Decision Tree Algorithm–Generated Single-Nucleotide Polymorphism Barcodes of rbcL Genes for 38 Brassicaceae Species Tagging. (28th February 2018)
- Record Type:
- Journal Article
- Title:
- Decision Tree Algorithm–Generated Single-Nucleotide Polymorphism Barcodes of rbcL Genes for 38 Brassicaceae Species Tagging. (28th February 2018)
- Main Title:
- Decision Tree Algorithm–Generated Single-Nucleotide Polymorphism Barcodes of rbcL Genes for 38 Brassicaceae Species Tagging
- Authors:
- Yang, Cheng-Hong
Wu, Kuo-Chuan
Chuang, Li-Yeh
Chang, Hsueh-Wei - Abstract:
- DNA barcode sequences are accumulating in large data sets. A barcode is generally a sequence larger than 1000 base pairs and generates a computational burden. Although the DNA barcode was originally envisioned as straightforward species tags, the identification usage of barcode sequences is rarely emphasized currently. Single-nucleotide polymorphism (SNP) association studies provide us an idea that the SNPs may be the ideal target of feature selection to discriminate between different species. We hypothesize that SNP-based barcodes may be more effective than the full length of DNA barcode sequences for species discrimination. To address this issue, we tested a r ibulose diphosphate carboxylase ( rbcL ) S NP b arcoding (RSB) strategy using a decision tree algorithm. After alignment and trimming, 31 SNPs were discovered in the rbcL sequences from 38 Brassicaceae plant species. In the decision tree construction, these SNPs were computed to set up the decision rule to assign the sequences into 2 groups level by level. After algorithm processing, 37 nodes and 31 loci were required for discriminating 38 species. Finally, the sequence tags consisting of 31 rbcL SNP barcodes were identified for discriminating 38 Brassicaceae species based on the decision tree–selected SNP pattern using RSB method. Taken together, this study provides the rational that the SNP aspect of DNA barcode for rbcL gene is a useful and effective sequence for tagging 38 Brassicaceae species.
- Is Part Of:
- Evolutionary bioinformatics online. Volume 14(2018)
- Journal:
- Evolutionary bioinformatics online
- Issue:
- Volume 14(2018)
- Issue Display:
- Volume 14, Issue 2018 (2018)
- Year:
- 2018
- Volume:
- 14
- Issue:
- 2018
- Issue Sort Value:
- 2018-0014-2018-0000
- Page Start:
- Page End:
- Publication Date:
- 2018-02-28
- Subjects:
- Decision tree -- rbcL gene -- species tag -- SNP -- barcoding
Bioinformatics -- Periodicals
Evolutionary computation -- Periodicals
Genetic programming (Computer science) -- Periodicals
Computational Biology
Evolution, Molecular
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http://www.la-press.com/evolutionary-bioinformatics-journal-j17 ↗
http://bibpurl.oclc.org/web/38943 ↗ - DOI:
- 10.1177/1176934318760856 ↗
- Languages:
- English
- ISSNs:
- 1176-9343
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