All outputs are written to a BIDS outputs derivatives directory.
RBC output filenames follow the BIDS derivatives naming scheme. Each filename is built from key-value pairs called entities, separated by underscores:
| Entity | Meaning | Example |
|---|---|---|
sub- |
Subject identifier | sub-01 |
ses- |
Session label (optional) | ses-baseline |
task- |
Task performed during fMRI | task-rest |
acq- |
Acquisition variant (optional) | acq-VNavNorm |
run- |
Run index when a scan is repeated | run-1 |
space- |
Coordinate space the image is aligned to | space-MNI152NLin6Asym |
atlas- |
Brain parcellation used | atlas-schaefer200 |
reg- |
Nuisance regression strategy applied | reg-36parameter |
from- / to- |
Source and target spaces of a transform | from-T1w_to-MNI152NLin6Asym |
desc- |
Free-text description of the file content | desc-brain |
Entities in square brackets (e.g., [_ses-{ses}]) are included only when the dataset contains that information.
Produced by rbc anatomical. These are structural (T1-weighted) processing results.
| File | Suffix | Description | Created by | Format |
|---|---|---|---|---|
*_desc-brain_T1w.nii.gz |
T1w |
Skull-stripped, bias-corrected brain image | ANTs brain extraction + N4 bias correction | 3D NIfTI |
*_desc-T1w_mask.nii.gz |
mask |
Binary mask delineating brain tissue | ANTs brain extraction | 3D NIfTI, binary mask |
*_desc-csf_mask.nii.gz |
mask |
Cerebrospinal fluid discrete segmentation mask (thresholded at 0.95) | FSL FAST tissue segmentation | 3D NIfTI, binary mask |
*_desc-gm_mask.nii.gz |
mask |
Gray matter discrete segmentation mask (thresholded at 0.95) | FSL FAST tissue segmentation | 3D NIfTI, binary mask |
*_desc-wm_mask.nii.gz |
mask |
White matter discrete segmentation mask (thresholded at 0.95) | FSL FAST tissue segmentation | 3D NIfTI, binary mask |
*_desc-wmBBR_mask.nii.gz |
mask |
White matter boundary used for boundary-based registration (BBR) of functional data to anatomy | FSL WM boundary extraction | 3D NIfTI, binary mask |
*_from-T1w_to-MNI152NLin6Asym_mode-image_xfm.nii.gz |
xfm |
Nonlinear warp field mapping subject anatomy to MNI152NLin6Asym template space | ANTs registration | 3D NIfTI, displacement field |
*_from-MNI152NLin6Asym_to-T1w_mode-image_xfm.nii.gz |
xfm |
Inverse warp field mapping MNI152NLin6Asym template space back to subject anatomy | ANTs registration | 3D NIfTI, displacement field |
*_space-MNI152NLin6Asym_desc-brain_T1w.nii.gz |
T1w |
Skull-stripped brain image warped to MNI152NLin6Asym template space | ANTs resampling | 3D NIfTI |
Produced by rbc functional. These are functional MRI (BOLD) processing results. Requires anatomical outputs.
| File | Suffix | Description | Created by | Format |
|---|---|---|---|---|
*_sbref.nii.gz |
sbref |
Single-volume reference image used for motion estimation | Extracted from BOLD timeseries | 3D NIfTI |
*_desc-preproc_bold.nii.gz |
bold |
Motion-corrected BOLD timeseries in native subject space (after despiking and slice-timing correction) | FSL MCFLIRT | 4D NIfTI |
*_desc-motionParams_motion.1D |
motion |
Six rigid-body motion parameters (3 translations, 3 rotations) estimated during motion correction | FSL MCFLIRT | Text, 6-column 1D file |
*_desc-relsDisplacement_motion.rms |
motion |
Frame-to-frame relative root-mean-square displacement over time | FSL MCFLIRT | Text, single-column RMS file |
*_desc-maxDisplacement_motion.rms |
motion |
Absolute root-mean-square displacement of each volume relative to the reference | FSL MCFLIRT | Text, single-column RMS file |
*_desc-brain_mask.nii.gz |
mask |
Binary brain mask in native BOLD space | FSL BET | 3D NIfTI, binary mask |
*_from-bold_to-T1w_mode-image_desc-linear_xfm.mat |
xfm |
Affine transformation matrix aligning BOLD to the T1w anatomical image (FSL format) | ANTs boundary-based registration | 4x4 affine matrix |
*_from-bold_to-T1w_mode-image_desc-linearITK_xfm.txt |
xfm |
Same BOLD-to-T1w affine in ITK format, used by ANTs for composing longitudinal transforms | Converted from FSL via rbc.core.fsl2itk |
ITK affine text |
*_space-MNI152NLin6Asym_desc-preproc_bold.nii.gz |
bold |
BOLD timeseries resampled to MNI152NLin6Asym template space in a single interpolation step (before denoising) | ANTs resampling | 4D NIfTI |
*_space-MNI152NLin6Asym_desc-bold_mask.nii.gz |
mask |
Brain mask warped to template space at the BOLD resolution | ANTs resampling | 3D NIfTI, binary mask |
*_space-MNI152NLin6Asym_reg-{regressor}_desc-regressed_bold.nii.gz |
bold |
Nuisance-regressed BOLD in template space (no bandpass filtering). {regressor} is 36parameter or aCompCor |
AFNI 3dTproject | 4D NIfTI |
*_space-MNI152NLin6Asym_reg-{regressor}_desc-preproc_bold.nii.gz |
bold |
Denoised BOLD timeseries in template space after nuisance regression and bandpass filtering. {regressor} is 36parameter or aCompCor |
AFNI 3dTproject -bandpass | 4D NIfTI |
*_desc-{regressor}_regressors.1D |
regressors |
Raw (unfiltered) nuisance regressor matrix. {regressor} is 36parameter or aCompCor. Carried forward for longitudinal regression reuse |
Computed from motion parameters and tissue masks | Text, multi-column 1D file |
*_desc-{regressor}Filtered_regressors.1D |
regressors |
Bandpass-filtered nuisance regressor matrix matching what 3dTproject -bandpass applied. For provenance only |
FFT-based bandpass filter | Text, multi-column 1D file |
Produced by rbc metrics. Voxel-wise and region-wise summary measures computed from the denoised BOLD data. All are in MNI152NLin6Asym template space and tagged with the regression strategy used.
| File | Suffix | Description | Created by | Format |
|---|---|---|---|---|
*_reg-{regressor}_alff.nii.gz |
alff |
Amplitude of Low-Frequency Fluctuations, the sum of spectral power in the 0.01-0.1 Hz band at each voxel | Frequency-domain analysis | 3D NIfTI |
*_reg-{regressor}_desc-smooth_alff.nii.gz |
alff |
Spatially smoothed ALFF map | Gaussian kernel smoothing | 3D NIfTI |
*_reg-{regressor}_desc-smoothZstd_alff.nii.gz |
alff |
Z-scored (standardized) smoothed ALFF, normalized within the brain mask | Z-score normalization | 3D NIfTI |
*_reg-{regressor}_falff.nii.gz |
falff |
Fractional ALFF, the ratio of low-frequency power (0.01-0.1 Hz) to total power at each voxel | Frequency-domain analysis | 3D NIfTI |
*_reg-{regressor}_desc-smooth_falff.nii.gz |
falff |
Spatially smoothed fALFF map | Gaussian kernel smoothing | 3D NIfTI |
*_reg-{regressor}_desc-smoothZstd_falff.nii.gz |
falff |
Z-scored smoothed fALFF, normalized within the brain mask | Z-score normalization | 3D NIfTI |
*_reg-{regressor}_reho.nii.gz |
reho |
Regional Homogeneity, Kendall's W measuring local synchronization in a 26-voxel neighborhood | AFNI 3dReHo | 3D NIfTI |
*_reg-{regressor}_desc-smooth_reho.nii.gz |
reho |
Spatially smoothed ReHo map | Gaussian kernel smoothing | 3D NIfTI |
*_reg-{regressor}_desc-smoothZstd_reho.nii.gz |
reho |
Z-scored smoothed ReHo, normalized within the brain mask | Z-score normalization | 3D NIfTI |
*_atlas-{atlas}_reg-{regressor}_desc-mean_timeseries.tsv |
timeseries |
Mean BOLD signal averaged within each region of the specified atlas. Atlases: schaefer_200, schaefer_300, schaefer_400, schaefer_1000, aal |
Region-wise averaging | TSV, regions x timepoints |
*_atlas-{atlas}_reg-{regressor}_desc-pearson_correlations.tsv |
correlations |
Pairwise Pearson correlation matrix between all atlas region timeseries | Pearson correlation | TSV, regions x regions |
All metrics files include space-MNI152NLin6Asym in the filename (omitted from the table for readability).
Produced by rbc qc. A single summary file per functional run containing quality control metrics in XCP-D format.
| File | Suffix | Description | Created by | Format |
|---|---|---|---|---|
*_space-MNI152NLin6Asym_reg-{regressor}_desc-xcp_quality.tsv |
quality |
Single-row TSV with 24 quality control metrics (see columns below) | QC aggregation | TSV, 1 row |
| Column | Type | Description |
|---|---|---|
sub |
string | Subject identifier |
ses |
string | Session label |
task |
string | Task label |
run |
integer | Run number |
desc |
string | Pipeline variant description |
regressors |
string | Nuisance regression strategy name |
space |
string | Coordinate space (MNI152NLin6Asym) |
meanFD |
float | Mean framewise displacement in mm (Jenkinson method) |
relMeansRMSMotion |
float | Mean relative RMS of translation parameters |
relMaxRMSMotion |
float | Maximum relative RMS of translation parameters |
nVolCensored |
integer | Number of volumes exceeding the FD threshold (0.2 mm) |
meanDVInit |
float | Mean DVARS before denoising |
meanDVFinal |
float | Mean DVARS after denoising |
nVolsRemoved |
integer | Number of non-steady-state volumes removed |
motionDVCorrInit |
float | Correlation between motion and DVARS before denoising |
motionDVCorrFinal |
float | Correlation between motion and DVARS after denoising |
coregDice |
float | Dice coefficient for BOLD-to-T1w coregistration overlap |
coregJaccard |
float | Jaccard index for BOLD-to-T1w coregistration overlap |
coregCrossCorr |
float | Cross-correlation for BOLD-to-T1w coregistration |
coregCoverage |
float | Coverage metric for BOLD-to-T1w coregistration |
normDice |
float | Dice coefficient for T1w-to-MNI normalization overlap |
normJaccard |
float | Jaccard index for T1w-to-MNI normalization overlap |
normCrossCorr |
float | Cross-correlation for T1w-to-MNI normalization |
normCoverage |
float | Coverage metric for T1w-to-MNI normalization |
Pass/fail criteria: A run passes RBC quality thresholds when both median(FD) <= 0.2 mm and normCrossCorr >= 0.8.
Produced by the rbc longitudinal subcommand group (template, anatomical, functional, metrics, qc, all). These workflows consume cross-sectional derivatives and align them to a subject-specific longitudinal template built from multiple sessions. rbc long is a shorthand alias.
Produced by rbc longitudinal template. One template per subject, one transform per session.
| File | Suffix | Description | Created by | Format |
|---|---|---|---|---|
*_ses-longitudinal_T1w.nii.gz |
T1w |
Unbiased within-subject T1w template built from all sessions | FreeSurfer mri_robust_template |
3D NIfTI |
*_ses-longitudinal_from-{ses}_to-longitudinal_mode-image_xfm.txt |
xfm |
Affine transform mapping a single session's T1w to the longitudinal template. One file per session, identified by the from- entity |
FreeSurfer LTA, converted to ITK via rbc.core.fsl2itk |
ITK affine text |
Produced by rbc longitudinal anatomical.
| File | Suffix | Description | Created by | Format |
|---|---|---|---|---|
*_space-longitudinal_desc-brain_T1w.nii.gz |
T1w |
Skull-stripped brain image aligned to the subject's longitudinal template | ANTs registration to longitudinal template | 3D NIfTI |
*_space-longitudinal_desc-T1w_mask.nii.gz |
mask |
Brain mask in longitudinal template space | ANTs registration to longitudinal template | 3D NIfTI, binary mask |
*_from-longitudinal_to-MNI152NLin6Asym_mode-image_xfm.nii.gz |
xfm |
Warp field mapping longitudinal template space to MNI152NLin6Asym | ANTs registration | 3D NIfTI, displacement field |
*_from-MNI152NLin6Asym_to-longitudinal_mode-image_xfm.nii.gz |
xfm |
Inverse warp field mapping MNI152NLin6Asym back to longitudinal template space | ANTs registration | 3D NIfTI, displacement field |
Produced by rbc longitudinal functional.
| File | Suffix | Description | Created by | Format |
|---|---|---|---|---|
*_space-longitudinal_sbref.nii.gz |
sbref |
Motion reference volume warped to longitudinal template space | ANTs warping (composed BOLD-to-longitudinal) | 3D NIfTI |
*_space-longitudinal_desc-preproc_bold.nii.gz |
bold |
Preprocessed BOLD warped to longitudinal template space | ANTs warping (composed BOLD-to-longitudinal) | 4D NIfTI |
*_space-longitudinal_desc-brain_mask.nii.gz |
mask |
BOLD brain mask in longitudinal template space | ANTs warping (nearest-neighbor) | 3D NIfTI, binary mask |
*_from-bold_to-longitudinal_mode-image_xfm.nii.gz |
xfm |
Composite BOLD-to-longitudinal-template warp field | ANTs compose transforms | 3D NIfTI, displacement field |
*_space-longitudinal_reg-{regressor}_desc-regressed_bold.nii.gz |
bold |
Nuisance-regressed BOLD (no bandpass) in longitudinal space, per regressor strategy | AFNI 3dTproject | 4D NIfTI |
*_space-longitudinal_reg-{regressor}_desc-preproc_bold.nii.gz |
bold |
Nuisance-regressed + bandpass-filtered BOLD in longitudinal space, per regressor strategy | AFNI 3dTproject -bandpass | 4D NIfTI |
Produced by rbc longitudinal metrics. Identical to the cross-sectional metrics structure, but computed in space-longitudinal from the longitudinal-space denoised BOLD.
| File | Suffix | Description | Created by | Format |
|---|---|---|---|---|
*_space-longitudinal_reg-{regressor}_alff.nii.gz |
alff |
Amplitude of Low-Frequency Fluctuations (0.01-0.1 Hz) | Frequency-domain analysis | 3D NIfTI |
*_space-longitudinal_reg-{regressor}_desc-smooth_alff.nii.gz |
alff |
Spatially smoothed ALFF map | Gaussian kernel smoothing | 3D NIfTI |
*_space-longitudinal_reg-{regressor}_desc-smoothZstd_alff.nii.gz |
alff |
Z-scored smoothed ALFF, normalized within the brain mask | Z-score normalization | 3D NIfTI |
*_space-longitudinal_reg-{regressor}_falff.nii.gz |
falff |
Fractional ALFF (ratio of low-frequency to total power) | Frequency-domain analysis | 3D NIfTI |
*_space-longitudinal_reg-{regressor}_desc-smooth_falff.nii.gz |
falff |
Spatially smoothed fALFF map | Gaussian kernel smoothing | 3D NIfTI |
*_space-longitudinal_reg-{regressor}_desc-smoothZstd_falff.nii.gz |
falff |
Z-scored smoothed fALFF | Z-score normalization | 3D NIfTI |
*_space-longitudinal_reg-{regressor}_reho.nii.gz |
reho |
Regional Homogeneity (Kendall's W, 26-voxel neighborhood) | AFNI 3dReHo | 3D NIfTI |
*_space-longitudinal_reg-{regressor}_desc-smooth_reho.nii.gz |
reho |
Spatially smoothed ReHo map | Gaussian kernel smoothing | 3D NIfTI |
*_space-longitudinal_reg-{regressor}_desc-smoothZstd_reho.nii.gz |
reho |
Z-scored smoothed ReHo | Z-score normalization | 3D NIfTI |
*_space-longitudinal_atlas-{atlas}_reg-{regressor}_desc-mean_timeseries.tsv |
timeseries |
Mean BOLD signal per atlas region | Region-wise averaging | TSV, regions x timepoints |
*_space-longitudinal_atlas-{atlas}_reg-{regressor}_desc-pearson_correlations.tsv |
correlations |
Pairwise Pearson correlation matrix between atlas regions | Pearson correlation | TSV, regions x regions |
Produced by rbc longitudinal qc. Evaluates registration quality by measuring overlap between the anatomical brain mask and the BOLD brain mask in longitudinal template space.
| File | Suffix | Description | Created by | Format |
|---|---|---|---|---|
*_space-longitudinal_desc-registration_quality.tsv |
quality |
Single-row TSV with mask overlap metrics (see columns below) | Registration QC | TSV, 1 row |
| Column | Type | Description |
|---|---|---|
sub |
string | Subject identifier |
ses |
string | Session label |
task |
string | Task label |
run |
integer | Run number |
dice |
float | Dice coefficient between anat and BOLD masks in longitudinal space |
jaccard |
float | Jaccard index between anat and BOLD masks in longitudinal space |
coverage |
float | Coverage of the smaller mask by the overlap region |
cross_corr |
float | Pearson correlation between flattened binary masks |
passed |
boolean | Whether the run passes the Dice threshold (>= 0.85) |