Adding a custom parcellation map

Sometimes you might want to use a custom parcellation map to perform feature queries in siibra. For this example, we retrieve a freely available AICHA - Atlas of Intrinsic Connectivity of Homotopic Areas (Tzourio-Mazoyer N, Landeau B, Papathanassiou D, Crivello F, Etard O, Delcroix N, Mazoyer B, Joliot M (2002) Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain. Neuroimage 15:273-289.). This atlas provided in the MNI ICBM 152 space.

import siibra
from nilearn import plotting

Load the custom parcellation map from the online resource. For the retrieval, siibra’s zipfile connector is very helpful. We can use the resulting NIfTI to create a custom parcellation map inside siibra.

# connect to the online zip file
conn = siibra.retrieval.ZipfileConnector(
    "http://www.gin.cnrs.fr/wp-content/uploads/aicha_v1.zip"
)

# the NIfTI file is easily retrieved:
nifti = conn.get("AICHA/AICHA.nii")
# and create a volume on space MNI152 (note that this assumes our
# external knowledge that the map is in MNI152 space)
volume = siibra.volumes.from_nifti(nifti, 'mni152', "AICHA")

# The text file with label mappings has a custom format. We provide a tsv
# decoder to extract the list of region/label pairs since the txt file is tab
# separated.
volume_info = conn.get("AICHA/AICHA_vol1.txt", decode_func=siibra.retrieval.requests.DECODERS['.tsv'])
volume_info

	nom_c	nom_l	color	vol_vox	vol_mm3	xv	yv	zv	xmm	ymm	zmm
0	G_Frontal_Sup-1-L	G_Frontal_Sup-1-L	1	139	1112	53	96	43	-15.985612	64.935252	13.079137
1	G_Frontal_Sup-1-R	G_Frontal_Sup-1-R	2	25	200	39	97	42	12.880000	67.680000	10.640000
2	G_Frontal_Sup-2-L	G_Frontal_Sup-2-L	3	1072	8576	51	87	57	-11.919776	46.501866	40.483209
3	G_Frontal_Sup-2-R	G_Frontal_Sup-2-R	4	1113	8904	39	86	57	12.044924	45.584906	40.700809
4	G_Frontal_Sup-3-L	G_Frontal_Sup-3-L	5	57	456	55	72	67	-19.789474	16.210526	61.438596
...	...	...	...	...	...	...	...	...	...	...	...
379	N_Thalamus-7-R	N_Thalamus-7-R	380	37	296	41	50	41	8.756757	-26.486486	9.783784
380	N_Thalamus-8-L	N_Thalamus-8-L	381	44	352	48	50	44	-4.909091	-26.272727	14.045455
381	N_Thalamus-8-R	N_Thalamus-8-R	382	30	240	44	51	43	3.533333	-25.333333	13.133333
382	N_Thalamus-9-L	N_Thalamus-9-L	383	276	2208	48	58	33	-5.391304	-10.710145	-7.311594
383	N_Thalamus-9-R	N_Thalamus-9-R	384	219	1752	43	58	33	4.785388	-10.273973	-6.438356

384 rows × 11 columns

Now we use this to add a custom map to siibra.

regionnames = [
    name.replace('-R', ' right').replace('-L', ' left')
    for name in volume_info['nom_l']
]
labels = [int(label) for label in volume_info['color']]
custom_map = siibra.volumes.parcellationmap.from_volume(
    name="AICHA - Atlas of Intrinsic Connectivity of Homotopic Areas",
    volume=volume,
    regionnames=regionnames,
    regionlabels=labels
)

let’s plot the final map

plotting.plot_roi(custom_map.fetch())

<nilearn.plotting.displays._slicers.OrthoSlicer object at 0x7fc4a96f0880>

We can already use this map to find spatial features, such as BigBrain intensity profiles, gene expressions, volume of interests, sections…

region = custom_map.parcellation.get_region('S_Rolando-1 left')
profiles = siibra.features.get(
    region,
    siibra.features.cellular.BigBrainIntensityProfile
)[0]
print(f"{len(profiles)} intensity profiles found.")

2146 intensity profiles found.

On the other hand, some features are only anchored to a semantic region object and the link to the custom region is not directly known to siibra. However, siibra circumvents this by comparing volumes of these regions to assign a link between them.

volume = region.get_regional_mask('mni152')
receptor_density = siibra.features.get(
    volume,
    siibra.features.molecular.ReceptorDensityFingerprint
)
print(f"{len(receptor_density)} layerwise cell density found.")

# The relation of volume to the anatomical anchor is provided in
# `anchor.last_match_description`
for d in receptor_density:
    print(d.anchor.last_match_description)

6 layerwise cell density found.
'FilteredVolume Mask of 'Area 44 (IFG) (Julich-Brain Cytoarchitectonic Atlas (v3.0.3))' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' (built by merging the mask  of its descendants) in space MNI 152 ICBM 2009c Nonlinear Asymmetric' overlaps with 'FilteredVolume Mask of 'S_Rolando-1 left (AICHA Atlas of Intrinsic Connectivity of Homotopic Areas)' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' in space MNI 152 ICBM 2009c Nonlinear Asymmetric' and 'FilteredVolume Mask of 'Area 44 (IFG) (Julich-Brain Cytoarchitectonic Atlas (v2.9))' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' (built by merging the mask  of its descendants) in space MNI 152 ICBM 2009c Nonlinear Asymmetric' overlaps with 'FilteredVolume Mask of 'S_Rolando-1 left (AICHA Atlas of Intrinsic Connectivity of Homotopic Areas)' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' in space MNI 152 ICBM 2009c Nonlinear Asymmetric' and 'FilteredVolume Mask of 'Area 44 (IFG) (Julich-Brain Cytoarchitectonic Atlas (v1.18))' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' (built by merging the mask  of its descendants) in space MNI 152 ICBM 2009c Nonlinear Asymmetric' overlaps with 'FilteredVolume Mask of 'S_Rolando-1 left (AICHA Atlas of Intrinsic Connectivity of Homotopic Areas)' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' in space MNI 152 ICBM 2009c Nonlinear Asymmetric'
'FilteredVolume Mask of 'Area PFt (IPL) (Julich-Brain Cytoarchitectonic Atlas (v3.0.3))' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' (built by merging the mask  of its descendants) in space MNI 152 ICBM 2009c Nonlinear Asymmetric' overlaps with 'FilteredVolume Mask of 'S_Rolando-1 left (AICHA Atlas of Intrinsic Connectivity of Homotopic Areas)' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' in space MNI 152 ICBM 2009c Nonlinear Asymmetric' and 'FilteredVolume Mask of 'Area PFt (IPL) (Julich-Brain Cytoarchitectonic Atlas (v3.1))' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' (built by merging the mask  of its descendants) in space MNI 152 ICBM 2009c Nonlinear Asymmetric' overlaps with 'FilteredVolume Mask of 'S_Rolando-1 left (AICHA Atlas of Intrinsic Connectivity of Homotopic Areas)' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' in space MNI 152 ICBM 2009c Nonlinear Asymmetric' and 'FilteredVolume Mask of 'Area PFt (IPL) (Julich-Brain Cytoarchitectonic Atlas (v2.9))' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' (built by merging the mask  of its descendants) in space MNI 152 ICBM 2009c Nonlinear Asymmetric' overlaps with 'FilteredVolume Mask of 'S_Rolando-1 left (AICHA Atlas of Intrinsic Connectivity of Homotopic Areas)' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' in space MNI 152 ICBM 2009c Nonlinear Asymmetric'
'FilteredVolume Mask of 'Area 3b (PostCG) (Julich-Brain Cytoarchitectonic Atlas (v3.0.3))' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' (built by merging the mask  of its descendants) in space MNI 152 ICBM 2009c Nonlinear Asymmetric' overlaps with 'FilteredVolume Mask of 'S_Rolando-1 left (AICHA Atlas of Intrinsic Connectivity of Homotopic Areas)' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' in space MNI 152 ICBM 2009c Nonlinear Asymmetric' and 'FilteredVolume Mask of 'Area 3b (PostCG) (Julich-Brain Cytoarchitectonic Atlas (v1.18))' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' (built by merging the mask  of its descendants) in space MNI 152 ICBM 2009c Nonlinear Asymmetric' overlaps with 'FilteredVolume Mask of 'S_Rolando-1 left (AICHA Atlas of Intrinsic Connectivity of Homotopic Areas)' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' in space MNI 152 ICBM 2009c Nonlinear Asymmetric' and 'FilteredVolume Mask of 'Area 3b (PostCG) (Julich-Brain Cytoarchitectonic Atlas (v2.9))' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' (built by merging the mask  of its descendants) in space MNI 152 ICBM 2009c Nonlinear Asymmetric' overlaps with 'FilteredVolume Mask of 'S_Rolando-1 left (AICHA Atlas of Intrinsic Connectivity of Homotopic Areas)' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' in space MNI 152 ICBM 2009c Nonlinear Asymmetric' and 'FilteredVolume Mask of 'Area 3b (PostCG) (Julich-Brain Cytoarchitectonic Atlas (v3.1))' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' (built by merging the mask  of its descendants) in space MNI 152 ICBM 2009c Nonlinear Asymmetric' overlaps with 'FilteredVolume Mask of 'S_Rolando-1 left (AICHA Atlas of Intrinsic Connectivity of Homotopic Areas)' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' in space MNI 152 ICBM 2009c Nonlinear Asymmetric'
'FilteredVolume Mask of 'Area 4p (PreCG) (Julich-Brain Cytoarchitectonic Atlas (v1.18))' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' (built by merging the mask  of its descendants) in space MNI 152 ICBM 2009c Nonlinear Asymmetric' overlaps with 'FilteredVolume Mask of 'S_Rolando-1 left (AICHA Atlas of Intrinsic Connectivity of Homotopic Areas)' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' in space MNI 152 ICBM 2009c Nonlinear Asymmetric' and 'FilteredVolume Mask of 'Area 4p (PreCG) (Julich-Brain Cytoarchitectonic Atlas (v3.1))' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' (built by merging the mask  of its descendants) in space MNI 152 ICBM 2009c Nonlinear Asymmetric' overlaps with 'FilteredVolume Mask of 'S_Rolando-1 left (AICHA Atlas of Intrinsic Connectivity of Homotopic Areas)' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' in space MNI 152 ICBM 2009c Nonlinear Asymmetric' and 'FilteredVolume Mask of 'Area 4p (PreCG) (Julich-Brain Cytoarchitectonic Atlas (v3.0.3))' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' (built by merging the mask  of its descendants) in space MNI 152 ICBM 2009c Nonlinear Asymmetric' overlaps with 'FilteredVolume Mask of 'S_Rolando-1 left (AICHA Atlas of Intrinsic Connectivity of Homotopic Areas)' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' in space MNI 152 ICBM 2009c Nonlinear Asymmetric' and 'FilteredVolume Mask of 'Area 4p (PreCG) (Julich-Brain Cytoarchitectonic Atlas (v2.9))' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' (built by merging the mask  of its descendants) in space MNI 152 ICBM 2009c Nonlinear Asymmetric' overlaps with 'FilteredVolume Mask of 'S_Rolando-1 left (AICHA Atlas of Intrinsic Connectivity of Homotopic Areas)' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' in space MNI 152 ICBM 2009c Nonlinear Asymmetric'
'FilteredVolume Mask of 'Area 44 (IFG) (Julich-Brain Cytoarchitectonic Atlas (v3.0.3))' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' (built by merging the mask  of its descendants) in space MNI 152 ICBM 2009c Nonlinear Asymmetric' overlaps with 'FilteredVolume Mask of 'S_Rolando-1 left (AICHA Atlas of Intrinsic Connectivity of Homotopic Areas)' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' in space MNI 152 ICBM 2009c Nonlinear Asymmetric' and 'FilteredVolume Mask of 'Area 44 (IFG) (Julich-Brain Cytoarchitectonic Atlas (v2.9))' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' (built by merging the mask  of its descendants) in space MNI 152 ICBM 2009c Nonlinear Asymmetric' overlaps with 'FilteredVolume Mask of 'S_Rolando-1 left (AICHA Atlas of Intrinsic Connectivity of Homotopic Areas)' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' in space MNI 152 ICBM 2009c Nonlinear Asymmetric' and 'FilteredVolume Mask of 'Area 44 (IFG) (Julich-Brain Cytoarchitectonic Atlas (v1.18))' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' (built by merging the mask  of its descendants) in space MNI 152 ICBM 2009c Nonlinear Asymmetric' overlaps with 'FilteredVolume Mask of 'S_Rolando-1 left (AICHA Atlas of Intrinsic Connectivity of Homotopic Areas)' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' in space MNI 152 ICBM 2009c Nonlinear Asymmetric'
'FilteredVolume Mask of 'Area PFop (IPL) (Julich-Brain Cytoarchitectonic Atlas (v2.9))' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' (built by merging the mask  of its descendants) in space MNI 152 ICBM 2009c Nonlinear Asymmetric' overlaps with 'FilteredVolume Mask of 'S_Rolando-1 left (AICHA Atlas of Intrinsic Connectivity of Homotopic Areas)' in 'MNI 152 ICBM 2009c Nonlinear Asymmetric' in space MNI 152 ICBM 2009c Nonlinear Asymmetric'

To get a more detailed assignment scores, one can make use of map assignment discussed in Anatomical Assignment, see Assign modes in activation maps to brain regions.

Estimated memory usage: 917 MB