anamiR: integrated analysis of MicroRNA and gene expression profiling

Abstract Background With advancements in high-throughput technologies, the cost of obtaining expression profiles of both mRNA and microRNA in the same individual has substantially decreased. Integrated analysis of these profiles can help to elucidate the functional effects of RNA expression in compl...

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Main Authors: Ti-Tai Wang, Chien-Yueh Lee, Liang-Chuan Lai, Mong-Hsun Tsai, Tzu-Pin Lu, Eric Y. Chuang
Format: Article
Language:English
Published: BMC 2019-05-01
Series:BMC Bioinformatics
Subjects:
Online Access:http://link.springer.com/article/10.1186/s12859-019-2870-x
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spelling doaj-dc16970d4ec6452ba122e8004b3f08e92020-11-25T02:18:35ZengBMCBMC Bioinformatics1471-21052019-05-012011710.1186/s12859-019-2870-xanamiR: integrated analysis of MicroRNA and gene expression profilingTi-Tai Wang0Chien-Yueh Lee1Liang-Chuan Lai2Mong-Hsun Tsai3Tzu-Pin Lu4Eric Y. Chuang5Graduate Institute of Biomedical Electronics and Bioinformatics, National Taiwan UniversityGraduate Institute of Biomedical Electronics and Bioinformatics, National Taiwan UniversityGraduate Institute of Physiology, National Taiwan UniversityBioinformatics and Biostatistics Core, Center of Genomic Medicine, National Taiwan UniversityInstitute of Epidemiology and Preventive Medicine, National Taiwan UniversityGraduate Institute of Biomedical Electronics and Bioinformatics, National Taiwan UniversityAbstract Background With advancements in high-throughput technologies, the cost of obtaining expression profiles of both mRNA and microRNA in the same individual has substantially decreased. Integrated analysis of these profiles can help to elucidate the functional effects of RNA expression in complex diseases, such as cancer. However, fundamental discrepancies are observed in the results from microRNA-mRNA target gene prediction algorithms, and few packages can be used to analyze microRNA and mRNA expression levels simultaneously. Results To address these issues, an R package, anamiR, was developed. A total of 10 experimental/prediction databases were integrated. Two analytical functions are provided in anamiR, including the single marker test and functional gene set enrichment analysis, and several parameters can be changed by users. Here we demonstrate the potential application of the anamiR package to 2 publicly available microarray datasets. Conclusion The anamiR package is effective for an integrated analysis of both RNA and microRNA profiles. By characterizing biological functions and signaling pathways, this package helps identify dysregulated genes/miRNAs from biological and medical experiments. The source code and manual of the anamiR package are freely available at https://bioconductor.org/packages/release/bioc/html/anamiR.html.http://link.springer.com/article/10.1186/s12859-019-2870-xMicroRNAGene expressionFunctional enrichment analysisR/Bioconductor
collection DOAJ
language English
format Article
sources DOAJ
author Ti-Tai Wang
Chien-Yueh Lee
Liang-Chuan Lai
Mong-Hsun Tsai
Tzu-Pin Lu
Eric Y. Chuang
spellingShingle Ti-Tai Wang
Chien-Yueh Lee
Liang-Chuan Lai
Mong-Hsun Tsai
Tzu-Pin Lu
Eric Y. Chuang
anamiR: integrated analysis of MicroRNA and gene expression profiling
BMC Bioinformatics
MicroRNA
Gene expression
Functional enrichment analysis
R/Bioconductor
author_facet Ti-Tai Wang
Chien-Yueh Lee
Liang-Chuan Lai
Mong-Hsun Tsai
Tzu-Pin Lu
Eric Y. Chuang
author_sort Ti-Tai Wang
title anamiR: integrated analysis of MicroRNA and gene expression profiling
title_short anamiR: integrated analysis of MicroRNA and gene expression profiling
title_full anamiR: integrated analysis of MicroRNA and gene expression profiling
title_fullStr anamiR: integrated analysis of MicroRNA and gene expression profiling
title_full_unstemmed anamiR: integrated analysis of MicroRNA and gene expression profiling
title_sort anamir: integrated analysis of microrna and gene expression profiling
publisher BMC
series BMC Bioinformatics
issn 1471-2105
publishDate 2019-05-01
description Abstract Background With advancements in high-throughput technologies, the cost of obtaining expression profiles of both mRNA and microRNA in the same individual has substantially decreased. Integrated analysis of these profiles can help to elucidate the functional effects of RNA expression in complex diseases, such as cancer. However, fundamental discrepancies are observed in the results from microRNA-mRNA target gene prediction algorithms, and few packages can be used to analyze microRNA and mRNA expression levels simultaneously. Results To address these issues, an R package, anamiR, was developed. A total of 10 experimental/prediction databases were integrated. Two analytical functions are provided in anamiR, including the single marker test and functional gene set enrichment analysis, and several parameters can be changed by users. Here we demonstrate the potential application of the anamiR package to 2 publicly available microarray datasets. Conclusion The anamiR package is effective for an integrated analysis of both RNA and microRNA profiles. By characterizing biological functions and signaling pathways, this package helps identify dysregulated genes/miRNAs from biological and medical experiments. The source code and manual of the anamiR package are freely available at https://bioconductor.org/packages/release/bioc/html/anamiR.html.
topic MicroRNA
Gene expression
Functional enrichment analysis
R/Bioconductor
url http://link.springer.com/article/10.1186/s12859-019-2870-x
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