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            "name": "EUCAIM ETL toolset",
            "description": "Modular toolchain for an extensible and customizable ETL pipeline that extracts, transforms, and loads clinical data and medical imaging metadata, applying dataset-specific mappings to generate outputs compatible with the EUCAIM Common Data Model (CDM). Its design aims to minimize manual data preparation efforts and facilitate customization and integration with other components, such as data quality assurance tools.\nContainerized, currently supports input datasets in CSV, JSON, XLSX.",
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        {
            "name": "PIA - Protein Inference Algorithms",
            "description": "The main focus lays on the integrated inference algorithms, concluding the proteins from a set of identified spectra. But it also allows you to integrate results of various search engines, inspect your peptide spectrum matches, calculate FDR values across different results and visualize the correspondence between PSMs, peptides and proteins.",
            "homepage": "https://github.com/medbioinf/pia",
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                            "term": "Protein identification"
                        },
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                            "term": "Target-Decoy"
                        }
                    ],
                    "input": [
                        {
                            "data": {
                                "uri": "http://edamontology.org/data_0943",
                                "term": "Mass spectrometry spectra"
                            },
                            "format": [
                                {
                                    "uri": "http://edamontology.org/format_3713",
                                    "term": "Mascot .dat file"
                                },
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                                    "uri": "http://edamontology.org/format_3247",
                                    "term": "mzIdentML"
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                                    "term": "TSV"
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                                    "term": "PRIDE XML"
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                                },
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                                    "term": "MSF"
                                },
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                                    "term": "mzTab"
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                    ],
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                                "term": "Peptide identification"
                            },
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                                    "uri": "http://edamontology.org/format_2206",
                                    "term": "Sequence feature table format (text)"
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                                "term": "Protein identifier"
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                                    "term": "KNIME datatable format"
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                    "note": "PIA allows you to inspect the results of common proteomics spectrum identification search engines, combine them seamlessly and conduct statistical analyses. The main focus of PIA lays on the integrated inference algorithms, i.e. concluding the proteins from a set of identified spectra. But it also allows you to inspect your peptide spectrum matches, calculate FDR values across different search engine results and visualize the correspondence between PSMs, peptides and proteins. Search engine results in several formats peptide spectrum matches (PSMs) and peptides Inferred Proteins",
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                    "term": "Proteomics"
                },
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                    "uri": "http://edamontology.org/topic_3520",
                    "term": "Proteomics experiment"
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                    "uri": "http://edamontology.org/topic_3120",
                    "term": "Protein variants"
                }
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                    "type": "Binaries",
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            ],
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                    "url": "https://github.com/medbioinf/pia/wiki",
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                {
                    "doi": "10.1021/acs.jproteome.5b00121",
                    "pmid": "25938255",
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                    "metadata": {
                        "title": "PIA: An Intuitive Protein Inference Engine with a Web-Based User Interface",
                        "abstract": "Protein inference connects the peptide spectrum matches (PSMs) obtained from database search engines back to proteins, which are typically at the heart of most proteomics studies. Different search engines yield different PSMs and thus different protein lists. Analysis of results from one or multiple search engines is often hampered by different data exchange formats and lack of convenient and intuitive user interfaces. We present PIA, a flexible software suite for combining PSMs from different search engine runs and turning these into consistent results. PIA can be integrated into proteomics data analysis workflows in several ways. A user-friendly graphical user interface can be run either locally or (e.g., for larger core facilities) from a central server. For automated data processing, stand-alone tools are available. PIA implements several established protein inference algorithms and can combine results from different search engines seamlessly. On several benchmark data sets, we show that PIA can identify a larger number of proteins at the same protein FDR when compared to that using inference based on a single search engine. PIA supports the majority of established search engines and data in the mzIdentML standard format. It is implemented in Java and freely available at https://github.com/mpc-bioinformatics/pia.",
                        "date": "2015-07-02T00:00:00Z",
                        "citationCount": 57,
                        "authors": [
                            {
                                "name": "Uszkoreit J."
                            },
                            {
                                "name": "Maerkens A."
                            },
                            {
                                "name": "Perez-Riverol Y."
                            },
                            {
                                "name": "Meyer H.E."
                            },
                            {
                                "name": "Marcus K."
                            },
                            {
                                "name": "Stephan C."
                            },
                            {
                                "name": "Kohlbacher O."
                            },
                            {
                                "name": "Eisenacher M."
                            }
                        ],
                        "journal": "Journal of Proteome Research"
                    }
                },
                {
                    "doi": "10.1021/acs.jproteome.8b00723",
                    "pmid": "30474983",
                    "pmcid": null,
                    "type": [],
                    "version": null,
                    "note": null,
                    "metadata": {
                        "title": "Protein Inference Using PIA Workflows and PSI Standard File Formats",
                        "abstract": "Proteomics using LC-MS/MS has become one of the main methods to analyze the proteins in biological samples in high-throughput. But the existing mass-spectrometry instruments are still limited with respect to resolution and measurable mass ranges, which is one of the main reasons why shotgun proteomics is the major approach. Here proteins are digested, which leads to the identification and quantification of peptides instead. While often neglected, the important step of protein inference needs to be conducted to infer from the identified peptides to the actual proteins in the original sample. In this work, we highlight some of the previously published and newly added features of the tool PIA - Protein Inference Algorithms, which helps the user with the protein inference of measured samples. We also highlight the importance of the usage of PSI standard file formats, as PIA is the only current software supporting all available standards used for spectrum identification and protein inference. Additionally, we briefly describe the benefits of working with workflow environments for proteomics analyses and show the new features of the PIA nodes for the KNIME Analytics Platform. Finally, we benchmark PIA against a recently published data set for isoform detection. PIA is open source and available for download on GitHub (https://github.com/mpc-bioinformatics/pia) or directly via the community extensions inside the KNIME analytics platform.",
                        "date": "2019-02-01T00:00:00Z",
                        "citationCount": 30,
                        "authors": [
                            {
                                "name": "Uszkoreit J."
                            },
                            {
                                "name": "Perez-Riverol Y."
                            },
                            {
                                "name": "Eggers B."
                            },
                            {
                                "name": "Marcus K."
                            },
                            {
                                "name": "Eisenacher M."
                            }
                        ],
                        "journal": "Journal of Proteome Research"
                    }
                }
            ],
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                    "name": "Julian Uszkoreit",
                    "email": "julian.uszkoreit@rub.de",
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        {
            "name": "Gemma",
            "description": "Gemma provides data, experimental design annotations, and differential expression analysis results for thousands of microarray and RNA-seq experiments. We re-analyze raw data from public sources (primarily NCBI GEO), annotate experimental conditions, conduct quality control and compute differential expression using standardized procedures. We have especially good coverage of experiments relevant to the nervous system.",
            "homepage": "https://gemma.msl.ubc.ca/",
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                    "type": "uses"
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                    "biotoolsID": "cutadapt",
                    "type": "uses"
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                    "biotoolsID": "star",
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                    "operation": [
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                            "uri": "http://edamontology.org/operation_3223",
                            "term": "Differential gene expression profiling"
                        }
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                    "input": [
                        {
                            "data": {
                                "uri": "http://edamontology.org/data_3112",
                                "term": "Gene expression matrix"
                            },
                            "format": []
                        },
                        {
                            "data": {
                                "uri": "http://edamontology.org/data_3110",
                                "term": "Raw microarray data"
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                        }
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                    "output": [
                        {
                            "data": {
                                "uri": "http://edamontology.org/data_1636",
                                "term": "Heat map"
                            },
                            "format": []
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                        {
                            "data": {
                                "uri": "http://edamontology.org/data_3914",
                                "term": "Quality control report"
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                    "term": "RNA-Seq"
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                    "uri": "http://edamontology.org/topic_0203",
                    "term": "Gene expression"
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                    "uri": "http://edamontology.org/topic_3053",
                    "term": "Genetics"
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                    "uri": "http://edamontology.org/topic_3518",
                    "term": "Microarray experiment"
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                    "term": "Data curation and archival"
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            "link": [
                {
                    "url": "https://github.com/PavlidisLab/Gemma",
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            "download": [
                {
                    "url": "https://github.com/PavlidisLab/Gemma/releases",
                    "type": "Downloads page",
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            "documentation": [
                {
                    "url": "https://pavlidislab.github.io/Gemma/",
                    "type": [
                        "General"
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                },
                {
                    "url": "https://gemma.msl.ubc.ca/resources/restapidocs/",
                    "type": [
                        "API documentation"
                    ],
                    "note": "Documentation for the Gemma REST API."
                }
            ],
            "publication": [
                {
                    "doi": "10.1093/bioinformatics/btp259",
                    "pmid": "19376825",
                    "pmcid": "PMC2687992",
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                    "version": null,
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                    "metadata": {
                        "title": "Application and evaluation of automated semantic annotation of gene expression experiments",
                        "abstract": "Motivation: Many microarray datasets are available online with formalized standards describing the probe sequences and expression values. Unfortunately, the description, conditions and parameters of the experiments are less commonly formalized and often occur as natural language text. This hinders searching, high-throughput analysis, organization and integration of the datasets. Results: We use the lexical resources and software tools from the Unified Medical Language System (UMLS) to extract concepts from text. We then link the UMLS concepts to classes in open biomedical ontologies. The result is accessible and clear semantic annotations of gene expression experiments. We applied the method to 595 expression experiments from Gemma, a resource for re-use and meta-analysis of gene expression profiling data. We evaluated and corrected all stages of the annotation process. The majority of missed annotations were due to a lack of cross-references. The most error-prone stage was the extraction of concepts from phrases. Final review of the annotations in context of the experiments revealed 89% precision. A naive system, lacking the phrase to concept corrections is 68% precise. We have integrated this annotation pipeline into Gemma. © 2009 The Author(s).",
                        "date": "2009-06-09T00:00:00Z",
                        "citationCount": 9,
                        "authors": [
                            {
                                "name": "French L."
                            },
                            {
                                "name": "Lane S."
                            },
                            {
                                "name": "Law T."
                            },
                            {
                                "name": "Xu L."
                            },
                            {
                                "name": "Pavlidis P."
                            }
                        ],
                        "journal": "Bioinformatics"
                    }
                },
                {
                    "doi": "10.1093/database/baab006",
                    "pmid": "33599246",
                    "pmcid": "PMC7904053",
                    "type": [
                        "Primary"
                    ],
                    "version": null,
                    "note": null,
                    "metadata": {
                        "title": "Curation of over 10 000 transcriptomic studies to enable data reuse",
                        "abstract": "Vast amounts of transcriptomic data reside in public repositories, but effective reuse remains challenging. Issues include unstructured dataset metadata, inconsistent data processing and quality control, and inconsistent probe-gene mappings across microarray technologies. Thus, extensive curation and data reprocessing are necessary prior to any reuse. The Gemma bioinformatics system was created to help address these issues. Gemma consists of a database of curated transcriptomic datasets, analytical software, a web interface and web services. Here we present an update on Gemma's holdings, data processing and analysis pipelines, our curation guidelines, and software features. As of June 2020, Gemma contains 10 811 manually curated datasets (primarily human, mouse and rat), over 395 000 samples and hundreds of curated transcriptomic platforms (both microarray and RNA sequencing). Dataset topics were represented with 10 215 distinct terms from 12 ontologies, for a total of 54 316 topic annotations (mean topics/dataset = 5.2). While Gemma has broad coverage of conditions and tissues, it captures a large majority of available brain-related datasets, accounting for 34% of its holdings. Users can access the curated data and differential expression analyses through the Gemma website, RESTful service and an R package. Database URL: https://gemma.msl.ubc.ca/home.html",
                        "date": "2021-01-01T00:00:00Z",
                        "citationCount": 21,
                        "authors": [
                            {
                                "name": "Lim N."
                            },
                            {
                                "name": "Tesar S."
                            },
                            {
                                "name": "Belmadani M."
                            },
                            {
                                "name": "Poirier-Morency G."
                            },
                            {
                                "name": "Mancarci B.O."
                            },
                            {
                                "name": "Sicherman J."
                            },
                            {
                                "name": "Jacobson M."
                            },
                            {
                                "name": "Leong J."
                            },
                            {
                                "name": "Tan P."
                            },
                            {
                                "name": "Pavlidis P."
                            }
                        ],
                        "journal": "Database"
                    }
                }
            ],
            "credit": [
                {
                    "name": "Pavlidis Lab Support",
                    "email": "pavlab-support@msl.ubc.ca",
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            ],
            "owner": "artrymix",
            "additionDate": "2017-04-22T17:35:18Z",
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        },
        {
            "name": "The BRENDA Tissue Ontology (BTO)",
            "description": "BRENDA Tissue Ontology is a structured encyclopedia of tissue terms. BTO contains different anatomical structures, tissues, cell types and cell lines, classified under generic categories corresponding to the rules and formats of the Gene Ontology Consortium and organized as a directed acyclic graph (DAG). A versatile web interface with several search and navigation functionalities allows convenient online access to the BTO and to the enzymes isolated from the tissues.",
            "homepage": "http://www.BTO.brenda-enzymes.org",
            "biotoolsID": "bto",
            "biotoolsCURIE": "biotools:bto",
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            "function": [
                {
                    "operation": [
                        {
                            "uri": "http://edamontology.org/operation_3352",
                            "term": "Ontology comparison"
                        },
                        {
                            "uri": "http://edamontology.org/operation_0314",
                            "term": "Gene expression profiling"
                        },
                        {
                            "uri": "http://edamontology.org/operation_3559",
                            "term": "Ontology visualisation"
                        }
                    ],
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