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Vocabulary

Every value used in the index, with mappings to existing standards. The files live in vocab/. The data standard explains how they are used.

Dimensions

Keys of the by column in stats.csv.

IdMeaningCombinePartition
modality
Modality
Imaging modality, as a DICOM Modality code (MR, CT, PT, ...).
allno
contrast
Contrast / sequence
Image contrast. MR sequences use BIDS suffixes (T1w, T2w, FLAIR, dwi, ...). CT phases, stains and ultrasound modes have their own terms. Counts mean subjects that have at least this contrast.
allno
contrast_set
Contrast combination
The exact set of contrasts a subject has, joined with `+` in alphabetical order, e.g. `FLAIR+T1w+T2w`. Each subject belongs to exactly one set. This is what allows exact answers to "how many subjects have both T1w and FLAIR".
allyes
tracer
PET tracer
Radiotracer used for PET or SPECT.
allno
anatomy
Anatomy
Body region or organ that was imaged. Mapped to UBERON.
anyno
condition
Condition
Disease, finding or group (including healthy controls). Mapped to MONDO, or to HPO for findings. A subject can have several conditions.
anyno
sex
Sex
Sex as reported by the dataset. Values follow the BIDS participants.tsv levels.
anyyes
age
Age
Age bin in completed years. `60-69` covers everyone aged 60 up to their 70th birthday, `90+` everyone aged 90 or older. Decimal bounds are allowed for children, e.g. `0-0.5`.
anyyes
vendor
Scanner vendor
Scanner manufacturer. Raw DICOM Manufacturer strings are listed as synonyms.
anyno
field_strength
Field strength
MR field strength in tesla, e.g. `1.5`, `3`, `7`.
anyno
country
Country
Country of the acquisition site, as an ISO 3166-1 alpha-2 code (US, DE, CN, ...).
anyyes
split
Split
Official data split.
anyyes
view
View
Projection or view for radiographs and mammograms.
anyno

Measures

subjectsSubjects
Distinct people (or animals). Use this whenever the source reports patients, participants or cases that are people.
studiesStudies
Imaging sessions, exams or visits. A longitudinal subject has several.
scansScans
3D volumes or series, e.g. one T1w volume.
imagesImages
2D images, e.g. radiographs, fundus photos or ultrasound frames.
slidesSlides
Whole-slide images in digital pathology.
age_meanMean age(years)
age_medianMedian age(years)
age_sdAge SD(years)
age_minMinimum age(years)
age_maxMaximum age(years)

Modality

Based on DICOM Modality (0008,0060) ·vocab/modality.yaml
IdLabelMappings
MR
MRI
Magnetic resonance imaging
dicom MR
CT
CT
Computed tomography
dicom CT
PT
PET
Positron emission tomography
dicom PT
NM
SPECT / nuclear medicine
Nuclear medicine including SPECT
dicom NM
DX
X-ray
Projection radiography (DICOM DX). Filtering for it also finds computed radiography.
Also: radiograph, radiography, CXR
dicom DX
CR
X-ray (computed radiography)in X-ray
Computed radiography with imaging plates
Also: radiograph, X-ray
dicom CR
MG
Mammography
dicom MG
US
Ultrasound
dicom US
XA
X-ray angiography
dicom XA
SM
Pathology slides
Slide microscopy, including whole-slide images
Also: WSI, histopathology
dicom SM
OP
Fundus photography
Ophthalmic photography
dicom OP
OPT
OCT
Ophthalmic optical coherence tomography
dicom OPT
XC
Photography
External camera photography, e.g. dermatology
Also: dermoscopy
dicom XC
ES
Endoscopy
dicom ES

Contrast / sequence

Based on BIDS suffixes plus local terms ·vocab/contrast.yaml
IdLabelMappings
T1w
T1-weighted
bids T1w
T1w_ce
T1-weighted, contrast enhanced
Gadolinium-enhanced T1w. BIDS writes this as a T1w with the ce- entity.
Also: T1c, T1Gd, T1-CE, T1 post-contrast
bids ce-<label>_T1w
T2w
T2-weighted
bids T2w
FLAIR
FLAIR
Fluid-attenuated inversion recovery
Also: T2-FLAIR
bids FLAIR
PDw
Proton density weighted
bids PDw
T2starw
T2*-weighted
Also: GRE, T2*-GRE
bids T2starw
swi
Susceptibility-weightedin T2*-weighted
Susceptibility-weighted imaging built from magnitude and phase of a gradient echo. BIDS has no suffix for it.
Also: SWI, SWAN
Chimap
QSM susceptibility map
Also: QSM
bids Chimap
MP2RAGE
MP2RAGE
bids MP2RAGE
T1map
T1 map
bids T1map
T2map
T2 map
bids T2map
angio
MR angiography
Also: TOF, MRA
bids angio
dwi
Diffusion-weighted
Also: DWI, DTI
bids dwi
ADC
ADC map
Apparent diffusion coefficient map
bids ADC
bold
BOLD fMRI
Also: fMRI, rs-fMRI
bids bold
asl
Arterial spin labeling
bids asl
dce
DCE perfusion
Dynamic contrast-enhanced MRI
dsc
DSC perfusion
Dynamic susceptibility contrast MRI
cine
Cine MRI
Cardiac cine imaging, e.g. balanced SSFP
lge
Late gadolinium enhancement
Also: LGE
ct_noncontrast
Non-contrast CT
Also: native CT, NCCT
ct_contrast
Contrast CT
Contrast-enhanced CT where the phase is not specified
ct_arterial
Arterial phase CT
ct_venous
Portal venous phase CT
ct_delayed
Delayed phase CT
ct_angio
CT angiography
Also: CTA
ct_lowdose
Low-dose CT
Also: LDCT
he
H&E stain
Also: hematoxylin and eosin
ihc
Immunohistochemistry
Also: IHC
b_mode
B-mode
doppler
Doppler
IdLabelMappings
fdg
[18F]FDG
Also: FDG, fluorodeoxyglucose
pib
[11C]PiB
Amyloid tracer
Also: PiB, Pittsburgh compound B
bf227
[11C]BF-227
Amyloid tracer
Also: BF-227, BF227
florbetapir
[18F]florbetapir
Amyloid tracer
Also: AV-45, Amyvid
florbetaben
[18F]florbetaben
Amyloid tracer
Also: FBB, Neuraceq
flutemetamol
[18F]flutemetamol
Amyloid tracer
Also: Vizamyl
flortaucipir
[18F]flortaucipir
Tau tracer
Also: AV-1451, Tauvid
mk6240
[18F]MK-6240
Tau tracer
Also: MK-6240
nav4694
[18F]NAV4694
Amyloid tracer
Also: NAV4694
psma
PSMA ligand
Prostate-specific membrane antigen tracers
Also: 68Ga-PSMA-11, 18F-DCFPyL
fdopa
[18F]FDOPA
Also: F-DOPA
datscan
[123I]ioflupane
SPECT dopamine transporter tracer
Also: DaTscan

Anatomy

Based on UBERON ·vocab/anatomy.yaml
IdLabelMappings
brain
Brain
hippocampus
Hippocampal formationin Brain
Also: hippocampus
head
Head
neck
Neck
carotid_artery
Carotid arteryin Neck
Also: common carotid artery
spinal_cord
Spinal cord
spine
Spine
eye
Eye
retina
Retinain Eye
chest
Chest
Also: thorax
lung
Lungin Chest
heart
Heartin Chest
breast
Breast
abdomen
Abdomen
liver
Liverin Abdomen
kidney
Kidneyin Abdomen
pancreas
Pancreasin Abdomen
spleen
Spleenin Abdomen
stomach
Stomachin Abdomen
colon
Colonin Abdomen
prostate
Prostate
cervix
Cervix
ovary
Ovary
lymph_node
Lymph node
knee
Knee
hip
Hip
skeleton
Skeleton
skin
Skin
trunk
Trunk
Also: torso
upper_limb
Upper limb
Also: upper extremity, arm, forelimb
lower_limb
Lower limb
Also: lower extremity, leg, hindlimb
whole_body
Whole body

Condition

Based on MONDO, HPO for findings ·vocab/condition.yaml
IdLabelMappings
healthy
Healthy control
No known condition of interest
Also: control, normal
alzheimers
Alzheimer's diseasein Dementia
Also: AD
dementia
Dementia
frontotemporal_dementia
Frontotemporal dementiain Dementia
Also: FTD
vascular_dementia
Vascular dementiain Dementia
down_syndrome
Down syndrome
Also: trisomy 21
mci
Mild cognitive impairment
No MONDO term exists. Closest HPO term is the broader Cognitive impairment (HP:0100543).
Also: MCI
scd
Subjective cognitive decline
Also: SCD
cognitive_impairment
Cognitive impairment
parkinsons
Parkinson's disease
Also: PD
multiple_sclerosis
Multiple sclerosis
Also: MS
stroke
Stroke
Stroke of any or unspecified type. Use ischemic_stroke when the dataset is limited to ischemic stroke.
ischemic_stroke
Ischemic stroke
Also: stroke
transient_ischemic_attack
Transient ischemic attack
Also: TIA
intracranial_hemorrhage
Intracranial hemorrhage
Also: ICH
intracerebral_hemorrhage
Intracerebral hemorrhagein Intracranial hemorrhage
Also: spontaneous ICH, hemorrhagic stroke
cerebral_microbleeds
Cerebral microbleeds
Small hemosiderin deposits seen as hypointense foci on T2*-weighted or susceptibility-weighted MRI. No MONDO or HPO term exists.
Also: CMB, microhemorrhage, MCH
superficial_siderosis
Superficial siderosis
Also: cortical superficial siderosis, cSS
cerebral_amyloid_angiopathy
Cerebral amyloid angiopathy
Also: CAA
aria
Amyloid-related imaging abnormalities
ARIA-E (edema, effusion) and ARIA-H (microbleeds, superficial siderosis), mostly seen under anti-amyloid antibody treatment. No MONDO or HPO term exists.
Also: ARIA, ARIA-E, ARIA-H
enlarged_perivascular_spaces
Enlarged perivascular spaces
Fluid-filled spaces around small brain vessels that are large enough to be seen on MRI. A marker of cerebral small vessel disease.
Also: EPVS, PVS, dilated Virchow-Robin spaces
lacunes
Lacunes of presumed vascular origin
Small fluid-filled cavities in deep grey or white matter, the imaging trace of a past small subcortical infarct or hemorrhage. A marker of cerebral small vessel disease. HP:0032325 (Lacunar stroke) names the clinical event, not the imaging finding, so no mapping is given.
Also: lacune, lacunar infarct
cerebral_small_vessel_disease
Cerebral small vessel disease
Disease of the small arteries, arterioles, capillaries and venules of the brain, seen on MRI as white matter hyperintensities, lacunes, microbleeds and enlarged perivascular spaces. MONDO has only monogenic forms (brain small vessel disease 1 to 6, HTRA1-related), so no mapping is given.
Also: cSVD, SVD, small vessel disease
traumatic_brain_injury
Traumatic brain injury
Also: TBI
cerebral_cavernous_malformation
Cerebral cavernous malformation
Also: CCM, cavernoma
epilepsy
Epilepsy
schizophrenia
Schizophrenia
psychotic_disorder
Psychotic disorder
Also: psychosis
bipolar_disorder
Bipolar disorder
Also: bipolar
autism
Autism spectrum disorder
Also: ASD
adhd
ADHD
depression
Major depressive disorder
Also: MDD
brain_tumor
Brain tumor
glioma
Gliomain Brain tumor
glioblastoma
Glioblastomain Glioma
Also: GBM
meningioma
Meningiomain Brain tumor
brain_metastasis
Brain metastasesin Brain tumor
lung_cancer
Lung cancer
nsclc
Non-small cell lung cancerin Lung cancer
Also: NSCLC
pulmonary_nodule
Pulmonary nodule
Also: lung nodule
breast_cancer
Breast cancer
prostate_cancer
Prostate cancer
liver_cancer
Liver cancer
hcc
Hepatocellular carcinomain Liver cancer
Also: HCC
kidney_cancer
Kidney cancer
pancreatic_cancer
Pancreatic ductal adenocarcinoma
Also: PDAC, pancreatic cancer
colorectal_cancer
Colorectal cancer
head_neck_cancer
Head and neck squamous cell carcinoma
Also: HNSCC
melanoma
Melanoma
skin_cancer
Skin cancer
melanocytic_nevus
Melanocytic nevus
Also: nevus, naevus, mole
seborrheic_keratosis
Seborrheic keratosis
lymphoma
Lymphoma
pancreatic_neoplasm
Pancreatic neoplasm
Any pancreatic tumour or cystic neoplasm, e.g. IPMN, neuroendocrine tumour or PDAC
Also: pancreatic mass, pancreatic tumour
lymph_node_metastasis
Lymph node metastasis
Also: nodal metastasis
pneumonia
Pneumonia
covid19
COVID-19
tuberculosis
Tuberculosis
pneumothorax
Pneumothorax
pleural_effusion
Pleural effusion
cardiomegaly
Cardiomegaly
atelectasis
Atelectasis
consolidation
Pulmonary consolidation
Also: consolidation, parenchymal consolidation
pulmonary_edema
Pulmonary edema
Also: edema, oedema
emphysema
Pulmonary emphysema
Also: emphysema
pulmonary_fibrosis
Pulmonary fibrosis
Also: fibrosis
pulmonary_infiltrates
Pulmonary infiltrates
Also: infiltration, infiltrate
pulmonary_mass
Pulmonary mass
Also: lung mass, mass
lung_opacity
Pulmonary opacity
Also: lung opacity, airspace opacity
pleural_thickening
Pleural thickening
hernia
Hernia
Hernia of any kind, e.g. hiatus hernia seen on a chest radiograph
no_finding
No finding
Image or study in which none of the dataset's target findings were reported. Not the same as a healthy control: other abnormalities may be present.
Also: No Finding
copd
COPD
pulmonary_embolism
Pulmonary embolism
cardiomyopathy
Cardiomyopathy
dilated_cardiomyopathy
Dilated cardiomyopathyin Cardiomyopathy
Also: DCM
hypertrophic_cardiomyopathy
Hypertrophic cardiomyopathyin Cardiomyopathy
Also: HCM
abnormal_right_ventricle
Abnormal right ventricle
Enlarged right ventricle or reduced right ventricular ejection fraction. No single upstream term; closest HPO terms are Abnormal right ventricle morphology (HP:0001707) and Abnormal right ventricular function (HP:0033118).
Also: ARV, RV abnormality
myocardial_infarction
Myocardial infarction
osteoarthritis
Osteoarthritis
knee_osteoarthritis
Knee osteoarthritisin Osteoarthritis
fracture
Bone fracture
diabetic_retinopathy
Diabetic retinopathy
glaucoma
Glaucoma
amd
Age-related macular degeneration
Also: AMD

Sex

Based on BIDS participants.tsv ·vocab/sex.yaml
IdLabelMappings
female
Female
Also: F
male
Male
Also: M
other
Other
unknown
Unknown
Also: n/a, not reported

Scanner vendor

Based on Normalized DICOM Manufacturer ·vocab/vendor.yaml
IdLabelMappings
siemens
Siemens Healthineers
Also: SIEMENS, Siemens
ge
GE HealthCare
Also: GE MEDICAL SYSTEMS, GE
philips
Philips
Also: Philips Medical Systems, Philips Healthcare
canon
Canon Medical
Also: TOSHIBA, Toshiba
hitachi
Hitachi / Fujifilm
Also: Hitachi Medical Corporation, FUJIFILM Healthcare
united_imaging
United Imaging
Also: UIH
hologic
Hologic
Also: HOLOGIC, Inc.
carestream
Carestream
agfa
Agfa
aperio
Leica Aperio
Also: Aperio
hamamatsu
Hamamatsu
3dhistech
3DHISTECH
Also: 3DHistech, 3D Histech
other
Other
IdLabelMappings
segmentation
Segmentation
classification
Classification
detection
Detection
Bounding boxes or points
regression
Regression
e.g. brain age or clinical scores
registration
Registration
Landmarks or paired scans for alignment
survival
Survival prediction
report_generation
Report generation
Images paired with free-text reports
reconstruction
Reconstruction
Raw k-space or sinogram data
synthesis
Image synthesis
Paired modalities for translation
longitudinal
Longitudinal analysis
Repeated scans of the same subjects
normative
Normative modeling
Mostly healthy subjects for reference ranges
IdLabelMappings
DICOM
DICOM
NIfTI
NIfTI
BIDS
BIDS
NIfTI files in the Brain Imaging Data Structure
MHA
MetaImage
Also: MHA, MHD
NRRD
NRRD
PNG
PNG
JPEG
JPEG
TIFF
TIFF / OME-TIFF
SVS
SVS
Aperio whole-slide format
HDF5
HDF5
MINC
MINC
ANALYZE
Analyze 7.5

Access type

vocab/access.yaml
IdLabelMappings
open
Open download
Download without an account
registration
Free registration
Create an account and accept terms online
signed_agreement
Signed agreement
Sign a data use agreement, often reviewed by the provider
credentialed
Credentialed
Identity check and ethics training (e.g. CITI) plus an agreement
application
Application
A research proposal is reviewed and approved
paid
Paid
Access costs money
on_request
On request
Ask the authors or the data holder. No published process or terms, and access is at their discretion
not_shared
Not shared
The data are not available outside the institution or study that holds them
IdLabelMappings
train
Training
validation
Validation
test
Test
IdLabelMappings
PA
Posteroanterior
AP
Anteroposterior
lateral
Lateral
CC
Craniocaudal
Mammography
MLO
Mediolateral oblique
Mammography