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. 2021 Jan 8;22(2):631–641. doi: 10.1093/bib/bbaa386

Table 1.

Summary of the available bioinformatics resources for SARS-CoV-2 discovery and genomic surveillance

Databases and software URL Reference
Data quality control
 Trimmomatic http://www.usadellab.org/cms/index.php?page=trimmomatic [20]
 Cutadapt https://cutadapt.readthedocs.io/en/stable/ [21]
 SOAPnuke https://github.com/BGI-flexlab/SOAPnuke [22]
 AfterQC http://www.github.com/OpenGene/AfterQC [23]
 Fastp* https://github.com/OpenGene/fastp [24]
 Cut_Multi_Primer.py https://github.com/MGI-tech-bioinformatics/SARS-CoV-2_Multi-PCR_v1.0 -
 NanoPack https://github.com/wdecoster/nanopack [45]
 Porechop https://github.com/rrwick/Porechop -
Read mapping
 Hisat2 https://daehwankimlab.github.io/hisat2/ [25]
 BWA http://bio-bwa.sourceforge.net/ [26]
 Bowtie2* http://bowtie-bio.sourceforge.net/bowtie2/index.shtml [27]
 KMA https://bitbucket.org/genomicepidemiology/kma [28]
 SortmeRNA http://bioinfo.lifl.fr/RNA/sortmerna [29]
 Minimap2 https://github.com/lh3/minimap2 [46]
 NGMLR https://github.com/philres/ngmlr [47]
 MarginAlign https://github.com/benedictpaten/marginAlign [48]
De novo assembly
 Trinity* http://www.nature.com/nbt/index.html. [31]
 Megahit https://hku-bal.github.io/megabox/ [32]
 SPAdes http://bioinf.spbau.ru/spades [33]
 Trans-ABySS https://github.com/bcgsc/transabyss [34]
 PEHaplo https://github.com/chjiao/PEHaplo [35]
 SAVAGE https://bitbucket.org/jbaaijens/savage/src [36]
 coronaSPAdes http://cab.spbu.ru/software/coronaspades/ [38]
Blast
 Diamond* https://www.wsi.uni-tuebingen.de/lehrstuehle/algorithms-in-bioinformatics/software/diamond/ [39]
 Blastn* ftp://ftp.ncbi.nlm.nih.gov/blast/executables/blast+/LATEST [40]
 Phyre2 http://www.sbg.bio.ic.ac.uk/phyre2/html [42]
 Canu https://github.com/marbl/canu [49]
 Falcon https://github.com/PacificBiosciences/falcon -
 Miniasm https://github.com/lh3/miniasm [50]
Genome visualization
 IGV http://software.broadinstitute.org/software/igv/ [43]
 Geneious* https://www.geneious.com/ -
 QUAST https://sourceforge.net/projects/quast/ [44]
 SEQMAN https://www.dnastar.com/software/molecular-biology/ -
Database
 GISAID* https://www.epicov.org/ [51]
 NCBI* https://www.ncbi.nlm.nih.gov/ [52]
 CNCB/NGDC database https://bigd.big.ac.cn/ncov/ [53]
 Genome Warehouse (GWH) https://bigd.big.ac.cn/gwh/ -
 Virus Pathogen Resource (ViPR) https://www.viprbrc.org/
Sequence alignment
 CLUSTALW https://www.genome.jp/tools-bin/clustalw [56]
 MAFFT* https://mafft.cbrc.jp/alignment/software/ [57]
 MUSCLE http://drive5.com/muscle/ [58]
 T-Coffee http://www.tcoffee.org/ [59]
 ProbCons http://probcons.stanford.edu/ [60]
 PRANK http://wasabiapp.org/software/prank/ [62]
 Bali-Phy http://www.bali-phy.org/ [63]
 StatAlign https://dl.acm.org/doi/10.1093/bioinformatics/btn457 [64]
 JABAWS http://www.jalview.org/ [65]
 EMBL-EBI https://www.ebi.ac.uk/ [66]
 webPRANK https://www.ebi.ac.uk/goldman-srv/webprank/ [67]
 Jalview http://www.jalview.org/getdown/release/ [69]
 MSAViewer http://msa.biojs.net/index.html [70]
 AliView http://www.ormbunkar.se/aliview/ [71]
 Bioedit* http://www.mbio.ncsu.edu/BioEdit/ [72]
Phylogenetic analysis
 jMODELTEST http://evomics.org/learning/phylogenetics/jmodeltest/ [77]
 ProtTest http://darwin.uvigo.es/software/prottest.html [78]
 TempEst http://tree.bio.ed.ac.uk/software/tempest/ [82]
 BIONJ http://www.atgc-montpellier.fr/bionj/ [83]
 PhyML http://www.atgc-montpellier.fr/phyml/ [84]
 RAxML* http://www.exelixis-lab.org/software.html [85]
 IQ-TREE http://www.iqtree.org/ [86]
 MrBayes http://nbisweden.github.io/MrBayes/ [87]
 PhyloBayes http://www.atgc-montpellier.fr/phylobayes/ [88]
 BEAST1 http://beast.community/ [89]
 BEAST2 http://www.beast2.org/ [90]
 PAUP http://paup.csit.fsu.edu/ [91]
 MEGA https://www.megasoftware.net/ [92]
 PhyloSuite http://phylosuite.jushengwu.com/ [93]
Tree visualization
 Dendroscope http://www-ab.informatik.uni-tuebingen.de/software/dendroscope [94]
 FigTree* http://tree.bio.ed.ac.uk/software/figtree/ -
 ggtree https://yulab-smu.github.io/treedata-book/ [95]
 iTOL https://itol.embl.de/ [96]
 Evolview http://www.evolgenius.info/evolview [97]
Genomic analysis
 Pangolin COVID-19 Lineage Assigner https://pangolin.cog-uk.io/ -
 Nextstrain analysis platform* https://nextstrain.org/ [104]
 Conserved Domain Database* https://www.ncbi.nlm.nih.gov/cdd/ [108]
 UCSC http://genome.ucsc.edu/ -
 GFF2PS http://genome.imim.es/software/gfftools/GFF2PS.html [109]
 Vectro NTI https://www.winsite.com/vector/vector+nti/ [110]
 IBS http://ibs.biocuckoo.org/ [111]
 PHYLIP https://evolution.genetics.washington.edu/phylip.html [112]
 SimPlot* https://sray.med.som.jhmi.edu/SCRoftware/simplot/ [114]
 RDP http://web.cbio.uct.ac.za/~darren/rdp.html [115]
 Swiss-Model program* https://swissmodel.expasy.org/ [116]
 PyMOL* https://www.lfd.uci.edu/~gohlke/pythonlibs/ [117]

*Computer programs used by us in the discovery of SARS-CoV-2 [2, 118].