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dna: An R package for differential network analysis
Differential network analysis provides a framework for examining if there is sufficient statistical evidence to conclude that the structure of a network differs under two experimental conditions or if the structures of two networks are different. The R package dna provides tools and procedures for d...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Biomedical Informatics
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4070055/ https://www.ncbi.nlm.nih.gov/pubmed/24966526 http://dx.doi.org/10.6026/97320630010233 |
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author | Gill, Ryan Datta, Somnath Datta, Susmita |
author_facet | Gill, Ryan Datta, Somnath Datta, Susmita |
author_sort | Gill, Ryan |
collection | PubMed |
description | Differential network analysis provides a framework for examining if there is sufficient statistical evidence to conclude that the structure of a network differs under two experimental conditions or if the structures of two networks are different. The R package dna provides tools and procedures for differential network analysis of genomic data. The focus of this package is on gene-gene networks, but the methods are easily adaptable for more general biological processes. This package includes preprocessing tools for simultaneously preparing a pair of networks for analysis, procedures for computing connectivity scores between pairs of genes based on many available statistical techniques, and tools for handling modules of genes based on these scores. Also, procedures are provided for performing permutation tests based on these scores to determine if the connectivity of a gene differs between the two networks, to determine if the connectivity of a particular set of important genes differs between the two networks, and to determine if the overall module structure differs between the two networks. Several built-in options are available for the types of scores and distances used in the testing procedures, and additionally, the procedures provide flexible methods that allow the user to define custom scores and distances. AVAILABILITY: dna is freely available at The Comprehensive R Archive Network, http://CRAN.R-project.org/package=dna |
format | Online Article Text |
id | pubmed-4070055 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Biomedical Informatics |
record_format | MEDLINE/PubMed |
spelling | pubmed-40700552014-06-25 dna: An R package for differential network analysis Gill, Ryan Datta, Somnath Datta, Susmita Bioinformation Software Differential network analysis provides a framework for examining if there is sufficient statistical evidence to conclude that the structure of a network differs under two experimental conditions or if the structures of two networks are different. The R package dna provides tools and procedures for differential network analysis of genomic data. The focus of this package is on gene-gene networks, but the methods are easily adaptable for more general biological processes. This package includes preprocessing tools for simultaneously preparing a pair of networks for analysis, procedures for computing connectivity scores between pairs of genes based on many available statistical techniques, and tools for handling modules of genes based on these scores. Also, procedures are provided for performing permutation tests based on these scores to determine if the connectivity of a gene differs between the two networks, to determine if the connectivity of a particular set of important genes differs between the two networks, and to determine if the overall module structure differs between the two networks. Several built-in options are available for the types of scores and distances used in the testing procedures, and additionally, the procedures provide flexible methods that allow the user to define custom scores and distances. AVAILABILITY: dna is freely available at The Comprehensive R Archive Network, http://CRAN.R-project.org/package=dna Biomedical Informatics 2014-04-23 /pmc/articles/PMC4070055/ /pubmed/24966526 http://dx.doi.org/10.6026/97320630010233 Text en © 2014 Biomedical Informatics This is an open-access article, which permits unrestricted use, distribution, and reproduction in any medium, for non-commercial purposes, provided the original author and source are credited. |
spellingShingle | Software Gill, Ryan Datta, Somnath Datta, Susmita dna: An R package for differential network analysis |
title | dna: An R package for differential network analysis |
title_full | dna: An R package for differential network analysis |
title_fullStr | dna: An R package for differential network analysis |
title_full_unstemmed | dna: An R package for differential network analysis |
title_short | dna: An R package for differential network analysis |
title_sort | dna: an r package for differential network analysis |
topic | Software |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4070055/ https://www.ncbi.nlm.nih.gov/pubmed/24966526 http://dx.doi.org/10.6026/97320630010233 |
work_keys_str_mv | AT gillryan dnaanrpackagefordifferentialnetworkanalysis AT dattasomnath dnaanrpackagefordifferentialnetworkanalysis AT dattasusmita dnaanrpackagefordifferentialnetworkanalysis |