Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2025 Dec 1;79(1):3.
doi: 10.1186/s13620-025-00321-3.

Integrating whole-genome sequencing and epidemiology to characterise Mycobacterium bovis transmission in Ireland: a proof of concept

Affiliations

Integrating whole-genome sequencing and epidemiology to characterise Mycobacterium bovis transmission in Ireland: a proof of concept

Nicola Harvey et al. Ir Vet J. .

Abstract

Background: In the Republic of Ireland, the herd-level incidence of bovine tuberculosis (bTB), caused by Mycobacterium bovis, reached 6.40% by June 29th 2025, highlighting bTB’s risk to animal health, biosecurity and the economy. The complexity of bTB epidemiology, driven by multiple host species, undetected transmission and incomplete diagnostic sensitivity, makes surveillance and control challenging. Pathogen whole-genome sequencing (WGS) can clarify transmission dynamics but is constrained by the slow, variable mutation rate of M. bovis.

This pilot case study integrates WGS with epidemiological data to elucidate transmission event pathways and could be a starting point for future automation. A decision-tree framework was developed to classify likely transmission event pathways by integrating M. bovis WGS sourced from the BTBGenie research project and epidemiological data. As proof-of-concept, one farm with multiple isolates was randomly selected from a national WGS database. Twenty-eight near-identical isolates (pairwise ≤ 3 SNP divergence), from other herds, were identified across databases of the Republic of Ireland and Northern Ireland, with full metadata was available for 16 isolates. These were analysed using TracebTB, a research tool linking national animal health, movement, wildlife and land management databases.

Results: Transmission event pathways for this case herd were classified as “local area transmission” (43.75%), “within-herd transmission” (12.5%), and “cattle movement-associated transmission” (also 43.75%), divided into between-herd (25%) and within-herd (18.8%) transmission. No evidence of residual within-herd transmission was found in this herd. Homebred animals served as spatial anchors, delineating the cluster’s ‘home range’ or kernel. A spatially distant homebred case, alongside the overall home range size, suggested an undetected movement-associated transmission event, likely via undetected carriers.

Conclusions: Integrating WGS with detailed epidemiology enables identification of probable bTB transmission event pathways, revealing undetected infections and highlighting biosecurity concerns associated with undetected carriers. The decision-tree framework provides a scalable approach for retrospective outbreak investigation, targeted surveillance, and efficient resource allocation, particularly in high-risk systems such as Controlled Finishing Units.

These findings highlight the importance of transboundary collaboration in persistent bTB hotspots. Automating this approach could support validation of disease epidemiological models, guide targeted interventions, and optimising resource allocation, supporting Ireland’s goal of bTB eradication.

Supplementary Information: The online version contains supplementary material available at 10.1186/s13620-025-00321-3.

Keywords: Meles meles; Mycobacterium bovis; Bovine Tuberculosis (bTB); Cattle; Epidemiological data; Ireland; Transmission; Whole-genome sequencing (WGS).

PubMed Disclaimer

Conflict of interest statement

Declarations. Ethics approval and consent for publication: Not applicable. Competing interest: The authors declare no competing interests.

Figures

Fig. 1
Fig. 1
Transmission event pathways integrating WGS data and epidemiology data, where the “breakdown start date” refers to the test date on which the animal was disclosed as bTB positive (either ante or post mortem). Different colours represent the land parcels associated with the farms where WGS isolates were obtained. The badger icon represents WGS isolates from badgers, while the cow icon represents WGS isolates from cattle. The colour background on both icons denotes genetically near-identical M. bovis isolates (≤3 SNPs)
Fig. 2
Fig. 2
Genetic context for the study group shown in the sub-lineage phylogeny in (a). The isolates from this study are shown in blue in both plots. (b) shows the locations for these samples, clearly indicating the geographic localisation of the sub clusters, though with significant overlap. Such spatial patterns are common within lineages in Ireland. In order to facilitate detailed mapping, distant outliers, including one isolate submitted from a farm in Co. Donegal, are not shown
Fig. 3
Fig. 3
Approximate location of 28 genetically identical isolates with WGS data, where turquoise = N.I. samples, red= index herd, green & black = homebred local transmission event, green= local transmission event, pink= transmission event associated with movement between herds and orange = transmission event associated with movement within farm. Black & white square = badger

References

    1. Rossi G, Shih BB-J, Egbe NF, Motta P, Duchatel F, Kelly RF, et al. Unraveling the epidemiology of Mycobacterium bovis using whole-genome sequencing combined with environmental and demographic data. Front Vet Sci. 2023. 10.3389/fvets.2023.1086001. - DOI - PMC - PubMed
    1. DAFM, 2025. Bovine TB statistics. https://www.gov.ie/en/department-of-agriculture-food-and-the-marine/publ... (Online, Accessed 14/09/2025).
    1. More SJ. bTB eradication in Ireland: where to from here? Ir Vet J. 2023. 10.1186/s13620-023-00239-8. - DOI - PMC - PubMed
    1. Abernethy DA, Upton P, Higgins IM, McGrath G, Goodchild AV, Rolfe SJ, et al. Bovine tuberculosis trends in the UK and the Republic of Ireland, 1995–2010. Vet Rec. 2013;172:312. 10.1136/vr.100969. - DOI - PubMed
    1. Akhmetova A, Guerrero J, McAdam P, Salvador LCM, Crispell J, Lavery J, et al. Genomic epidemiology of Mycobacterium bovis infection in sympatric badger and cattle populations in Northern Ireland. Microb Genom. 2023;9. 10.1099/mgen.0.001023. - PMC - PubMed

LinkOut - more resources