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Volumn 45, Issue 6, 2017, Pages

MiRTar2GO: A novel rule-based model learning method for cell line specific microRNA target prediction that integrates Ago2 CLIP-Seq and validated microRNA-target interaction data

Author keywords

[No Author keywords available]

Indexed keywords

ARGONAUTE 2 PROTEIN; MICRORNA; ARGONAUTE PROTEIN; EIF2C2 PROTEIN, HUMAN; MESSENGER RNA;

EID: 85019836127     PISSN: 03051048     EISSN: 13624962     Source Type: Journal    
DOI: 10.1093/nar/gkw1185     Document Type: Article
Times cited : (29)

References (76)
  • 1
    • 84879162388 scopus 로고    scopus 로고
    • Biogenesis and the regulation of the maturation of miRNAs
    • Tran, N. and Hutvagner, G. (2013) Biogenesis and the regulation of the maturation of miRNAs. Essays Biochem., 54, 17-28.
    • (2013) Essays Biochem. , vol.54 , pp. 17-28
    • Tran, N.1    Hutvagner, G.2
  • 2
    • 60149095444 scopus 로고    scopus 로고
    • Most mammalian mRNAs are conserved targets of microRNAs
    • Friedman, R.C, Farh, K.K.-H., Burge, C.B. and Bartel, D.P. (2009) Most mammalian mRNAs are conserved targets of microRNAs. Genome Res., 19, 92-105.
    • (2009) Genome Res. , vol.19 , pp. 92-105
    • Friedman, R.C.1    Farh, K.K.-H.2    Burge, C.B.3    Bartel, D.P.4
  • 3
    • 28444437427 scopus 로고    scopus 로고
    • Slicer function of Drosophila Argonautes and its involvement in RISC formation
    • Miyoshi, K., Tsukumo, H., Nagami, T., Siomi, H. and Siomi, M.C. (2005) Slicer function of Drosophila Argonautes and its involvement in RISC formation. Genes Dev., 19, 2837-2848.
    • (2005) Genes Dev. , vol.19 , pp. 2837-2848
    • Miyoshi, K.1    Tsukumo, H.2    Nagami, T.3    Siomi, H.4    Siomi, M.C.5
  • 7
    • 0142165224 scopus 로고    scopus 로고
    • Functional siRNAs and miRNAs exhibit strand bias
    • Khvorova, A., Reynolds, A. and Jayasena, S.D. (2003) Functional siRNAs and miRNAs exhibit strand bias. Cell, 115, 209-216.
    • (2003) Cell , vol.115 , pp. 209-216
    • Khvorova, A.1    Reynolds, A.2    Jayasena, S.D.3
  • 8
    • 58249088751 scopus 로고    scopus 로고
    • MicroRNAs: Target recognition and regulatory functions
    • Bartel, D.P (2009) MicroRNAs: target recognition and regulatory functions. Cell, 136, 215-33.
    • (2009) Cell , vol.136 , pp. 215-233
    • Bartel, D.P.1
  • 9
    • 37648998629 scopus 로고    scopus 로고
    • Getting to the root of miRNA-mediated gene silencing
    • Eulalio, A., Huntzinger, E. and Izaurralde, E. (2008) Getting to the root of miRNA-mediated gene silencing. Cell, 132, 9-14.
    • (2008) Cell , vol.132 , pp. 9-14
    • Eulalio, A.1    Huntzinger, E.2    Izaurralde, E.3
  • 10
    • 84856375470 scopus 로고    scopus 로고
    • Translational inhibition by deadenylation-independent mechanisms is central to microRNA-mediated silencing in zebrafish
    • Mishima, Y, Fukao, A., Kishimoto, T., Sakamoto, H., Fujiwara, T. and Inoue, K. (2012) Translational inhibition by deadenylation-independent mechanisms is central to microRNA-mediated silencing in zebrafish. Proc. Natl. Acad. Sci. U.S.A., 109, 1104-1109.
    • (2012) Proc. Natl. Acad. Sci. U.S.A. , vol.109 , pp. 1104-1109
    • Mishima, Y.1    Fukao, A.2    Kishimoto, T.3    Sakamoto, H.4    Fujiwara, T.5    Inoue, K.6
  • 11
    • 51249106432 scopus 로고    scopus 로고
    • Faulty old ideas about translational regulation paved the way for current confusion about how microRNAs function
    • Kozak, M. (2008) Faulty old ideas about translational regulation paved the way for current confusion about how microRNAs function. Gene, 423, 108-115.
    • (2008) Gene , vol.423 , pp. 108-115
    • Kozak, M.1
  • 12
    • 11844278458 scopus 로고    scopus 로고
    • Conserved seed pairing, often fanked by adenosines, indicates that thousands of human genes are microRNA targets
    • Lewis, B.P, Burge, CB. and Bartel, D.P (2005) Conserved seed pairing, often fanked by adenosines, indicates that thousands of human genes are microRNA targets. Cell, 120, 15-20.
    • (2005) Cell , vol.120 , pp. 15-20
    • Lewis, B.P.1    Burge, C.B.2    Bartel, D.P.3
  • 14
    • 34748821761 scopus 로고    scopus 로고
    • The role of site accessibility in microRNA target recognition
    • Kertesz, M., Iovino, N, Unnerstall, U., Gaul, U. and Segal, E. (2007) The role of site accessibility in microRNA target recognition. Nat. Genet., 39, 1278-1284.
    • (2007) Nat. Genet. , vol.39 , pp. 1278-1284
    • Kertesz, M.1    Iovino, N.2    Unnerstall, U.3    Gaul, U.4    Segal, E.5
  • 16
    • 77952671774 scopus 로고    scopus 로고
    • TargetSpy: A supervised machine learning approach for microRNA target prediction
    • Sturm, M., Hackenberg, M., Langenberger, D. and Frishman, D. (2010) TargetSpy: a supervised machine learning approach for microRNA target prediction. BMC Bioinformatics, 11, 292.
    • (2010) BMC Bioinformatics , vol.11 , pp. 292
    • Sturm, M.1    Hackenberg, M.2    Langenberger, D.3    Frishman, D.4
  • 17
    • 78651329275 scopus 로고    scopus 로고
    • Effcient use of accessibility in microRNA target prediction
    • Maŕin, R.M. and Vańiek, J. (2011) Effcient use of accessibility in microRNA target prediction. Nucleic Acids Res., 39, 19-29.
    • (2011) Nucleic Acids Res. , vol.39 , pp. 19-29
    • Maŕin, R.M.1    Vańiek, J.2
  • 18
    • 34347398567 scopus 로고    scopus 로고
    • Inference of miRNA targets using evolutionary conservation and pathway analysis
    • Gaidatzis, D., van Nimwegen, E., Hausser, J. and Zavolan, M. (2007) Inference of miRNA targets using evolutionary conservation and pathway analysis. BMC Bioinformatics, 8, 69.
    • (2007) BMC Bioinformatics , vol.8 , pp. 69
    • Gaidatzis, D.1    Van Nimwegen, E.2    Hausser, J.3    Zavolan, M.4
  • 20
    • 84874900987 scopus 로고    scopus 로고
    • In-Silico Algorithms for the Screening of Possible microRNA Binding Sites and Their Interactions
    • Dweep, H., Sticht, C and Gretz, N (2013) In-Silico Algorithms for the Screening of Possible microRNA Binding Sites and Their Interactions. Curr. Genomics, 14, 127-136.
    • (2013) Curr. Genomics , vol.14 , pp. 127-136
    • Dweep, H.1    Sticht, C.2    Gretz, N.3
  • 22
    • 77954504259 scopus 로고    scopus 로고
    • Comparison and integration of target prediction algorithms for microRNA studies
    • Zhang, Y and Verbeek, FJ. (2010) Comparison and integration of target prediction algorithms for microRNA studies. J. Integr. Bioinform., 7, 1-13.
    • (2010) J. Integr. Bioinform. , vol.7 , pp. 1-13
    • Zhang, Y.1    Verbeek, F.J.2
  • 27
    • 67749132423 scopus 로고    scopus 로고
    • Argonaute HITS-CLIP decodes microRNA-mRNA interaction maps
    • Chi, S.W., Zang, J.B., Mele, A. and Darnell, R.B. (2009) Argonaute HITS-CLIP decodes microRNA-mRNA interaction maps. Nature, 460, 479-86.
    • (2009) Nature , vol.460 , pp. 479-486
    • Chi, S.W.1    Zang, J.B.2    Mele, A.3    Darnell, R.B.4
  • 28
    • 84876935138 scopus 로고    scopus 로고
    • Mapping the human miRNA interactome by CLASH reveals frequent noncanonical binding
    • Helwak, A., Kudla, G, Dudnakova, T. and Tollervey, D. (2013) Mapping the human miRNA interactome by CLASH reveals frequent noncanonical binding. Cell, 153, 654-665.
    • (2013) Cell , vol.153 , pp. 654-665
    • Helwak, A.1    Kudla, G.2    Dudnakova, T.3    Tollervey, D.4
  • 29
    • 0033982936 scopus 로고    scopus 로고
    • KEGG: Kyoto Encyclopaedia of Genes and Genomes
    • Kanehisa, M. and Goto, S. (2000) KEGG: Kyoto Encyclopaedia of Genes and Genomes. Nucleic Acids Res., 28, 27-30.
    • (2000) Nucleic Acids Res. , vol.28 , pp. 27-30
    • Kanehisa, M.1    Goto, S.2
  • 30
    • 84859498694 scopus 로고    scopus 로고
    • HiPathDB: A human-integrated pathway database with facile visualization
    • Yu, N, Seo, J., Rho, K., Jang, Y, Park, J., Kim, W.K. and Lee, S. (2012) hiPathDB: A human-integrated pathway database with facile visualization. Nucleic Acids Res., 40, D797-D802.
    • (2012) Nucleic Acids Res. , vol.40 , pp. D797-D802
    • Yu, N.1    Seo, J.2    Rho, K.3    Jang, Y.4    Park, J.5    Kim, W.K.6    Lee, S.7
  • 31
    • 49949117302 scopus 로고    scopus 로고
    • Widespread changes in protein synthesis induced by microRNAs
    • Selbach, M. et al. (2008) Widespread changes in protein synthesis induced by microRNAs. Nature, 455, 58-63.
    • (2008) Nature , vol.455 , pp. 58-63
    • Selbach, M.1
  • 34
    • 84905862595 scopus 로고    scopus 로고
    • Argonaute CLIP-Seq reveals miRNA targetome diversity across tissue types
    • Clark, PM., Loher, P, Quann, K., Brody, J., Londin, E.R. and Rigoutsos, I. (2014) Argonaute CLIP-Seq reveals miRNA targetome diversity across tissue types. Sci. Rep., 4, 5947.
    • (2014) Sci. Rep. , vol.4 , pp. 5947
    • Clark, P.M.1    Loher, P.2    Quann, K.3    Brody, J.4    Londin, E.R.5    Rigoutsos, I.6
  • 35
    • 78651307694 scopus 로고    scopus 로고
    • StarBase: A database for exploring microRNA-mRNA interaction maps from Argonaute CLIP-Seq and Degradome-Seq data
    • Yang, J.-H, Li, J.H., Shao, P, Zhou, H, Chen, YQ. and Qu, L.H. (2011) starBase: a database for exploring microRNA-mRNA interaction maps from Argonaute CLIP-Seq and Degradome-Seq data. Nucleic Acids Res., 39, D202-D209.
    • (2011) Nucleic Acids Res. , vol.39 , pp. D202-D209
    • Yang, J.-H.1    Li, J.H.2    Shao, P.3    Zhou, H.4    Chen, Y.Q.5    Qu, L.H.6
  • 36
    • 84891818924 scopus 로고    scopus 로고
    • StarBase v2.0: Decoding miRNA-ceRNA, miRNA-ncRNA and protein-RNA interaction networks from large-scale CLIP-Seq data
    • Li, J.-H., Liu, S., Zhou, H, Qu, L.-H. and Yang, J.-H. (2014) starBase v2.0: decoding miRNA-ceRNA, miRNA-ncRNA and protein-RNA interaction networks from large-scale CLIP-Seq data. Nucleic Acids Res., 42, D92-D97.
    • (2014) Nucleic Acids Res. , vol.42 , pp. D92-D97
    • Li, J.-H.1    Liu, S.2    Zhou, H.3    Qu, L.-H.4    Yang, J.-H.5
  • 37
    • 84872601985 scopus 로고    scopus 로고
    • Direct conversion of fbroblasts to neurons by reprogramming PTB-regulated MicroRNA circuits
    • Xue, Y, Ouyang, K., Huang, J., Zhou, Y, Ouyang, H, Li, H., Wang, G, Wu, Q., Wei, C, Bi, Y et al. (2013) Direct conversion of fbroblasts to neurons by reprogramming PTB-regulated MicroRNA circuits. Cell, 152, 82-96.
    • (2013) Cell , vol.152 , pp. 82-96
    • Xue, Y.1    Ouyang, K.2    Huang, J.3    Zhou, Y.4    Ouyang, H.5    Li, H.6    Wang, G.7    Wu, Q.8    Wei, C.9    Bi, Y.10
  • 40
    • 80054731685 scopus 로고    scopus 로고
    • Genome-wide identifcation of microRNA targets in human ES cells reveals a role for miR-302 in modulating BMP response
    • Lipchina, I., Elkabetz, Y, Hafner, M., Sheridan, R., Mihailovic, A., Tuschl, T, Sander, C., Studer, L. and Betel, D. (2011) Genome-wide identifcation of microRNA targets in human ES cells reveals a role for miR-302 in modulating BMP response. Genes Dev., 25, 2173-2186.
    • (2011) Genes Dev. , vol.25 , pp. 2173-2186
    • Lipchina, I.1    Elkabetz, Y.2    Hafner, M.3    Sheridan, R.4    Mihailovic, A.5    Tuschl, T.6    Sander, C.7    Studer, L.8    Betel, D.9
  • 41
    • 84880447792 scopus 로고    scopus 로고
    • Remodeling of Ago2-mRNA interactions upon cellular stress refects miRNA complementarity and correlates with altered translation rates
    • Karginov, FV. and Hannon, GJ. (2013) Remodeling of Ago2-mRNA interactions upon cellular stress refects miRNA complementarity and correlates with altered translation rates. Genes Dev., 27, 1624-1632.
    • (2013) Genes Dev. , vol.27 , pp. 1624-1632
    • Karginov, F.V.1    Hannon, G.J.2
  • 42
    • 84860539158 scopus 로고    scopus 로고
    • EBV and human microRNAs co-target oncogenic and apoptotic viral and human genes during latency
    • Riley, K.J., Rabinowitz, GS., Yario, T.A., Luna, J.M., Darnell, R.B. and Steitz, J.A. (2012) EBV and human microRNAs co-target oncogenic and apoptotic viral and human genes during latency. EMBO J., 31, 2207-2221.
    • (2012) EMBO J. , vol.31 , pp. 2207-2221
    • Riley, K.J.1    Rabinowitz, G.S.2    Yario, T.A.3    Luna, J.M.4    Darnell, R.B.5    Steitz, J.A.6
  • 43
    • 79959813870 scopus 로고    scopus 로고
    • A quantitative analysis of CLIP methods for identifying binding sites of RNA-binding proteins
    • Kishore, S., Jaskiewicz, L., Burger, L., Hausser, J., Khorshid, M. and Zavolan, M. (2011) A quantitative analysis of CLIP methods for identifying binding sites of RNA-binding proteins. Nat. Methods, 8, 559-564.
    • (2011) Nat. Methods , vol.8 , pp. 559-564
    • Kishore, S.1    Jaskiewicz, L.2    Burger, L.3    Hausser, J.4    Khorshid, M.5    Zavolan, M.6
  • 46
    • 84891818318 scopus 로고    scopus 로고
    • MiRBase: Annotating high confdence microRNAs using deep sequencing data
    • Kozomara, A. and Griffths-Jones, S. (2014) MiRBase: annotating high confdence microRNAs using deep sequencing data. Nucleic Acids Res., 42.
    • (2014) Nucleic Acids Res. , vol.42
    • Kozomara, A.1    Griffths-Jones, S.2
  • 47
    • 84857955708 scopus 로고    scopus 로고
    • An alternative mode of microRNA target recognition
    • Chi, S.W., Hannon, GJ. and Darnell, R.B. (2012) An alternative mode of microRNA target recognition. Nat. Struct. Mol. Biol, 19, 321-327.
    • (2012) Nat. Struct. Mol. Biol , vol.19 , pp. 321-327
    • Chi, S.W.1    Hannon, G.J.2    Darnell, R.B.3
  • 48
    • 84940502214 scopus 로고    scopus 로고
    • Predicting effective microRNA target sites in mammalian mRNAs
    • doi:10.7554/eLife.05005
    • Agarwal, V., Bell, G.W., Nam, J.W. and Bartel, D.P. (2015) Predicting effective microRNA target sites in mammalian mRNAs. Elife, 4, doi:10.7554/eLife.05005.
    • (2015) Elife , vol.4
    • Agarwal, V.1    Bell, G.W.2    Nam, J.W.3    Bartel, D.P.4
  • 49
    • 84905862595 scopus 로고    scopus 로고
    • Argonaute CLIP-Seq reveals miRNA targetome diversity across tissue types
    • Clark, PM., Loher, P, Quann, K., Brody, J., Londin, E.R. and Rigoutsos, I. (2014) Argonaute CLIP-Seq reveals miRNA targetome diversity across tissue types. Sci. Rep., 4, 5947.
    • (2014) Sci. Rep. , vol.4 , pp. 5947
    • Clark, P.M.1    Loher, P.2    Quann, K.3    Brody, J.4    Londin, E.R.5    Rigoutsos, I.6
  • 51
    • 79958165626 scopus 로고    scopus 로고
    • Assessing the utility of thermodynamic features for microRNA target prediction under relaxed seed and no conservation requirements
    • Lekprasert, P, Mayhew, M. and Ohler, U. (2011) Assessing the utility of thermodynamic features for microRNA target prediction under relaxed seed and no conservation requirements. PLoS One, 6, e20622.
    • (2011) PLoS One , vol.6 , pp. e20622
    • Lekprasert, P.1    Mayhew, M.2    Ohler, U.3
  • 56
    • 33846689706 scopus 로고    scopus 로고
    • Using GOstats to test gene lists for GO term association
    • Falcon, S. and Gentleman, R. (2007) Using GOstats to test gene lists for GO term association. Bioinformatics, 23, 257-258.
    • (2007) Bioinformatics , vol.23 , pp. 257-258
    • Falcon, S.1    Gentleman, R.2
  • 59
    • 4644237189 scopus 로고    scopus 로고
    • Fast and effective prediction of microRNA/target duplexes
    • Rehmsmeier, M., Steffen, P, Hochsmann, M. and Giegerich, R. (2004) Fast and effective prediction of microRNA/target duplexes. RNA, 10, 1507-1517.
    • (2004) RNA , vol.10 , pp. 1507-1517
    • Rehmsmeier, M.1    Steffen, P.2    Hochsmann, M.3    Giegerich, R.4
  • 60
    • 33747849920 scopus 로고    scopus 로고
    • RNAhybrid: MicroRNA target prediction easy, fast and fexible
    • Krüger, J. and Rehmsmeier, M. (2006) RNAhybrid: microRNA target prediction easy, fast and fexible. Nucleic Acids Res., 34, W451-W454.
    • (2006) Nucleic Acids Res. , vol.34 , pp. W451-W454
    • Krüger, J.1    Rehmsmeier, M.2
  • 61
    • 79952791439 scopus 로고    scopus 로고
    • Practical aspects of microRNA target prediction
    • Witkos, T.M., Koscianska, T. and Krzyzosiak, W.J. (2011) Practical aspects of microRNA target prediction. Curr Mol. Med, 11, 93-109.
    • (2011) Curr Mol. Med , vol.11 , pp. 93-109
    • Witkos, T.M.1    Koscianska, T.2    Krzyzosiak, W.J.3
  • 63
    • 31044444975 scopus 로고    scopus 로고
    • TarBase: A comprehensive database of experimentally supported animal microRNA targets
    • Sethupathy, P, Corda, B. and Hatzigeorgiou, A.G (2006) TarBase: a comprehensive database of experimentally supported animal microRNA targets. RNA, 12, 192-197.
    • (2006) RNA , vol.12 , pp. 192-197
    • Sethupathy, P.1    Corda, B.2    Hatzigeorgiou, A.G.3
  • 64
    • 80052451056 scopus 로고    scopus 로고
    • Experimental strategies for microRNA target identifcation
    • Thomson, D.W., Bracken, C.P and Goodall, GJ. (2011) Experimental strategies for microRNA target identifcation. Nucleic Acids Res., 39, 6845-6853.
    • (2011) Nucleic Acids Res. , vol.39 , pp. 6845-6853
    • Thomson, D.W.1    Bracken, C.P.2    Goodall, G.J.3
  • 65
    • 84883581963 scopus 로고    scopus 로고
    • ComiR: Combinatorial microRNA target prediction tool
    • Coronnello, C. and Benos, PV. (2013) ComiR: combinatorial microRNA target prediction tool. Nucleic Acids Res., 41, 1-6.
    • (2013) Nucleic Acids Res. , vol.41 , pp. 1-6
    • Coronnello, C.1    Benos, P.V.2
  • 68
    • 38849145861 scopus 로고    scopus 로고
    • Prediction of both conserved and nonconserved microRNA targets in animals
    • Wang, X. and El Naqa, I.M. (2008) Prediction of both conserved and nonconserved microRNA targets in animals. Bioinformatics, 24, 325-332.
    • (2008) Bioinformatics , vol.24 , pp. 325-332
    • Wang, X.1    El Naqa, I.M.2
  • 69
    • 44149083586 scopus 로고    scopus 로고
    • MiRDB: A microRNA target prediction and functional annotation database with a wiki interface
    • Wang, X. (2008) miRDB: a microRNA target prediction and functional annotation database with a wiki interface. RNA, 14, 1012-1017.
    • (2008) RNA , vol.14 , pp. 1012-1017
    • Wang, X.1
  • 73
    • 70350000602 scopus 로고    scopus 로고
    • TargetMiner: MicroRNA target prediction with systematic identifcation of tissue-specifc negative examples
    • Bandyopadhyay, S. and Mitra, R. (2009) TargetMiner: microRNA target prediction with systematic identifcation of tissue-specifc negative examples. Bioinformatics, 25, 2625-2631.
    • (2009) Bioinformatics , vol.25 , pp. 2625-2631
    • Bandyopadhyay, S.1    Mitra, R.2
  • 74
    • 84864758525 scopus 로고    scopus 로고
    • Evaluation: From precision, recall and F-measure to ROC, informedness, markedness and correlation
    • Powers, D (2011) Evaluation: from precision, recall and F-measure to ROC, informedness, markedness and correlation. J. Mach. Learn. Technol., 2, 37-63.
    • (2011) J. Mach. Learn. Technol. , vol.2 , pp. 37-63
    • Powers, D.1
  • 76
    • 84863005508 scopus 로고    scopus 로고
    • Autoregulation of microRNA biogenesis by let-7 and Argonaute
    • Zisoulis, DG, Kai, Z.S., Chang, R.K. and Pasquinelli, A.E. (2012) Autoregulation of microRNA biogenesis by let-7 and Argonaute. Nature, 486, 541-544.
    • (2012) Nature , vol.486 , pp. 541-544
    • Zisoulis, D.G.1    Kai, Z.S.2    Chang, R.K.3    Pasquinelli, A.E.4


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