Naïve Bayes Classifiers and accompanying dataset for Pseudomonas syringae isolate characterization

被引:2
作者
Fautt, Chad [1 ,2 ,3 ]
Couradeau, Estelle [2 ,3 ]
Hockett, Kevin L. [1 ,3 ]
机构
[1] Penn State Univ, Dept Plant Pathol & Environm Microbiol, University Pk, PA 16802 USA
[2] Penn State Univ, Dept Ecosyst Sci & Management, University Pk, PA 16802 USA
[3] Penn State Univ, Intercoll Grad Degree Program Ecol, University Pk, PA 16802 USA
基金
美国食品与农业研究所;
关键词
BACTERIAL CANKER; CAUSAL AGENT; LIFE-HISTORY; PV; TOMATO; PLANT; PATHOGEN; EPIDEMIOLOGY; VIRULENCE; EVOLUTION; OUTBREAK;
D O I
10.1038/s41597-024-03003-x
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The Pseudomonas syringae species complex (PSSC) is a diverse group of plant pathogens with a collective host range encompassing almost every food crop grown today. As a threat to global food security, rapid detection and characterization of epidemic and emerging pathogenic lineages is essential. However, phylogenetic identification is often complicated by an unclarified and ever-changing taxonomy, making practical use of available databases and the proper training of classifiers difficult. As such, while amplicon sequencing is a common method for routine identification of PSSC isolates, there is no efficient method for accurate classification based on this data. Here we present a suite of five Naive bayes classifiers for PCR primer sets widely used for PSSC identification, trained on in-silico amplicon data from 2,161 published PSSC genomes using the life identification number (LIN) hierarchical clustering algorithm in place of traditional Linnaean taxonomy. Additionally, we include a dataset for translating classification results back into traditional taxonomic nomenclature (i.e. species, phylogroup, pathovar), and for predicting virulence factor repertoires.
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页数:8
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