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Volumn 15, Issue 1, 2014, Pages

Protein-specific prediction of mRNA binding using RNA sequences, binding motifs and predicted secondary structures

Author keywords

RNA protein interaction; Support vector machine

Indexed keywords

BINDING ENERGY; EXPERIMENTS; FORECASTING; RNA; SUPPORT VECTOR MACHINES;

EID: 84900394210     PISSN: None     EISSN: 14712105     Source Type: Journal    
DOI: 10.1186/1471-2105-15-123     Document Type: Article
Times cited : (44)

References (47)
  • 1
    • 44449166478 scopus 로고    scopus 로고
    • RNA-binding proteins and post-transcriptional gene regulation
    • 10.1016/j.febslet.2008.03.004, 2858862, 18342629
    • Glisovic T, Bachorik JL, Yong J, Dreyfuss G. RNA-binding proteins and post-transcriptional gene regulation. FEBS Lett 2008, 582(14):1977-1986. 10.1016/j.febslet.2008.03.004, 2858862, 18342629.
    • (2008) FEBS Lett , vol.582 , Issue.14 , pp. 1977-1986
    • Glisovic, T.1    Bachorik, J.L.2    Yong, J.3    Dreyfuss, G.4
  • 2
    • 80054827502 scopus 로고    scopus 로고
    • Genomic analyses of the RNA-binding protein Hu Antigen R (HuR) identify a complex network of target genes and novel characteristics of its binding sites
    • 10.1074/jbc.C111.266882, 3199453, 21890634
    • Uren PJ, Burns SC, Ruan J, Singh KK, Smith AD, Penalva LOF. Genomic analyses of the RNA-binding protein Hu Antigen R (HuR) identify a complex network of target genes and novel characteristics of its binding sites. J Biol Chem 2011, 286(43):37063-37066. 10.1074/jbc.C111.266882, 3199453, 21890634.
    • (2011) J Biol Chem , vol.286 , Issue.43 , pp. 37063-37066
    • Uren, P.J.1    Burns, S.C.2    Ruan, J.3    Singh, K.K.4    Smith, A.D.5    Penalva, L.O.F.6
  • 3
    • 79960230895 scopus 로고    scopus 로고
    • Mapping in vivo protein-RNA interactions at single-nucleotide resolution from HITS-CLIP data
    • 10.1038/nbt.1873, 3400429, 21633356
    • Zhang C, Darnell RB. Mapping in vivo protein-RNA interactions at single-nucleotide resolution from HITS-CLIP data. Nat Biotechnol 2011, 29(7):607-614. 10.1038/nbt.1873, 3400429, 21633356.
    • (2011) Nat Biotechnol , vol.29 , Issue.7 , pp. 607-614
    • Zhang, C.1    Darnell, R.B.2
  • 4
    • 34347406537 scopus 로고    scopus 로고
    • Identification of candidate regulatory sequences in mammalian 3'UTRs by statistical analysis of oligonucleotide distributions
    • 10.1186/1471-2105-8-174, 1904458, 17524134
    • Corà D, Cunto FD, Caselle M, Provero P. Identification of candidate regulatory sequences in mammalian 3'UTRs by statistical analysis of oligonucleotide distributions. BMC Bioinformatics 2007, 8:174. 10.1186/1471-2105-8-174, 1904458, 17524134.
    • (2007) BMC Bioinformatics , vol.8 , pp. 174
    • Corà, D.1    Cunto, F.D.2    Caselle, M.3    Provero, P.4
  • 5
    • 79958269950 scopus 로고    scopus 로고
    • RNA-protein interactions in human health and disease
    • Khalil AM, Rinn JL. RNA-protein interactions in human health and disease. Semin Cel Dev Biol 2011, 22(4):359-365.
    • (2011) Semin Cel Dev Biol , vol.22 , Issue.4 , pp. 359-365
    • Khalil, A.M.1    Rinn, J.L.2
  • 6
    • 33750222859 scopus 로고    scopus 로고
    • Sequence-specific binding of single-stranded RNA: is there a code for recognition?
    • 10.1093/nar/gkl620, 1635273, 16982642
    • Auweter S, Oberstrass F, Allain F. Sequence-specific binding of single-stranded RNA: Is there a code for recognition?. Nucleic Acid Res 2006, 34(17):4943-4959. 10.1093/nar/gkl620, 1635273, 16982642.
    • (2006) Nucleic Acid Res , vol.34 , Issue.17 , pp. 4943-4959
    • Auweter, S.1    Oberstrass, F.2    Allain, F.3
  • 7
    • 79960918737 scopus 로고    scopus 로고
    • Integrative regulatory mapping indicates that the RNA-binding protein HuR couples pre-mRNA processing and mRNA stability
    • 10.1016/j.molcel.2011.06.007, 3220597, 21723170
    • Mukherjee N, Corcoran DL, Nusbaum JD, Reid DW, Georgiev S, Hafner M, Jr MA, Tuschl T, Ohler U, Keene JD. Integrative regulatory mapping indicates that the RNA-binding protein HuR couples pre-mRNA processing and mRNA stability. Mol Cell 2011, 43(3):327-339. 10.1016/j.molcel.2011.06.007, 3220597, 21723170.
    • (2011) Mol Cell , vol.43 , Issue.3 , pp. 327-339
    • Mukherjee, N.1    Corcoran, D.L.2    Nusbaum, J.D.3    Reid, D.W.4    Georgiev, S.5    Hafner, M.6    Jr, M.A.7    Tuschl, T.8    Ohler, U.9    Keene, J.D.10
  • 8
    • 18244362861 scopus 로고    scopus 로고
    • A neural network method for identification of RNA-interacting residues in protein
    • Jeong E, Chung IF, Miyano S. A neural network method for identification of RNA-interacting residues in protein. Genome Inform 2004, 15:105-116.
    • (2004) Genome Inform , vol.15 , pp. 105-116
    • Jeong, E.1    Chung, I.F.2    Miyano, S.3
  • 9
    • 77954185426 scopus 로고    scopus 로고
    • Prediction of protein-RNA binding sites by a random forest method with combined features
    • 10.1093/bioinformatics/btq253, 20483814
    • Liu ZP, Wu LY, Wang Y, Zhang XS, Chen L. Prediction of protein-RNA binding sites by a random forest method with combined features. Bioinformatics 2010, 26(13):1616-1622. 10.1093/bioinformatics/btq253, 20483814.
    • (2010) Bioinformatics , vol.26 , Issue.13 , pp. 1616-1622
    • Liu, Z.P.1    Wu, L.Y.2    Wang, Y.3    Zhang, X.S.4    Chen, L.5
  • 10
    • 33746526551 scopus 로고    scopus 로고
    • Prediction of RNA binding sites in proteins from amino acid sequences
    • 10.1261/rna.2197306, 1524891, 16790841
    • Terribilini M, Lee J, Yan C, Jernigan R, Honavar V, Dobbs D. Prediction of RNA binding sites in proteins from amino acid sequences. RNA 2006, 12(8):1450-1462. 10.1261/rna.2197306, 1524891, 16790841.
    • (2006) RNA , vol.12 , Issue.8 , pp. 1450-1462
    • Terribilini, M.1    Lee, J.2    Yan, C.3    Jernigan, R.4    Honavar, V.5    Dobbs, D.6
  • 11
    • 33747828217 scopus 로고    scopus 로고
    • BindN: a web-based tool for efficient prediction of DNA and RNA binding sites in amino acid sequences
    • 10.1093/nar/gkj425, 1326019, 16414955
    • Wang L, Brown J. BindN: a web-based tool for efficient prediction of DNA and RNA binding sites in amino acid sequences. Nucleic Acid Res 2006, 34:243-248. 10.1093/nar/gkj425, 1326019, 16414955.
    • (2006) Nucleic Acid Res , vol.34 , pp. 243-248
    • Wang, L.1    Brown, J.2
  • 12
    • 57649181721 scopus 로고    scopus 로고
    • Predicting RNA-binding sites of proteins using support vector machines and evolutionary information
    • Cheng CW, Chia-Yu S, Hwang J, Sung T, Hsu W. Predicting RNA-binding sites of proteins using support vector machines and evolutionary information. BMC Bioinformatics 2008, 9(suppl 12):S6+.
    • (2008) BMC Bioinformatics , vol.9 , Issue.SUPPL. 12
    • Cheng, C.W.1    Chia-Yu, S.2    Hwang, J.3    Sung, T.4    Hsu, W.5
  • 13
    • 78751591450 scopus 로고    scopus 로고
    • Identification of RNA-binding sites in proteins by integrating various sequence information
    • 10.1007/s00726-010-0639-7, 20549269
    • Wang CC, Fang Y, Xiao J, Li M. Identification of RNA-binding sites in proteins by integrating various sequence information. Amino Acids 2011, 40:239-248. 10.1007/s00726-010-0639-7, 20549269.
    • (2011) Amino Acids , vol.40 , pp. 239-248
    • Wang, C.C.1    Fang, Y.2    Xiao, J.3    Li, M.4
  • 14
    • 80051711205 scopus 로고    scopus 로고
    • In silico characterization and prediction of global protein-mRNA interactions in yeast
    • 10.1093/nar/gkr160, 3152324, 21459850
    • Pancaldi V, Bähler J. In silico characterization and prediction of global protein-mRNA interactions in yeast. Nucleic Acids Res 2011, 39(14):5826-5836. 10.1093/nar/gkr160, 3152324, 21459850.
    • (2011) Nucleic Acids Res , vol.39 , Issue.14 , pp. 5826-5836
    • Pancaldi, V.1    Bähler, J.2
  • 15
    • 79957840868 scopus 로고    scopus 로고
    • Predicting protein associations with long noncoding RNAs
    • 10.1038/nmeth.1611, 21623348
    • Bellucci M, Agostini F, Masin M, Tartaglia GG. Predicting protein associations with long noncoding RNAs. Nat Methods 2011, 8(6):444-445. 10.1038/nmeth.1611, 21623348.
    • (2011) Nat Methods , vol.8 , Issue.6 , pp. 444-445
    • Bellucci, M.1    Agostini, F.2    Masin, M.3    Tartaglia, G.G.4
  • 16
    • 84055185205 scopus 로고    scopus 로고
    • Predicting RNA-protein interactions using only sequence information
    • 10.1186/1471-2105-12-489, 3322362, 22192482
    • Muppirala UM, Honavar VG, Dobbs D. Predicting RNA-protein interactions using only sequence information. BMC Bioinformatics 2011, 12:489+. 10.1186/1471-2105-12-489, 3322362, 22192482.
    • (2011) BMC Bioinformatics , vol.12
    • Muppirala, U.M.1    Honavar, V.G.2    Dobbs, D.3
  • 17
    • 84874453404 scopus 로고    scopus 로고
    • De novo prediction of RNA-protein interactions from sequence information
    • 10.1039/c2mb25292a, 23138266
    • Wang Y, Chen X, Liu ZP, Huang Q, Wang Y, Xu D, Zhang XS, Chen R, Chen L. De novo prediction of RNA-protein interactions from sequence information. Mol BioSyst 2013, 9:133-142. 10.1039/c2mb25292a, 23138266.
    • (2013) Mol BioSyst , vol.9 , pp. 133-142
    • Wang, Y.1    Chen, X.2    Liu, Z.P.3    Huang, Q.4    Wang, Y.5    Xu, D.6    Zhang, X.S.7    Chen, R.8    Chen, L.9
  • 18
    • 84900444812 scopus 로고    scopus 로고
    • Computational tools for investigating RNA-protein interaction partners
    • Muppirala UM, Lewis BA, Dobbs D. Computational tools for investigating RNA-protein interaction partners. J Comput Sci Syst Biol 2013, 6:182-187.
    • (2013) J Comput Sci Syst Biol , vol.6 , pp. 182-187
    • Muppirala, U.M.1    Lewis, B.A.2    Dobbs, D.3
  • 20
    • 78049275913 scopus 로고    scopus 로고
    • RNAcontext: a new method for learning the sequence and structure binding preferences of RNA-binding proteins
    • 10.1371/journal.pcbi.1000832, 2895634, 20617199
    • Kazan H, Ray D, Chan ET, Hughes TR, Morris Q. RNAcontext: a new method for learning the sequence and structure binding preferences of RNA-binding proteins. PLoS Comput Biol 2010, 6(7):e1000832. 10.1371/journal.pcbi.1000832, 2895634, 20617199.
    • (2010) PLoS Comput Biol , vol.6 , Issue.7
    • Kazan, H.1    Ray, D.2    Chan, E.T.3    Hughes, T.R.4    Morris, Q.5
  • 21
    • 79960185256 scopus 로고    scopus 로고
    • The endless subtleties of RNA-protein complexes
    • 10.1016/j.str.2011.06.006, 21742256
    • Westhof E, Fritsch V. The endless subtleties of RNA-protein complexes. Structure 2011, 19(7):902-903. 10.1016/j.str.2011.06.006, 21742256.
    • (2011) Structure , vol.19 , Issue.7 , pp. 902-903
    • Westhof, E.1    Fritsch, V.2
  • 22
    • 84860268701 scopus 로고    scopus 로고
    • The RNA-binding landscapes of two SR proteins reveal unique functions and binding to diverse RNA classes
    • 10.1186/gb-2012-13-3-r17, 3439968, 22436691
    • Änkö ML, Müller-McNicoll M, Brandl H, Curk T, Gorup C, Henry I, Ule J, Neugebauer KM. The RNA-binding landscapes of two SR proteins reveal unique functions and binding to diverse RNA classes. Genome Biol 2012, 13(3):R17. 10.1186/gb-2012-13-3-r17, 3439968, 22436691.
    • (2012) Genome Biol , vol.13 , Issue.3
    • Änkö, M.L.1    Müller-McNicoll, M.2    Brandl, H.3    Curk, T.4    Gorup, C.5    Henry, I.6    Ule, J.7    Neugebauer, K.M.8
  • 23
    • 77952687104 scopus 로고    scopus 로고
    • Predicting in vivo binding sites of RNA-binding proteins using mRNA secondary structure
    • 10.1261/rna.2017210, 2874161, 20418358
    • Li X, Quon G, Lipshitz HD, Morris Q. Predicting in vivo binding sites of RNA-binding proteins using mRNA secondary structure. RNA 2010, 16(6):1096-1107. 10.1261/rna.2017210, 2874161, 20418358.
    • (2010) RNA , vol.16 , Issue.6 , pp. 1096-1107
    • Li, X.1    Quon, G.2    Lipshitz, H.D.3    Morris, Q.4
  • 24
    • 0032727991 scopus 로고    scopus 로고
    • Themes in RNA-protein recognition
    • 10.1006/jmbi.1999.2991, 10550207
    • Draper DE. Themes in RNA-protein recognition. J Mol Biol 1999, 293(2):255-270. 10.1006/jmbi.1999.2991, 10550207.
    • (1999) J Mol Biol , vol.293 , Issue.2 , pp. 255-270
    • Draper, D.E.1
  • 26
    • 0025194307 scopus 로고
    • Systematic evolution of ligands by exponential enrichment: RNA ligands to bacteriophage T4 DNA polymerase
    • 10.1126/science.2200121, 2200121
    • Tuerk C, Gold L. Systematic evolution of ligands by exponential enrichment: RNA ligands to bacteriophage T4 DNA polymerase. Science 1990, 249(4968):505-510. 10.1126/science.2200121, 2200121.
    • (1990) Science , vol.249 , Issue.4968 , pp. 505-510
    • Tuerk, C.1    Gold, L.2
  • 27
    • 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, Zavolan M. A quantitative analysis of CLIP methods for identifying binding sites of RNA-binding proteins. Nature 2011, 8(7):559-564.
    • (2011) Nature , vol.8 , Issue.7 , pp. 559-564
    • Kishore, S.1    Jaskiewicz, L.2    Burger, L.3    Hausser, J.4    Khorshid, M.5    Zavolan, M.6
  • 29
    • 84870032487 scopus 로고    scopus 로고
    • Argonaute CLIP - A method to identify in vivo targets of miRNAs
    • 10.1016/j.ymeth.2012.09.006, 23022257
    • Jaskiewicz L, Bilen B, Hausser J, Zavolan M. Argonaute CLIP - A method to identify in vivo targets of miRNAs. Methods 2012, 58(2):106-112. 10.1016/j.ymeth.2012.09.006, 23022257.
    • (2012) Methods , vol.58 , Issue.2 , pp. 106-112
    • Jaskiewicz, L.1    Bilen, B.2    Hausser, J.3    Zavolan, M.4
  • 30
    • 84862883971 scopus 로고    scopus 로고
    • RNA-protein interactions in vivo: global gets specific
    • 10.1016/j.tibs.2012.02.005, 22425269
    • Änkö ML, Neugebauer KM. RNA-protein interactions in vivo: global gets specific. Trends Biochem Sci 2012, 37(7):255-262. 10.1016/j.tibs.2012.02.005, 22425269.
    • (2012) Trends Biochem Sci , vol.37 , Issue.7 , pp. 255-262
    • Änkö, M.L.1    Neugebauer, K.M.2
  • 33
    • 0036081355 scopus 로고    scopus 로고
    • Gene Expression Omnibus: NCBI gene expression and hybridization array data repository
    • 10.1093/nar/30.1.207, 99122, 11752295
    • Edgar R, Domrachev M, Lash AE. Gene Expression Omnibus: NCBI gene expression and hybridization array data repository. Nucleic Acids Res 2002, 30:207-210. 10.1093/nar/30.1.207, 99122, 11752295.
    • (2002) Nucleic Acids Res , vol.30 , pp. 207-210
    • Edgar, R.1    Domrachev, M.2    Lash, A.E.3
  • 37
    • 77957244650 scopus 로고    scopus 로고
    • Search and clustering orders of magnitude faster than BLAST
    • 10.1093/bioinformatics/btq461, 20709691
    • Edgar RC. Search and clustering orders of magnitude faster than BLAST. Bioinformatics 2010, 26(19):2460-2461. 10.1093/bioinformatics/btq461, 20709691.
    • (2010) Bioinformatics , vol.26 , Issue.19 , pp. 2460-2461
    • Edgar, R.C.1
  • 39
    • 79955702502 scopus 로고    scopus 로고
    • LIBSVM: A library for support vector machines
    • 27:1-27:27. Software available at.
    • Chang CC, Lin CJ. LIBSVM: A library for support vector machines. ACM Trans Intell Syst Technol 2011, 2(3):27:1-27:27. Software available at [http://www.csie.ntu.edu.tw/~cjlin/libsvm].
    • (2011) ACM Trans Intell Syst Technol , vol.2 , Issue.3
    • Chang, C.C.1    Lin, C.J.2
  • 41
    • 25144494760 scopus 로고    scopus 로고
    • Prediction error estimation: a comparison of resampling methods
    • 10.1093/bioinformatics/bti499, 15905277
    • Molinaro AM, Simon R, Pfeiffer RM. Prediction error estimation: a comparison of resampling methods. Bioinformatics 2005, 21(15):3301-3307. 10.1093/bioinformatics/bti499, 15905277.
    • (2005) Bioinformatics , vol.21 , Issue.15 , pp. 3301-3307
    • Molinaro, A.M.1    Simon, R.2    Pfeiffer, R.M.3
  • 42
    • 84876927499 scopus 로고    scopus 로고
    • Structure-function studies of STAR family Quaking proteins bound to their in vivo RNA target sites
    • 10.1101/gad.216531.113, 3650229, 23630077
    • Teplova M, Hafner M, Teplov D, Essig K, Tuschl T, Patel DJ. Structure-function studies of STAR family Quaking proteins bound to their in vivo RNA target sites. Genes Dev 2013, 27(8):928-940. 10.1101/gad.216531.113, 3650229, 23630077.
    • (2013) Genes Dev , vol.27 , Issue.8 , pp. 928-940
    • Teplova, M.1    Hafner, M.2    Teplov, D.3    Essig, K.4    Tuschl, T.5    Patel, D.J.6
  • 44
    • 79951508198 scopus 로고    scopus 로고
    • An information gain-based approach for recommending useful product reviews
    • Zhang R, Tran T. An information gain-based approach for recommending useful product reviews. Knowl Inf Syst 2011, 26(3):419-434.
    • (2011) Knowl Inf Syst , vol.26 , Issue.3 , pp. 419-434
    • Zhang, R.1    Tran, T.2
  • 46
    • 79960976768 scopus 로고    scopus 로고
    • UniProt Knowledgebase: a hub of integrated protein data
    • doi:10.1093/database/bar009
    • Magrane M, Consortium U. UniProt Knowledgebase: a hub of integrated protein data. Database 2011, 2011. doi:10.1093/database/bar009.
    • (2011) Database , pp. 2011
    • Magrane, M.1    Consortium, U.2


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