Journal article

Robust inference of genetic exchange communities from microbial genomes using TF-IDF

Y Cong, YB Chan, CA Phillips, MA Langston, MA Ragan

Frontiers in Microbiology | FRONTIERS MEDIA SA | Published : 2017

Open access

Abstract

Bacteria and archaea can exchange genetic material across lineages through processes of lateral genetic transfer (LGT). Collectively, these exchange relationships can be modeled as a network and analyzed using concepts from graph theory. In particular, densely connected regions within an LGT network have been defined as genetic exchange communities (GECs). However, it has been problematic to construct networks in which edges solely represent LGT. Here we apply term frequency-inverse document frequency (TF-IDF), an alignment-free method originating from document analysis, to infer regions of lateral origin in bacterial genomes. We examine four empirical datasets of different size (number of g..

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University of Melbourne Researchers

Grants

Awarded by James S. McDonnell Foundation


Funding Acknowledgements

YC acknowledges the China Scholarship Council and The University of Queens land for stip end and tuition fees upport. The project was funded in part by grant 220020272 from the James S. Mc Donnel lFoundation to MR. The funders had no role in study design, data collection and interpretation, or the decision to submit the work for publication.