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Updated: Jan 18, 2026

Characterization of a Pathogenic Escherichia coli Strain Derived from Oreochromis spp. Farms Using Whole-Genome Sequencing
Published on: December 23, 2022
Unmapped reads from whole-genome sequencing data reveal pathogen diversity in European and African cattle breeds
Daniil Ruvinskiy1, Kisun Pokharel2, Rodney Okwasimire1
1Natural Resources Institute Finland (Luke), Tietotie 4, FI-31600 Jokioinen, Finland; Department of Agricultural Sciences, University of Helsinki, Finland.
Abstract:
Climate change is impacting the global spread of infectious diseases, altering pathogen distribution and transmission, and threatening human and animal health. This study investigates the presence of potential pathogens in blood within unmapped reads obtained from whole-genome sequencing (WGS) data of various cattle breeds across geographically diverse regions, including South Africa, Uganda, Egypt, Portugal, The Netherlands, and Finland. Unmapped reads were extracted, assembled into contigs, and subjected to taxonomic analysis based on an extensive literature search. The analysis revealed significant geographic variation in pathogen composition, with breeds in the Southern Hemisphere (Uganda, Egypt, and South Africa) showing higher pathogen alignment counts while Northern breeds (particularly from Finland) exhibited lower diversity and counts. Portugal, representing a transition zone, exhibited a higher burden of parasites and tick-borne related pathogens than their Northern counterparts, which were also prevalent in Southern Hemisphere breeds such as Theileria parva, Anaplasma platys, Theileria orientalis, and Babesia bigemina, which is in line with the known capacity of these breeds to cope with local pathogens. Dutch breeds were found to harbor Escherichia coli O157, a known public health concern. The study provided key insights into emerging disease risks influenced by climate change and livestock management practices, but also on the need to investigate possible adaptive responses underlying disease resistance in some breeds. This study highlights the potential for climate-driven variations in disease ecology and transmission, emphasizing the need for integrating genomic and environmental data, and is currently the most comprehensive study to date investigating the microbial diversity present in unmapped reads obtained from WGS data of cattle populations.
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