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MRI Brain

C-PRO (ds003701)

Concrete Permuted Rule Operations task and resting-state fMRI

Multiband task and resting-state fMRI with T1w and T2w brain MRI of healthy young adults who performed the Concrete Permuted Rule Operations (C-PRO) rule-learning task. 96 participants from Rutgers University at 3T, in BIDS under CC0.

Overview

This dataset comes from the Cole Neurocognition Lab at Rutgers University, which studies how the brain flexibly combines rules to perform new tasks. Healthy young adults lay in the scanner for a long resting-state run and then performed the Concrete Permuted Rule Operations (C-PRO) paradigm, in which rules from three domains (a logical decision, a sensory feature and a motor response) are recombined into many distinct task sets. The paper that the README asks users to cite showed that task information moves between brain regions along routes predicted by resting-state connectivity. The images are on OpenNeuro as ds003701 under CC0 and suit work on cognitive control, task-rest relationships and network models of brain activity.

Composition

The release holds 96 participants aged 18 to 38 (mean 22.2), 54 female and 42 male, all in a single control group. participants.tsv has 105 rows, but only 96 of them have image data. The 2017 paper analysed 32 participants out of 35 recruited.

Acquisition

Each participant had one session on a Siemens Trio 3T scanner at the Rutgers University Brain Imaging Center with a 32-channel head coil. The session holds 0.8 mm isotropic T1-weighted and T2-weighted scans, a pair of spin-echo field maps with opposite phase encoding, one resting-state run of 1070 volumes (about 14 minutes) and eight C-PRO task runs of 581 volumes each. The BOLD runs use multiband factor 8, a repetition time of 785 ms and 2 mm isotropic voxels, and each comes with a single-band reference image.

Annotations

There are no image labels. Each task run has an events file with trial timing and the rules in play.

Known limitations

  • The README does not say why nine people in participants.tsv have no image data.
  • Only the 2017 subsample is described in a paper; recruitment and exclusion for the full 96 are not documented in the release.
  • Participants are young adults from one university community, scanned on one scanner in one session.

Cohort

Aggregate numbers from the sources below. Bars are relative to the 96 subjects.

Contrast / sequence

Groups can overlap

  • T1-weighted 96 100%
  • T2-weighted 96 100%
  • BOLD fMRI 96 100%

anat/*_T1w.nii.gz, anat/*_T2w.nii.gz, func/*_bold.nii.gz in File listing of the ds003701 BIDS repository (CC0), counted per T1w, T2w, bold and fmap epi NIfTI file

Age

mean 22.2, median 21, range 18 to 38

0
20
40
60
66
10-1920-2930-39

age in participants.tsv of ds003701 (CC0), counted per row for the 96 subjects with image folders

Condition

Groups can overlap

  • Healthy control 96 100%

group in participants.tsv of ds003701 (CC0), counted per row for the 96 subjects with image folders

Age by sex

Reported cross table. Missing cells were not published (fewer than 10 or not reported).

Female Male
  • 37
    20-29
    29
  • 16
    10-19
    10

sex and age in participants.tsv of ds003701 (CC0), counted per row for the 96 subjects with image folders

Contrast combinations

How many subjects have exactly each set of contrasts.

T1wT2wboldSubjects with exactly this set
96

From File listing of the ds003701 BIDS repository (CC0), counted per T1w, T2w, bold and fmap epi NIfTI 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

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.

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

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

Ito T, Kulkarni KR, Schultz DH, Mill RD, Chen RH, Solomyak LI, Cole MW. Cognitive task information is transferred between brain regions via resting-state network topology. Nature Communications 8:1027 (2017). doi:10.1038/s41467-017-01000-w

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.