Penn LEAD (ds007116)
Penn LEAD: Penn Longitudinal Executive functioning in Adolescent Development
Longitudinal multimodal brain MRI of adolescents who are typically developing, have ADHD or are on the psychosis spectrum, collected to study how executive function develops across psychiatric diagnoses. Structural, diffusion, task and resting fMRI, ASL and multi-echo GRE, with cognitive and clinical data.
Overview
Penn LEAD follows adolescents at the University of Pennsylvania to study how executive function develops and how it varies across psychiatric diagnoses rather than within one disorder. Participants are typically developing, have ADHD, or are on the psychosis spectrum, including clinical high risk. The raw BIDS data are on OpenNeuro under a CC0 waiver; the first snapshot appeared in December 2025 and the current one is 1.0.6 (July 2026). The study is described in a bioRxiv preprint by Sevchik, Satterthwaite and colleagues.
Composition
The release holds 132 participants (65 female, 67 male), aged 8 to 16 at enrollment, with 225 imaging sessions: all 132 have a first session, 73 a second and 20 a third. By study group, 36 are typically developing, 27 were recruited for ADHD and 69 for the psychosis spectrum. The participants file also records diagnoses from the baseline clinical interview, which overlap: ADHD, subthreshold or threshold psychosis, depression, bipolar disorder and PTSD. Every participant has T1-weighted and T2-weighted images; 113 have all six image types. The phenotype folder holds results of a long computerized cognitive battery and many self-report scales.
Processed outputs are shared as separate OpenNeuro datasets, among them fMRIPrep anatomical derivatives (ds007089), fMRIPrep functional derivatives (ds007088) and XCP-D outputs (ds007402). This raw dataset also contains FreeSurfer summaries and n-back task contrast maps in its derivatives folder.
Acquisition
Scans come from a Siemens Prisma 3T. Each session has a T1-weighted and two T2-weighted structural images, two resting-state runs and a fractal n-back run (TR 800 ms), a multi-shell diffusion run of 103 volumes at 1.7 mm, a 3D spiral pseudo-continuous ASL scan with an M0 reference, and a four-echo gradient-echo sequence at 1.5 mm intended for susceptibility mapping. Opposite phase-encoding field maps support distortion correction. T1 images are refaced and T2 images defaced; session dates are rounded to the 15th of the month.
Known limitations
- Not every participant has every modality: 19 lack the multi-echo GRE data and 16 lack ASL.
- Some runs were repeated, so run numbers can skip or exceed the protocol count.
- The multi-echo GRE data are shared raw, without curation or preprocessing.
- Several sessions miss cognitive or self-report data, and some scales were added at later sessions after protocol changes.
- One participant has two sessions a few days apart because the first was incomplete.
Cohort
Aggregate numbers from the sources below. Bars are relative to the 132 subjects.
Sex
- Female 65 49%
- Male 67 51%
sex in participants.tsv of ds007116 snapshot 1.0.6 (CC0), counted per row
Contrast / sequence
Groups can overlap
- T1-weighted 132 100%
- T2-weighted 132 100%
- Diffusion-weighted 128 97%
- BOLD fMRI 127 96%
- Arterial spin labeling 116 88%
- Multi-echo gradient echo 113 86%
sub-*/ses-*/anat/*_T1w.nii.gz, sub-*/ses-*/anat/*_T2w.nii.gz, sub-*/ses-*/func/*_bold.nii.gz, sub-*/ses-*/dwi/*_dwi.nii.gz, sub-*/ses-*/perf/*_asl.nii.gz, sub-*/ses-*/anat/*_MEGRE.nii.gz in File tree of ds007116 snapshot 1.0.6 (CC0), raw NIfTI files counted per subject, session and BIDS suffix
Age
range 8 to 16
age in participants.tsv of ds007116 snapshot 1.0.6 (CC0), counted per row; Abstract in Sevchik et al., A longitudinal data resource to study brain development and transdiagnostic variation in executive function, bioRxiv preprint (v3, 2026)
Condition
Groups can overlap
- ADHD 68 52%
- Clinical high risk for psychosis 61 46%
- Healthy control 36 27%
- Major depressive disorder 15 11%
- Psychotic disorder 8 6%
- Bipolar disorder 3 2%
study_group, dx_adhd, dx_prodromal, dx_psychosis, dx_mdd, dx_bp in participants.tsv of ds007116 snapshot 1.0.6 (CC0), counted per row
Contrast combinations
How many subjects have exactly each set of contrasts.
| T1w | T2w | MEGRE | dwi | bold | asl | Subjects with exactly this set |
|---|---|---|---|---|---|---|
113 | ||||||
11 | ||||||
4 | ||||||
3 | ||||||
1 |
anat, func, dwi and perf folders in File tree of ds007116 snapshot 1.0.6 (CC0), raw NIfTI files counted per subject, session and BIDS suffix
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 1.0.6 states "License" CC0.
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
Sevchik BL, Shafiei G, Murtha K, et al., Satterthwaite TD. A longitudinal data resource to study brain development and transdiagnostic variation in executive function. bioRxiv (2025). doi:10.1101/2025.11.10.687633
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.
- Sevchik et al., A longitudinal data resource to study brain development and transdiagnostic variation in executive function, bioRxiv preprint (v3, 2026) paper
- OpenNeuro ds007116 snapshot 1.0.6 (README, dataset_description.json and snapshot summary) website
- participants.tsv of ds007116 snapshot 1.0.6 (CC0), counted per row computed
- File tree of ds007116 snapshot 1.0.6 (CC0), raw NIfTI files counted per subject, session and BIDS suffix computed