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A set of open source, freely available Matlab routines for analyzing Event Related Potential (ERP) data. It is tightly integrated with the EEGLAB Toolbox. ERPLAB routines can be accessed from the Matlab command window and from Matlab scripts in addition to being accessed from the EEGLAB GUI. Consequently, ERPLAB provides the ease of learning of a GUI-based system but also provides the power and flexibility of a scripted system.The development of ERPLAB Toolbox is being coordinated by Steve Luck and Javier Lopez-Calderon at the UC-Davis Center for Mind & Brain, with financial support from NIMH.
Proper citation: ERPLAB (RRID:SCR_009574) Copy
https://github.com/BRAINSia/BRAINSTools/tree/master/BRAINSDemonWarp
A command line program for image registration by using different methods including Thirion and diffeomorphic demons algorithms. The function takes in a template image and a target image along with other optional parameters and registers the template image onto the target image. The resultant deformation fields and metric values can be written to a file. The program uses the Insight Toolkit (www.ITK.org) for all the computations, and can operate on any of the image types supported by that library. This a an ITK based implementation of various forms of Thirion Demons based registration (including diffeomorphic demons registration originating from Tom Vercauteren at INRIA ).
Proper citation: BRAINSDemonWarp (RRID:SCR_009524) Copy
http://fcon_1000.projects.nitrc.org/indi/pro/eNKI_RS_TRT/FrontPage.html
A test-retest dataset to assess the reliability of multiband resting state fMRI (R-fMRI) and diffusion tensor imaging (DTI) scans prior to launch of the Enhanced Nathan Kline Institute - Rockland Sample (NKI-RS). The dataset is primarily composed of individuals from the initial NKI-RS - for these individuals psychiatric assessment information is available and included (participants were not excluded due to history of illness. In addition to R-fMRI and DTI, they included: 1) simple visual checkerboard stimulation fMRI scans to allow for assessment of traditional fMRI data quality metrics (e.g., contrast-to-noise ratio), 2) breath holding data to enable assessment of regional differences in vascular responsiveness, and 3) eye movement calibration scans to enable the assessment of eye-movement related artifacts which may be particularly troublesome for multiband sequences since several slices are acquired simultaneously.
Proper citation: NKI-RS Multiband Imaging Test-Retest Pilot Dataset (RRID:SCR_010460) Copy
http://fcon_1000.projects.nitrc.org/indi/enhanced/
Dataset of 1000 characterized community-ascertained participants using state-of-the-art multiband imaging-based resting state fMRI (R-fMRI) and diffusion tensor imaging (DTI), genetics, and a deep phenotyping protocol from a large cross-sectional sample of brain development, maturation and aging (ages 6 - 85 yrs). The Center for Magnetic Resonance Research (CMRR), University of Minnesota, provided the NKI-RS effort with the latest version of the Multiband EPI sequence (Xu et al. 2012) and associated image reconstruction algorithms, enabling the acquisition of state-of-the-art imaging datasets for this large-scale imaging effort. The enhanced NKI-RS expands upon the phenotypic protocol of the original NKI-RS and captures a broad range of behavioral and cognitive phenomenology relevant to psychiatric health and illness. The validity and value of assessments were evaluated by consulting leaders in the field of psychiatric phenotyping.
Proper citation: NKI-RS Enhanced Sample (RRID:SCR_010461) Copy
https://github.com/SchapiroLabor/histoCAT
Software package to visualize and analyse multiplexed image cytometry data interactively.
Proper citation: histoCAT (RRID:SCR_026499) Copy
https://github.com/calico/borzoi
Software package to access the Borzoi models, which are convolutional neural networks trained to predict RNA-seq coverage at 32bp resolution given 524kb input sequences.
Proper citation: Borzoi (RRID:SCR_026619) Copy
BRAIN Initiative data archive for multi-modal neurophysiological and behavioral data, supporting the Brain Behavior Quantification and Synchronization (BBQS) Program. Accessible and versatile data archive for storage, processing, and curation of multimodal neurophysiological and behavioral datasets. EMBER extends established BRAIN Initiative data infrastructure, provides new data harmonization and synchronization capabilities, and supports scalable integrations for data coordination and AI driven batch processing to enable the goals of the BBQS program.
Proper citation: Ecosystem for Multi-modal Brain-behavior Experimentation and Research (RRID:SCR_026700) Copy
https://github.com/bmvdgeijn/WASP/
Software allele-specific pipeline for unbiased read mapping and molecular QTL discovery. Allele-specific software for robust molecular quantitative trait locus discovery.
Proper citation: WASP (RRID:SCR_025497) Copy
https://brain-specimenportal.org/unified_resource_browser?resource_type=donor
Neuroanatomy-anchored Information Management Platform for collaborative BICAN data generation developed by UTHealth Houston. Serves as metadata tracking engine to support generation, management, and sharing of brain research data. Integrates data production pipelines across brain banks, laboratories, sequencing centers, and data archives. Platform enables integrative and collaborative, consortium-scale FAIR data generation within the BICAN project. Platform is designed to manage complex dataset, including tissue samples and sequencing data, through Specimen Portal and Sequence Library Portal. Portals provide multiple types of data interfaces through dashboards, APIs, faceted queries, and batch data ingestion and exporting.
Proper citation: NIMP Analytics (RRID:SCR_028218) Copy
https://github.com/GabrielHoffman/dreamlet
Software R package enables differential expression analysis on multi-sample single cell datasets using linear (mixed) models with precision weights.
Proper citation: dreamlet (RRID:SCR_028168) Copy
https://github.com/meganhuibregtse/peri-code
Software R code to apply Stages of Reproductive Aging Workshop + 10 stages to prospectively collected vaginal bleeding data among a cohort of Black women aged 40–55 years. Used to apply STRAW+10 stages to prospectively tracked menstrual bleeding data in a longitudinal cohort study of perimenopausal women.
Proper citation: PERI: Prospective Evaluation of Reproductive aging Indicators (RRID:SCR_028698) Copy
https://fsl.fmrib.ox.ac.uk/fsl/fslwiki/MSM
Software tool for registering cortical surfaces. Capable of driving alignment using wide variety of descriptors of brain architecture, function and connectivity.
Proper citation: Multimodal Surface Matching (RRID:SCR_024929) Copy
https://fsl.fmrib.ox.ac.uk/fsl/fslwiki/FIRST
Software model based segmentation and registration tool. Used for segmentation of sub-cortical structures. Introduces basic segmentation and vertex analysis for detecting group differences.
Proper citation: FMRIB’s Integrated Registration and Segmentation Tool (RRID:SCR_024921) Copy
http://mus.well.ox.ac.uk/mouse/INBREDS/
THIS RESOURCE IS NO LONGER IN SERVICE. Documented on August 19,2025. Data set of genotypes available for 480 strains and 13370 successful SNP assays that are mapped to build34 of the mouse genome, including 107 SNPs that are mapped to random unanchored sequence 13374 SNPs are mapped onto Build 33 of the mouse genome. You can access the data relative to Build 33 or Build 34.
Proper citation: Wellcome-CTC Mouse Strain SNP Genotype Set (RRID:SCR_003216) Copy
Neurophysiology imaging core facility that provides anatomical and functional MRI scanning for researchers in the National Institute of Mental Health (NIMH), the National Eye Institute (NEI), and the National Institute for Neurological Disorders and Stroke (NINDS). The shared intramural resource centers on a cutting-edge 4.7T vertical bore scanner dedicated to imaging of nonhuman primates.
Proper citation: Neurophysiology Imaging Facility (RRID:SCR_004080) Copy
http://fcon_1000.projects.nitrc.org/indi/pro/nki.html
A phenotypically rich neuroimaging sample, consisting of data obtained from individuals between the ages of 4 and 85 years-old. All individuals included in the sample undergo semi-structured diagnostic psychiatric interviews, and complete a battery of psychiatric, cognitive and behavioral assessments in order to provide comprehensive phenotypic information for the purpose of exploring brain / behavior relationships.
Proper citation: NKI/Rockland Sample (RRID:SCR_009435) Copy
http://casestudies.brain-map.org/celltax
Cellular Taxonomy of Mouse Visual Cortex by analyzing gene expression patterns at single cell level. Construction of cellular taxonomy of one cortical region, primary visual cortex, in adult mice done on basis of single cell RNA sequencing.
Proper citation: CellTax vignette (RRID:SCR_017000) Copy
Strategy guide for HED Annotation. Framework for systematically describing laboratory and real world events.HED tags are comma separated path strings. Organized in forest of groups with roots Event, Item, Sensory presentation, Attribute, Action, Participant, Experiment context, and Paradigm. Used for preparing brain imaging data for automated analysis and meta analysis. Applied to brain imaging EEG, MEG, fNIRS, multimodal mobile brain or body imaging, ECG, EMG, GSR, or behavioral data. Part of Brain Imaging Data Structure standard for brain imaging.
Proper citation: HED Tags (RRID:SCR_014074) Copy
A software application which assists scientists with designing computational experiments. WINGS is a semantic workflow system which incorporates semantic constraints about datasets and workflow components into its workflow representations. The workflow system has an open modular design and can be easily integrated with other existing workflow systems and execution frameworks to extend them with semantic reasoning capabilities. WINGS also allows users to express high-level descriptions of their analysis goals, and assists them by automatically and systematically generating possible workflows that are consistent with that request. In cases where privacy or off-line use are important, WINGS can submit workflows in a scripted format for execution in the local host. It uses Pegasus or OODT as the execution engine for large-scale distributed workflow execution.
Proper citation: WINGS (RRID:SCR_013997) Copy
Software Java tool for quantitative analysis of behavior. Used to address any theoretical problem that requires complex sequence of actions to be scored by human observer. Runs on microcomputer providing Java Virtual Machine[TM] and has been tested on Windows[TM] and Macintosh[TM] systems. Legacy version (version 0.9) works on older systems (Macintosh OS-9 and Windows-98), while Version 1.0 works well on Macintosh OS-X and Windows XP systems. JWatcher Video works best on Windows XP systems and has reduced functionality running in Macintosh OS-X. JWatcher-Palm can be used to acquire data on Palm OS[TM] equipped device and analyze it on your main computer.
Proper citation: JWatcher (RRID:SCR_017595) Copy
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