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MRI Brain

Lausanne TOF-MRA Aneurysm Cohort (ds003949)

Lausanne TOF-MRA Aneurysm Cohort

Brain TOF-MR angiography and T1w scans of 284 adults from Lausanne University Hospital: 157 patients with 198 unruptured intracranial aneurysms and 127 controls, with aneurysm masks for detection, in BIDS under CC0.

Overview

This cohort comes from the Department of Radiology of Lausanne University Hospital (CHUV) in Switzerland. It pairs clinical time-of-flight MR angiography with aneurysm annotations and was released on OpenNeuro as ds003949 in 2021, with a revised snapshot (1.0.1) in 2022, under a CC0 waiver. The authors built it to train and test automated detection of unruptured intracranial aneurysms and released their code and model weights alongside it.

Composition

The release holds 284 adults: 157 patients with at least one unruptured intracranial aneurysm and 127 people in whom none was found. Together the patients carry 198 aneurysms, 178 saccular and 20 fusiform, most of them 7 mm or smaller. The paper reports 170 women and 114 men with a mean age of 51 years; patients were older on average than controls. Eleven subjects were scanned more than once, giving 296 sessions. Each session has a TOF-MRA volume and a T1-weighted volume. The participants table holds only the group and the exam date, so age and sex are not available per subject.

Acquisition

Subjects were drawn retrospectively from consecutive clinical TOF-MRA exams between 2010 and 2015. All TOF scans used a 3D gradient echo sequence with partial Fourier. According to the image sidecars, 239 TOF scans were acquired at 3T and 57 at 1.5T, on six Siemens models (Verio, Skyra, Trio, Symphony, Aera, Prisma) and a Philips Intera. Data are de-identified and organised in BIDS.

Annotations

A radiologist with two years of neuroimaging experience labelled the aneurysms and a senior neuroradiologist checked the labels. For 246 subjects the labels are spheres drawn around each aneurysm, oversized on purpose to save time; the remaining 38 subjects have voxel-wise masks. The derivatives folder also contains skull-stripped and bias-corrected volumes, registration parameters and a vessel atlas mapped to each TOF scan.

Known limitations

  • Single centre, clinical population; patients with ruptured or treated aneurysms or other vascular disease were excluded, as were fully thrombosed aneurysms and infundibula.
  • Most masks are spherical weak labels, not exact aneurysm outlines.
  • Repeat sessions of the same person need to be kept in one split to avoid leakage.
  • Scanner models and field strengths vary across sessions.

Cohort

Aggregate numbers from the sources below. Bars are relative to the 284 subjects.

Sex

  • Female 170 60%
  • Male 114 40%

Age

mean 51± 16

No age bins reported.

Contrast combinations

How many subjects have exactly each set of contrasts.

T1wangioSubjects with exactly this set
284

Contrast / sequence

subjects, values can overlap

  • MR angiography 284 100%
  • T1-weighted 284 100%

Condition

subjects, values can overlap

  • Intracranial aneurysm 157 55%
  • Healthy control 127 45%

License and access

Our reading of the license, not legal advice. Before you use the data, read the original license and confirm that your use is allowed. We take no responsibility for how you use a dataset. Full disclaimer

Access
Open download

Download without an account

Access page

Creative Commons Zero 1.0 Universal

Public domain dedication. Do anything with the data, including commercial use, without asking and without having to give credit.

dataset_description.json of snapshot 1.0.1 states "License" CC0, and the paper's data availability statement says the dataset is on OpenNeuro under the CC0 license.

Original license text Version read: 1.0 Checked 2026-10-07

What you can do

  • Yes
  • Yes
  • Yes
  • Yes

What you can share

  • Yes
  • Yes
  • Yes

What you must do

  • No
  • Share alike No
  • No
  • No
  • Manuscript review No
  • Release code No
  • Return results No
  • Delete after use No

Limits

  • No
  • Location limits No

Citation

Di Noto T, Marie G, Tourbier S, Alemán-Gómez Y, Esteban O, Saliou G, Bach Cuadra M, Hagmann P, Richiardi J. Towards Automated Brain Aneurysm Detection in TOF-MRA: Open Data, Weak Labels, and Anatomical Knowledge. Neuroinformatics 21, 21-34 (2023). doi:10.1007/s12021-022-09597-0

All numbers

Every number on this page, as stored in stats.csv, with its source.

MeasureBreakdownValueSource
Subjectstotal
284 unique ids; Table 2 of the paper and the OpenNeuro README also report 284
284ds003949-participants
participant_id
Subjectscondition=intracranial_aneurysm
group patient; Table 2 of the paper also reports 157
157ds003949-participants
group
Subjectscondition=healthy
group control (no aneurysm); Table 2 of the paper also reports 127
127ds003949-participants
group
Subjectssex=female 170dinoto2023
Table 2
Subjectssex=male 114dinoto2023
Table 2
Subjectscondition=intracranial_aneurysm;sex=female 104dinoto2023
Table 2
Subjectscondition=intracranial_aneurysm;sex=male 53dinoto2023
Table 2
Subjectscondition=healthy;sex=female 66dinoto2023
Table 2
Subjectscondition=healthy;sex=male 61dinoto2023
Table 2
Subjectscontrast=angio
every session has one TOF-MRA volume
284ds003949-sidecars
sub-*/ses-*/anat/*_angio.nii.gz
Subjectscontrast=T1w
every session has one T1w volume
284ds003949-sidecars
sub-*/ses-*/anat/*_T1w.nii.gz
Subjectscontrast_set=angio+T1w 284ds003949-sidecars
sub-*/ses-*/anat/
Studiestotal
one row per TOF-MRA session; 11 subjects have more than one session
296ds003949-participants
rows
Studiescondition=intracranial_aneurysm 168ds003949-participants
group
Studiescondition=healthy 128ds003949-participants
group
Scanstotal
296 TOF-MRA and 296 T1w volumes
592ds003949-sidecars
sub-*/ses-*/anat/*.nii.gz
Scanscontrast=angio 296ds003949-sidecars
*_angio.nii.gz
Scanscontrast=T1w 296ds003949-sidecars
*_T1w.nii.gz
Scanscontrast=angio;field_strength=3 239ds003949-sidecars
*_angio.json MagneticFieldStrength
Scanscontrast=angio;field_strength=1.5 57ds003949-sidecars
*_angio.json MagneticFieldStrength
Scanscontrast=angio;vendor=siemens
Verio, Skyra, TrioTim, Symphony, Aera and Prisma_fit
225ds003949-sidecars
*_angio.json Manufacturer
Scanscontrast=angio;vendor=philips
Intera
71ds003949-sidecars
*_angio.json Manufacturer
Mean agetotal 51dinoto2023
Table 2
Age SDtotal 16dinoto2023
Table 2
Mean agecondition=intracranial_aneurysm 56dinoto2023
Table 2
Age SDcondition=intracranial_aneurysm 14dinoto2023
Table 2
Mean agecondition=healthy 46dinoto2023
Table 2
Age SDcondition=healthy 17dinoto2023
Table 2

Sources

The keys used in the table above.