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Unmapped reads from whole-genome sequencing data reveal pathogen diversity in European and African cattle breeds

dc.contributor.authorRuvinskiy, Daniil
dc.contributor.authorPokharel, Kisun
dc.contributor.authorOkwasiimire, Rodney
dc.contributor.authorGonzalez-Prendes, Rayner
dc.contributor.authorGinja, Catarina
dc.contributor.authorGhanem, Nasser
dc.contributor.authorKugonza, Donald R.
dc.contributor.authorMakgahlela, Mahlako L.
dc.contributor.authorLindeberg, Heli
dc.contributor.authorWeldenegodguad, Melak
dc.contributor.authorKantanen, Juha
dc.contributor.authorDerks, Martijn
dc.contributor.authorCrooijmans, Richard P.M.A.
dc.contributor.departmentid4100111010
dc.contributor.departmentid4100111010
dc.contributor.departmentid4100211610
dc.contributor.departmentid4100211610
dc.contributor.departmentid4100211610
dc.contributor.departmentid4100211610
dc.contributor.orcidhttps://orcid.org/0000-0002-4924-946X
dc.contributor.orcidhttps://orcid.org/0000-0002-2876-6353
dc.contributor.orcidhttps://orcid.org/0000-0001-6350-6373
dc.contributor.organizationLuonnonvarakeskus
dc.date.accessioned2025-09-15T09:14:47Z
dc.date.issued2025
dc.description.abstractClimate 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.
dc.format.pagerange11 p.
dc.identifier.citationHow to cite: Daniil Ruvinskiy, Kisun Pokharel, Rodney Okwasiimire, Rayner Gonzalez-Prendes, Catarina Ginja, Nasser Ghanem, Donald R. Kugonza, Mahlako L. Makgahlela, Heli Lindeberg, Melak Weldenegodguad, Juha Kantanen, Martijn Derks, Richard P.M.A. Crooijmans, Unmapped reads from whole-genome sequencing data reveal pathogen diversity in European and African cattle breeds, Genomics, Volume 117, Issue 6, 2025, 111108, https://doi.org/10.1016/j.ygeno.2025.111108.
dc.identifier.urihttps://jukuri.luke.fi/handle/11111/99903
dc.identifier.urlhttps://doi.org/10.1016/j.ygeno.2025.111108
dc.identifier.urnURN:NBN:fi-fe2025091596145
dc.language.isoen
dc.okm.avoinsaatavuuskytkin1 = Avoimesti saatavilla
dc.okm.corporatecopublicationei
dc.okm.discipline1184
dc.okm.discipline412
dc.okm.discipline414
dc.okm.internationalcopublicationon
dc.okm.julkaisukanavaoa1 = Kokonaan avoimessa julkaisukanavassa ilmestynyt julkaisu
dc.okm.selfarchivedon
dc.publisherElsevier
dc.relation.articlenumber111108
dc.relation.doi10.1016/j.ygeno.2025.111108
dc.relation.ispartofseriesGenomics
dc.relation.issn0888-7543
dc.relation.issn1089-8646
dc.relation.numberinseries6
dc.relation.volume117
dc.rightsCC BY 4.0
dc.source.justusid125272
dc.subjectwhole-genome sequencing
dc.subjectunmapped reads
dc.subjectde novo assembly
dc.subjectpathogens
dc.teh41007-00145900
dc.titleUnmapped reads from whole-genome sequencing data reveal pathogen diversity in European and African cattle breeds
dc.typepublication
dc.type.okmfi=A1 Alkuperäisartikkeli tieteellisessä aikakauslehdessä|sv=A1 Originalartikel i en vetenskaplig tidskrift|en=A1 Journal article (refereed), original research|
dc.type.versionfi=Publisher's version|sv=Publisher's version|en=Publisher's version|

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