In silico region of difference (RD) analysis of Mycobacterium tuberculosis complex from sequence reads using RD-Analyzer. (December 2016)
- Record Type:
- Journal Article
- Title:
- In silico region of difference (RD) analysis of Mycobacterium tuberculosis complex from sequence reads using RD-Analyzer. (December 2016)
- Main Title:
- In silico region of difference (RD) analysis of Mycobacterium tuberculosis complex from sequence reads using RD-Analyzer
- Authors:
- Faksri, Kiatichai
Xia, Eryu
Tan, Jun
Teo, Yik-Ying
Ong, Rick - Abstract:
- Abstract Background Whole-genome sequencing is increasingly used in clinical diagnosis of tuberculosis and study ofMycobacterium tuberculosis complex (MTC). MTC consists of several genetically homogenous mycobacteria species which can cause tuberculosis in humans and animals. Regions of difference (RDs) are commonly regarded as gold standard genetic markers for MTC classification. Results We develop RD-Analyzer, a tool that can accurately infer the species and lineage of MTC isolates from sequence reads based on the presence and absence of a set of 31 RDs. Applied on a publicly available diverse set of 377 sequenced MTC isolates from known major species and lineages, RD-Analyzer achieved an accuracy of 98.14 % (370/377) in species prediction and a concordance of 98.47 % (257/261) inMycobacterium tuberculosis lineage prediction compared to predictions based on single nucleotide polymorphism markers. By comparing respective sequencing read depths on each genomic position between isolates of different sublineages, we were able to identify the known RD markers in different sublineages of Lineage 4 and provide support for six potential delineating markers having high sensitivities and specificities for sublineage prediction. An extended version of RD-Analyzer was thus developed to allow user-defined RDs for lineage prediction. Conclusions RD-Analyzer is a useful and accurate tool for species, lineage and sublineage prediction using known RDs of MTC from sequence reads and isAbstract Background Whole-genome sequencing is increasingly used in clinical diagnosis of tuberculosis and study ofMycobacterium tuberculosis complex (MTC). MTC consists of several genetically homogenous mycobacteria species which can cause tuberculosis in humans and animals. Regions of difference (RDs) are commonly regarded as gold standard genetic markers for MTC classification. Results We develop RD-Analyzer, a tool that can accurately infer the species and lineage of MTC isolates from sequence reads based on the presence and absence of a set of 31 RDs. Applied on a publicly available diverse set of 377 sequenced MTC isolates from known major species and lineages, RD-Analyzer achieved an accuracy of 98.14 % (370/377) in species prediction and a concordance of 98.47 % (257/261) inMycobacterium tuberculosis lineage prediction compared to predictions based on single nucleotide polymorphism markers. By comparing respective sequencing read depths on each genomic position between isolates of different sublineages, we were able to identify the known RD markers in different sublineages of Lineage 4 and provide support for six potential delineating markers having high sensitivities and specificities for sublineage prediction. An extended version of RD-Analyzer was thus developed to allow user-defined RDs for lineage prediction. Conclusions RD-Analyzer is a useful and accurate tool for species, lineage and sublineage prediction using known RDs of MTC from sequence reads and is extendable to accepting user-defined RDs for analysis. RD-Analyzer is written in Python and is freely available athttps://github.com/xiaeryu/RD-Analyzer . … (more)
- Is Part Of:
- BMC genomics. Volume 17:Number 1(2016)
- Journal:
- BMC genomics
- Issue:
- Volume 17:Number 1(2016)
- Issue Display:
- Volume 17, Issue 1 (2016)
- Year:
- 2016
- Volume:
- 17
- Issue:
- 1
- Issue Sort Value:
- 2016-0017-0001-0000
- Page Start:
- 1
- Page End:
- 10
- Publication Date:
- 2016-12
- Subjects:
- Region of difference analysis -- Mycobacterium tuberculosis complex -- Whole-genome sequence analysis
Genomes -- Periodicals
Gene mapping -- Periodicals
Genomics -- Periodicals
Base Sequence -- Periodicals
Chromosome Mapping -- Periodicals
Genetic Techniques -- Periodicals
Sequence Analysis, DNA -- Periodicals
572.8605 - Journal URLs:
- http://www.biomedcentral.com/bmcgenomics/ ↗
http://www.pubmedcentral.nih.gov/tocrender.fcgi?journal=32 ↗
http://link.springer.com/ ↗ - DOI:
- 10.1186/s12864-016-3213-1 ↗
- Languages:
- English
- ISSNs:
- 1471-2164
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 9958.xml