miRConnect: Identifying Effector Genes of miRNAs and miRNA Families in Cancer Cells

被引:39
作者
Hua, Youjia [1 ]
Duan, Shiwei [2 ]
Murmann, Andrea E. [1 ]
Larsen, Niels [3 ]
Kjems, Jorgen [3 ]
Lund, Anders H. [4 ,5 ]
Peter, Marcus E. [1 ]
机构
[1] Northwestern Univ, Div Hematol Oncol, Feinberg Sch Med, Chicago, IL 60611 USA
[2] Ningbo Univ, Dept Med, Ningbo, Zhejiang, Peoples R China
[3] Aarhus Univ, Dept Mol Biol, Aarhus, Denmark
[4] Univ Copenhagen, Biotech Res & Innovat Ctr, Copenhagen, Denmark
[5] Univ Copenhagen, Ctr Epigenet, Copenhagen, Denmark
关键词
EPITHELIAL-MESENCHYMAL TRANSITION; 3-PHOSPHOINOSITIDE-DEPENDENT PROTEIN KINASE-1; ANTICANCER DRUG DISCOVERY; REGULATORY MODULES; MIR-200; FAMILY; MESSENGER-RNAS; EXPRESSION PROFILES; MICRORNA TARGETS; GROWTH; LINES;
D O I
10.1371/journal.pone.0026521
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
micro(mi)RNAs are small non-coding RNAs that negatively regulate expression of most mRNAs. They are powerful regulators of various differentiation stages, and the expression of genes that either negatively or positively correlate with expressed miRNAs is expected to hold information on the biological state of the cell and, hence, of the function of the expressed miRNAs. We have compared the large amount of available gene array data on the steady state system of the NCI60 cell lines to two different data sets containing information on the expression of 583 individual miRNAs. In addition, we have generated custom data sets containing expression information of 54 miRNA families sharing the same seed match. We have developed a novel strategy for correlating miRNAs with individual genes based on a summed Pearson Correlation Coefficient (sPCC) that mimics an in silico titration experiment. By focusing on the genes that correlate with the expression of miRNAs without necessarily being direct targets of miRNAs, we have clustered miRNAs into different functional groups. This has resulted in the identification of three novel miRNAs that are linked to the epithelial-to-mesenchymal transition (EMT) in addition to the known EMT regulators of the miR-200 miRNA family. In addition, an analysis of gene signatures associated with EMT, c-MYC activity, and ribosomal protein gene expression allowed us to assign different activities to each of the functional clusters of miRNAs. All correlation data are available via a web interface that allows investigators to identify genes whose expression correlates with the expression of single miRNAs or entire miRNA families. miRConnect.org will aid in identifying pathways regulated by miRNAs without requiring specific knowledge of miRNA targets.
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页数:16
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