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Caipirini: using gene sets to rank literature

BACKGROUND: Keeping up-to-date with bioscience literature is becoming increasingly challenging. Several recent methods help meet this challenge by allowing literature search to be launched based on lists of abstracts that the user judges to be 'interesting'. Some methods go further by allo...

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Autores principales: Soldatos, Theodoros G, O'Donoghue, Seán I, Satagopam, Venkata P, Barbosa-Silva, Adriano, Pavlopoulos, Georgios A, Wanderley-Nogueira, Ana Carolina, Soares-Cavalcanti, Nina Mota, Schneider, Reinhard
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3307494/
https://www.ncbi.nlm.nih.gov/pubmed/22297131
http://dx.doi.org/10.1186/1756-0381-5-1
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author Soldatos, Theodoros G
O'Donoghue, Seán I
Satagopam, Venkata P
Barbosa-Silva, Adriano
Pavlopoulos, Georgios A
Wanderley-Nogueira, Ana Carolina
Soares-Cavalcanti, Nina Mota
Schneider, Reinhard
author_facet Soldatos, Theodoros G
O'Donoghue, Seán I
Satagopam, Venkata P
Barbosa-Silva, Adriano
Pavlopoulos, Georgios A
Wanderley-Nogueira, Ana Carolina
Soares-Cavalcanti, Nina Mota
Schneider, Reinhard
author_sort Soldatos, Theodoros G
collection PubMed
description BACKGROUND: Keeping up-to-date with bioscience literature is becoming increasingly challenging. Several recent methods help meet this challenge by allowing literature search to be launched based on lists of abstracts that the user judges to be 'interesting'. Some methods go further by allowing the user to provide a second input set of 'uninteresting' abstracts; these two input sets are then used to search and rank literature by relevance. In this work we present the service 'Caipirini' (http://caipirini.org) that also allows two input sets, but takes the novel approach of allowing ranking of literature based on one or more sets of genes. RESULTS: To evaluate the usefulness of Caipirini, we used two test cases, one related to the human cell cycle, and a second related to disease defense mechanisms in Arabidopsis thaliana. In both cases, the new method achieved high precision in finding literature related to the biological mechanisms underlying the input data sets. CONCLUSIONS: To our knowledge Caipirini is the first service enabling literature search directly based on biological relevance to gene sets; thus, Caipirini gives the research community a new way to unlock hidden knowledge from gene sets derived via high-throughput experiments.
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spelling pubmed-33074942012-03-20 Caipirini: using gene sets to rank literature Soldatos, Theodoros G O'Donoghue, Seán I Satagopam, Venkata P Barbosa-Silva, Adriano Pavlopoulos, Georgios A Wanderley-Nogueira, Ana Carolina Soares-Cavalcanti, Nina Mota Schneider, Reinhard BioData Min Software Article BACKGROUND: Keeping up-to-date with bioscience literature is becoming increasingly challenging. Several recent methods help meet this challenge by allowing literature search to be launched based on lists of abstracts that the user judges to be 'interesting'. Some methods go further by allowing the user to provide a second input set of 'uninteresting' abstracts; these two input sets are then used to search and rank literature by relevance. In this work we present the service 'Caipirini' (http://caipirini.org) that also allows two input sets, but takes the novel approach of allowing ranking of literature based on one or more sets of genes. RESULTS: To evaluate the usefulness of Caipirini, we used two test cases, one related to the human cell cycle, and a second related to disease defense mechanisms in Arabidopsis thaliana. In both cases, the new method achieved high precision in finding literature related to the biological mechanisms underlying the input data sets. CONCLUSIONS: To our knowledge Caipirini is the first service enabling literature search directly based on biological relevance to gene sets; thus, Caipirini gives the research community a new way to unlock hidden knowledge from gene sets derived via high-throughput experiments. BioMed Central 2012-02-01 /pmc/articles/PMC3307494/ /pubmed/22297131 http://dx.doi.org/10.1186/1756-0381-5-1 Text en Copyright ©2012 Soldatos et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Software Article
Soldatos, Theodoros G
O'Donoghue, Seán I
Satagopam, Venkata P
Barbosa-Silva, Adriano
Pavlopoulos, Georgios A
Wanderley-Nogueira, Ana Carolina
Soares-Cavalcanti, Nina Mota
Schneider, Reinhard
Caipirini: using gene sets to rank literature
title Caipirini: using gene sets to rank literature
title_full Caipirini: using gene sets to rank literature
title_fullStr Caipirini: using gene sets to rank literature
title_full_unstemmed Caipirini: using gene sets to rank literature
title_short Caipirini: using gene sets to rank literature
title_sort caipirini: using gene sets to rank literature
topic Software Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3307494/
https://www.ncbi.nlm.nih.gov/pubmed/22297131
http://dx.doi.org/10.1186/1756-0381-5-1
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