4.4 Article

TB-Lineage: An online tool for classification and analysis of strains of Mycobacterium tuberculosis complex

期刊

INFECTION GENETICS AND EVOLUTION
卷 12, 期 4, 页码 789-797

出版社

ELSEVIER SCIENCE BV
DOI: 10.1016/j.meegid.2012.02.010

关键词

Tuberculosis; Classification; Spoligotype; MIRU-VNTR; Spoligoforest; Lineage

资金

  1. NIH [R01LM009731]

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This paper formulates a set of rules to classify genotypes of the Mycobacterium tuberculosis complex (MTBC) into major lineages using spoligotypes and MIRU-VNTR results. The rules synthesize prior literature that characterizes lineages by spacer deletions and variations in the number of repeats seen at locus MIRU24 (alias VNTR2687). A tool that efficiently and accurately implements this rule base is now freely available at http://tbinsight.cs.rpi.edu/run_tb_lineage.html. When MIRU24 data is not available, the system utilizes predictions made by a Naive Bayes classifier based on spoligotype data. This website also provides a tool to generate spoligoforests in order to visualize the genetic diversity and relatedness of genotypes and their associated lineages. A detailed analysis of the application of these tools on a dataset collected by the CDC consisting of 3198 distinct spoligotypes and 5430 distinct MIRU-VNTR types from 37,066 clinical isolates is presented. The tools were also tested on four other independent datasets. The accuracy of automated classification using both spoligotypes and MIRU24 is >99%, and using spoligotypes alone is >95%. This online rule-based classification technique in conjunction with genotype visualization provides a practical tool that supports surveillance of TB transmission trends and molecular epidemiological studies. (C) 2012 Elsevier B.V. All rights reserved.

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