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iRSpot-Pse6NC: Identifying recombination spots in Saccharomyces cerevisiae by incorporating hexamer composition into general PseKNC

Meiotic recombination caused by meiotic double-strand DNA breaks. In some regions the frequency of DNA recombination is relatively higher, while in other regions the frequency is lower: the former is usually called “recombination hotspot”, while the latter the “recombination coldspot”. Information o...

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Autores principales: Yang, Hui, Qiu, Wang-Ren, Liu, Guoqing, Guo, Feng-Biao, Chen, Wei, Chou, Kuo-Chen, Lin, Hao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Ivyspring International Publisher 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6036749/
https://www.ncbi.nlm.nih.gov/pubmed/29989083
http://dx.doi.org/10.7150/ijbs.24616
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author Yang, Hui
Qiu, Wang-Ren
Liu, Guoqing
Guo, Feng-Biao
Chen, Wei
Chou, Kuo-Chen
Lin, Hao
author_facet Yang, Hui
Qiu, Wang-Ren
Liu, Guoqing
Guo, Feng-Biao
Chen, Wei
Chou, Kuo-Chen
Lin, Hao
author_sort Yang, Hui
collection PubMed
description Meiotic recombination caused by meiotic double-strand DNA breaks. In some regions the frequency of DNA recombination is relatively higher, while in other regions the frequency is lower: the former is usually called “recombination hotspot”, while the latter the “recombination coldspot”. Information of the hot and cold spots may provide important clues for understanding the mechanism of genome revolution. Therefore, it is important to accurately predict these spots. In this study, we rebuilt the benchmark dataset by unifying its samples with a same length (131 bp). Based on such a foundation and using SVM (Support Vector Machine) classifier, a new predictor called “iRSpot-Pse6NC” was developed by incorporating the key hexamer features into the general PseKNC (Pseudo K-tuple Nucleotide Composition) via the binomial distribution approach. It has been observed via rigorous cross-validations that the proposed predictor is superior to its counterparts in overall accuracy, stability, sensitivity and specificity. For the convenience of most experimental scientists, the web-server for iRSpot-Pse6NC has been established at http://lin-group.cn/server/iRSpot-Pse6NC, by which users can easily obtain their desired result without the need to go through the detailed mathematical equations involved.
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spelling pubmed-60367492018-07-09 iRSpot-Pse6NC: Identifying recombination spots in Saccharomyces cerevisiae by incorporating hexamer composition into general PseKNC Yang, Hui Qiu, Wang-Ren Liu, Guoqing Guo, Feng-Biao Chen, Wei Chou, Kuo-Chen Lin, Hao Int J Biol Sci Research Paper Meiotic recombination caused by meiotic double-strand DNA breaks. In some regions the frequency of DNA recombination is relatively higher, while in other regions the frequency is lower: the former is usually called “recombination hotspot”, while the latter the “recombination coldspot”. Information of the hot and cold spots may provide important clues for understanding the mechanism of genome revolution. Therefore, it is important to accurately predict these spots. In this study, we rebuilt the benchmark dataset by unifying its samples with a same length (131 bp). Based on such a foundation and using SVM (Support Vector Machine) classifier, a new predictor called “iRSpot-Pse6NC” was developed by incorporating the key hexamer features into the general PseKNC (Pseudo K-tuple Nucleotide Composition) via the binomial distribution approach. It has been observed via rigorous cross-validations that the proposed predictor is superior to its counterparts in overall accuracy, stability, sensitivity and specificity. For the convenience of most experimental scientists, the web-server for iRSpot-Pse6NC has been established at http://lin-group.cn/server/iRSpot-Pse6NC, by which users can easily obtain their desired result without the need to go through the detailed mathematical equations involved. Ivyspring International Publisher 2018-05-22 /pmc/articles/PMC6036749/ /pubmed/29989083 http://dx.doi.org/10.7150/ijbs.24616 Text en © Ivyspring International Publisher This is an open access article distributed under the terms of the Creative Commons Attribution (CC BY-NC) license (https://creativecommons.org/licenses/by-nc/4.0/). See http://ivyspring.com/terms for full terms and conditions.
spellingShingle Research Paper
Yang, Hui
Qiu, Wang-Ren
Liu, Guoqing
Guo, Feng-Biao
Chen, Wei
Chou, Kuo-Chen
Lin, Hao
iRSpot-Pse6NC: Identifying recombination spots in Saccharomyces cerevisiae by incorporating hexamer composition into general PseKNC
title iRSpot-Pse6NC: Identifying recombination spots in Saccharomyces cerevisiae by incorporating hexamer composition into general PseKNC
title_full iRSpot-Pse6NC: Identifying recombination spots in Saccharomyces cerevisiae by incorporating hexamer composition into general PseKNC
title_fullStr iRSpot-Pse6NC: Identifying recombination spots in Saccharomyces cerevisiae by incorporating hexamer composition into general PseKNC
title_full_unstemmed iRSpot-Pse6NC: Identifying recombination spots in Saccharomyces cerevisiae by incorporating hexamer composition into general PseKNC
title_short iRSpot-Pse6NC: Identifying recombination spots in Saccharomyces cerevisiae by incorporating hexamer composition into general PseKNC
title_sort irspot-pse6nc: identifying recombination spots in saccharomyces cerevisiae by incorporating hexamer composition into general pseknc
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6036749/
https://www.ncbi.nlm.nih.gov/pubmed/29989083
http://dx.doi.org/10.7150/ijbs.24616
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