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PALM-IST: Pathway Assembly from Literature Mining - an Information Search Tool
Manual curation of biomedical literature has become extremely tedious process due to its exponential growth in recent years. To extract meaningful information from such large and unstructured text, newer and more efficient mining tool is required. Here, we introduce PALM-IST, a computational platfor...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4437304/ https://www.ncbi.nlm.nih.gov/pubmed/25989388 http://dx.doi.org/10.1038/srep10021 |
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author | Mandloi, Sapan Chakrabarti, Saikat |
author_facet | Mandloi, Sapan Chakrabarti, Saikat |
author_sort | Mandloi, Sapan |
collection | PubMed |
description | Manual curation of biomedical literature has become extremely tedious process due to its exponential growth in recent years. To extract meaningful information from such large and unstructured text, newer and more efficient mining tool is required. Here, we introduce PALM-IST, a computational platform that not only allows users to explore biomedical abstracts using keyword based text mining but also extracts biological entity (e.g., gene/protein, drug, disease, biological processes, cellular component, etc.) information from the extracted text and subsequently mines various databases to provide their comprehensive inter-relation (e.g., interaction, expression, etc.). PALM-IST constructs protein interaction network and pathway information data relevant to the text search using multiple data mining tools and assembles them to create a meta-interaction network. It also analyzes scientific collaboration by extraction and creation of “co-authorship network,” for a given search context. Hence, this useful combination of literature and data mining provided in PALM-IST can be used to extract novel protein-protein interaction (PPI), to generate meta-pathways and further to identify key crosstalk and bottleneck proteins. PALM-IST is available at www.hpppi.iicb.res.in/ctm. |
format | Online Article Text |
id | pubmed-4437304 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-44373042015-06-01 PALM-IST: Pathway Assembly from Literature Mining - an Information Search Tool Mandloi, Sapan Chakrabarti, Saikat Sci Rep Article Manual curation of biomedical literature has become extremely tedious process due to its exponential growth in recent years. To extract meaningful information from such large and unstructured text, newer and more efficient mining tool is required. Here, we introduce PALM-IST, a computational platform that not only allows users to explore biomedical abstracts using keyword based text mining but also extracts biological entity (e.g., gene/protein, drug, disease, biological processes, cellular component, etc.) information from the extracted text and subsequently mines various databases to provide their comprehensive inter-relation (e.g., interaction, expression, etc.). PALM-IST constructs protein interaction network and pathway information data relevant to the text search using multiple data mining tools and assembles them to create a meta-interaction network. It also analyzes scientific collaboration by extraction and creation of “co-authorship network,” for a given search context. Hence, this useful combination of literature and data mining provided in PALM-IST can be used to extract novel protein-protein interaction (PPI), to generate meta-pathways and further to identify key crosstalk and bottleneck proteins. PALM-IST is available at www.hpppi.iicb.res.in/ctm. Nature Publishing Group 2015-05-19 /pmc/articles/PMC4437304/ /pubmed/25989388 http://dx.doi.org/10.1038/srep10021 Text en Copyright © 2015, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Mandloi, Sapan Chakrabarti, Saikat PALM-IST: Pathway Assembly from Literature Mining - an Information Search Tool |
title | PALM-IST: Pathway Assembly from Literature Mining - an Information Search Tool |
title_full | PALM-IST: Pathway Assembly from Literature Mining - an Information Search Tool |
title_fullStr | PALM-IST: Pathway Assembly from Literature Mining - an Information Search Tool |
title_full_unstemmed | PALM-IST: Pathway Assembly from Literature Mining - an Information Search Tool |
title_short | PALM-IST: Pathway Assembly from Literature Mining - an Information Search Tool |
title_sort | palm-ist: pathway assembly from literature mining - an information search tool |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4437304/ https://www.ncbi.nlm.nih.gov/pubmed/25989388 http://dx.doi.org/10.1038/srep10021 |
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