bioRxivBioinformaticsPreprint
A Standardized Framework for Taxonomy Analysis in Bacterial Kingdom based on Protein Domain
Boqian WangiD, Jianglin ZhouiD, Yuan Jin, Mingda HuiD, Yunxiang ZhaoiD, Xin Wang, Long LiangiD, Junjie YueiD, Hongguang ReniD
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Abstract
The taxonomy research on the bacterial kingdom is important and can be usually conducted by the analysis on conserved genes, 16s rRNA, protein domain, and so on. Comparatively, the protein domains maintain a most direct relationship with phenotypes. In this paper, based on the protein domain, we propose a 3-step framework to standardize the classification process of bacteria. Different model candidates are involved and discussed in each step. By comparing the classification results with existing taxonomy, we select the most appropriate candidate to improve the framework, and furthermore, discuss their biological significance. Finally, we put forward taxonomy suggestions based on the best classification results. ImportanceWe standardize a 3-step framework to carry out bacterial taxonomy research based on protein domain. Furthermore, we filter out the best solution in each step that can together generate the most appropriate classification result, and at the same time, we discuss the biological significant it indicates. Finally, we propose suggestions on NCBI bacterial taxonomy based on the classification results.
- organism: bacteria (other)
- assay: protein sequence
- research focus: benchmarking
- approach: statistical model
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