The Journal of Open Source Software · 2019 · 319 citations · 10 references
Life SciencesBioinformaticsGeneticsGenomic Data AnalysisGenomicsPhylogeneticsGenome SequencingMicrobial PhylogeneticsMolecular PhylogenyPhylogenetic EpidemiologyPhylogenomic AnalysisSequence-based EpidemiologyComparative Genome AnalysisEpidemiological DiagnosisGenome-wide PhylogeneticsWhole-genome Sequence Analysis
In the past decade, the number of publicly available bacterial genomes has increased dramatically. These genomes have been generated for impactful initiatives, especially in the field of genomic epidemiology Genomes are sequenced, shared publicly, and subsequently analyzed for phylogenetic relatedness. If two genomes of epidemiological interest are found to be related, further investigation might be prompted. However, comparing the multitudes of genomes for phylogenetic relatedness is computationally expensive and, with large numbers, laborious. Consequently, there are many strategies to reduce the complexity of the data for downstream analysis, especially using nucleotide stretches of length k (kmers).
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Space/time trade-offs in hash coding with allowable errors
Burton H. Bloom · Communications of the ACM · 1970 · 7.5K citations · Full text
Mash: fast genome and metagenome distance estimation using MinHash
Brian Ondov, Todd J. Treangen, Páll Melsted et al. · Genome biology · 2016 · 3.6K citations · Full text