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Portal provides software library and python scripts for medical image processing. Open source set of software tools for medical image processing, medical image analysis, image registration, statistical analysis, quantitative MRI processing, image denoising and filtering, and segmentation developed by VISAGES/Empenn research team. Available as Github repository and compiled binaries for various OS including OSX, Fedora, Ubuntu, Windows.
Proper citation: Anima (RRID:SCR_017017) Copy
http://www.emouseatlas.org/emap/eHistology/kaufman/index.php?plate=38&image=38bb
Image repository that allows researchers to interactively explore a collection of cellular-resolution colour histology images detailing mouse development. The original histological sections have been re-digitised at high resolution, in colour and in collaboration with Elsevier, the eHistology Atlas provides the annotations as presented in the original printed version.
Proper citation: eHistology (RRID:SCR_015887) Copy
Data management platform and data repository based on the CKAN tool for managing and publishing collections of data. It enables the user to search for data, register published datasets, create and manage groups of datasets, and get updates from datasets and groups of interest.
Proper citation: Datahub (RRID:SCR_003996) Copy
https://github.com/astroML/astroML
Software Python package for machine learning, statistics and data mining. Contains library of statistical and machine learning routines for analyzing astronomical data in Python, loaders for several open astronomical data sets, and examples of analyzing and visualizing astronomical data sets. Repository of common tools and routines used for statistical data analysis in astronomy and astrophysics.
Proper citation: astroML (RRID:SCR_018138) Copy
http://www.proteomexchange.org
A data repository for proteomic data sets. The ProteomeExchange consortium, as a whole, aims to provide a coordinated submission of MS proteomics data to the main existing proteomics repositories, as well as to encourage optimal data dissemination. ProteomeXchange provides access to a number of public databases, and users can access and submit data sets to the consortium's PRIDE database and PASSEL/PeptideAtlas.
Proper citation: ProteomeXchange (RRID:SCR_004055) Copy
Biorepository of clinical, metabolomic, and microbiome samples from adolescents with obesity as they undergo lifestyle modification.Biorepository is available as shared resource.
Proper citation: Pediatric Obesity Microbiome and Metabolism Study (RRID:SCR_021071) Copy
A software repository which provides open source software for machine learning. Software entries include information such as author, license, data format, and programming language. The ultimate goal of mloss.org is to create a comprehensive open source machine learning environment where open source machine learning software can compete with comercial closed source solutions.
Proper citation: machine learning open source software (RRID:SCR_013990) Copy
Project portal dedicated to understand animal and machine intelligence and repository of data and tools. Suite of tools to analyze and graph imaging data. Image and data repository for large, publicly available neuro-specific data files and images. Contains tools for analytics, databases, cloud computing, and Web-services applied to both big neuroimages and big neurographs.
Proper citation: neurodata (RRID:SCR_014264) Copy
https://panoramaweb.org/home/project-begin.view?
Open source data management system for mass spectrometry data processed with Skyline targeted mass spectrometry environment. System includes Repository Server application for targeted mass spectrometry assays that integrates into Skyline mass spec workflow and has been implemented as module within LabKey Server data management platform; Panorama Web application facilitates viewing, sharing, and disseminating results contained in Skyline documents via web browser; Panorama Public repository employs full data visualization capabilities of Panorama which facilitates sharing results with reviewers during manuscript review.
Proper citation: Panorama (RRID:SCR_021652) Copy
Consortium to comprehensively map long-distance brain connections and their variability. It is acquiring data and developing analysis pipelines for several modalities of neuroimaging data plus behavioral and genetic data from healthy adults.
Proper citation: Human Connectome Coordination Facility (RRID:SCR_008749) Copy
tranSMART is a knowledge management platform that enables scientists to develop and refine research hypotheses by investigating correlations between genetic and phenotypic data, and assessing their analytical results in the context of published literature and other work. tranSMART is licensed through GPL 3. The integration, normalization, and alignment of data in tranSMART permits users to explore data very efficiently to formulate new research strategies. Some of tranSMART''s specific applications include: * Revalidating previous hypotheses * Testing and refining novel hypotheses * Conducting cross-study meta-analysis * Searching across multiple data sources to find associations of concepts, such as a gene''s involvement in biological processes or experimental results * Comparing biological processes and pathways among multiple data sets from related diseases or even across multiple therapeutic areas Data Repository The tranSMART Data Repository combines a data warehouse with access to federated sources of open and commercial databases. tranSMART accommodates: * Phenotypic data, such as demographics, clinical observations, clinical trial outcomes, and adverse events * High content biomarker data, such as gene expression, genotyping, pharmacokinetic and pharmaco-dynamics markers, metabolomics data, and proteomics data * Unstructured text-data, such as published journal articles, conference abstracts and proceedings, and internal studies and white papers * Reference data from sources such as MeSH, UMLS, Entrez, GeneGo, Ingenuity, etc. * Metadata providing context about datasets, allowing users to assess the relevance of results delivered by tranSMART Data in tranSMART is aligned to allow identification and analysis of associations between phenotypic and biomarker data, and it is normalized to conform with CDISC and other standards to facilitate search and analysis across different data sources. tranSMART also enables investigators to search published literature and other text sources to evaluate their analysis in the context of the broader universe of reported research. External data can also be integrated into the tranSMART data repository, either from open data projects like GEO, EBI Array Express, GCOD, or GO, or from commercially available data sources. Making data accessible in tranSMART enables organizations to leverage investments in manual curation, development costs of automated ETL tools, or commercial subscription fees across multiple research groups. Dataset Explorer tranSMART''s Dataset Explorer provides flexible, powerful search and analysis capabilities. The core of the Dataset Explorer integrates and extends the open source i2b2 application, Lucene text indexing, and GenePattern analytical tools. Connections to other open source and commercial analytical tools such as Galaxy, Integrative Genomics Viewer, Plink, Pathway Studio, GeneGo, Spotfire, R, and SAS can be established to expand tranSMART''s capabilities. tranSMART''s design allows organizations flexibility in selecting analytical tools accessible through the Dataset Explorer, and provides file export capabilities to enable researchers to use tools not accessible in the tranSMART portal.
Proper citation: tranSMART (RRID:SCR_005586) Copy
http://cocomac.g-node.org/main/index.php?
Online access (html or xml) to structural connectivity ("wiring") data on the Macaque brain. The database has become by far the largest of its kind, with data extracted from more than four hundred published tracing studies. The main database, contains data from tracing studies on anatomical connectivity in the macaque cerebral cortex. Also available are a variety of tools including a graphical simulation workbench, map displays and the CoCoMac-Paxinos-3D viewer. Submissions are welcome. To overcome the problem of divergent brain maps ORT (Objective Relational Transformation) was developed, an algorithmic method to convert data in a coordinate- independent way based on logical relations between areas in different brain maps. CoCoMac data is used to analyze the organization of the cerebral cortex, and to establish its structure- function relationships. This includes multi-variate statistics and computer simulation of models that take into account the real anatomy of the primate cerebral cortex. This site * Provides full, scriptable open access to the data in CoCoMac (you must adhere to the citation policy) * Powers the graphical interface to CoCoMac provided by the Scalable Brain Atlas * Sports an extensive search/browse wizard, which automatically constructs complex search queries and lets you further explore the database from the results page. * Allows you to get your hands dirty, by using the custom SQL query service. * Displays connectivity data in tabular form, through the axonal projections service. CoCoMac 2 was initiated at the Donders Institute for Brain, Cognition and Behaviour, and is currently supported by the German neuroinformatics node and the Computational and Systems Neuroscience group at the Juelich research institute.
Proper citation: CoCoMac (RRID:SCR_007277) Copy
SPARC data repository as of 2023 is an open data repository developed as part of the NIH SPARC initiative and has been used by SPARC funded investigator groups to curate and publish high quality datasets related to the autonomic nervous system. We are thrilled that as of August 2022, SPARC is accepting datasets from investigators that are not funded through the NIH SPARC program. The NIH's Common Fund Stimulating Peripheral Activity to Relieve Conditions (SPARC) program aims to transform our understanding of these nerve-organ interactions and ultimately advance neuromodulation field toward precise treatment of diseases and conditions for which conventional therapies fall short.
Proper citation: SPARC Portal (RRID:SCR_017041) Copy
http://swordapp.github.io/SWORDv2-Profile/SWORDProfile.html#introduction
A software that is used for the management of data and to deposit content between different locations. A request from an authenticated user is sent to implement for the "service document", which returns details of the collection that user is allowed to deposit within the repository. At this point, the user can deposit their file into a collection, which can then be accessed at a different location.
Proper citation: SWORD (RRID:SCR_000593) Copy
Original SAMTOOLS package has been split into three separate repositories including Samtools, BCFtools and HTSlib. Samtools for manipulating next generation sequencing data used for reading, writing, editing, indexing,viewing nucleotide alignments in SAM,BAM,CRAM format. BCFtools used for reading, writing BCF2,VCF, gVCF files and calling, filtering, summarising SNP and short indel sequence variants. HTSlib used for reading, writing high throughput sequencing data.
Proper citation: SAMTOOLS (RRID:SCR_002105) Copy
Software tool as a repository of uniformly processed RNA-seq data mined from public data obtained from NCBI Short Read Archive . DEE2 consists of three parts: Webserver where end-users can search for and obtain data-sets of interest, Pipeline that can download and process SRA data as well as users own fastq files, Back-end that collects, filters and organises data provided by contributing worker nodes.
Proper citation: Digital Expression Explorer 2 Project (RRID:SCR_016929) Copy
https://webs.iiitd.edu.in/raghava/coronavir
Web based platform on COVID-19 to maintain predicted diagnostic, drug and vaccine candidates and computational resources on novel coronavirus SARS-CoV-2 and its resulting disease COVID-19. Provides collected and organized information from literature and other resources from internet, links to appropriate literature . Integrated multi-omics repository dedicated to current genomic, proteomic, diagnostic and therapeutic knowledge about coronaviruses.
Proper citation: CoronaVIR (RRID:SCR_018338) Copy
https://github.com/bvhpatel/SODA
Software application intended to simplify dataset curation and submission process for SPARC investigators by providing one stop tool to accomplish all required steps. Desktop software to facilitate data organization and submission process for Stimulating Peripheral Activity to Relieve Conditions (SPARC) investigators and thus promote FAIR Data Principles. Git repository tool for SODA data deposition for SPARC researchers.
Proper citation: SODA (RRID:SCR_018996) Copy
http://physionet.org/physiobank/
Archive of well-characterized digital recordings of physiologic signals and related data for use by the biomedical research community. PhysioBank currently includes databases of multi-parameter cardiopulmonary, neural, and other biomedical signals from healthy subjects and patients with a variety of conditions with major public health implications, including sudden cardiac death, congestive heart failure, epilepsy, gait disorders, sleep apnea, and aging. The PhysioBank Archives now contain over 700 gigabytes of data that may be freely downloaded. PhysioNet is seeking contributions of data sets that can be made freely available in PhysioBank. Contributions of digitized and anonymized (deidentified) physiologic signals and time series of all types are welcome. If you have a data set that may be suitable, please review PhysioNet''s guidelines for contributors and contact them.
Proper citation: Physiobank (RRID:SCR_006949) Copy
http://pubchem.ncbi.nlm.nih.gov/
Collection of information about chemical structures and biological properties of small molecules and siRNA reagents hosted by the National Center for Biotechnology Information (NCBI).
Proper citation: PubChem (RRID:SCR_004284) Copy
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