Cargando…

ClanTox: a classifier of short animal toxins

Toxins are detected in sporadic species along the evolutionary tree of the animal kingdom. Venomous animals include scorpions, snakes, bees, wasps, frogs and numerous animals living in the sea such as the stonefish, snail, jellyfish, hydra and more. Interestingly, proteins that share a common scaffo...

Descripción completa

Detalles Bibliográficos
Autores principales: Naamati, Guy, Askenazi, Manor, Linial, Michal
Formato: Texto
Lenguaje:English
Publicado: Oxford University Press 2009
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2703885/
https://www.ncbi.nlm.nih.gov/pubmed/19429697
http://dx.doi.org/10.1093/nar/gkp299
_version_ 1782168877367558144
author Naamati, Guy
Askenazi, Manor
Linial, Michal
author_facet Naamati, Guy
Askenazi, Manor
Linial, Michal
author_sort Naamati, Guy
collection PubMed
description Toxins are detected in sporadic species along the evolutionary tree of the animal kingdom. Venomous animals include scorpions, snakes, bees, wasps, frogs and numerous animals living in the sea such as the stonefish, snail, jellyfish, hydra and more. Interestingly, proteins that share a common scaffold with animal toxins also exist in non-venomous species. However, due to their short length and primary sequence diversity, these, toxin-like proteins remain undetected by classical search engines and genome annotation tools. We construct a toxin classification machine and web server called ClanTox (Classifier of Animal Toxins) that is based on the extraction of sequence-driven features from the primary protein sequence followed by the application of a classification system trained on known animal toxins. For a given input list of sequences, from venomous or non-venomous settings, the ClanTox system predicts whether each sequence is toxin-like. ClanTox provides a ranked list of positively predicted candidates according to statistical confidence. For each protein, additional information is presented including the presence of a signal peptide, the number of cysteine residues and the associated functional annotations. ClanTox is a discovery-prediction tool for a relatively overlooked niche of toxin-like cell modulators, many of which are therapeutic agent candidates. The ClanTox web server is freely accessible at http://www.clantox.cs.huji.ac.il.
format Text
id pubmed-2703885
institution National Center for Biotechnology Information
language English
publishDate 2009
publisher Oxford University Press
record_format MEDLINE/PubMed
spelling pubmed-27038852009-07-01 ClanTox: a classifier of short animal toxins Naamati, Guy Askenazi, Manor Linial, Michal Nucleic Acids Res Articles Toxins are detected in sporadic species along the evolutionary tree of the animal kingdom. Venomous animals include scorpions, snakes, bees, wasps, frogs and numerous animals living in the sea such as the stonefish, snail, jellyfish, hydra and more. Interestingly, proteins that share a common scaffold with animal toxins also exist in non-venomous species. However, due to their short length and primary sequence diversity, these, toxin-like proteins remain undetected by classical search engines and genome annotation tools. We construct a toxin classification machine and web server called ClanTox (Classifier of Animal Toxins) that is based on the extraction of sequence-driven features from the primary protein sequence followed by the application of a classification system trained on known animal toxins. For a given input list of sequences, from venomous or non-venomous settings, the ClanTox system predicts whether each sequence is toxin-like. ClanTox provides a ranked list of positively predicted candidates according to statistical confidence. For each protein, additional information is presented including the presence of a signal peptide, the number of cysteine residues and the associated functional annotations. ClanTox is a discovery-prediction tool for a relatively overlooked niche of toxin-like cell modulators, many of which are therapeutic agent candidates. The ClanTox web server is freely accessible at http://www.clantox.cs.huji.ac.il. Oxford University Press 2009-07-01 2009-05-08 /pmc/articles/PMC2703885/ /pubmed/19429697 http://dx.doi.org/10.1093/nar/gkp299 Text en © 2009 The Author(s) http://creativecommons.org/licenses/by-nc/2.0/uk/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/2.0/uk/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Articles
Naamati, Guy
Askenazi, Manor
Linial, Michal
ClanTox: a classifier of short animal toxins
title ClanTox: a classifier of short animal toxins
title_full ClanTox: a classifier of short animal toxins
title_fullStr ClanTox: a classifier of short animal toxins
title_full_unstemmed ClanTox: a classifier of short animal toxins
title_short ClanTox: a classifier of short animal toxins
title_sort clantox: a classifier of short animal toxins
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2703885/
https://www.ncbi.nlm.nih.gov/pubmed/19429697
http://dx.doi.org/10.1093/nar/gkp299
work_keys_str_mv AT naamatiguy clantoxaclassifierofshortanimaltoxins
AT askenazimanor clantoxaclassifierofshortanimaltoxins
AT linialmichal clantoxaclassifierofshortanimaltoxins