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Results Here, we present DeepSig, an improved approach for signal peptide detection and cleavage-site prediction based on deep learning methods. Comparative benchmarks performed on an updated independent dataset of proteins show that DeepSig is the current best performing method, scoring better than other available state-of-the-art approaches on both signal peptide detection and precise cleavage-site identification. Availability and implementation DeepSig is available as both standalone program and web server at https://deepsig.biocomp.unibo.it. All datasets used in this study can be obtained from the same website.", "date": "2018-05-15T00:00:00Z", "citationCount": 96, "authors": [ { "name": "Savojardo C." }, { "name": "Martelli P.L." }, { "name": "Fariselli P." }, { "name": "Casadio R." } ], "journal": "Bioinformatics" } } ], "credit": [ { "name": "ELIXIR-ITA-BOLOGNA", "email": null, "url": "http://biocomp.unibo.it", "orcidid": null, "gridid": null, "rorid": null, "fundrefid": null, "typeEntity": "Institute", "typeRole": [ "Provider" ], "note": null }, { "name": "Castrense Savojardo", "email": "castrense.savojardo2@unibo.it", "url": null, "orcidid": "https://orcid.org/0000-0002-7359-0633", "gridid": null, "rorid": null, "fundrefid": null, "typeEntity": "Person", "typeRole": [ "Developer", "Primary contact" ], "note": null }, { "name": "Pier Luigi Martelli", "email": "pierluigi.martelli@unibo.it", "url": "http://biocomp.unibo.it", "orcidid": "https://orcid.org/0000-0002-0274-5669", "gridid": null, "rorid": null, "fundrefid": null, "typeEntity": "Person", "typeRole": [ "Primary contact" ], "note": null } ], "owner": "ELIXIR-ITA-BOLOGNA", "additionDate": "2018-05-28T14:50:09Z", "lastUpdate": "2025-06-19T11:55:09.017105Z", "editPermission": { "type": "group", "authors": [ "savo", "ELIXIR-ITA-BOLOGNA" ] }, "validated": 1, "homepage_status": 0, "elixir_badge": 0, "confidence_flag": "tool" }, { "name": "NetPicoRNA", "description": "Neural network predictions of cleavage sites of picornaviral proteases.", "homepage": "http://cbs.dtu.dk/services/NetPicoRNA/", "biotoolsID": "netpicorna", "biotoolsCURIE": "biotools:netpicorna", "version": [ "1.0" ], "otherID": [], "relation": [], "function": [ { "operation": [ { "uri": "http://edamontology.org/operation_0422", "term": "Protein cleavage site prediction" } ], "input": [ { "data": { "uri": "http://edamontology.org/data_2044", "term": "Sequence" }, "format": [ { "uri": "http://edamontology.org/format_1929", "term": "FASTA" } ] } ], "output": [ { "data": { "uri": "http://edamontology.org/data_1277", "term": "Protein features" }, "format": [ { "uri": "http://edamontology.org/format_2330", "term": "Textual format" } ] }, { "data": { "uri": "http://edamontology.org/data_2955", "term": "Sequence report" }, "format": [ { "uri": "http://edamontology.org/format_2333", "term": "Binary format" } ] } ], "note": "produces neural network predictions of cleavage sites of picornaviral proteases", "cmd": null } ], "toolType": [ "Web application" ], "topic": [ { "uri": "http://edamontology.org/topic_3510", "term": "Protein sites, features and motifs" }, { "uri": "http://edamontology.org/topic_0160", "term": "Sequence sites, features and motifs" } ], "operatingSystem": [ "Linux" ], "language": [], "license": "Other", "collectionID": [], "maturity": "Legacy", "cost": "Free of charge (with restrictions)", "accessibility": null, "elixirPlatform": [], "elixirNode": [], "elixirCommunity": [], "link": [ { "url": "http://cbs.dtu.dk/services", "type": [ "Software catalogue" ], "note": null } ], "download": [], "documentation": [ { "url": "http://www.cbs.dtu.dk/services/NetPicoRNA/instructions.php", "type": [ "General" ], "note": null } ], "publication": [ { "doi": "10.1002/pro.5560051107", "pmid": "8931139", "pmcid": "PMC2143287", "type": [ "Primary" ], "version": null, "note": null, "metadata": { "title": "Cleavage site analysis in picornaviral polyproteins: Discovering cellular targets by neural networks", "abstract": "Picornaviral proteinases are responsible for maturation cleavages of the viral polyprotein, but also catalyze the degradation of cellular targets. Using graphical visualization techniques and neural network algorithms, we have investigated the sequence specificity of the two proteinases 2A(pro) and 3C(pro). The cleavage of VP0 (giving rise to VP2 and VP4), which is carried out by a so-far unknown proteinase, was also examined. In combination with a novel surface exposure prediction algorithm, our neural network approach successfully distinguishes known cleavage sites from noncleavage sites and yields a more consistent definition of features common to these sites. The method is able to predict experimentally determined cleavage sites in cellular proteins. We present a list of mammalian and other proteins that are predicted to be possible targets for the vital proteinases. Whether these proteins are indeed cleaved awaits experimental verification. Additionally, we report several errors detected in the protein databases.", "date": "1996-01-01T00:00:00Z", "citationCount": 204, "authors": [ { "name": "Blom N." }, { "name": "Hansen J." }, { "name": "Blaas D." }, { "name": "Brunak S." } ], "journal": "Protein Science" } } ], "credit": [ { "name": "CBS", "email": null, "url": null, "orcidid": null, "gridid": null, "rorid": null, "fundrefid": null, "typeEntity": "Institute", "typeRole": [ "Provider" ], "note": null }, { "name": "Nikolaj Sorgenfrei Blom", "email": "nikob@cbs.dtu.dk", "url": null, "orcidid": "https://orcid.org/0000-0001-7787-7853", "gridid": null, "rorid": null, "fundrefid": null, "typeEntity": "Person", "typeRole": [], "note": null } ], "owner": "powehi", "additionDate": "2015-06-29T10:14:28Z", "lastUpdate": "2025-04-21T12:49:56.070719Z", "editPermission": { "type": "group", "authors": [ "powehi" ] }, "validated": 1, "homepage_status": 0, "elixir_badge": 0, "confidence_flag": null }, { "name": "DISULFIND", "description": "DISULFIND is a server for predicting the disulfide bonding state of cysteines and their disulfide connectivity given a protein sequence.", "homepage": "http://disulfind.dsi.unifi.it/", "biotoolsID": "disulfind", "biotoolsCURIE": "biotools:disulfind", "version": [], "otherID": [], "relation": [], "function": [ { "operation": [ { "uri": "http://edamontology.org/operation_2479", "term": "Protein sequence analysis" }, { "uri": "http://edamontology.org/operation_2423", "term": "Prediction and recognition" }, { "uri": "http://edamontology.org/operation_1850", "term": "Protein cysteine and disulfide bond assignment" }, { "uri": "http://edamontology.org/operation_3092", "term": "Protein feature detection" } ], "input": [], "output": [], "note": null, "cmd": null } ], "toolType": [ "Web application" ], "topic": [ { "uri": "http://edamontology.org/topic_0078", "term": "Proteins" }, { "uri": "http://edamontology.org/topic_3510", "term": "Protein sites, features and motifs" }, { "uri": "http://edamontology.org/topic_0157", "term": "Sequence composition, complexity and repeats" }, { "uri": "http://edamontology.org/topic_0623", "term": "Gene and protein families" }, { "uri": "http://edamontology.org/topic_0082", "term": "Structure prediction" } ], "operatingSystem": [ "Linux", "Windows", "Mac" ], "language": [], "license": null, "collectionID": [], "maturity": null, "cost": null, "accessibility": null, "elixirPlatform": [], "elixirNode": [], "elixirCommunity": [], "link": [], "download": [], "documentation": [ { "url": "http://disulfind.dsi.unifi.it/help.php", "type": [ "General" ], "note": null } ], "publication": [ { "doi": "10.1093/nar/gkl266", "pmid": "16844986", "pmcid": "PMC1538823", "type": [], "version": null, "note": null, "metadata": null }, { "doi": "10.1093/bioinformatics/btg463", "pmid": "15033872", "pmcid": null, "type": [], "version": null, "note": null, "metadata": null }, { "doi": "10.1093/nar/gkr365", "pmid": "21576237", "pmcid": "PMC3125771", "type": [], "version": null, "note": null, "metadata": null }, { "doi": "10.1093/bioinformatics/btn371", "pmid": "18635571", "pmcid": "PMC2732205", "type": [], "version": null, "note": null, "metadata": null } ], "credit": [ { "name": "DISULFIND Support", "email": "disulfind@ai.dinfo.unifi.it", "url": null, "orcidid": null, "gridid": null, "rorid": null, "fundrefid": null, "typeEntity": "Person", "typeRole": [ "Primary contact" ], "note": null } ], "owner": "ELIXIR-EE", "additionDate": "2017-02-10T14:15:18Z", "lastUpdate": "2025-03-23T11:05:22.310421Z", "editPermission": { "type": "group", "authors": [ "schmidt" ] }, "validated": 1, "homepage_status": 0, "elixir_badge": 0, "confidence_flag": null }, { "name": "TREND Protein Evolution Function", "description": "TREND is a platform that allows researchers to explore protein function and evolution identifying protein features, gene neighborhoods and operons, clustering neighboring genes, and integrating all these data into phylogenomic context and cross-referencing with RefSeq, Pfam, CDD and MiST databases. The platform provides ample opportunities for adjusting each step of the analysis.", "homepage": "http://trend.evobionet.com/", "biotoolsID": "trend_protein_evolution_function", "biotoolsCURIE": "biotools:trend_protein_evolution_function", "version": [], "otherID": [], "relation": [], "function": [ { "operation": [ { "uri": "http://edamontology.org/operation_0492", "term": "Multiple sequence alignment" }, { "uri": "http://edamontology.org/operation_0323", "term": "Phylogenetic inference" }, { "uri": "http://edamontology.org/operation_0291", "term": "Sequence clustering" }, { "uri": "http://edamontology.org/operation_2995", "term": "Sequence classification" }, { "uri": "http://edamontology.org/operation_0246", "term": "Protein domain recognition" }, { "uri": "http://edamontology.org/operation_3092", "term": "Protein feature detection" } ], "input": [ { "data": { "uri": "http://edamontology.org/data_1384", "term": "Protein sequence alignment" }, "format": [ { "uri": "http://edamontology.org/format_1929", "term": "FASTA" } ] }, { "data": { "uri": "http://edamontology.org/data_1233", "term": "Sequence set (protein)" }, "format": [ { "uri": "http://edamontology.org/format_1929", "term": "FASTA" } ] }, { "data": { "uri": "http://edamontology.org/data_0872", "term": "Phylogenetic tree" }, "format": [ { "uri": "http://edamontology.org/format_1910", "term": "newick" } ] }, { "data": { "uri": "http://edamontology.org/data_1900", "term": "NCBI locus tag" }, "format": [ { "uri": "http://edamontology.org/format_2330", "term": "Textual format" } ] }, { "data": { "uri": "http://edamontology.org/data_2385", "term": "RefSeq accession (protein)" }, "format": [] } ], "output": [ { "data": { "uri": "http://edamontology.org/data_1384", "term": "Protein sequence alignment" }, "format": [ { "uri": "http://edamontology.org/format_1929", "term": "FASTA" } ] }, { "data": { "uri": "http://edamontology.org/data_0872", "term": "Phylogenetic tree" }, "format": [ { "uri": "http://edamontology.org/format_1910", "term": "newick" } ] }, { "data": { "uri": "http://edamontology.org/data_1277", "term": "Protein features" }, "format": [ { "uri": "http://edamontology.org/format_3464", "term": "JSON" } ] }, { "data": { "uri": "http://edamontology.org/data_2968", "term": "Image" }, "format": [ { "uri": "http://edamontology.org/format_3604", "term": "SVG" } ] }, { "data": { "uri": "http://edamontology.org/data_1245", "term": "Sequence cluster (protein)" }, "format": [ { "uri": "http://edamontology.org/format_3464", "term": "JSON" } ] } ], "note": null, "cmd": null } ], "toolType": [ "Web service" ], "topic": [ { "uri": "http://edamontology.org/topic_3299", "term": "Evolutionary biology" }, { "uri": "http://edamontology.org/topic_0084", "term": "Phylogeny" }, { "uri": "http://edamontology.org/topic_3301", "term": "Microbiology" }, { "uri": "http://edamontology.org/topic_3510", "term": "Protein sites, features and motifs" }, { "uri": "http://edamontology.org/topic_0085", "term": "Functional genomics" }, { "uri": "http://edamontology.org/topic_0194", "term": "Phylogenomics" }, { "uri": "http://edamontology.org/topic_0091", "term": "Bioinformatics" } ], "operatingSystem": [], "language": [], "license": null, "collectionID": [], "maturity": null, "cost": null, "accessibility": null, "elixirPlatform": [], "elixirNode": [], "elixirCommunity": [], "link": [], "download": [], "documentation": [ { "url": "http://trend.evobionet.com/help", "type": [ "User manual" ], "note": null } ], "publication": [ { "doi": "10.1093/nar/gkaa243", "pmid": "32282909", "pmcid": "PMC7319448", "type": [ "Primary" ], "version": null, "note": null, "metadata": { "title": "TREND: a platform for exploring protein function in prokaryotes based on phylogenetic, domain architecture and gene neighborhood analyses", "abstract": "Key steps in a computational study of protein function involve analysis of (i) relationships between homologous proteins, (ii) protein domain architecture and (iii) gene neighborhoods the corresponding proteins are encoded in. Each of these steps requires a separate computational task and sets of tools. Currently in order to relate protein features and gene neighborhoods information to phylogeny, researchers need to prepare all the necessary data and combine them by hand, which is time-consuming and error-prone. Here, we present a new platform, TREND (tree-based exploration of neighborhoods and domains), which can perform all the necessary steps in automated fashion and put the derived information into phylogenomic context, thus making evolutionary based protein function analysis more efficient. A rich set of adjustable components allows a user to run the computational steps specific to his task. TREND is freely available at http://trend.zhulinlab.org.", "date": "2021-01-01T00:00:00Z", "citationCount": 33, "authors": [ { "name": "Gumerov V.M." }, { "name": "Zhulin I.B." } ], "journal": "Nucleic Acids Research" } }, { "doi": "10.1093/nar/gkac034", "pmid": "35100406", "pmcid": "PMC8860576", "type": [ "Other" ], "version": null, "note": "Can be also accessed at this URL: https://academic.oup.com/nar/advance-article/doi/10.1093/nar/gkac034/6517937", "metadata": { "title": "Erratum: TREND: A platform for exploring protein function in prokaryotes based on phylogenetic, domain architecture and gene neighborhood analyses (Nucleic Acids Research DOI: 10.1093/nar/gkaa243)", "abstract": "TheURL address of the web server published in this article has been changed fromhttp://trend.zhulinlab.org to http://trend. evobionet.com/.", "date": "2022-02-22T00:00:00Z", "citationCount": 6, "authors": [ { "name": "Gumerov V.M." }, { "name": "Zhulin I.B." } ], "journal": "Nucleic Acids Research" } } ], "credit": [ { "name": "Vadim Gumerov", "email": "gumerov.1@osu.edu", "url": null, "orcidid": "https://orcid.org/0000-0003-1670-7679", "gridid": null, "rorid": null, "fundrefid": null, "typeEntity": null, "typeRole": [], "note": null } ], "owner": "vadim", "additionDate": "2020-11-09T21:38:53Z", "lastUpdate": "2024-12-17T20:42:49.942166Z", "editPermission": { "type": "private", "authors": [] }, "validated": 0, "homepage_status": 0, "elixir_badge": 0, "confidence_flag": null }, { "name": "Cofactory", "description": "Identification of Rossmann folds and prediction of FAD, NAD and NADP specificity.", "homepage": "http://cbs.dtu.dk/services/Cofactory/", "biotoolsID": "cofactory", "biotoolsCURIE": "biotools:cofactory", "version": [ "2.1" ], "otherID": [], "relation": [], "function": [ { "operation": [ { "uri": "http://edamontology.org/operation_2423", "term": "Prediction and recognition" } ], "input": [ { "data": { "uri": "http://edamontology.org/data_2044", "term": "Sequence" }, "format": [ { "uri": "http://edamontology.org/format_1929", "term": "FASTA" } ] } ], "output": [ { "data": { "uri": "http://edamontology.org/data_1277", "term": "Protein features" }, "format": [ { "uri": "http://edamontology.org/format_2330", "term": "Textual format" } ] } ], "note": "identifies Rossmann fold sequence domains and predicts their specificity for the cofactors FAD, NAD or NADP", "cmd": null } ], "toolType": [ "Web application" ], "topic": [ { "uri": "http://edamontology.org/topic_3510", "term": "Protein sites, features and motifs" } ], "operatingSystem": [ "Linux" ], "language": [], "license": "Other", "collectionID": [], "maturity": "Emerging", "cost": "Free of charge (with restrictions)", "accessibility": null, "elixirPlatform": [], "elixirNode": [], "elixirCommunity": [], "link": [ { "url": "http://www.cbs.dtu.dk/services/doc/cofactory-1.0.readme", "type": [ "Repository" ], "note": null }, { "url": "http://cbs.dtu.dk/services", "type": [ "Software catalogue" ], "note": null } ], "download": [ { "url": "http://www.cbs.dtu.dk/services/doc/cofactory-1.0.readme", "type": "Source code", "note": null, "version": null }, { "url": "http://www.cbs.dtu.dk/services/doc/cofactory-1.0.readme", "type": "Binaries", "note": null, "version": null } ], "documentation": [ { "url": "http://www.cbs.dtu.dk/services/Cofactory/instructions.php", "type": [ "General" ], "note": null } ], "publication": [ { "doi": "10.1002/prot.24536", "pmid": "24523134", "pmcid": null, "type": [ "Primary" ], "version": null, "note": null, "metadata": null } ], "credit": [ { "name": "CBS", "email": null, "url": null, "orcidid": null, "gridid": null, "rorid": null, "fundrefid": null, "typeEntity": "Institute", "typeRole": [ "Provider" ], "note": null }, { "name": "Thomas Nordahl Petersen", "email": "tnp@cbs.dtu.dk", "url": null, "orcidid": null, "gridid": null, "rorid": null, "fundrefid": null, "typeEntity": "Person", "typeRole": [ "Primary contact" ], "note": null } ], "owner": "CBS", "additionDate": "2015-08-24T10:00:36Z", "lastUpdate": "2024-11-25T16:22:09.216410Z", "editPermission": { "type": "private", "authors": [] }, "validated": 1, "homepage_status": 0, "elixir_badge": 0, "confidence_flag": null }, { "name": "IBM Bioinformatics and Pattern Discovery Group", "description": "Extensive server possessing a wide range of tools for pattern discovery in DNA and protein sequences as well as in text. 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