Table 1. Summary of the existing approaches in nucleic acid binding site prediction.
RNA | |||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Sequence-based | Brief/Features | ||||||||||||||||
Year | Name | Server | Program | Website | Binding Site Definition | PSSM | RP | ASA | HP | SS | EC | Q | SA | Training | window | Dataset | reference |
2006 | BindN | ✓ | http://bioinfo.ggc.org/bindn/ | 3.5Å | ✓ | ✓ | SVM | 11 | R107(PRINR25),D62(PDNA-62) | [8] | |||||||
2007 | RNABindR | ✓ | http://einstein.cs.iastate.edu/RNABindR/ | 5Å | ✓ | NB | 25 | R147 | [20] | ||||||||
2008 | PPRInt | ✓ | http://www.imtech.res.in/raghava/pprint/ | 6Å | ✓ | ✓ | SVM | 17 | R107 from BindN, R86 from PPRInt | [23] | |||||||
2008 | RNAproB | 6Å/3.5Å | ✓ | SVM | 25 | R107 from BindN, R86 from PPRInt, R109 from RNABindR | [35] | ||||||||||
2008 | PRINTR | ✓ | http://210.42.106.80/printr/ | ENTANGLE | ✓ | SVM | 15 | R109 from RNABindR | [16] | ||||||||
2008 | RISP | ✓ | http://grc.seu.edu.cn/RISP | 3.5Å | ✓ | SVM | 7 | R147 from RNABindR, R71(PRNA-71,NA) | [36] | ||||||||
2009 | PiRaNhA | ✓ | http://www.bioinformatics.sussex.ac.uk/PIRANHA | 3.9A | ✓ | ✓ | ✓ | ✓ | SVM | 23 | R81 from PPRint,R42(NA) | [37] | |||||
2010 | BindN+ | ✓ | http://bioinfo.ggc.org/bindn+/ | 3.5Å | ✓ | ✓ | ✓ | SVM | 11 | R107(PRINR25),D62(PDNA-62) | [9] | ||||||
2010 | NAPS | ✓ | http://proteomics.bioengr.uic.edu/NAPS/ | 4.5Å | ✓ | ✓ | DT | 7 | R109 from RNABindR, D84 from Pro-dna, D274 from DISIS, D62(PDNA-62) | [7] | |||||||
2010 | PRBR | ✓ | http://www.cbi.seu.edu.cn/PRBR/optional.php | 3.5Å | ✓ | ✓ | RF | 11 | R180 (RBP-180) | [22] | |||||||
2011 | Sungwook | H-bond | ✓ | ✓ | ✓ | SVM | 9 | R3149(PRI3149),R727(PRI727),R267(PRI267) | [38] | ||||||||
2011 | SRCPred | ✓ | http://tardis.nibio.go.jp/netasa/srcpred/ | 3.5Å | ✓ | NN | 5 | R160(PRNA160) | [39] | ||||||||
2011 | Predict_RBP | ✓ | cic.scu.edu.cn/bioinformatics/Predict_RBP.rar | ENTANGLE | ✓ | ✓ | ✓ | SVM | 15 | R107 from BindN, R86 from PPRInt, R109 from RNABindR | [17] | ||||||
2011 | meta2 | ✓ | https://genesilico.pl/meta2 | 3.5Å | Meta-server | R44, R38 from OPRA, R180 from PRBR, R111 from RNABindR, R81 from PiRaNha, R86 from KYG | [4] | ||||||||||
2012 | Qian-Zhong | 6Å/3.5Å/ENTANGLE | ✓ | ✓ | SVM | 25 | R107 from BindN, R86 from PPRInt, R109 from RNABindR | [40]. | |||||||||
2014 | RNABindRPlus | ✓ | http://einstein.cs.iastate.edu/RNABindRPlus/ | 5Å | ✓ | SVM | 21 | R28,R44,R111,R198 | [21] | ||||||||
2015 | RBRIdent | ✓ | http://166.111.152.91/RBRIdent | ENTANGLE | ✓ | ✓ | ✓ | RF | 9 | R281 | [41] | ||||||
Structure-based | |||||||||||||||||
2006 | KYG | ✓ | http://cib.cf.ocha.ac.jp/KYG/ | 7Å | ✓ | ✓ | Function | R86 | [14] | ||||||||
2008 | RsiteDB | ✓ | http://bioinfo3d.cs.tau.ac.il/RsiteDB/ | 7Å | ✓ | Clustering | [15] | ||||||||||
2008 | DR_bind1 | ✓ | http://drbind.limlab.ibms.sinica.edutw/ | HBPLUS | ✓ | ✓ | ✓ | Function | D56 from Susan 2003, D69, R81 | [42] | |||||||
2009 | PRIP | ✓ | http://www.qfab.org/PRIP | 5Å | ✓ | ✓ | SVM | 19 | R147(R144) and R109 from RNABindR | [43] | |||||||
2010 | OPRA | By contact | 4Å | statistical potentials | Function | R316,R38 | [44] | ||||||||||
2011 | DRNA | ✓ | 4.5Å | ✓ | Function | R250(RB250),R212(RB212),RBD292(NA) | [45] | ||||||||||
2010 | Struct-NB | 5Å | ✓ | NB | R147 from RNABindR | [46] | |||||||||||
2010 | PRNA | ✓ | http://doc.aporc.org/wiki/PRNA | ENTANGLE | ✓ | ✓ | ✓ | ✓ | RF | 5 | R205 | [32] | |||||
2014 | aaRNA | ✓ | http://sysimm.ifrec.osaka-u.ac.jp/aarna/ | 3.5Å | ✓ | ✓ | ✓ | ✓ | NN | 11 | R67,R141,R205 | [27] | |||||
2014 | RBRDetector | ✓ | http://ibi.hzau.edu.cn/rbrdetector | 4.5Å, 10%rASA | ✓ | SVM | 11 | R264, R75 | [29] | ||||||||
2014 | Xiaoyong | ENTANGLE | ✓ | ✓ | ✓ | ✓ | RF | 5 | R205(PRNA) | [31] | |||||||
2015 | RBscore | ✓ | http://ahsoka.u-strasbg.fr/rbscore/ | 3.5-6Å | ✓ | ✓ | ✓ | ✓ | R130,R116 | [28] | |||||||
2015 | RNAProSite | ✓ | lilab.ecust.edu.cn/NABind/ | ||||||||||||||
DNA | |||||||||||||||||
Sequence-based | |||||||||||||||||
2004 | DBS-Pred | ✓ | http://www.abren.net/dbs-pred/ | 3.5Å | ✓ | ✓ | ✓ | NN | 3 | D62(PDNA-62), NRTF-915 | [12] | ||||||
2005 | DBS-PSSM | ✓ | http://www.abren.net/dbs-pssm/ | 3.5Å | ✓ | NN | 5 | D62(PDNA-62), PDNA-RDN(NA), PDNA-NR90(NA) | [13] | ||||||||
2006 | DNABindR | ΔASA>1 | ✓ | ✓ | ✓ | ✓ | ✓ | NB | 9 | D171 | [47] | ||||||
2007 | DISIS | ✓ | http://cubic.bioc.columbia.edu/services/disis | 6Å | ✓ | ✓ | ✓ | SVM | 9 | D274 | [48] | ||||||
2007 | DP-Bind | ✓ | http://lcg.rit.albany.edu/dp-bind/ | 3.5Å | ✓ | kernel regression | D62(PDNA-62) | [49] | |||||||||
2009 | ProteDNA | ✓ | http://protedna.csbb.ntu.edu.tw/ | 4.5Å | ✓ | SVM, SSEA | 11 | D253 | [50] | ||||||||
2009 | DbindR | ✓ | http://www.cbi.seu.edu.cn/DBindR/DBindR.htm | 3.5Å | ✓ | ✓ | RF | 11 | D374 | [51] | |||||||
2009 | SDCPred | ✓ | http://sdcpred.netasa.org/ | 3.5Å | ✓ | ✓ | NN | 5 | D159(PDNA159) | [52] | |||||||
2014 | Byungkyu | H-bond | ✓ | SVM | 9 | D143 | [53] | ||||||||||
Structure-based | |||||||||||||||||
1999 | Hidetoshi | 3.5Å | Function | D52 | [54] | ||||||||||||
2003 | Susan | ΔASA>1 | ✓ | Patch analysis | D56 | [55] | |||||||||||
2005 | DBS-kernel | 4.5Å | ✓ | ✓ | SVM | D83(NA) | [56] | ||||||||||
2005 | Pro-dna | ✓ | bioinformatics.bioengr.uic.edu/pro-dna/ | 4.5Å | ✓ | ✓ | ✓ | SVM | D99 (D96,D50) | [57] | |||||||
2005 | PreDs | ✓ | http://pre-s.protein.osaka-u.ac.jp/~preds/ | 3.0Å | ✓ | Function | D63 | [58]. | |||||||||
2007 | DISPLAR | ✓ | http://pipe.scs.fsu.edu/displar.html | 5Å | ✓ | NN | 15 | D428 | [10] | ||||||||
2007 | DR_bind1 | ✓ | http://drbind.limlab.ibms.sinica.edu.tw/ | HBPLUS | Energy based | Function | D56 from Susan 2003, D69, R81 | [26] | |||||||||
2008 | DBD-Hunter | ✓ | http://cssb.biology.gatech.edu/skolnick/webservice/DBD-Hunter/ | 4.5Å | ✓ | Function | D179(DB179) | [59] | |||||||||
2010 | DNABINDPROT | ✓ | http://www.prc.boun.edu.tr/appserv/prc/dnabindprot/ | NUCPLOT | ✓ | ✓ | GNM | 3 | D54 | [24] | |||||||
2011 | metaDBSite | ✓ | http://projects.biotec.tu-dresden.de/metadbsite/ | 3.5Å | Meta-server | NA | D316(PDNA-316),D232(PDNA-232) | [34] | |||||||||
2011 | Xiong | 4.5Å, 10%rASA | ✓ | ✓ | SVM | 11 | D206 | [60] | |||||||||
2012 | Sucharita | ΔASA>0.1 | ✓ | SVM | D130(NA) | [61] | |||||||||||
2013 | Duo-Duo | 4.0Å | ✓ | SVM | 11 | D62(PDNA-62) | [62]. | ||||||||||
2013 | PreDNA | ✓ | http://202.207.14.178/predna/ | 3.5Å | ✓ | ✓ | ✓ | SVM | 11 | D62(PDNA-62), D224 | [63] | ||||||
2013 | DNABind | ✓ | http://mleg.cse.sc.edu/DNABind/ | 4.5Å, 10%rASA | ✓ | ✓ | SVM, template | 11 | D206 | [30] | |||||||
2014 | Bi-Qing | 6Å | ✓ | ✓ | ✓ | SVM | 9 | D90 | [64] |
PSSM: position specific scoring matrix derived from sequence alignment
RP: residue propensity
ASA: accessible surface area
HP: hydrophobicity
SS: secondary structure
EC: conservation entropy
Q: electrostatic/pKa
SA: structural alignment