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https://www.preventivemedicine.northwestern.edu/divisions/biostatistics/

Core where division members engage in statistical methods development and application, research design and statistical computing for health science research. Faculty interests encompass Bayesian methods, bioinformatics, causal inference, computational biology, clinical trials, diagnostic testing, longitudinal modeling, missing data modeling, observational data methods, semi-parametric models, spatial modeling, statistical genetics and survival analysis.

Proper citation: Northwestern University Biostatistics Collaborative Center (RRID:SCR_017943) Copy   

•   Source: SciCrunch Registry

https://github.com/EpistasisLab/ReBATE

Open source software Python package to compare relief based feature selection algorithms used in data mining. Used for feature selection in any bioinformatics problem with potentially predictive features and target outcome variable, to detect feature interactions without examination of all feature combinations, to detect features involved in heterogeneous patterns of association such as genetic heterogeneity .

Proper citation: ReBATE (RRID:SCR_017139) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/

Repository of open source tools for behavioral neuroscience research. OpenBehavior features hardware (tools, devices, apparatuses), as well as software for data acquisition and analysis and for the investigation of animal behavior and cognition. Dedicated to accelerating research through promotion of collaboration and open source projects.

Proper citation: OpenBehavior (RRID:SCR_015938) Copy   

•   Source: SciCrunch Registry

https://www.thermofisher.com/order/catalog/product/CHROMELEON7

Software system to support chromatography operations, to ensure data quality and manage all the analytical processes from instrument control, to raw data storage and processing, through to generating the final results.

Proper citation: Chromeleon Chromatography Data System (CDS) Software (RRID:SCR_016874) Copy   

•   Source: SciCrunch Registry

https://pynwb.readthedocs.io/en/latest/

Software Python package for working with Neurodata stored in Neurodata Without Borders files. Software providing API allowing users to read and create NWB formatted HDF5 files. Developed in support to NWB project with aim of spreading standardized data format for cellular based neurophysiology information.

Proper citation: PyNWB (RRID:SCR_017452) Copy   

•   Source: SciCrunch Registry

http://download.ant-neuro.com/matlab/

Software as an EEGLAB tool used for LIBEEP recordings.

Proper citation: Libeep EEGLAB plugin (RRID:SCR_016334) Copy   

•   Source: SciCrunch Registry

https://github.com/BioDepot/nbdocker

Software tool as Jupyter Notebook extension for Docker. Each Docker container encapsulates its individual computing environment to allow different programming languages and computing environments to be included in one single notebook, provides user to document code as well as computing environment.

Proper citation: nbdocker (RRID:SCR_017159) Copy   

•   Source: SciCrunch Registry

https://github.com/pachterlab/kb_python

Software Python package that wraps kallisto and bustools single-cell RNA-seq workflow. Used for single-cell RNA-seq pre-processing. Simplifies downloading and running of kallisto and bustools programs. Consists of kb ref and kb count commands. kb ref builds or downloads species specific index for pseudo alignment of reads and must be run prior to kb count and it runs kallisto index. kb count runs kallisto and bustools programs and is used for pre-processing of data from variety of single-cell RNA-seq technologies, and for number of different workflows (e.g. production of gene count matrices, RNA velocity analyses, etc.).

Proper citation: kb_python (RRID:SCR_018213) Copy   

•   Source: SciCrunch Registry

https://github.com/dorianps/LESYMAP

Software R package to conduct lesion-to-symptom mapping from human MRI data.Takes lesion maps and cognitive performance scores from patients with stroke, and maps brain areas responsible for cognitive deficit.

Proper citation: LESYMAP (RRID:SCR_017967) Copy   

•   Source: SciCrunch Registry

https://www.ncbi.nlm.nih.gov/geo/

Functional genomics data repository supporting MIAME-compliant data submissions. Includes microarray-based experiments measuring the abundance of mRNA, genomic DNA, and protein molecules, as well as non-array-based technologies such as serial analysis of gene expression (SAGE) and mass spectrometry proteomic technology. Array- and sequence-based data are accepted. Collection of curated gene expression DataSets, as well as original Series and Platform records. The database can be searched using keywords, organism, DataSet type and authors. DataSet records contain additional resources including cluster tools and differential expression queries.

Proper citation: Gene Expression Omnibus (GEO) (RRID:SCR_005012) Copy   

•   Source: SciCrunch Registry

http://www.brain-map.org

Seattle based independent, nonprofit medical research organization dedicated to accelerating the understanding of how human brain works. Provides free data and tools to researchers and educators and variety of unique online public resources for exploring the nervous system. Integrates gene expression data and neuroanatomy, along with data search and viewing tools, these resources are openly accessible via the Allen Brain Atlas data portal. Provides Allen Mouse Brain, Allen Spinal Cord Atlas, Allen Developing Mouse Brain Atlas, Allen Human Brain Atlas,Allen Mouse Brain Connectivity Atlas, Allen Cell Type Database, The Ivy Glioblastoma Atlas Project (Ivy GAP), The BrainSpan Atlas of the Developing Human Brain.

Proper citation: Allen Institute for Brain Science (RRID:SCR_006491) Copy   

•   Source: SciCrunch Registry

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https://github.com/spm

Software package for analysis of brain imaging data sequences. Sequences can be a series of images from different cohorts, or time-series from same subject. Current release is designed for analysis of fMRI, PET, SPECT, EEG and MEG.

Proper citation: SPM (RRID:SCR_007037) Copy   

•   Source: SciCrunch Registry

http://harvester.fzk.de/harvester/

Harvester is a Web-based tool that bulk-collects bioinformatic data on human proteins from various databases and prediction servers. It is a meta search engine for gene and protein information. It searches 16 major databases and prediction servers and combines the results on pregenerated HTML pages. In this way Harvester can provide comprehensive gene-protein information from different servers in a convenient and fast manner. As full text meta search engine, similar to Google trade mark, Harvester allows screening of the whole genome proteome for current protein functions and predictions in a few seconds. With Harvester it is now possible to compare and check the quality of different database entries and prediction algorithms on a single page. Sponsors: This work has been supported by the BMBF with grants 01GR0101 and 01KW0013.

Proper citation: Bioinformatic Harvester IV (beta) at Karlsruhe Institute of Technology (RRID:SCR_008017) Copy   

•   Source: SciCrunch Registry

https://knightadrc.wustl.edu/professionals-clinicians/request-center-resources/

Provides on request resources including Data: clinical and cognitive measures as well as MRI and amyloid imaging scans; Tissue: frozen brain tissue, paraffin brain sections, antemortem CSF, DNA, fibroblast, dermal fibroblasts, plasma (fasting and non-fasting) and iPSC; Participants: eligible participants may be invited to enroll in research of other investigators after appropriate review. Researchers can use the request portal to review Center guidelines and policies; view available data and tissue; access data tables and codebooks; and submit request for resources.

Proper citation: Washington University School of Medicine Knight ADRC Request Center Resources Core Facility (RRID:SCR_025254) Copy   

•   Source: SciCrunch Registry

https://dsigdb.tanlab.org/DSigDBv1.0/

Online database provides collection of gene sets based on quantitative inhibition and/or drug-induced gene expression changes data of drugs and compounds. Allows users to search, view and download drugs/compounds and gene sets.

Proper citation: DSigDB (RRID:SCR_026202) Copy   

•   Source: SciCrunch Registry

https://marmotgraph.org

Knowledge graph system developed for managing and organizing rich metadata objects, initially for the Human Brain Project (HBP) and now extended to be a more generic, domain-agnostic solution. It is associated with CSCS (Swiss National Supercomputing Centre) and aims to provide a comprehensive toolset and API for working with knowledge graphs.

Proper citation: MarmotGraph (RRID:SCR_027452) Copy   

•   Source: SciCrunch Registry

http://www.concepthub.org/wiki/Main_Page

THIS RESOURCE IS NO LONGER IN SERVICE, documented on August 18, 2016. A database built up with software and services that maintains multiple versions of terminologies, map sets, and values sets concurrently. HDD Access has superseded Concept Hub.

Proper citation: Concept Hub (RRID:SCR_013586) Copy   

•   Source: SciCrunch Registry

https://www.bwhneurosciences.org/neurotechnology-studio/

Offers advanced instrumentation and expert support to advance understanding of brain function and brain disease by providing researchers with access to cutting-edge technologies. Provides access to advanced instrumentation for optical microscopy, genomics, metabolic imaging and other technologies, as well as image analysis software. Provides expert support and training, data quality and interpretation.

Proper citation: Brigham and Women’s Hospital NeuroTechnology Studio Core Facility (RRID:SCR_027687) Copy   

•   Source: SciCrunch Registry

https://www.digitalpsych.org/mindlamp1.html

Core collects data to capture and consider the real-time lived experiences of patients. Uses open-source digital platform and mobile app for neuropsychiatric research and clinical care, to monitor, support, and improve brain health by collecting real-time data (like location, activity, heart rate via sensors), conducting digital assessments (surveys, cognitive tests), and delivering interventions (meditation, journaling, psychoeducation) to patients and clinicians. It helps study behavioral patterns, track symptoms, and personalize mental health treatment through features organized around Learn, Assess, Manage, and Prevent.

Proper citation: BIDMC Division of Digital Psychiatry LAMP platform Core Facility (RRID:SCR_027767) Copy   

•   Source: SciCrunch Registry

https://camera.niehs.nih.gov/

Interactive database and user interface providing online access to validated alternative methods for U.S. regulatory and other contexts of use. Central hub and unified resource of validated alternative methods that enhances accessibility to validation study reports, data, protocols / SOPs, and information on regulatory guidance.Users can filter searches by alternative method types, defined approaches, Test Method Endpoint, and regulatory guidance.

Proper citation: Collection of Alternative Methods for Regulatory Application (CAMERA) (RRID:SCR_027893) Copy   

•   Source: SciCrunch Registry