Lausanne TOF-MRA Aneurysm Cohort (ds003949)
Lausanne TOF-MRA Aneurysm Cohort
Brain MR angiography of patients with unruptured intracranial aneurysms and controls, with aneurysm masks, built to train and test automated aneurysm detection. 284 adults (157 patients with 198 aneurysms) from Lausanne University Hospital, 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%
Table 2 in Di Noto et al. 2023, Towards Automated Brain Aneurysm Detection in TOF-MRA, Neuroinformatics
Condition
Groups can overlap
- Intracranial aneurysm 157 55%Age mean 56 ± 14
- Healthy control 127 45%Age mean 46 ± 17
group in participants.tsv of ds003949 1.0.1 (CC0), one row per session; subjects counted by unique participant_id; Table 2 in Di Noto et al. 2023, Towards Automated Brain Aneurysm Detection in TOF-MRA, Neuroinformatics
Field strength by contrast / sequence
ScansReported cross table. A dot marks a cell the source does not give.
| MR angiography | |
|---|---|
| 3 T | 239 |
| 1.5 T | 57 |
*_angio.json MagneticFieldStrength in Raw anat files and JSON sidecars of ds003949 1.0.1 (CC0), counted per file
Age
mean 51 ± 16
No age bins reported.
Table 2 in Di Noto et al. 2023, Towards Automated Brain Aneurysm Detection in TOF-MRA, Neuroinformatics
Contrast / sequence
Groups can overlap
- MR angiography 284 100%
- T1-weighted 284 100%
sub-*/ses-*/anat/*_angio.nii.gz, sub-*/ses-*/anat/*_T1w.nii.gz in Raw anat files and JSON sidecars of ds003949 1.0.1 (CC0), counted per file
Condition by sex
Reported cross table. A dot marks a cell the source does not give.
| Female | Male | |
|---|---|---|
| Intracranial aneurysm | 104 | 53 |
| Healthy control | 66 | 61 |
Table 2 in Di Noto et al. 2023, Towards Automated Brain Aneurysm Detection in TOF-MRA, Neuroinformatics
Scanner vendor by contrast / sequence
ScansReported cross table. A dot marks a cell the source does not give.
| MR angiography | |
|---|---|
| Siemens Healthineers | 225 |
| Philips | 71 |
*_angio.json Manufacturer in Raw anat files and JSON sidecars of ds003949 1.0.1 (CC0), counted per file
Contrast combinations
How many subjects have exactly each set of contrasts.
| T1w | angio | Subjects with exactly this set |
|---|---|---|
284 |
sub-*/ses-*/anat/ in Raw anat files and JSON sidecars of ds003949 1.0.1 (CC0), counted per file
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
Download without an account
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.
What you can do
- Yes
- 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
Sources
Every number on this page comes from one of these documents. Each chart names the table or page it is taken from. The raw numbers are in stats.csv.
- Di Noto et al. 2023, Towards Automated Brain Aneurysm Detection in TOF-MRA, Neuroinformatics paper
- OpenNeuro ds003949 snapshot 1.0.1 (README, dataset_description.json and snapshot summary) website
- participants.tsv of ds003949 1.0.1 (CC0), one row per session; subjects counted by unique participant_id computed
- Raw anat files and JSON sidecars of ds003949 1.0.1 (CC0), counted per file computed