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Heuristic Mining of Hierarchical Genotypes and Accessory Genome Loci in Bacterial Populations
Published on: December 7, 2021
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Mining locus tags in PubMed Central to improve microbial gene annotation
Chris J Stubben1, Jean F Challacombe
1Bioscience Division, Los Alamos National Laboratory, Los Alamos, NM, USA. stubben@lanl.gov.
BMC Bioinformatics
|February 7, 2014
Summary
An R package, pmcXML, extracts microbial gene locus tags from open access literature. This approach significantly expands annotations beyond current public databases, especially for less-characterized genomes.
Area of Science:
- Microbial genomics
- Bioinformatics
- Scientific literature mining
Background:
- Millions of microbial gene identifiers in scientific literature are not incorporated into public databases.
- The Open Access (OA) subset of PubMed Central (PMC) offers a potential resource for gene annotations.
- Existing methods fail to systematically extract these valuable annotations.
Purpose of the Study:
- To develop an automated method for mining and extracting microbial gene locus tags from OA publications.
- To assess the utility of the OA subset of PMC as a source for microbial gene annotations.
- To create an R package, pmcXML, for efficient locus tag extraction.
Main Methods:
- Utilized the pmcXML R package to mine locus tags from full text, tables, and supplementary materials of OA publications.
- Extracted locus tags from 1835 OA publications across ten microbial genomes.
- Identified and expanded locus tag pairs defining genomic regions like operons and islands.
Main Results:
- Successfully extracted 30,891 locus tags from main text and 20,489 from tables across 1835 OA publications.
- Identified an additional 13,043 locus tags by expanding identified genomic region ranges.
- Analysis of *Burkholderia pseudomallei* revealed that locus tags in supplementary materials and non-OA publications constitute a significant portion of mentions.
Conclusions:
- The OA subset of PMC is a rich, underutilized resource for microbial gene locus tag annotation.
- The pmcXML R package effectively extracts locus tags, enhancing annotation databases, particularly for genomes with limited functional characterization.
- The developed R package provides access to valuable OA content not currently indexed by PMC searches.
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