Journal article

Robust Inference of Genetic Exchange Communities from Microbial Genomes Using TF-IDF.

Yingnan Cong, Yao-Ban Chan, Charles A Phillips, Michael A Langston, Mark A Ragan

Frontiers in Microbiology | Published : 2017

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