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. 2019 Mar 12;103(8):3277–3287. doi: 10.1007/s00253-019-09708-z

Table 1.

Computational programs for secondary metabolite gene mining

Category Software Year/version Features User interface Computation platform Target organism(s) Reference(s)
BGC prediction BAGEL 2006/v1, 2010/v2, 2013/v3 Identify bacteriocins and RiPPs using HMM search with bacteriocin database Web Server Bacteria (de Jong et al. 2010, 2006; van Heel et al. 2013)
ClustScan 2008 Identify BGCs using HMM search and predict product structure GUI Local PC Bacteria (Starcevic et al. 2008)
NP.searcher 2009 Identify BGCs using BLAST and construct the structure of natural products Web/command line Server/local PC Bacteria (Li et al. 2009)
SMURF 2010 Predict secondary metabolite biosynthesis gene clusters based on their genomic context and domain content using HMM search Web Server Fungi (Khaldi et al. 2010)
antiSMASH 2011/v1, 2013/v2, 2015/v3, 2017/v4 Identify BGCs using HMMer3 to search experimentally characterized signature proteins Web/command line Server/local PC Bacteria, fungi, plants (Blin et al. 2013, 2017; Medema et al. 2011; Weber et al. 2015)
ClusterFinder 2014 Identify BGCs using a hidden Markov model-based probabilistic algorithm Command line Local PC Bacteria (Cimermancic et al. 2014)
PRISM 2015/PRISM,2016/RiPP-PRISM,2017/PRISM3 Identify BGCs using BLAST and HMMER and structure prediction using HMM Web Server Bacteria (Skinnider et al. 2015, 2016, 2017)
EvoMining 2016 Identify BGCs using phylogenomic analysis Command line Local PC Actinobacteria (Cruz-Morales et al. 2016)
RODEO 2017 Identify BGC and RiPP precursor peptide using HMM and machine learning Web Server Bacteria (Tietz et al. 2017)
ARTS 2017 Uses three additional selection criteria, including BGC proximity, gene duplication and horizontal gene transfer, to prioritize antiSMASH-detected BGCs Web Server Bacteria (Alanjary et al. 2017)
Biosynthetic gene analysis SBSPKS 2010 Analyze the 3D structure of PKS protein using BLAST and SCWRL; predict the order of substrate channeling between multiple ORFs in a modular PKS cluster based on docking domain interaction Web Server Bacteria, fungi, plants (Anand et al. 2010)
NaPDoS 2012 Predict natural products of secondary metabolite genes using BLAST and domain phylogeny Web Server Bacteria (Ziemert et al. 2012)