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Index | Tool | Web server (Method)? | Download (Method)? | Download (Default predictions)? | MicroRNA organism? | Target organism? | Machine learning based? | Underlying method? | Used target principle(s)? | Requires NGS data for a user run? | Input data type? | Validation data type? | Offers downstream analysis, e.g. pathway enrichments? | Uses predictions from other published tool(s), i.e. non ab initio? | Which other tools are preprocessed? | Prediction granularity? | Implemented in? | Journal / Conference? | Target region? | Input format miRNAs? | Input format targets? | Other input format(s)? | Output format? | Main output type(s)? | Novel miRNAs? | Novel targets? | Number of Features? (Machine learning only) | Year of last update? (until February 2019) | Year? | Times cited?(04.02.2019) | Publication doi url? | Official link(s)? | Utility tool? | Full toolname |
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1 | Antar | No | No | Yes | Homo sapiens, Mus musculus | Homo sapiens, Mus musculus | Yes | Random Forest | Sequence compl., Structure, Site Accessibility, Conservation | No | Sequence | Experimental | No | Yes | miRanda | Per whole target | N/A | RNA | 3’ UTR | N/A | N/A | N/A | N/A | Probability, Binary | N/A | N/A | 20 | N/A | 2011 | 41 | https://dx.doi.org/10.1261%2Frna.2387911 | http://servers.binf.ku.dk/antar/ | No | Antar |
2 | Avishkar | No | Yes | No | Homo sapiens, Mus musculus | Homo sapiens, Mus musculus | Yes | Support Vector Machine | Sequence compl., Structure, Site Accessibility, Conservation | No | Sequence | Experimental | No | Yes | RNAhybrid | Per binding site | Python | BMC Genomics | Any | Comma separated table (Name, sequence) | Comma separated table (Name, sequence) | CLIP locations as comma separated table | Custom table format | Probability, Binary | Yes | Yes | 13 | 2017 | 2015 | 9 | https://dx.doi.org/10.1186%2Fs12864-015-1933-2, Erratum https://doi.org/10.1186/s12864-016-2367-1 | https://bitbucket.org/cellsandmachines/avishkar | No | Avishkar |
3 | BcmicrO | Yes | No | Yes | Homo sapiens, Mus musculus | Homo sapiens, Mus musculus | Yes | Bayesian Network | Sequence compl., Structure, Site Accessibility | No | Both | Experimental | No | Yes | miRanda, TargetScan | Per whole target | N/A | BMC Genomics | 3’ UTR | N/A | N/A | N/A | N/A | Probability | N/A | N/A | N/A | N/A | 2012 | 5 | https://doi.org/10.1186/1471-2164-13-S8-S13, https://www.ncbi.nlm.nih.gov/pubmed/23282032/ | http://compgenomics.utsa.edu/gene/gene_1.php | No | BcmicrO |
4 | Bi-Targeting | No | Yes | Yes | Homo sapiens | Homo sapiens | No | Dynamic programming | Sequence compl., Structure | No | Both | Experimental | Yes | No | Both | Java | BMC Bioinformatics | 3’ UTR | Fasta | Fasta | Custom table format | Duplex energy, hypergeometric p-value | Yes | Yes | N/A | N/A | 2010 | 13 | https://dx.doi.org/10.1186%2F1471-2105-11-249 | http://www.cs.bgu.ac.il/~vaksler/BiTargeting.htm | No | Bi-Targeting | ||
5 | BioVLAB-MMIA | Yes | No | No | Homo sapiens, Mus musculus | Homo sapiens, Mus musculus | No | Correlation analysis | Sequence compl., Structure, Site Accessibility | No | Both | Experimental | Yes | Yes | TargetScan | Per whole target | Java | Bioinformatics | Any | SIP (Array), Fastq (NGS) | SIP (Array), Fastq (NGS) | Custom table format | P-value / fold change | Yes | No | N/A | N/A | 2015 | 14 | https://doi.org/10.1093/bioinformatics/btu614 | http://epigenomics.snu.ac.kr/biovlab_mmia_ngs/ | Yes | BioVLAB-MMIA-NGS | |
6 | Chan et al. | No | Yes | Yes | Caenorhabditis elegans, Drosophila melanogaster | Caenorhabditis elegans, Drosophila melanogaster | No | Motif discovery, Statistical Analysis | Conservation | No | Sequence | Artificial | Yes | No | Both | N/A | PLOS Computational Biology | 3’ UTR | N/A | N/A | N/A | N/A | Conservation scores | N/A | N/A | N/A | N/A | 2005 | 62 | https://doi.org/10.1371/journal.pcbi.0010069 | http://tavazoielab.princeton.edu/mirnas/ | No | Chan et al. | |
7 | ChemiRs | Yes | No | No | Homo sapiens | Homo sapiens | No | Tool ensemble | Sequence compl., Structure, Site Accessibility, Conservation | No | Sequence | Experimental | Yes | Yes | miRanda, RNAhybrid, TargetScan, DIANA-microT | Per whole target | Java | BMC Bioinformatics | 3’ UTR | Identifier list | Identifier list | Comma separated values file | Binary decision | No | No | N/A | 2016 | 2016 | 4 | https://doi.org/10.1186/s12859-016-1002-0 | http://omics.biol.ntnu.edu.tw/ChemiRs | No | ChemiRs | |
8 | chimiRic | No | Yes | No | Homo sapiens, Mus musculus, Caenorhabditis elegans | Homo sapiens, Mus musculus, Caenorhabditis elegans | Yes | Support Vector Machine | Sequence compl. | No | Sequence | Experimental | No | No | Per binding site | Python | PLOS Computational Biology | 3’ UTR | N/A | N/A | N/A | N/A | Score | Yes | Yes | N/A | 2016 | 2016 | 5 | https://dx.doi.org/10.1371%2Fjournal.pcbi.1005026 | https://bitbucket.org/leslielab/chimiric | No | chimiRic | |
9 | CleaveLand4 | No | Yes | No | Any | Any | No | Rule-based | Sequence compl., Structure, Conservation | Yes | Both | Experimental | No | No | Per binding site | Perl, R | Bioinformatics | Any | Fasta | Fasta | Fasta for degradome-seq reads, Optional fasta to filter structural RNAs | Custom list format | Score | Yes | Yes | N/A | 2018 | 2009, 2014 | 229, 40 | https://doi.org/10.1093/bioinformatics/btn604, https://doi.org/10.1093/nar/gku157 | https://github.com/MikeAxtell/CleaveLand4/releases, http://sites.psu.edu/axtell/software/cleaveland4/ | No | CleaveLand4 | |
10 | CoMeTa | No | No | Yes | Homo sapiens | Homo sapiens | No | Expression correlation | Sequence compl., Structure, Conservation | No | Expression | Experimental | Yes | Yes | miRanda, TargetScan | Per whole target | N/A | Genome Research | 3’ UTR | N/A | N/A | N/A | Custom table format | Rank percentile | No | No | N/A | N/A | 2012 | 92 | https://dx.doi.org/10.1101%2Fgr.130435.111 | http://cometa.tigem.it/index.php | No | CoMeTa |
11 | ComiR | Yes | Yes | Yes | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | Yes | Support Vector Machine | Sequence compl., Structure, Site Accessibility | No | Both | Experimental | No | Yes | miRanda | Per whole target | R | PLOS Computational Biology | 3’ UTR | Comma separated field format table (with expression), List of miRNA IDs (without expression) | Fasta | Tab separated values file | Probability | No | Yes | 4 | 2015 | 2012 | 20, 104 | https://doi.org/10.1371/journal.pcbi.1002830, https://doi.org/10.1093/nar/gkt379 | http://www.benoslab.pitt.edu/comir/ | No | ComiR | |
12 | CPSS 2.0 | Yes | No | No | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster, Acyrthosiphon pisum, Aegilops tauschii, Amborella trichopoda, Anolis carolinensis, Anopheles gambiae, Apis mellifera, Arabidopsis lyrata, Arabidopsis thaliana, Bombyx mori, Bos taurus, Brachypodium distachyon, Brassica rapa | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster, Acyrthosiphon pisum, Aegilops tauschii, Amborella trichopoda, Anolis carolinensis, Anopheles gambiae, Apis mellifera, Arabidopsis lyrata, Arabidopsis thaliana, Bombyx mori, Bos taurus, Brachypodium distachyon, Brassica rapa | No | Score | Sequence compl., Structure | Yes | Both | None | Yes | Yes | miRanda | Per whole target | Perl, PHP | Bioinformatics | Any | Fasta (raw sequencing reads) | None | Tab separated values file | Score | Yes | No | N/A | 2017 | 2012 | 28, 0 | https://doi.org/10.1093/bioinformatics/bts282, https://doi.org/10.1093/bioinformatics/btx066 | http://mcg.ustc.edu.cn/db/cpss/index.html, http://114.214.166.79/cpss2.0/ | Yes | CPSS 2.0 | |
13 | CUDA-miRanda | No | Yes | No | Any | Any | No | Dynamic programming | Sequence compl., Structure | No | Sequence | Experimental | No | No | N/A | Both | C, C++, CUDA | BMC Medical Genomics | 3’ UTR | Fasta | Fasta | Custom list format | Score | Yes | Yes | N/A | 2013 | 2014 | 6 | https://dx.doi.org/10.1186%2F1755-8794-7-S1-S9 | https://sourceforge.net/projects/cudamiranda/ | No | CUDA-miRanda (GAMUT) | |
14 | Cupid | No | Yes | No | Homo sapiens | Homo sapiens | Yes | Support Vector Machine | Sequence compl., Structure, Site Accessibility, Conservation | No | Both | Experimental | No | Yes | miRanda, TargetScan | Both | Matlab | Genome Research | 3’ UTR | Custom tab separated values file | Custom tab separated values file containing precomputed targets | Tab separated values file | Probability / Binary decision | Yes | Yes | 6 + 3 | 2018 | 2015 | 30 | https://doi.org/10.1101/gr.178194.114 | http://cupidtool.sourceforge.net/ | No | Cupid | |
15 | DeAnnIso | Yes | No | No | Homo sapiens, Mus musculus, Drosophila melanogaster | Homo sapiens, Mus musculus, Drosophila melanogaster | No | Score | Sequence compl., Structure | No | Sequence | None | Yes | Yes | miRanda, RNAhybrid | Per whole target | Perl, R, PHP | Nucleic Acids Research | Any | Fasta (isomiRs), Fasta (raw sequencing reads) | Custom table format | Score | Yes | No | N/A | 2016 | 2016 | 11 | https://doi.org/10.1093/nar/gkw427 | https://mcg.ustc.edu.cn/bsc/deanniso/index.html | Yes | DeAnnIso | ||
16 | DeepMirTar | No | Yes | No | Homo sapiens | Homo sapiens | Yes | Deep learning | Sequence compl., Structure, Site Accessibility, Conservation | No | Sequence | Both | No | No | Per binding site | Python | Bioinformatics | 3’ UTR | N/A | N/A | N/A | N/A | Binary decision | Yes | Yes | 750 | 2018 | 2018 | 1 | https://doi.org/10.1093/bioinformatics/bty424 | https://github.com/Bjoux2/DeepMirTar_SdA | No | DeepMirTar | |
17 | deepTarget | No | Yes | No | Homo sapiens | Homo sapiens | Yes | Deep learning | Sequence compl. | No | Sequence | Both | No | No | Per whole target | Python | Proceedings of the 7th ACM International Conference on Bioinformatics, Computational Biology, and Health Informatics | Any | N/A | N/A | N/A | N/A | Binary decision | Yes | Yes | N/A | 2016 | 2016 | 5 | https://doi.org/10.1145/2975167.2975212 | http://data.snu.ac.kr/pub/deepTarget/ | No | deepTarget | |
18 | DIANA-microT-CDS | Yes | No | Yes | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | Yes | Generalized Linear Models | Sequence compl., Structure, Site Accessibility, Conservation | No | Sequence | Both | Yes | Yes | RNAhybrid | Both | Java, R | BMC Bioinformatics, Bioinformatics, Nucleic Acids Research, Genes and Development | 3’ UTR, CDS | Identifier | Identifier | Comma separated values file | Score | No | No | 15 | N/A | 2011, 2012, 2009, 2004 | 533, 230, 353, 70, 18, 210, 327 | https://doi.org/10.1101/gad.1184704, https://doi.org/10.1186/1471-2105-10-295, https://doi.org/10.1093/nar/gkp292, https://doi.org/10.1093/nar/gkr294, https://doi.org/10.3389/fgene.2011.00103, https://doi.org/10.1093/bioinformatics/bts043, https://doi.org/10.1093/nar/gkt393 | http://www.microrna.gr/microT-CDS, http://www.microrna.gr/webServer | No | DIANA-microT-CDS 5.0 | |
19 | ElMMo3 | No | No | Yes | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | Yes | Bayesian inference | Sequence compl., Conservation | No | Both | Both | Yes | No | Per whole target | N/A | BMC Bioinformatics, Nucleic Acids Research | 3’ UTR | N/A | N/A | N/A | Tab separated values file | Probability | No | No | N/A | N/A | 2009, 2007 | 204, 57 | https://doi.org/10.1186/1471-2105-8-69, https://dx.doi.org/10.1093%2Fnar%2Fgkp412 | http://www.mirz.unibas.ch/ElMMo3/index.php | No | ElMMo3 (MIRZ) | |
20 | Expmicro | No | Yes | No | Homo sapiens | Homo sapiens | Yes | Bayesian Gaussian Mixture Model | Sequence compl., Structure, Site Accessibility, Conservation | No | Both | Both | No | No | SVMicrO | Per whole target | N/A | BMC Genomics | 3’ UTR | N/A | N/A | N/A | N/A | Score | N/A | N/A | 2 | N/A | 2010 | 6 | https://doi.org/10.1186/1471-2164-11-S3-S12 | http://compgenomics.utsa.edu/expmicro.html, http://expmicro.cbi.utsa.edu/ | No | Expmicro |
21 | Fujiwara & Yada | No | No | No | Homo sapiens | Homo sapiens | No | Statistical Analysis, Sequence search | N/A | No | Sequence | Experimental | No | No | Per whole target | N/A | BMC Genomics | Any | N/A | N/A | N/A | N/A | P-value | N/A | N/A | N/A | N/A | 2013 | 9 | https://doi.org/10.1186/1471-2164-14-S2-S3 | No | Fujiwara & Yada | ||
22 | GenMir++ | No | Yes | Yes | Homo sapiens | Homo sapiens | Yes | Bayesian inference | Sequence compl., Site Accessibility | No | Both | Experimental | Yes | Yes | TargetScan | Per whole target | Matlab | Nature Methods | 3’ UTR | Expression matrix | Expression matrix | Sequence based prediction matrix | Score / Probability matrix | Probability, Score | Yes | Yes | N/A | 2012 | 2007 | 287 | https://doi.org/10.1038/nmeth1130 | http://www.psi.toronto.edu/genmir/ | No | GenMir++ |
23 | GUUGle | Yes | Yes | No | Any | Any | No | Write-Only-Top-Down algorithm | Sequence compl. | No | Sequence | None | No | No | Per binding site | C | Bioinformatics | Any | Fasta | Fasta | Custom list format | Match length | Yes | Yes | N/A | N/A | 2006 | 27 | https://doi.org/10.1093/bioinformatics/btk041 | https://bibiserv.cebitec.uni-bielefeld.de/guugle | Yes | GUUGle | ||
24 | homoTarget | No | Yes | Yes | Homo sapiens | Homo sapiens | Yes | Pattern Recognition Neural Network | Sequence compl., Structure | No | Sequence | Experimental | No | No | Per binding site | C-sharp | Elsevier Genomics | 3’ UTR | Fasta | Fasta | Custom list format | Binary decision | Yes | Yes | 12 | 2012 | 2013 | 12 | https://doi.org/10.1016/j.ygeno.2012.11.005 | https://lbb.ut.ac.ir/dynamic/index.php?newsid=13 | No | homoTarget | ||
25 | HuMiTar | No | No | No | Homo sapiens | Homo sapiens | No | Alignment, Scoring function | Sequence compl. | No | Sequence | Both | No | No | Per binding site | N/A | Algorithms for Molecular Biology | 3’ UTR | N/A | N/A | N/A | Score | Yes | Yes | N/A | 2008 | 2008 | 17 | https://doi.org/10.1186/1748-7188-3-16 | No | HuMiTar | |||
26 | iMir | No | Yes | No | Any | Any | No | Tool ensemble | Sequence compl., Structure, Site Accessibility | Yes | Both | None | No | Yes | miRanda, TargetScan | Per binding site | Python, Java, Perl, R | BMC Bioinformatics | 3’ UTR | Fastq | Fastq | Graphics / Text files | Various | Yes | No | N/A | 2015 | 2013 | 34 | https://doi.org/10.1186/1471-2105-14-362 | http://www.labmedmolge.unisa.it/italiano/home/imir | Yes | iMir | |
27 | IMTRBM | No | Yes | No | Homo sapiens | Homo sapiens | Yes | Restricted Boltzmann machine | Sequence compl., Structure, Site Accessibility | No | Sequence | Experimental | No | Yes | miRanda, TargetScan | Per whole target | Java | IEEE Journal of Biomedical and Health Informatics | Any | Identifier list | Identifier list | Weighted and paired identifier list in tab-delimited file | Tab separated values file | Score | Yes | Yes | N/A | 2017 | 2018 | 0 | https://doi.org/10.1109/JBHI.2018.2814609 | https://github.com/liuying201705/IMTRBM | No | IMTRBM |
28 | IntaRNA 2.0 | Yes | Yes | Yes | Any | Any | No | Hybridization, Matrix algorithms | Sequence compl., Structure, Site Accessibility | No | Sequence | Experimental | No | No | Per whole target | Perl, C++ | Bioinformatics, Nucleic Acids Research | Any | Fasta | Fasta | CSV | MFE | Yes | Yes | N/A | 2018 | 2008 | 27, 234 | https://doi.org/10.1093/bioinformatics/btn544, https://doi.org/10.1093/nar/gkx279 | https://github.com/BackofenLab/IntaRNA, http://rna.informatik.uni-freiburg.de/IntaRNA/Input.jsp | No | IntaRNA 2.0 | ||
29 | MAGI | Yes | No | No | Homo sapiens | Homo sapiens | No | Dynamic programming | Sequence compl., Structure | Yes | Both | None | Yes | Yes | miRanda | Both | Perl, R, PHP, C, CUDA, Node.js, JavaScript | Bioinformatics | 3’ UTR, CDS | Fastq | Fastq | Graphics / Custom table values | Score | Yes | No | N/A | N/A | 2014 | 13 | https://doi.org/10.1093/bioinformatics/btu377 | http://magi.ucsd.edu/ | Yes | MAGI | |
30 | MAGIA2 | Yes | No | No | Homo sapiens, Mus musculus, Drosophila melanogaster | Homo sapiens, Mus musculus, Drosophila melanogaster | No | Tool ensemble | Sequence compl., Structure, Site Accessibility, Conservation | No | Both | Experimental | Yes | Yes | TargetScan, DIANA-microT, miRanda (mirSVR) | Per whole target | N/A | Nucleic Acids Research | Any | Tab-delimited matrix | Tab-delimited matrix | Graphics / Custom table values | Various | No | No | N/A | 2011 | 2012, 2010 | 62, 105 | https://doi.org/10.1093/nar/gkq423, https://doi.org/10.1093/nar/gks460 | http://gencomp.bio.unipd.it/magia, http://gencomp.bio.unipd.it/magia2 | No | MAGIA2 | |
31 | MBStar | Yes | Yes | Yes | Homo sapiens | Homo sapiens | Yes | Random Forest | Sequence compl., Structure, Site Accessibility | No | Sequence | Both | No | No | Both | C | Nature Scientific Reports | 3’ UTR | Fasta | Fasta | Tab-delimited file with two identifier columns | Custom list format | Score | Yes | Yes | 31 structural + 340 sequence features but in total 40 are subselected to remain | 2014 | 2015 | 14 | https://doi.org/10.1038/srep08004 | https://www.isical.ac.in/~bioinfo_miu/MBStar30.htm | No | MBStar | |
32 | microCLIP | No | Yes | No | Homo sapiens | Homo sapiens | Yes | Random Forest, Deep learning | Sequence compl., Structure, Conservation | Yes | Both | Experimental | No | No | Per binding site | Java, R | Nature Communications | 3’ UTR, CDS | Fasta | SAM / BAM | Phastcons files, Gene annotation bed file | Bed format | Score | Yes | No | 131 | 2018 | 2018 | 0 | https://doi.org/10.1038/s41467-018-06046-y | http://carolina.imis.athena-innovation.gr/diana_team/microCLIP/index.html | No | microCLIP | |
33 | MicroInspector | Yes | No | No | Any | Any | No | Alignment | Sequence compl., Structure | No | Sequence | None | No | No | Per binding site | Perl | Nucleic Acids Research | 3’ UTR | Pre-defined selection | Sequence | CSV | MFE | No | Yes | N/A | N/A | 2005 | 172 | https://doi.org/10.1093/nar/gki364 | http://www.imbb.forth.gr/microinspector | No | MicroInspector | ||
34 | microMUMMIE | No | Yes | No | Homo sapiens | Homo sapiens | No | Hidden Markov Model | Sequence compl., Conservation | Yes | Sequence | Both | No | No | Per binding site | Perl, C | Nature Methods | 3’ UTR | Custom | Custom | Read cluster files (CSV), Genomic annotation files (Tab-delimited) | CSV | Signal to noise ratio | Yes | Yes | N/A | 2015 | 2013 | 31 | https://doi.org/10.1038/nmeth.2489 | https://ohlerlab.mdc-berlin.de/software/microMUMMIE_99/ | No | microMUMMIE | |
35 | MicroTar | No | Yes | No | Metazoa | Metazoa | No | Statistical Analysis, Rule-based | Sequence compl., Structure, Site Accessibility | No | Sequence | Both | No | No | Per whole target | C | BMC Bioinformatics | Any | Fasta | Fasta | Tab separated values file | MFE | Yes | Yes | N/A | 2008 | 2006 | 66 | https://doi.org/10.1186/1471-2105-7-S5-S20 | http://tiger.dbs.nus.edu.sg/microtar/ | No | MicroTar | ||
36 | mimiRNA | Yes | No | No | Homo sapiens | Homo sapiens | No | Expression correlation | Sequence compl., Structure, Site Accessibility | No | Expression | Experimental | No | Yes | TargetScan | Per whole target | N/A | Bioinformatics | Any | N/A | N/A | N/A | Custom list format | None | No | No | N/A | 2009 | 2009 | 53 | https://doi.org/10.1093/bioinformatics/btp649 | http://mimirna.centenary.org.au/ | Yes | mimiRNA |
37 | MinoTar | No | No | Yes | Homo sapiens, Drosophila melanogaster | Homo sapiens, Drosophila melanogaster | No | Probabilistic modelling | Sequence compl., Conservation | No | Sequence | Experimental | No | No | Per whole target | N/A | PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA | Any | N/A | N/A | N/A | Comma separated values file | Probability | No | No | N/A | 2010 | 2010 | 86 | https://doi.org/10.1073/pnas.1006172107 | http://www.minotar.csail.mit.edu/ | No | MinoTar | |
38 | MirAncesTar | No | Yes | Yes | Homo sapiens | Homo sapiens | Yes | Logistic regression | Sequence compl., Structure, Site Accessibility, Conservation | No | Sequence | Experimental | No | Yes | miRanda, RNAhybrid, TargetScan | Per whole target | Java | Nucleic Acids Research | 3’ UTR, 5’ UTR | None | Custom tab separated values file | Phastcons files, Custom tab separated values file | Custom list format | Score | Yes | No | N/A | 2016 | 2016 | 5 | https://doi.org/10.1093/nar/gkw1085 | https://www.cs.mcgill.ca/~blanchem/mirancestar/ | No | MirAncesTar |
39 | miRanda | No | Yes | No | Any | Any | No | Dynamic programming | Sequence compl., Structure | No | Sequence | Both | No | No | Both | C | Genome Biology, PLOS Biology | 3’ UTR | Fasta | Fasta | Custom list format | Score, MFE | Yes | Yes | N/A | 2010 | 2003 | 608 | https://doi.org/10.1186/gb-2003-5-1-r1, Correction: https://doi.org/10.1371/journal.pbio.0030264 | http://www.microrna.org/microrna/home.do | No | miRanda | ||
40 | miRaw | No | Yes | No | Homo sapiens | Homo sapiens | Yes | Deep learning | Sequence compl., Structure, Site Accessibility | No | Sequence | Experimental | No | No | Both | Java | PLOS Computational Biology | 3’ UTR | Binary decision | Yes | Yes | N/A | 2018 | 2018 | 0 | https://doi.org/10.1371/journal.pcbi.1006185 | https://bitbucket.org/account/user/bipous/projects/MIRAW | No | miRaw | |||||
41 | miRcode | Yes | No | Yes | Homo sapiens | Homo sapiens | No | Simple string match | Sequence compl., Conservation | No | Sequence | None | No | No | Per binding site | Perl, PHP, Matlab | Bioinformatics | Any | Identifier | Identifier | Custom table format | Conservation scores | No | No | N/A | 2012 | 2012 | 158 | https://doi.org/10.1093/bioinformatics/bts344 | http://www.mircode.org | No | miRcode | ||
42 | mirConnX | Yes | No | No | Homo sapiens, Mus musculus | Homo sapiens, Mus musculus | No | Tool ensemble | Sequence compl., Structure, Conservation | No | Both | Experimental | Yes | Yes | miRanda, RNAhybrid, TargetScan, PITA | Per whole target | N/A | Nucleic Acids Research | 3’ UTR | Tab-delimited expression matrix | Tab-delimited expression matrix | Tab separated values file | Score | No | No | N/A | 2011 | 2011 | 72 | https://doi.org/10.1093/nar/gkr276 | http://www.benoslab.pitt.edu/mirconnx | No | mirConnX | |
43 | mirCoX | Yes | No | Yes | Homo sapiens | Homo sapiens | No | Expression correlation | Expression level | Yes | Expression | Experimental | No | No | N/A | Per whole target | Python, R, C++ | BMC Bioinformatics | Any | N/A | N/A | N/A | Comma separated values file | Correlation | No | No | N/A | 2012 | 2013 | 13 | https://doi.org/10.1186/1471-2105-14-S14-S17 | http://210.212.254.116/mircox/pages/index.php | Yes | mirCoX |
44 | miREE | Yes | No | No | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | Yes | Support Vector Machine, Genetic algorithm | Sequence compl., Structure, Site Accessibility | No | Sequence | Both | No | No | Per binding site | N/A | BMC Bioinformatics | 3’ UTR | Fasta | Fasta | N/A | Score | No | No | 25 | N/A | 2011 | 20 | https://doi.org/10.1186/1471-2105-12-454 | http://eda.polito.it/miREE/ | No | miREE | ||
45 | miRepress | Yes | Yes | No | Homo sapiens | Homo sapiens | Yes | Artificial Neural Network | Sequence compl., Conservation | No | Sequence | Artificial | No | No | Per whole target | Java | Nature Scientific Reports | Any | N/A | N/A | N/A | Fold-repression | N/A | N/A | 9 | N/A | 2016 | 0 | https://doi.org/10.1038/srep22334 | http://gyanxet-beta.com/mirepress.jsp | No | miRepress | ||
46 | MirMAP | Yes | Yes | Yes | Homo sapiens, Mus musculus, Bos taurus | Homo sapiens, Mus musculus, Bos taurus | No | Motif discovery, Markov Model | Structure, Site Accessibility, Conservation | No | Sequence | Experimental | No | No | Both | Python | Nucleic Acids Research | 3’ UTR | List of identifier and sequence | List of identifier and sequence | Multi species alignment of target sequences | Custom report format | Probability, Score, MFE | Yes | Yes | 11 | 2013 | 2012, 2013 | 92 | https://doi.org/10.1093/nar/gks901, https://doi.org/10.1093/nar/gkt430 | https://mirmap.ezlab.org | No | MirMAP | |
47 | mirMark | No | Yes | No | Homo sapiens | Homo sapiens | Yes | Random Forest | Sequence compl., Structure, Site Accessibility, Conservation | No | Sequence | Both | No | Yes | miRanda | Both | Perl, R | Genome Biology | 3’ UTR | Fasta | Fasta | Paired list of identifiers as tab separated values, Phastcons scores for targets | N/A | Probability | Yes | Yes | >700 | 2014 | 2014 | 11 | https://dx.doi.org/10.1186%2Fs13059-014-0500-5 | https://github.com/lanagarmire/MirMark, https://mn.eng.hawaii.edu/~garmire/HTML/MirMark/ | No | mirMark |
48 | miRNALasso | No | Yes | No | Homo sapiens | Homo sapiens | Yes | Lasso regression | Sequence compl., Structure, Site Accessibility, Expression level | No | Both | Experimental | No | Yes | TargetScan | Per whole target | Matlab | Bioinformatics | 3’ UTR | Expression matrix | Expression matrix | Sequence based prediction matrix | Vector of Coefficients | Score | Yes | Yes | N/A | 2015 | 2015 | 6 | https://doi.org/10.1093/bioinformatics/btv392 | http://nba.uth.tmc.edu/homepage/liu/miRNALasso | No | miRNALasso |
49 | miRror-Suite | Yes | No | No | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | No | Tool ensemble | Sequence compl., Structure, Site Accessibility, Conservation, Expression level | No | Both | Experimental | Yes | Yes | TargetScan, miRanda (mirSVR), PITA | Per whole target | N/A | Database | Any | Identifier list | Identifier list | Custom table format | Probability, Score | No | No | N/A | 2010 | 2014 | 4 | https://doi.org/10.1093/database/bau043 | http://www.mirrorsuite.cs.huji.ac.il/ | Yes | miRror-Suite | |
50 | mirSOM | Yes | Yes | No | Caenorhabditis elegans | Caenorhabditis elegans | Yes | Self-organizing map | Sequence compl., Structure, Site Accessibility, Conservation | No | Sequence | Experimental | No | No | Both | Java | Bioinformatics | 3’ UTR | Fasta | N/A | Matrix | Neuron weights | Yes | Yes | N/A | N/A | 2011 | 8 | https://doi.org/10.1093/bioinformatics/btr144 | http://kokki.uku.fi/bioinformatics/mirsom, https://bioinformatics.uef.fi/mirsom/ | No | mirSOM | ||
51 | mirSVR | No | No | Yes | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | Yes | Support Vector Machine | Sequence compl., Structure, Site Accessibility, Conservation | No | Sequence | Experimental | No | Yes | miRanda | Per binding site | C | Genome Biology | 3’ UTR | N/A | N/A | N/A | Tab separated values file | Score | No | No | 52 | 2010 | 2010 | 738 | https://doi.org/10.1186/gb-2010-11-8-r90 | http://www.microrna.org/microrna/home.do | No | mirSVR (microrna.org) |
52 | miRTar | Yes | No | Yes | Homo sapiens | Homo sapiens | No | Tool ensemble | Sequence compl., Structure, Site Accessibility, Conservation | No | Sequence | Experimental | Yes | Yes | miRanda, RNAhybrid, TargetScan, PITA | Both | N/A | BMC Bioinformatics | Any | Fasta, Identifier | Identifier | Custom table format, Custom list format, Graphics | Score | Yes | No | N/A | N/A | 2011 | 57 | https://doi.org/10.1186/1471-2105-12-300 | http://mirtar.mbc.nctu.edu.tw/ | No | miRTar | |
53 | miRTar2GO | Yes | No | Yes | Homo sapiens | Homo sapiens | No | Rule-based | Sequence compl., Structure, Conservation | No | Sequence | Experimental | Yes | No | Per binding site | N/A | Nucleic Acids Research | 3’ UTR | Identifier | Identifier | CSV | MFE | No | No | N/A | 2016 | 2016 | 2 | https://doi.org/10.1093/nar/gkw1185 | http://www.mirtar2go.org/ | No | miRTar2GO | ||
54 | miRTarCLIP | No | Yes | No | Homo sapiens, Mus musculus | Homo sapiens, Mus musculus | No | Target site mining | Sequence compl., Site Accessibility, Expression level | Yes | Both | Experimental | No | Yes | TargetScan | Per binding site | PHP | BMC Genomics | 3’ UTR | Fastq | Fastq | TargetScan default predictions, 3’ UTR sequences from TargetScan | Tab separated values file | Score | No | No | N/A | 2013 | 2013 | 27 | https://doi.org/10.1186/1471-2164-14-S1-S2, https://www.ncbi.nlm.nih.gov/pubmed/23368412 | http://mirtarclip.mbc.nctu.edu.tw/index.php | No | miRTarCLIP |
55 | MirTarget | Yes | No | Yes | Homo sapiens, Mus musculus | Homo sapiens, Mus musculus | Yes | Support Vector Machine | Sequence compl., Structure, Conservation | No | Sequence | Experimental | No | No | Per whole target | Perl, R | Bioinformatics, Nucleic Acids Research, Genome Biology | Any | Sequence | Sequence | Custom table format | Score | Yes | Yes | 96 | 2019 | 2016, 2014, 2007, 2006 | 0, 165, 382, 392, 55 | https://doi.org/10.1093/nar/gkl068, https://doi.org/10.1093/bioinformatics/btm595, https://doi.org/10.1093/nar/gku1104, https://doi.org/10.1093/bioinformatics/btw002, https://doi.org/10.1186/s13059-019-1629-z | http://mirdb.org | No | MirTarget V1-V6 (miRDB) | ||
56 | mirTarPri | Yes | No | No | Homo sapiens | Homo sapiens | No | Information content theory | Sequence compl., Structure, Site Accessibility | No | None | Experimental | Yes | Yes | miRanda, RNAhybrid, TargetScan, DIANA-microT, PITA | Per whole target | N/A | PLoS One | Any | Identifier | Identifier | Custom table format | Rank scores | No | No | N/A | 2013 | 2013 | 8 | https://dx.doi.org/10.1371%2Fjournal.pone.0053685 | http://www.bio-bigdata.com/mirTarPri/ | No | mirTarPri | |
57 | miRTarVis+ | Yes | No | No | Homo sapiens, Mus musculus, Bos taurus | Homo sapiens, Mus musculus, Bos taurus | No | Tool ensemble | Sequence compl., Structure, Site Accessibility, Conservation, Expression level | No | Both | Experimental | Yes | Yes | TargetScan, miRanda (mirSVR) | Per whole target | Java | BMC Proceedings | Any | Expression matrix | Expression matrix | Custom table format | P-value, Fold change | No | No | N/A | 2017 | 2015 | 1, N/A | https://dx.doi.org/10.1186%2F1753-6561-9-S6-S2, https://doi.org/10.1016/j.ymeth.2017.06.004 | http://hcil.snu.ac.kr/~rati/miRTarVis/index.html, http://hcil.snu.ac.kr/research/mirtarvisplus | Yes | miRTarVis+ | |
58 | MiRTDL | Yes | Yes | No | Homo sapiens, Mus musculus | Homo sapiens, Mus musculus | Yes | Deep learning | Sequence compl., Structure, Site Accessibility, Conservation | No | Sequence | Both | No | No | Per binding site | Matlab | IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS | Any | Matrix of pairs versus feature values | N/A | Binary decision | Yes | Yes | 20 | 2016 | 2016 | 7 | https://doi.org/10.1109/TCBB.2015.2510002 | http://nclab.hit.edu.cn/ccrm | No | MiRTDL | |||
59 | MiRTif | Yes | No | No | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | Yes | Support Vector Machine | Sequence compl., Structure | No | Sequence | Both | No | Yes | RNAhybrid | Per binding site | N/A | BMC Bioinformatics | Any | Fasta containing miRNA-target site duplexes | Custom list format | Probability, Binary decision | Yes | Yes | 465 | 2008 | 2008 | 42 | https://doi.org/10.1186/1471-2105-9-S12-S4 | http://bsal.ym.edu.tw/mirtif | No | MiRTif | ||
60 | mirTools 2.0 | Yes | Yes | No | Metazoa | Metazoa | No | Tool ensemble | Sequence compl., Structure, Site Accessibility | Yes | Sequence | None | Yes | Yes | miRanda, RNAhybrid, TargetScan | Both | Perl, R | RNA Biology | Any | Fasta / Sam | Fasta / Sam | Custom table format | Score | Yes | No | N/A | 2013 | 2010, 2013 | 40, 81 | https://doi.org/10.1093/nar/gkq393, https://doi.org/10.4161/rna.25193 | http://www.wzgenomics.cn/mr2_dev/ | Yes | mirTools 2.0 | |
61 | mirWIP | Yes | Yes | Yes | Caenorhabditis elegans | Caenorhabditis elegans | No | Statistical Analysis, Rule-based | Sequence compl., Structure, Site Accessibility, Conservation | No | Sequence | Experimental | No | Yes | RNAhybrid | Both | Python | Nature Methods | 3’ UTR | N/A | N/A | N/A | N/A | Score | Yes | Yes | N/A | N/A | 2008 | 139 | https://doi.org/10.1038/nmeth.1247 | http://mirtargets.org/, http://sfold.wadsworth.org/cgi-bin/index.pl | No | mirWIP |
62 | MIRZA | No | Yes | No | Homo sapiens | Homo sapiens | No | Biophysical model | Sequence compl., Structure | No | Both | Both | No | No | Per binding site | C++ | Nature Methods | 3’ UTR | Fasta | Fasta | Custom table format | Score | Yes | Yes | N/A | 2018 | 2013 | 78 | https://doi.org/10.1038/nmeth.2341 | http://www.clipz.unibas.ch/, https://github.com/zavolanlab/Dockerfiles, http://www.clipz.unibas.ch/mirzag/ | No | MIRZA | ||
63 | MIRZA-G | No | Yes | Yes | Homo sapiens | Homo sapiens | No | Biophysical model | Sequence compl., Structure, Site Accessibility, Conservation | No | Sequence | Experimental | No | Yes | MIRZA | Both | Python, C++ | Nucleic Acids Research | 3’ UTR | Fasta | Fasta | Custom table format | Probability | Yes | Yes | N/A | 2018 | 2015 | 19 | https://doi.org/10.1093/nar/gkv050, Correction: https://doi.org/10.1093/nar/gkv924 | http://www.clipz.unibas.ch/mirzag/ | No | MIRZA-G | |
64 | miSTAR | Yes | No | No | Homo sapiens | Homo sapiens | Yes | Random Forest, Logistic regression | Sequence compl., Structure, Site Accessibility, Conservation | No | Sequence | Experimental | No | No | Per whole target | R | Nucleic Acids Research | 3’ UTR | Identifier | Identifier | Custom list format | Probability | No | No | 53 | 2016 | 2016 | 4 | https://doi.org/10.1093/nar/gkw1260 | http://www.mi-star.org/ | No | miSTAR | ||
65 | miTarget | Yes | No | N/A | Homo sapiens | Homo sapiens | Yes | Support Vector Machine | Sequence compl., Structure | No | Sequence | Experimental | No | No | Per binding site | Python, C | BMC Bioinformatics | 3’ UTR | N/A | N/A | N/A | N/A | Score | N/A | N/A | 41 | 2006 | 2006 | 4 | https://dx.doi.org/10.1186%2F1471-2105-7-411 | http://cbit.snu.ac.kr/~miTarget | No | miTarget | |
66 | MMIA | Yes | No | N/A | Homo sapiens | Homo sapiens | No | Tool ensemble, Expression correlation | Sequence compl., Structure, Site Accessibility, Conservation, Expression level | No | Both | Experimental | Yes | Yes | TargetScan, PITA | Per whole target | N/A | Nucleic Acids Research | 3’ UTR | Tab-delimited expression file | Tab-delimited expression file | Graphics / Custom table values | Fold change | No | No | N/A | N/A | 2009 | 110 | https://doi.org/10.1093/nar/gkp294 | http://cancer.informatics.indiana.edu/mmia | Yes | MMIA | |
67 | MovingTargets | No | No | No | Drosophila melanogaster | Drosophila melanogaster | No | Rule-based | Sequence compl., Structure, Conservation | No | Sequence | Experimental | No | No | Per binding site | Perl | BMC Genomics | 3’ UTR | N/A | N/A | N/A | N/A | MFE | N/A | N/A | N/A | 2005 | 2005 | 53 | https://dx.doi.org/10.1186%2F1471-2164-6-88 | No | MovingTargets | ||
68 | MTar | No | No | No | Homo sapiens | Homo sapiens | Yes | Artificial Neural Network | Sequence compl., Structure | No | Sequence | Experimental | No | No | Per binding site | N/A | BMC Bioinformatics | Any | N/A | N/A | N/A | Custom list format | MFE, Binding class | N/A | N/A | 16 | 2010 | 34 | https://doi.org/10.1186/1471-2105-11-S1-S2 | No | MTar | |||
69 | MultiMiTar | Yes | Yes | Yes | Homo sapiens | Homo sapiens | Yes | Support Vector Machine | Sequence compl., Site Accessibility | No | Sequence | Experimental | No | No | Per whole target | C, C++ | PLoS One | 3’ UTR | Fasta | Fasta | Tab-delimited file with two identifier columns | HTML table | Rank scores | Yes | Yes | 90 | N/A | 2011 | 25 | https://doi.org/10.1371/journal.pone.0024583 | http://www.isical.ac.in/~bioinfo_miu/multimitar.htm | No | MultiMiTar | |
70 | myMIR | Yes | No | No | Homo sapiens, Mus musculus | Homo sapiens, Mus musculus | No | Tool ensemble | Sequence compl., Structure, Site Accessibility, Conservation, Expression level | No | Both | Experimental | Yes | Yes | miRanda, RNAhybrid, TargetScan, DIANA-microT, PITA | Per binding site | Perl | Briefings in Bioinformatics | 3’ UTR | Identifier list, Sequence | Identifier list | Custom table format | Scores | Yes | No | N/A | N/A | 2011 | 18 | https://doi.org/10.1093/bib/bbr062 | http://www.itb.cnr.it/micro/ | No | myMIR | |
71 | NbmiRTar | No | Yes | No | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | Yes | Naive Bayes | Sequence compl., Structure | No | Sequence | Both | No | Yes | miRanda | Per whole target | N/A | Bioinformatics | 3’ UTR | Sequence | Sequence | N/A | Scores | Yes | Yes | 57 | 2007 | 2007 | 79 | https://doi.org/10.1093/bioinformatics/btm484 | http://wotan.wistar.upenn.edu/NBmiRTar/ | No | NbmiRTar | |
72 | Nucleus | No | No | No | Drosophila melanogaster | Drosophila melanogaster | No | Hybridization | Structure | No | Sequence | Both | No | No | Per binding site | N/A | Developmental Biology | 3’ UTR | N/A | N/A | N/A | N/A | Score, MFE | Yes | Yes | N/A | 2004 | 2004 | 213 | https://doi.org/10.1016/j.ydbio.2003.12.003 | No | Nucleus | ||
73 | Oasis 2.0 | Yes | No | No | Metazoa | Metazoa | Yes | Random Forest | Expression level | No | Expression | None | Yes | No | Per whole target | Python, Java, R, PHP, JavaScript | BMC Bioinformatics, Bioinformatics | Any | Fastq | Custom table format | Feature importance, Predicted targets | Yes | No | N/A | 2016 | 2015, 2018 | 2, 24 | https://doi.org/10.1093/bioinformatics/btv113, https://doi.org/10.1186/s12859-018-2047-z | http://oasis.dzne.de/ | Yes | Oasis 2.0 | |||
74 | PACCMIT-CDS | No | Yes | Yes | Homo sapiens | Homo sapiens | No | Statistical Analysis | Sequence compl., Site Accessibility, Conservation | No | Sequence | Both | No | No | Per whole target | C, C++ | RNA, Nucleic Acids Research, PLoS One | 3’ UTR | Fasta | Fasta with multiway alignments | Custom list format | Probability | Yes | Yes | N/A | 2013 | 2015, 2012, 2010, 2013 | 4, 17, 54, 15 | https://doi.org/10.1093/nar/gkq768, https://dx.doi.org/10.1371%2Fjournal.pone.0032208, https://doi.org/10.1261/rna.035634.112, https://doi.org/10.1093/nar/gkv457 | http://paccmit.epfl.ch/, https://lcpt.epfl.ch/research/biophysics_and_bioinformatics/microrna_target_predictions/ | No | PACMIT, PACCMIT, PACCMIT-CDS | ||
75 | PicTar | Yes | No | Yes | Caenorhabditis elegans, Drosophila melanogaster, Vertebrata | Caenorhabditis elegans, Drosophila melanogaster, Vertebrata | No | Statistical Analysis | Sequence compl., Structure, Conservation | No | Sequence | Both | No | No | Both | N/A | Nature Genetics | 3’ UTR | N/A | N/A | Probability, Score | Yes | N/A | N/A | 2007 | 2005 | 3161 | https://doi.org/10.1038/ng1536 | https://pictar.mdc-berlin.de | No | PicTar | |||
76 | PITA | Yes | Yes | Yes | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | No | Thermodynamic model | Sequence compl., Site Accessibility | No | Sequence | Both | No | No | Both | Perl, C | Nature Genetics | 3’ UTR | Fasta | Fasta | Custom list format | Score | Yes | Yes | N/A | 2008 | 2007 | 1361 | https://doi.org/10.1038/ng2135 | http://genie.weizmann.ac.il/pubs/mir07 | No | PITA | ||
77 | RepTar | Yes | No | N/A | Homo sapiens, Mus musculus | Homo sapiens, Mus musculus | No | Motif discovery, Hidden Markov Model | Structure | No | Sequence | Experimental | No | No | Per binding site | N/A | Nucleic Acids Research | 3’ UTR | Identifier | Identifier | Custom list format | Score, MFE | No | No | N/A | N/A | 2010 | 28 | https://doi.org/10.1093/nar/gkq1233 | http://reptar.ekmd.huji.ac.il/ | No | RepTar | ||
78 | RNA22 | Yes | No | Yes | Metazoa | Metazoa | No | Statistical Analysis, Pattern recognition | Structure | No | Sequence | Both | No | No | Per binding site | N/A | Cell | 3’ UTR | Fasta | Fasta | Custom list format | P-value, MFE | Yes | Yes | N/A | 2015 | 2006 | 1099 | https://doi.org/10.1016/j.cell.2006.07.031 | https://cm.jefferson.edu/rna22/ | No | RNA22 | ||
79 | RNAhybrid | Yes | Yes | No | Any | Any | No | Dynamic programming, Statistical Analysis | Structure | No | Sequence | Both | No | No | Per binding site | C | Nucleic Acids Research | 3’ UTR | Fasta | Fasta | Custom list format | P-value, MFE | Yes | Yes | N/A | N/A | 2004, 2006 | 1261, 581 | https://doi.org/10.1261/rna.5248604, https://doi.org/10.1093/nar/gkl243 | http://bibiserv.techfak.uni-bielefeld.de/rnahybrid | No | RNAhybrid | ||
80 | Robins et al. | No | No | No | Drosophila melanogaster | Drosophila melanogaster | No | Rule-based | Sequence compl., Structure | No | Sequence | Experimental | No | No | Both | N/A | PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA | 3’ UTR | N/A | N/A | N/A | P-value | N/A | N/A | N/A | N/A | 2005 | 163 | https://doi.org/10.1073/pnas.0500775102 | No | Robins et al. | |||
81 | SeedVicious | Yes | Yes | No | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | No | Rule-based | Sequence compl., Structure, Conservation | No | Sequence | Experimental | No | No | Per binding site | Perl | PLoS One | 3’ UTR | Fasta | Fasta | NEWICK tree file | Custom list format | MFE | Yes | Yes | N/A | 2018 | 2018 | 0 | https://doi.org/10.1371/journal.pone.0195532 | https://seedvicious.essex.ac.uk | No | SeedVicious | |
82 | sRNAtoolbox | Yes | No | No | Any | Any | No | Tool ensemble, Simple string match | Sequence compl., Structure, Site Accessibility | No | Sequence | Experimental | Yes | Yes | miRanda, PITA | Per binding site | Java | Nucleic Acids Research | 3’ UTR | Fasta | Fasta | Custom list format | Score by number of programs | Yes | Yes | N/A | 2018 | 2015 | 69 | https://doi.org/10.1093/nar/gkv555 | http://bioinfo5.ugr.es/srnatoolbox | Yes | sRNAtoolbox | |
83 | Stark et al. I | No | No | Yes | Drosophila melanogaster | Drosophila melanogaster | No | Statistical Analysis, Hidden Markov Model | Sequence compl., Structure, Conservation | No | Sequence | Both | No | No | Per binding site | N/A | PLOS Biology | 3’ UTR | N/A | N/A | N/A | N/A | Z score | N/A | N/A | N/A | N/A | 2003 | 500 | https://dx.doi.org/10.1371%2Fjournal.pbio.0000060 | http://www.mirna.embl.de/ | No | Stark et al. I (EMBL) | |
84 | Stark et al. II | No | No | Yes | Drosophila melanogaster | Drosophila melanogaster | No | Statistical Analysis, Rule-based | Sequence compl., Structure, Conservation | No | Sequence | Both | Yes | Yes | RNAhybrid | Per binding site | N/A | Cell | 3’ UTR | N/A | N/A | N/A | N/A | P-value | N/A | N/A | N/A | N/A | 2005 | 761 | https://doi.org/10.1016/j.cell.2005.11.023 | http://www.mirna.embl.de/ | No | Stark et al. II (EMBL) |
85 | STarMir | Yes | No | No | Homo sapiens, Mus musculus, Caenorhabditis elegans | Any | Yes | Logistic regression | Sequence compl., Structure, Site Accessibility, Conservation | No | Sequence | Experimental | No | Yes | RNAhybrid | Per binding site | N/A | Nucleic Acids Research | Any | Fasta, Identifier | Fasta, Sequence | Custom list format | Binary decision | Yes | Yes | 22 | N/A | 2014, 2013 | 41 | https://doi.org/10.1093/nar/gkt435, https://doi.org/10.1093/nar/gku376 | http://sfold.wadsworth.org/cgi-bin/starmirtest2.pl | No | STarMir | |
86 | SuperMirTar | No | No | No | Homo sapiens | Homo sapiens | Yes | Kernel-Based Supervised Distance Metric Learning, Embedding | Sequence compl., Structure | No | Sequence | Artificial | No | Yes | RNAhybrid | Per binding site | Java | IEEE Journal of Biomedical and Health Informatics | 3’ UTR | N/A | N/A | N/A | Probability, Score | N/A | N/A | 14 | N/A | 2013 | 1 | https://doi.org/10.1109/TITB.2012.2229286 | No | SuperMirTar | ||
87 | SVMicrO | No | Yes | Yes | Homo sapiens, Mus musculus | Homo sapiens, Mus musculus | Yes | Support Vector Machine | Sequence compl., Structure, Site Accessibility, Conservation | No | Sequence | Experimental | No | No | Both | C | BMC Bioinformatics | 3’ UTR | N/A | N/A | N/A | N/A | Probability, Binary, Score | N/A | N/A | 21 + 18 | N/A | 2010 | 43 | https://doi.org/10.1186/1471-2105-11-476 | http://compgenomics.utsa.edu/svmicro.html | No | SVMicrO | |
88 | TaLasso | Yes | Yes | No | Homo sapiens | Homo sapiens | Yes | Lasso regression | Sequence compl., Structure, Expression level | No | Both | Experimental | Yes | Yes | miRanda | Per whole target | R, Matlab | PLoS One | Any | N/A | N/A | N/A | N/A | Score | No | No | N/A | N/A | 2012 | 35 | https://doi.org/10.1371/journal.pone.0030766 | http://talasso.cnb.csic.es/ | No | TaLasso |
89 | TargetBoost | Yes | No | No | Caenorhabditis elegans, Drosophila melanogaster | Caenorhabditis elegans, Drosophila melanogaster | Yes | Genetic algorithm | Sequence compl. | No | Sequence | Both | No | No | Per binding site | N/A | RNA | 3’ UTR | N/A | N/A | N/A | N/A | Probability | N/A | N/A | N/A | N/A | 2005 | 81 | https://dx.doi.org/10.1261%2Frna.7290705 | http://www.interagon.com/demo/ | No | TargetBoost | |
90 | TargetExpress | Yes | Yes | Yes | Homo sapiens, Mus musculus | Homo sapiens, Mus musculus | Yes | Support Vector Machine | Sequence compl., Structure, Conservation, Expression level | No | Both | Experimental | No | Yes | TargetScan, MIRZA | Both | Perl | BMC Genomics | 3’ UTR | Expression table (Tab-separated values) | Expression table (Tab-separated values) | Custom list format | Score | No | No | N/A | 2016 | 2016 | 7 | https://doi.org/10.1186/s12864-016-2695-1 | http://targetexpress.ceiabreulab.org/ | No | TargetExpress | |
91 | TargetMiner | Yes | Yes | Yes | Homo sapiens | Homo sapiens | Yes | Support Vector Machine | Sequence compl., Site Accessibility, Conservation | No | Both | Both | No | Yes | miRanda, TargetScan, DIANA-microT | Per whole target | N/A | Bioinformatics | 3’ UTR | Fasta | Fasta | Custom list format | Score | Yes | Yes | 90 | 2012 | 2009 | 123 | https://doi.org/10.1093/bioinformatics/btp503 | https://www.isical.ac.in/~bioinfo_miu/targetminer20.htm | No | TargetMiner | |
92 | TargetRank | Yes | No | Yes | Homo sapiens, Mus musculus | Homo sapiens, Mus musculus | No | Score | Sequence compl., Conservation | No | Sequence | Experimental | No | No | Both | R | RNA | 3’ UTR | Identifier, Sequence | Custom list format | Rank score | Yes | No | 4 | N/A | 2007 | 226 | https://doi.org/10.1261/rna.768207 | http://genes.mit.edu/targetrank/ | No | TargetRank | |||
93 | TargetScan | Yes | Yes | Yes | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | Homo sapiens, Mus musculus, Caenorhabditis elegans, Drosophila melanogaster | Yes | Rule-based, Stepwise regression | Sequence compl., Site Accessibility, Conservation | No | Sequence | Both | No | No | Per binding site | Perl | Genome Research, Cell | 3’ UTR | Tab-delimited file | Custom | Phylogenetic tree file | Tab separated values file | Context++ score, PCT score | Yes | Yes | 15 | 2018 | 2011, 2015, 2005, 2014, 2018, 2007, 2008, 2003 | 1, 3320, 7534, 2359, 4016, 481, 102, 1051 | https://doi.org/10.1016/S0092-8674(03)01018-3, https://doi.org/10.1016/j.cell.2004.12.035, https://doi.org/10.1016/j.molcel.2007.06.017, https://doi.org/10.1101/gr.082701.108, https://dx.doi.org/10.1038%2Fnsmb.2115, https://dx.doi.org/10.1016%2Fj.molcel.2014.02.013, https://dx.doi.org/10.7554%2FeLife.05005, https://doi.org/10.1186/s13059-018-1504-3 | www.targetscan.org | No | TargetScan | |
94 | targetScore | No | Yes | No | Homo sapiens | Homo sapiens | Yes | Variational Bayesian–Gaussian Mixture Model | Sequence compl., Site Accessibility, Conservation, Expression level | No | Both | Experimental | Yes | Yes | TargetScan | Per whole target | R | Bioinformatics | Any | Vector of fold-changes | Matrix of sequence-scores | Vector of scores | Probability, Score | Yes | Yes | N/A | 2018 | 2013 | 16 | https://doi.org/10.1093/bioinformatics/btt599 | http://www.bioconductor.org/packages/release/bioc/html/TargetScore.html | No | targetScore | |
95 | TargetSpy | Yes | Yes | Yes | Homo sapiens, Mus musculus, Drosophila melanogaster | Homo sapiens, Mus musculus, Drosophila melanogaster | Yes | Free energy screening, Boosting | Sequence compl., Structure, Site Accessibility | No | Sequence | Experimental | No | No | Per binding site | Java | BMC Bioinformatics | 3’ UTR | Fasta | Fasta | Custom list format (tab separated values) | Probability, Score, MFE | Yes | Yes | 45 | 2009 | 2010 | 88 | https://doi.org/10.1186/1471-2105-11-292 | http://webclu.bio.wzw.tum.de/targetspy/index.php?down=true | No | TargetSpy | ||
96 | TargetThermo | No | Yes | No | Homo sapiens, Drosophila melanogaster | Homo sapiens, Drosophila melanogaster | Yes | Linear regression | Sequence compl., Structure, Site Accessibility | No | Sequence | Both | No | No | Per whole target | Perl | PLoS One | 3’ UTR | Fasta | Fasta | Tab separated values file | Predicted fold-change | Yes | Yes | N/A | 2011 | 2011 | 15 | https://doi.org/10.1371/journal.pone.0020622 | https://ohlerlab.mdc-berlin.de/software/TargetThermo_83/ | No | TargetThermo | ||
97 | TarPmiR | No | Yes | No | Homo sapiens, Mus musculus | Homo sapiens, Mus musculus | Yes | Random Forest | Sequence compl., Structure, Site Accessibility, Conservation | No | Sequence | Both | No | No | Per binding site | Python | Bioinformatics | Any | Fasta | Fasta | Custom list format (tab separated values) | Probability | Yes | Yes | 18(13) | 2016 | 2016 | 8 | https://doi.org/10.1093/bioinformatics/btw318 | http://hulab.ucf.edu/research/projects/miRNA/TarPmiR/ | No | TarPmiR | ||
98 | wapRNA | Yes | Yes | No | Any | Any | No | Tool ensemble | Sequence compl., Structure | Yes | Sequence | Experimental | Yes | Yes | miRanda, RNAhybrid | Both | Java | Bioinformatics | 3’ UTR | Csfasta / fastq | N/A | N/A | Score, MFE | Yes | Yes | N/A | 2011 | 2011 | 35 | https://doi.org/10.1093/bioinformatics/btr504 | http://waprna.big.ac.cn/ | Yes | wapRNA |