Review Article

Food Waste to Energy: An Overview of Sustainable Approaches for Food Waste Management and Nutrient Recycling

Table 6

Bioinformatics tools and data bases used for microbial community analysis.

DatabaseFeature descriptionWeb/open sourceAvailability

Microbial genome and metagenomic data resource
IMGIntegrated Microbial Genomes and Microbiome. Repository of 33,116 genome datasets and 4,615 microbiome datasetYes/yeshttps://img.jgi.doe.gov/
MGDBMicrobial genome database with 4742 genomesYes/yeshttp://mbgd.genome.ad.jp/
ENSEMBLAccess to over 40,000 Bacterial GenomesYes/yeshttp://bacteria.ensembl.org/index.html
RefSeq (microbial)Archaeal and bacterial repository at NCBI Reference SequenceYes/yeshttps://www.ncbi.nlm.nih.gov/refseq/

Microarrays and gene expression database
(M3D)Many Microbe Microarrays DatabaseYes/yeshttp://m3d.mssm.edu/
BG@SbaseMicroarray datasets for microbial gene expressionYes/yeshttp://bugs.sgul.ac.uk/bugsbase/tabs/experiment.php
COLOMBOS Collection of bacterial gene expression compendium.Yes/yeshttp://www.colombos.net/
MicrobeonlineRepository of 3707 genomes, gene expression data for 113 organismsYes/yeshttp://www.microbesonline.org/

Taxonomic, Functional Annotation and Comparative Genomics
POGODatabase of Pairwise-Comparisons Of Genomes and Orthologous genesYes/yeshttp://pogo.ece.drexel.edu/about.php
MicroScopeMicrobial Genome Annotation & Analysis PlatformYes/yeshttps://www.genoscope.cns.fr/agc/microscope/home/
AGeS:A Software System for Microbial Genome Sequence AnnotationYes/yeshttp://www.bhsai.org/ages.html
NMPDRNational Microbial Pathogen Data Resource for annotation, comparative genomics with an emphasis on the food-borne pathogensYes/yeshttp://www.nmpdr.org/FIG/wiki/view.cgi
MetaPathways:A pipeline for taxonomic and functional annotation from environmental sequence information.Yes/yeshttp://hallam.microbiology.ubc.ca/MetaPathways/
ShotgunFunctionalizeRan R-package for functional comparison of metagenomes.Yes/yeshttp://shotgun.math.chalmers.se/
MG-RASTautomated analysis platform for metagenomes based on sequence dataYes/yeshttp://metagenomics.anl.gov/
MEGANA comprehensive toolbox for interactively analyzing microbiome dataNo/yeshttp://ab.inf.uni-tuebingen.de/software/megan6/welcome/

Metabolic analysis and modelling tool and databases
CellDesignerMetabolic pathway reconstruction and simulationYes/yeshttp://www.celldesigner.org/
E-zymePrediction of EC numbers from chemical transformation patternYes/yeshttp://www.genome.jp/tools/e-zyme/
TritonTool for Enzyme EngineeringYes/yeswww.ncbr.muni.cz/triton/
ECMDBE. coli Metabolme databaseYes/yeshttp://ecmdb.ca/
MicrobesFlux:A web platform for genome reconstruction and constraint-based modellingYes/yeshttp://www.microbesflux.org/
MetaCycMetaCyc Metabolic Pathway DatabaseYes/yeshttp://metacyc.org/
MetaBioMeDatamining engine for known Commercially Useful Enzymes (CUEs) in metagenomic datasets and genomesYes/yeshttp://metasystems.riken.jp/metabiome/
Metabolome SearcherHTS tool for metabolite identification and metabolic pathway mapping directly from mass spectrometry and metaboliteshttp://procyc.westcent.usu.edu/cgi-bin/MetaboSearcher.cgi
ProCycAn open resource for the study of metabolic capabilities in microorganisms from food, environment, and specific pathogens from these sources.Yes/yeshttp://procyc.westcent.usu.edu:1555/
MEMOSysBioinformatics platform for genome-scale metabolic modelsYes/yeshttp://icbi.at/software/memosys/memosys.shtml
EAWAG-BBDMicrobial biocatalytic reactions and biodegradation pathwaysYes/yeshttp://eawag-bbd.ethz.ch/
DesharkyMicrobial biodegradation to host metabolites.http://soft.synth-bio.org/desharky.html
PathPredMicrobial biodegradationYes/yeshttp://www.genome.jp/tools-bin/pathpred/pathpred.cgi
CRAFTChemical Reactivity and Fate tool
Biodegradation of aerobic bacteria
https://www.mn-am.com/products/craft
EAWAG-BBD/PPS/BPTBiodegradation information of aerobic/anaerobic bacteriaYes/yeshttp://eawag-bbd.ethz.ch/
MetaboleExpertBiodegradation by plants and animalshttp://www.compudrug.com/metabolexpert
ModelSEEDMicrobial and plant metabolic modellingYes/yeshttp://modelseed.org/
COBRAToolBoxConstraint-based modelling; MATLAB and PythonYes/yeshttp://opencobra.github.io/cobratoolbox/
OptFluxTool for metabolic engineeringYes/yeshttp://www.optflux.org/