Metagenomics for bacterial spot pathogen and virulence factor tracking for Ohio fresh market tomato and pepper production
Hannah Toth, Taylor Klass, Verónica Román-ReynaiD, Francesca Rotondo, D M Francis, Mary Rodriguez, Sally Ann MilleriD, Jonathan M. JacobsiD
Abstract
Bacterial spot is a consistent threat to global tomato and pepper productions; however, Ohios fresh market production currently lacks the updated surveillance data necessary to provide accurate management solutions. While traditional diagnostics focus on identification of a single causal agent, shotgun metagenomic sequencing (MGS) offers a comprehensive view of the infection court. An assignment-first MGS workflow was developed and validated in this study, utilizing Kraken2 databases to extract Xanthomonas species associated with bacterial spot and to characterize the microbial communities of bacterial spot in Ohio production systems. Through in silico spiking experiments, thresholds were established for bacterial spot identification. Species and pathovar identification via average nucleotide identity (ANI) remained accurate at abundance as low as 0.1%. A minimum of 2% Xanthomonas reads were required for high genome completeness (BUSCO >90%) and 3% for reliable type III secretion system (T3SS) effector profiling. Analysis of 63 samples from fresh-market production fields identified Xanthomonas hortorum pv. gardneri, Xanthomonas euvesicatoria pv. euvesicatoria, and Xanthomonas arboricola residing in symptomatic samples, alongside other taxa including Pseudomonas and Stenotrophomonas. Phylogenetic comparisons of metagenome-assembled genomes (MAGs) were comparable to whole genome sequences (WGS) from the same samples, supporting the reliability of culture-independent diagnostics. These results provide a robust framework for utilizing metagenomics as a diagnostic tool, expanding our knowledge of bacterial spot population structure in Ohio, and uncovering the bacterial communities associated with bacterial spot.
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