Allele-specific behavior of molecular networks: understanding small-molecule drug response in yeast.

The study of systems genetics is changing the way the genetic and molecular basis of phenotypic variation, such as disease susceptibility and drug response, is being analyzed. Moreover, systems genetics aids in the translation of insights from systems biology into genetics. The use of systems geneti...

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Autores principales: Fan Zhang, Bo Gao, Liangde Xu, Chunquan Li, Dapeng Hao, Shaojun Zhang, Meng Zhou, Fei Su, Xi Chen, Hui Zhi, Xia Li
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Publicado: Public Library of Science (PLoS) 2013
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Acceso en línea:https://doaj.org/article/979d96028c1c4864bf7091e5a7173b95
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spelling oai:doaj.org-article:979d96028c1c4864bf7091e5a7173b952021-11-18T08:02:36ZAllele-specific behavior of molecular networks: understanding small-molecule drug response in yeast.1932-620310.1371/journal.pone.0053581https://doaj.org/article/979d96028c1c4864bf7091e5a7173b952013-01-01T00:00:00Zhttps://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23308257/?tool=EBIhttps://doaj.org/toc/1932-6203The study of systems genetics is changing the way the genetic and molecular basis of phenotypic variation, such as disease susceptibility and drug response, is being analyzed. Moreover, systems genetics aids in the translation of insights from systems biology into genetics. The use of systems genetics enables greater attention to be focused on the potential impact of genetic perturbations on the molecular states of networks that in turn affects complex traits. In this study, we developed models to detect allele-specific perturbations on interactions, in which a genetic locus with alternative alleles exerted a differing influence on an interaction. We utilized the models to investigate the dynamic behavior of an integrated molecular network undergoing genetic perturbations in yeast. Our results revealed the complexity of regulatory relationships between genetic loci and networks, in which different genetic loci perturb specific network modules. In addition, significant within-module functional coherence was found. We then used the network perturbation model to elucidate the underlying molecular mechanisms of individual differences in response to 100 diverse small molecule drugs. As a result, we identified sub-networks in the integrated network that responded to variations in DNA associated with response to diverse compounds and were significantly enriched for known drug targets. Literature mining results provided strong independent evidence for the effectiveness of these genetic perturbing networks in the elucidation of small-molecule responses in yeast.Fan ZhangBo GaoLiangde XuChunquan LiDapeng HaoShaojun ZhangMeng ZhouFei SuXi ChenHui ZhiXia LiPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 8, Iss 1, p e53581 (2013)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Fan Zhang
Bo Gao
Liangde Xu
Chunquan Li
Dapeng Hao
Shaojun Zhang
Meng Zhou
Fei Su
Xi Chen
Hui Zhi
Xia Li
Allele-specific behavior of molecular networks: understanding small-molecule drug response in yeast.
description The study of systems genetics is changing the way the genetic and molecular basis of phenotypic variation, such as disease susceptibility and drug response, is being analyzed. Moreover, systems genetics aids in the translation of insights from systems biology into genetics. The use of systems genetics enables greater attention to be focused on the potential impact of genetic perturbations on the molecular states of networks that in turn affects complex traits. In this study, we developed models to detect allele-specific perturbations on interactions, in which a genetic locus with alternative alleles exerted a differing influence on an interaction. We utilized the models to investigate the dynamic behavior of an integrated molecular network undergoing genetic perturbations in yeast. Our results revealed the complexity of regulatory relationships between genetic loci and networks, in which different genetic loci perturb specific network modules. In addition, significant within-module functional coherence was found. We then used the network perturbation model to elucidate the underlying molecular mechanisms of individual differences in response to 100 diverse small molecule drugs. As a result, we identified sub-networks in the integrated network that responded to variations in DNA associated with response to diverse compounds and were significantly enriched for known drug targets. Literature mining results provided strong independent evidence for the effectiveness of these genetic perturbing networks in the elucidation of small-molecule responses in yeast.
format article
author Fan Zhang
Bo Gao
Liangde Xu
Chunquan Li
Dapeng Hao
Shaojun Zhang
Meng Zhou
Fei Su
Xi Chen
Hui Zhi
Xia Li
author_facet Fan Zhang
Bo Gao
Liangde Xu
Chunquan Li
Dapeng Hao
Shaojun Zhang
Meng Zhou
Fei Su
Xi Chen
Hui Zhi
Xia Li
author_sort Fan Zhang
title Allele-specific behavior of molecular networks: understanding small-molecule drug response in yeast.
title_short Allele-specific behavior of molecular networks: understanding small-molecule drug response in yeast.
title_full Allele-specific behavior of molecular networks: understanding small-molecule drug response in yeast.
title_fullStr Allele-specific behavior of molecular networks: understanding small-molecule drug response in yeast.
title_full_unstemmed Allele-specific behavior of molecular networks: understanding small-molecule drug response in yeast.
title_sort allele-specific behavior of molecular networks: understanding small-molecule drug response in yeast.
publisher Public Library of Science (PLoS)
publishDate 2013
url https://doaj.org/article/979d96028c1c4864bf7091e5a7173b95
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