anamiR: integrated analysis of MicroRNA and gene expression profiling

被引:13
作者
Wang, Ti-Tai [1 ]
Lee, Chien-Yueh [1 ]
Lai, Liang-Chuan [2 ]
Tsai, Mong-Hsun [3 ,4 ,5 ]
Lu, Tzu-Pin [6 ]
Chuang, Eric Y. [1 ,3 ]
机构
[1] Natl Taiwan Univ, Grad Inst Biomed Elect & Bioinformat, Taipei 10617, Taiwan
[2] Natl Taiwan Univ, Grad Inst Physiol, Taipei 10051, Taiwan
[3] Natl Taiwan Univ, Bioinformat & Biostat Core, Ctr Genom Med, Taipei 10055, Taiwan
[4] Natl Taiwan Univ, Inst Biotechnol, Taipei 10672, Taiwan
[5] Natl Taiwan Univ, Ctr Biotechnol, Taipei 10672, Taiwan
[6] Natl Taiwan Univ, Inst Epidemiol & Prevent Med, Taipei 10055, Taiwan
关键词
MicroRNA; Gene expression; Functional enrichment analysis; R/Bioconductor; PROSTATE-CANCER CELLS; MULTIPLE-MYELOMA; PROLIFERATION; PREDICTION; ENRICHMENT; INVASION; TARGETS; PROTEIN;
D O I
10.1186/s12859-019-2870-x
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
BackgroundWith 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.ResultsTo 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.ConclusionThe 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.
引用
收藏
页数:7
相关论文
共 42 条
[1]   Multiple myeloma cells alter the senescence phenotype of bone marrow mesenchymal stromal cells under participation of the DLK1-DIO3 genomic region [J].
Berenstein, Rimma ;
Blau, Olga ;
Nogai, Axel ;
Waechter, Marlies ;
Slonova, Ekaterina ;
Schmidt-Hieber, Martin ;
Kunitz, Annegret ;
Pezzutto, Antonio ;
Doerken, Bernd ;
Blau, Igor Wolfgang .
BMC CANCER, 2015, 15
[2]   The microRNA.org resource: targets and expression [J].
Betel, Doron ;
Wilson, Manda ;
Gabow, Aaron ;
Marks, Debora S. ;
Sander, Chris .
NUCLEIC ACIDS RESEARCH, 2008, 36 :D149-D153
[3]   Bias in microRNA functional enrichment analysis [J].
Bleazard, Thomas ;
Lamb, Janine A. ;
Griffiths-Jones, Sam .
BIOINFORMATICS, 2015, 31 (10) :1592-1598
[4]   Identification of novel antigens with induced immune response in monoclonal gammopathy of undetermined significance [J].
Blotta, Simona ;
Tassone, Pierfrancesco ;
Prabhala, Rao H. ;
Tagliaferri, Piersandro ;
Cervi, David ;
Amin, Samir ;
Jakubikova, Jana ;
Tai, Yu-Tzu ;
Podar, Klaus ;
Mitsiades, Constantine S. ;
Zullo, Alessandro ;
Franco, Brunella ;
Anderson, Kenneth C. ;
Munshi, Nikhil C. .
BLOOD, 2009, 114 (15) :3276-3284
[5]   Phospho-MED1-enhanced UBE2C locus looping drives castration-resistant prostate cancer growth [J].
Chen, Zhong ;
Zhang, Chunpeng ;
Wu, Dayong ;
Chen, Hongyan ;
Rorick, Anna ;
Zhang, Xiaoting ;
Wang, Qianben .
EMBO JOURNAL, 2011, 30 (12) :2405-2419
[6]   miRTarBase 2016: updates to the experimentally validated miRNA-target interactions database [J].
Chou, Chih-Hung ;
Chang, Nai-Wen ;
Shrestha, Sirjana ;
Hsu, Sheng-Da ;
Lin, Yu-Ling ;
Lee, Wei-Hsiang ;
Yang, Chi-Dung ;
Hong, Hsiao-Chin ;
Wei, Ting-Yen ;
Tu, Siang-Jyun ;
Tsai, Tzi-Ren ;
Ho, Shu-Yi ;
Jian, Ting-Yan ;
Wu, Hsin-Yi ;
Chen, Pin-Rong ;
Lin, Nai-Chieh ;
Huang, Hsin-Tzu ;
Yang, Tzu-Ling ;
Pai, Chung-Yuan ;
Tai, Chun-San ;
Chen, Wen-Liang ;
Huang, Chia-Yen ;
Liu, Chun-Chi ;
Weng, Shun-Long ;
Liao, Kuang-Wen ;
Hsu, Wen-Lian ;
Huang, Hsien-Da .
NUCLEIC ACIDS RESEARCH, 2016, 44 (D1) :D239-D247
[7]   Reactome: a database of reactions, pathways and biological processes [J].
Croft, David ;
O'Kelly, Gavin ;
Wu, Guanming ;
Haw, Robin ;
Gillespie, Marc ;
Matthews, Lisa ;
Caudy, Michael ;
Garapati, Phani ;
Gopinath, Gopal ;
Jassal, Bijay ;
Jupe, Steven ;
Kalatskaya, Irina ;
Mahajan, Shahana ;
May, Bruce ;
Ndegwa, Nelson ;
Schmidt, Esther ;
Shamovsky, Veronica ;
Yung, Christina ;
Birney, Ewan ;
Hermjakob, Henning ;
D'Eustachio, Peter ;
Stein, Lincoln .
NUCLEIC ACIDS RESEARCH, 2011, 39 :D691-D697
[8]   MicroRNA-424 impairs ubiquitination to activate STAT3 and promote prostate tumor progression [J].
Dallavalle, Cecilia ;
Albino, Domenico ;
Civenni, Gianluca ;
Merulla, Jessica ;
Ostano, Paola ;
Mello-Grand, Maurizia ;
Rossi, Simona ;
Losa, Marco ;
D'Ambrosio, Gioacchino ;
Sessa, Fausto ;
Thalmann, George N. ;
Garcia-Escudero, Ramon ;
Zitella, Andrea ;
Chiorino, Giovanna ;
Catapano, Carlo V. ;
Carbone, Giuseppina M. .
JOURNAL OF CLINICAL INVESTIGATION, 2016, 126 (12) :4585-4602
[9]   MouseCyc: a curated biochemical pathways database for the laboratory mouse [J].
Evsikov, Alexei V. ;
Dolan, Mary E. ;
Genrich, Michael P. ;
Patek, Emily ;
Bult, Carol J. .
GENOME BIOLOGY, 2009, 10 (08)
[10]   Inference of miRNA targets using evolutionary conservation and pathway analysis [J].
Gaidatzis, Dimos ;
van Nimwegen, Erik ;
Hausser, Jean ;
Zavolan, Mihaela .
BMC BIOINFORMATICS, 2007, 8