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.
| Id | Meaning | Combine | Partition |
|---|---|---|---|
| modality | Modality Imaging modality, as a DICOM Modality code (MR, CT, PT, ...). | all | no |
| 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. | all | no |
| 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". | all | yes |
| tracer | PET tracer Radiotracer used for PET or SPECT. | all | no |
| anatomy | Anatomy Body region or organ that was imaged. Mapped to UBERON. | any | no |
| condition | Condition Disease, finding or group (including healthy controls). Mapped to MONDO, or to HPO for findings. A subject can have several conditions. | any | no |
| sex | Sex Sex as reported by the dataset. Values follow the BIDS participants.tsv levels. | any | yes |
| 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`. | any | yes |
| vendor | Scanner vendor Scanner manufacturer. Raw DICOM Manufacturer strings are listed as synonyms. | any | no |
| field_strength | Field strength MR field strength in tesla, e.g. `1.5`, `3`, `7`. | any | no |
| country | Country Country of the acquisition site, as an ISO 3166-1 alpha-2 code (US, DE, CN, ...). | any | yes |
| split | Split Official data split. | any | yes |
| view | View Projection or view for radiographs and mammograms. | any | no |
Measures
| subjects | Subjects Distinct people (or animals). Use this whenever the source reports patients, participants or cases that are people. |
| studies | Studies Imaging sessions, exams or visits. A longitudinal subject has several. |
| scans | Scans 3D volumes or series, e.g. one T1w volume. |
| images | Images 2D images, e.g. radiographs, fundus photos or ultrasound frames. |
| slides | Slides Whole-slide images in digital pathology. |
| age_mean | Mean age(years) |
| age_median | Median age(years) |
| age_sd | Age SD(years) |
| age_min | Minimum age(years) |
| age_max | Maximum age(years) |
Modality
Based on DICOM Modality (0008,0060) ·vocab/modality.yaml| Id | Label | Mappings |
|---|---|---|
| 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| Id | Label | Mappings |
|---|---|---|
| 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 |
PET tracer
vocab/tracer.yaml| Id | Label | Mappings |
|---|---|---|
| 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| Id | Label | Mappings |
|---|---|---|
| brain | Brain | uberon UBERON:0000955 |
| hippocampus | Hippocampal formationin Brain Also: hippocampus | uberon UBERON:0002421 |
| head | Head | uberon UBERON:0000033 |
| neck | Neck | uberon UBERON:0000974 |
| carotid_artery | Carotid arteryin Neck Also: common carotid artery | uberon UBERON:0005396 |
| spinal_cord | Spinal cord | uberon UBERON:0002240 |
| spine | Spine | uberon UBERON:0001130 |
| eye | Eye | uberon UBERON:0000970 |
| retina | Retinain Eye | uberon UBERON:0000966 |
| chest | Chest Also: thorax | uberon UBERON:0001443 |
| lung | Lungin Chest | uberon UBERON:0002048 |
| heart | Heartin Chest | uberon UBERON:0000948 |
| breast | Breast | uberon UBERON:0000310 |
| abdomen | Abdomen | uberon UBERON:0000916 |
| liver | Liverin Abdomen | uberon UBERON:0002107 |
| kidney | Kidneyin Abdomen | uberon UBERON:0002113 |
| pancreas | Pancreasin Abdomen | uberon UBERON:0001264 |
| spleen | Spleenin Abdomen | uberon UBERON:0002106 |
| stomach | Stomachin Abdomen | uberon UBERON:0000945 |
| colon | Colonin Abdomen | uberon UBERON:0001155 |
| prostate | Prostate | uberon UBERON:0002367 |
| cervix | Cervix | uberon UBERON:0000002 |
| ovary | Ovary | uberon UBERON:0000992 |
| lymph_node | Lymph node | uberon UBERON:0000029 |
| knee | Knee | uberon UBERON:0001465 |
| hip | Hip | uberon UBERON:0001464 |
| skeleton | Skeleton | uberon UBERON:0004288 |
| skin | Skin | uberon UBERON:0002097 |
| trunk | Trunk Also: torso | uberon UBERON:0002100 |
| upper_limb | Upper limb Also: upper extremity, arm, forelimb | uberon UBERON:0002102 |
| lower_limb | Lower limb Also: lower extremity, leg, hindlimb | uberon UBERON:0002103 |
| whole_body | Whole body | uberon UBERON:0000468 |
Condition
Based on MONDO, HPO for findings ·vocab/condition.yaml| Id | Label | Mappings |
|---|---|---|
| healthy | Healthy control No known condition of interest Also: control, normal | |
| alzheimers | Alzheimer's diseasein Dementia Also: AD | mondo MONDO:0004975 |
| dementia | Dementia | mondo MONDO:0001627 |
| frontotemporal_dementia | Frontotemporal dementiain Dementia Also: FTD | mondo MONDO:0017276 |
| vascular_dementia | Vascular dementiain Dementia | mondo MONDO:0004648 |
| down_syndrome | Down syndrome Also: trisomy 21 | mondo MONDO:0008608 |
| 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 | mondo MONDO:0850292 |
| cognitive_impairment | Cognitive impairment | hp HP:0100543 |
| parkinsons | Parkinson's disease Also: PD | mondo MONDO:0005180 |
| multiple_sclerosis | Multiple sclerosis Also: MS | mondo MONDO:0005301 |
| stroke | Stroke Stroke of any or unspecified type. Use ischemic_stroke when the dataset is limited to ischemic stroke. | mondo MONDO:0005098 |
| ischemic_stroke | Ischemic stroke Also: stroke | mondo MONDO:1060198 |
| transient_ischemic_attack | Transient ischemic attack Also: TIA | mondo MONDO:0005264 |
| intracranial_hemorrhage | Intracranial hemorrhage Also: ICH | hp HP:0002170 |
| intracerebral_hemorrhage | Intracerebral hemorrhagein Intracranial hemorrhage Also: spontaneous ICH, hemorrhagic stroke | mondo MONDO:0013792 |
| 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 | mondo MONDO:0016594 hp HP:6001255 |
| cerebral_amyloid_angiopathy | Cerebral amyloid angiopathy Also: CAA | mondo MONDO:0005620 |
| 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 | hp HP:0012520 |
| 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 | mondo MONDO:0858950 |
| cerebral_cavernous_malformation | Cerebral cavernous malformation Also: CCM, cavernoma | mondo MONDO:0000820 |
| epilepsy | Epilepsy | mondo MONDO:0005027 |
| schizophrenia | Schizophrenia | mondo MONDO:0005090 |
| psychotic_disorder | Psychotic disorder Also: psychosis | mondo MONDO:0005485 |
| bipolar_disorder | Bipolar disorder Also: bipolar | mondo MONDO:0004985 |
| autism | Autism spectrum disorder Also: ASD | mondo MONDO:0005258 |
| adhd | ADHD | mondo MONDO:0007743 |
| depression | Major depressive disorder Also: MDD | mondo MONDO:0002009 |
| brain_tumor | Brain tumor | mondo MONDO:0021211 |
| glioma | Gliomain Brain tumor | mondo MONDO:0021042 |
| glioblastoma | Glioblastomain Glioma Also: GBM | mondo MONDO:0018177 |
| meningioma | Meningiomain Brain tumor | mondo MONDO:0016642 |
| brain_metastasis | Brain metastasesin Brain tumor | mondo MONDO:1040026 |
| lung_cancer | Lung cancer | mondo MONDO:0008903 |
| nsclc | Non-small cell lung cancerin Lung cancer Also: NSCLC | mondo MONDO:0005233 |
| pulmonary_nodule | Pulmonary nodule Also: lung nodule | hp HP:0033608 |
| breast_cancer | Breast cancer | mondo MONDO:0007254 |
| prostate_cancer | Prostate cancer | mondo MONDO:0008315 |
| liver_cancer | Liver cancer | mondo MONDO:0002691 |
| hcc | Hepatocellular carcinomain Liver cancer Also: HCC | mondo MONDO:0007256 |
| kidney_cancer | Kidney cancer | mondo MONDO:0002367 |
| pancreatic_cancer | Pancreatic ductal adenocarcinoma Also: PDAC, pancreatic cancer | mondo MONDO:0005184 |
| colorectal_cancer | Colorectal cancer | mondo MONDO:0005575 |
| head_neck_cancer | Head and neck squamous cell carcinoma Also: HNSCC | mondo MONDO:0010150 |
| melanoma | Melanoma | mondo MONDO:0005105 |
| skin_cancer | Skin cancer | mondo MONDO:0002898 |
| melanocytic_nevus | Melanocytic nevus Also: nevus, naevus, mole | mondo MONDO:0005073 |
| seborrheic_keratosis | Seborrheic keratosis | mondo MONDO:0008420 |
| lymphoma | Lymphoma | mondo MONDO:0005062 |
| pancreatic_neoplasm | Pancreatic neoplasm Any pancreatic tumour or cystic neoplasm, e.g. IPMN, neuroendocrine tumour or PDAC Also: pancreatic mass, pancreatic tumour | mondo MONDO:0021040 |
| lymph_node_metastasis | Lymph node metastasis Also: nodal metastasis | mondo MONDO:0005438 |
| pneumonia | Pneumonia | mondo MONDO:0005249 |
| covid19 | COVID-19 | mondo MONDO:0100096 |
| tuberculosis | Tuberculosis | mondo MONDO:0018076 |
| pneumothorax | Pneumothorax | mondo MONDO:0002076 |
| pleural_effusion | Pleural effusion | hp HP:0002202 |
| cardiomegaly | Cardiomegaly | hp HP:0001640 |
| atelectasis | Atelectasis | hp HP:0100750 |
| consolidation | Pulmonary consolidation Also: consolidation, parenchymal consolidation | hp HP:0032177 |
| pulmonary_edema | Pulmonary edema Also: edema, oedema | hp HP:0100598 |
| emphysema | Pulmonary emphysema Also: emphysema | mondo MONDO:0004849 |
| pulmonary_fibrosis | Pulmonary fibrosis Also: fibrosis | mondo MONDO:0002771 |
| pulmonary_infiltrates | Pulmonary infiltrates Also: infiltration, infiltrate | hp HP:0002113 |
| pulmonary_mass | Pulmonary mass Also: lung mass, mass | hp HP:0033821 |
| lung_opacity | Pulmonary opacity Also: lung opacity, airspace opacity | hp HP:0031457 |
| pleural_thickening | Pleural thickening | hp HP:0031944 |
| hernia | Hernia Hernia of any kind, e.g. hiatus hernia seen on a chest radiograph | hp HP:0100790 |
| 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 | mondo MONDO:0005002 |
| pulmonary_embolism | Pulmonary embolism | mondo MONDO:0005279 |
| cardiomyopathy | Cardiomyopathy | mondo MONDO:0004994 |
| dilated_cardiomyopathy | Dilated cardiomyopathyin Cardiomyopathy Also: DCM | mondo MONDO:0005021 |
| hypertrophic_cardiomyopathy | Hypertrophic cardiomyopathyin Cardiomyopathy Also: HCM | mondo MONDO:0005045 |
| 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 | mondo MONDO:0005068 |
| osteoarthritis | Osteoarthritis | mondo MONDO:0005178 |
| knee_osteoarthritis | Knee osteoarthritisin Osteoarthritis | mondo MONDO:0005416 |
| fracture | Bone fracture | mondo MONDO:0005315 |
| diabetic_retinopathy | Diabetic retinopathy | mondo MONDO:0005266 |
| glaucoma | Glaucoma | mondo MONDO:0005041 |
| amd | Age-related macular degeneration Also: AMD | mondo MONDO:0005150 |
Sex
Based on BIDS participants.tsv ·vocab/sex.yaml| Id | Label | Mappings |
|---|---|---|
| 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| Id | Label | Mappings |
|---|---|---|
| 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 |
Task
vocab/task.yaml| Id | Label | Mappings |
|---|---|---|
| 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 |
Format
vocab/format.yaml| Id | Label | Mappings |
|---|---|---|
| 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| Id | Label | Mappings |
|---|---|---|
| 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 |
Split
vocab/split.yaml| Id | Label | Mappings |
|---|---|---|
| train | Training | |
| validation | Validation | |
| test | Test |
View
vocab/view.yaml| Id | Label | Mappings |
|---|---|---|
| PA | Posteroanterior | |
| AP | Anteroposterior | |
| lateral | Lateral | |
| CC | Craniocaudal Mammography | |
| MLO | Mediolateral oblique Mammography |