrinsic_curvature_index": 0.6,
- },
- ],
- ),
- (
- os.path.join(SUBJECTS_DIR, "soichi", "stats", "rh.aparc.stats"),
- {
- "CreationTime": datetime.datetime(
- 2020, 5, 4, 22, 20, 26, tzinfo=datetime.timezone.utc
- ),
- "AnnotationFileTimeStamp": datetime.datetime(2020, 5, 4, 21, 58, 13),
- "AnnotationFile": "../label/rh.aparc.annot",
- "SUBJECTS_DIR": "/N/dc2/scratch/hayashis/bigred3-workflows"
- "/5eb0689676c10ead933d673c/5eb068b076c10e7b013d673f",
- "anatomy_type": "surface",
- "cmdline": "mris_anatomical_stats -th3 -mgz -cortex ../label/rh.cortex.label "
- "-f ../stats/rh.aparc.stats -b -a ../label/rh.aparc.annot -c "
- "../label/aparc.annot.ctab output rh white",
- "cvs_version": "7.0.0",
- "generating_program": "mris_anatomical_stats",
- "hemi": "rh",
- "hostname": "nid00762",
- "machine": "x86_64",
- "mrisurf.c-cvs_version": "7.0.0",
- "subjectname": "output",
- "sysname": "Linux",
- "user": "hayashis",
- "BrainVolStatsFixed": "NotNeeded because voxelvolume=1mm3",
- },
- "right",
- {
- "white_surface_total_area_mm^2": 83579.2,
- "mean_thickness_mm": 2.35815,
- "brain_segmentation_volume_mm^3": 1169408.0,
- "brain_segmentation_volume_without_ventricles_mm^3": 1157593.0,
- "brain_segmentation_volume_without_ventricles_from_surf_mm^3": 1157593.0,
- "total_cortical_gray_matter_volume_mm^3": 454587.696158,
- "supratentorial_volume_mm^3": 1023873.0,
- "supratentorial_volume_without_ventricles_mm^3": 1012058.0,
- "estimated_total_intracranial_volume_mm^3": 1420434.160521,
- },
- 34,
- [
- {
- "structure_name": "bankssts",
- "number_of_vertices": 1094,
- "surface_area_mm^2": 757,
- "gray_matter_volume_mm^3": 1725,
- "average_thickness_mm": 2.215,
- "thickness_stddev_mm": 0.544,
- "integrated_rectified_mean_curvature_mm^-1": 0.109,
- "integrated_rectified_gaussian_curvature_mm^-2": 0.025,
- "folding_index": 9,
- "intrinsic_curvature_index": 1.1,
- },
- {
- "structure_name": "caudalanteriorcingulate",
- "number_of_vertices": 1137,
- "surface_area_mm^2": 780,
- "gray_matter_volume_mm^3": 2327,
- "average_thickness_mm": 2.842,
- "thickness_stddev_mm": 0.667,
- "integrated_rectified_mean_curvature_mm^-1": 0.116,
- "integrated_rectified_gaussian_curvature_mm^-2": 0.021,
- "folding_index": 11,
- "intrinsic_curvature_index": 1.0,
- },
- {
- "structure_name": "caudalmiddlefrontal",
- "number_of_vertices": 3126,
- "surface_area_mm^2": 2218,
- "gray_matter_volume_mm^3": 5978,
- "average_thickness_mm": 2.447,
- "thickness_stddev_mm": 0.605,
- "integrated_rectified_mean_curvature_mm^-1": 0.122,
- "integrated_rectified_gaussian_curvature_mm^-2": 0.024,
- "folding_index": 28,
- "intrinsic_curvature_index": 3.1,
- },
- ],
- ),
- ],
- )
- def test_read(
- path,
- headers,
- hemisphere,
- whole_brain_measurements,
- structural_measurements_length,
- structural_measurements_subset,
- ):
- stats = CorticalParcellationStats.read(path)
- assert headers == stats.headers
- assert hemisphere == stats.hemisphere
- pandas.util.testing.assert_frame_equal(
- left=pandas.DataFrame([whole_brain_measurements]),
- right=stats.whole_brain_measurements,
- check_like=True, # ignore the order of index & columns
- check_dtype=True,
- check_names=True,
- )
- assert list(stats.structural_measurements.columns) == [
- "structure_name",
- "number_of_vertices",
- "surface_area_mm^2",
- "gray_matter_volume_mm^3",
- "average_thickness_mm",
- "thickness_stddev_mm",
- "integrated_rectified_mean_curvature_mm^-1",
- "integrated_rectified_gaussian_curvature_mm^-2",
- "folding_index",
- "intrinsic_curvature_index",
- ]
- assert len(stats.structural_measurements) == structural_measurements_length
- pandas.util.testing.assert_frame_equal(
- left=pandas.DataFrame(structural_measurements_subset),
- right=stats.structural_measurements.iloc[:3],
- check_like=True, # ignore the order of index & columns
- check_dtype=True,
- check_names=True,
- )
- @pytest.mark.parametrize(
- ("path", "structural_measurements_length"),
- [
- (os.path.join(SUBJECTS_DIR, "soichi", "stats", "lh.BA_exvivo.stats"), 14),
- (
- os.path.join(SUBJECTS_DIR, "soichi", "stats", "lh.BA_exvivo.thresh.stats"),
- 14,
- ),
- (os.path.join(SUBJECTS_DIR, "soichi", "stats", "lh.aparc.DKTatlas.stats"), 31),
- (os.path.join(SUBJECTS_DIR, "soichi", "stats", "lh.aparc.a2009s.stats"), 74),
- (os.path.join(SUBJECTS_DIR, "soichi", "stats", "lh.aparc.pial.stats"), 34),
- (os.path.join(SUBJECTS_DIR, "soichi", "stats", "lh.aparc.stats"), 34),
- (os.path.join(SUBJECTS_DIR, "soichi", "stats", "rh.BA_exvivo.stats"), 14),
- (
- os.path.join(SUBJECTS_DIR, "soichi", "stats", "rh.BA_exvivo.thresh.stats"),
- 14,
- ),
- (os.path.join(SUBJECTS_DIR, "soichi", "stats", "rh.aparc.DKTatlas.stats"), 31),
- (os.path.join(SUBJECTS_DIR, "soichi", "stats", "rh.aparc.a2009s.stats"), 74),
- (os.path.join(SUBJECTS_DIR, "soichi", "stats", "rh.aparc.pial.stats"), 34),
- (os.path.join(SUBJECTS_DIR, "soichi", "stats", "rh.aparc.stats"), 34),
- ],
- )
- def test_read_structural_measurements_length(path, structural_measurements_length):
- # simple test to verify no exception gets raised, see test_read for comprehensive test
- stats = CorticalParcellationStats.read(path)
- assert len(stats.structural_measurements) == structural_measurements_length
- @pytest.mark.parametrize(
- ("line", "expected_column_name", "expected_value"),
- [
- (
- "Measure Cortex, CortexVol Total cortical gray matter volume, 553998.311189, mm^3",
- "total_cortical_gray_matter_volume_mm^3",
- 553998.311189,
- )
- ],
- )
- def test__parse_whole_brain_measurements_line(
- line, expected_column_name, expected_value
- ):
- # pylint: disable=protected-access
- column_name, value = CorticalParcellationStats._parse_whole_brain_measurements_line(
- line
- )
- assert column_name == expected_column_name
- assert numpy.allclose(value, [expected_value])
- @pytest.mark.parametrize(
- "line",
- ["Measure Cortex, CortexVol Total cortical gray matter volume, 553998.311189"],
- )
- def test__parse_whole_brain_measurements_line_parse_error(line):
- # pylint: disable=protected-access
- with pytest.raises(ValueError):
- CorticalParcellationStats._parse_whole_brain_measurements_line(line)
- @pytest.mark.parametrize(
- "path_str",
- [os.path.join(SUBJECTS_DIR, "fabian", "stats", "lh.aparc.DKTatlas.stats.short")],
- )
- def test_read_pathlib(path_str: str):
- stats_str = CorticalParcellationStats.read(path_str)
- stats_pathlib = CorticalParcellationStats.read(pathlib.Path(path_str))
- assert stats_str.headers == stats_pathlib.headers
- @pytest.mark.parametrize(
- "url",
- [
- "https://raw.githubusercontent.com/fphammerle/freesurfer-stats"
- "/master/tests/subjects/fabian/stats/rh.aparc.stats"
- ],
- )
- def test_read_https(url: str):
- stats = CorticalParcellationStats.read(url)
- assert stats.headers["generating_program"] == "mris_anatomical_stats"
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