Joint estimation of epidemiological and genetic processes for Mycobacterium bovis transmission dynamics in cattle and badgers

Lead Research Organisation: University of Glasgow
Department Name: College of Medical, Veterinary, Life Sci

Abstract

The control and eradication of infectious diseases can be difficult for pathogens that are able to persist in multiple host species. This is the case for bovine tuberculosis (bTB), a disease primarily affecting cattle but also found in a number of wildlife species; in Britain and Ireland, the most important of these is the Eurasian badger (Meles meles). While Ireland has had a persistent bTB problem in cattle, by the 1970's bTB had been almost eradicated from Great Britain but since then the has been a dramatically re-emerging disease in cattle. BTB is a zoonosis with implications for both human and animal health, though chronic cases of either in Britain and Ireland are few. Control of bTB also places a severe strain on individual farmers, the farming industry and government, with a projected cost in England and Wales alone of over £1bn over the next decade. While it has long been suspected that badgers are involved, research efforts to date have not determined the extent to which badgers are responsible for eradicating bTB from cattle, and this topic is the subject of great social and political controversy.
One of the most important developments in epidemiology of the last few decades has been the increased use of 'genetic fingerprinting' to identify patterns of disease spread. Until recently, this has largely been done using only a small number of selected regions in the genome. While this kind of "genetic fingerprinting" has been very useful and shows that cattle and badgers in the same region are usually infected by the same bTB strain, the fingerprints are far from unique: many cattle and many badgers share the same type, making it impossible to determine who infected whom. In this project, we will take advantage of novel technology making it feasible and affordable to sequence the entire M. bovis genome for large numbers of samples. Because the bacterium occasionally makes mistakes while replicating its genome, new mutations constantly arise not seen using traditional fingerprinting methods but with the new technology creating a much more unique and discriminatory genetic fingerprint of transmission. Using samples collected over decades from cattle and badgers in Great Britain and Northern Ireland, we will sequence the genomes of hundreds of isolates to genetically track the spread of the pathogen and to test whether it is predominantly maintained in cattle, in badgers, or both. The unique opportunity exploited in this proposal is the availability of extraordinarily dense sampling of cattle and badgers infection together with entire life histories of individual cattle, including movement to other farms and whether it became infected with bTB at some point of its life. This creates an exceptional resource, allowing us to compare our very detailed understanding of contacts between cattle and between herds with the genetic fingerprint information. Based on this information, we will use mathematical models linked directly to statistical inference methods to simulate how the infection may have spread through cattle populations in Britain and Ireland and how it may have genetically changed in the process. This will be done under various different assumptions about the multiple possible sources and mechanisms of infection. By comparing our simulated results to the actual observations (e.g. the number of infected cattle and the type of bTB they carry, etc), we will gain unprecedented insight into the drivers for the spread of the disease and what may prevent its current control.

Technical Summary

Quantifying the transmission dynamics of multi-host pathogens is challenging, especially when sampling is biased. An important example of this is Mycobacterium bovis, the causative agent of bovine TB (bTB) an important disease of British and Irish cattle. M. bovis circulates in the badger and cattle populations and is currently expanding rapidly in GB. While it is well known that persistence of bTB in cattle is spatially localised, the critical question of how these spatial 'patches' are spread and maintained and the role badgers play are as yet unresolved questions. Here, we propose to combine whole genome sequencing (WGS) technology with detailed population data on both hosts to shed new light onto this problem. To address this question, we shall use the exceptional datasets available to integrate analyses across two organisational scales - the 'patch' scale of local persistence and spread and the transmission at the individual level within cattle herds and badger social groups. First, the natural spatial scale at which M. bovis is circulating shall be explored, using community structure algorithms from social network analysis to parse densely sampled phylogenetic trees by the most relevant clade structures. Second, the persistence and spread of bTB at the cattle herd and badger social group scale shall be investigated by analysing detailed life history and infection data. Mathematical models will be used to infer parameter distributions using Bayesian approaches; using methods that have already been used to study a number of important infectious diseases, including bTB. As the integration of genetic and epidemiological data ('phylodynamics') is as yet little applied to bacterial pathogens, not only shall this project generate important insights into bTB epidemiology, it shall also be a useful exemplar to others interested in mycobacterial phylodynamics in general.

Planned Impact

Government stakeholders. Bovine tuberculosis (bTB) places a significant burden on national economies in Britain and Ireland with an estimated future cost of £1 billion over the next ten years. New insights or approaches generated by this project therefore have the potential to make a direct economic impact if they affect government policy and, in the long term, translate into more effective control strategies. In addition to monetary costs, the question of how to best control bTB, and in particular the use of badger culling, has become a hugely divisive, political issue. Any information that would help to place control strategies on more a science- and evidence-based footing, should therefore be valuable to policy makers. Generally, benefits from this project to the public sector may include

I) insights into mechanisms of persistence and spread of the disease;
II) Risk factors influencing the distribution, size and re-occurrence of bTB outbreaks on farms;
III) evaluation of new molecular sequencing technology that could be incorporated into future diagnostic and control programs
IV) Identify likely mechanisms and ranges of spread of high incidence areas for bTB
V) Guidelines for bTB control, especially in terms of identifying methods to spatially target control and determine the extent of control required (both geographically, by species and by proportion of population)
V) Identification of unrecognised knowledge gaps and research priorities.

Cattle farming industry. Although there is legal compensation for cattle slaughtered as a result of testing positive for bTB, this covers only a fraction of the true cost, with a significant burden placed on farmers via the imposition of movement restrictions and the cost and effort associated with the multiple whole herd tests while the outbreak is being eradicated. This project will address long-standing questions about bTB epidemiology, persistence mechanisms and herd risk factors. Where answers to these question can be used to improve management and control strategies, either through government policy or self-guided action, they will result in tangible benefits to the livestock industry.

Wildlife conservation. The debate over the value of badger culling is an ongoing one, with sharply divided opinions on both sides, however it is currently considered one of the most important options for control of bTB. Better understanding of the role of badgers in the persistence of bTB will result in, at the very least, a more efficient approach to culling and/or provide better insight into the possible uses for vaccination.

Wider public. A large part of the public is generally familiar with the issues surrounding bTB, the cost it places on tax payers and farming communities and the debate about whether badger culling is a defendable control strategy on both practical and ethical grounds. By providing objective scientific information about some of the underlying processes, this project therefore has the potential to help shape public opinion on these issues. We would also hope that by demonstrating the value of using novel science and technology tools to answer questions of significant public interest, this work could play a part in highlighting the benefits of research, and the use of public funds, to society.

Academic Impact. For expected academic impact, see 'Academic beneficiaries'

Publications

10 25 50
 
Description a key outcome of this project was the first analysis of bacterial sequence data from spatio-temporally connected cattle and badger populations. We analyses this dataset for evidence of transmission between and within species, and were able to estimates rates at which these transitions occurred. Also we were able to show that spatial proximity was the most important factor underlying close genetic relationships between samples taken from infected individuals, though time between samples and the network of recorded contacts (cattle movements between farms, and badgers moving between social groups) was also important.
Exploitation Route We have shown evidence of clear genetic signatures in the phylogenetic relationships between cattle and badger derived bacterial isolates for a particular epidemiological scenario, and identified analytical methods (a combination of machine learning analysis relating genetic data to epidemiology, and evolutionary analysis in a Bayesian inference framework - BASTA) that could be used to quantify the relationships elsewhere.

While we do not expect that same signature to be replicated everywhere, due to the dependencies on the epidemiological circumstances of any given scenario (e.g. spatial relationships amongst cattle and badgers, densities of the two species, availability of suitable contact points, environmental differences etc.) this finding provides confidence that obtaining similar datasets would similarly allow for quantification of the relationships between the infection dynamics in the two species. Importantly, this better understanding should allow for better targeting of control measures aimed at both species, and via ongoing analysis, allow for estimation of the efficacy of control, so long as a sufficiently long time series of data is available.
Sectors Agriculture, Food and Drink

URL https://www.thenakedscientists.com/articles/interviews/bovine-tb-spread-badgers-cows
 
Description I) In the course of this award, a press conference was arranged by the Science Media Centre (SMC) in London on 17.12.2019 to highlight the results of this project that at the time were due to be published in the journal eLife. Initially, there was some concern about one of my public servant co-authors (Dr. R.S. Delahay) participating in the press briefing so soon after the election. However, in part due to an intervention by Defra's Chief Scientist, this was re-considered and Dr. Delahay was given permission to participate. The press briefing was (in my understanding) broadly viewed as successful and resulted in an accurate portrayal of the research and its significance). This outcome led to Defra and the SMC to meet to discuss "Lessons Learned" from the briefing. II) Part of the data generated in the course of this award related to the ongoing 'Test-Vaccinate-Removal' study area (https://www.daera-ni.gov.uk/articles/test-and-vaccinate-or-remove-tvr-wildlife-intervention-research), a study which aims to inform the future of bovine Tuberculosis control in Northern Ireland. Analysis of this work is yet to be completed (the TVR study itself only completed at the end of 2018) but our data and analysis have allowed for the direct quantification of the relative roles of cattle and badgers in this area, using methods closely related to those we have recently published in eLife. III) Results from this study were submitted as part of the consultation being done in the recent review of the scientific evidence for bovine Tb strategy, completed in Nov 2018 and led by Prof. Charles Godfray. This evidence contributed to the recommendation for future use of whole genome sequencing in evaluating Tb outbreaks and for its use in forensic examination of outbreaks.
First Year Of Impact 2019
Sector Agriculture, Food and Drink
Impact Types Policy & public services

 
Description Member of the Bovine TB partnership
Geographic Reach National 
Policy Influence Type Participation in a guidance/advisory committee
Impact The Bovine TB partnerships provides strategic advice on all aspect of bovine TB related policy. Bovine TB is a disease with economic and animal health impact, and affects farmers mental health and well being.
URL https://www.gov.uk/government/groups/bovine-tuberculosis-partnership
 
Description Submitted Contribution to: "A strategy for achieving Bovine Tuberculosis Free Status for England: 2018 review"
Geographic Reach National 
Policy Influence Type Implementation circular/rapid advice/letter to e.g. Ministry of Health
URL https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/7569...
 
Description BBSRC-Ireland (SFI) joint funding of research
Amount £651,477 (GBP)
Funding ID BB/P010598/1 
Organisation Biotechnology and Biological Sciences Research Council (BBSRC) 
Sector Public
Country United Kingdom
Start 07/2017 
End 06/2020
 
Description US-UK Collaboration (EID scheme)
Amount £379,635 (GBP)
Funding ID BB/M01262X/1 
Organisation Biotechnology and Biological Sciences Research Council (BBSRC) 
Sector Public
Country United Kingdom
Start 09/2014 
End 08/2018
 
Title Homoplasy finder 
Description A freely available software tool to identify homoplasies in sequence data. 
Type Of Material Improvements to research infrastructure 
Year Produced 2019 
Provided To Others? Yes  
Impact Freely available tool to identify and annotate homoplasies on a phylogeny and sequence alignment. downloaded 105x as of 01/03/2020. 
URL https://github.com/JosephCrispell/homoplasyFinder
 
Title Bioinformatics tool for identification of homoplasies in deep sequence data 
Description An analytical tool for identification of homoplasies was developed and made publicly available via github. A paper describing this method has been published. 
Type Of Material Computer model/algorithm 
Year Produced 2018 
Provided To Others? Yes  
Impact too early to say 
 
Title Whole Genome Sequenced Mycobacterium bovis isolates sourced from infected cattle and badgers in England 
Description All WGS data used fin Crispell et al. in eLife 2019, have been uploaded to the National Centre for Biotechnology Information Short Read Archive (NCBI-SRA: PRJNA523164). Because of the sensitivity of the associated metadata, only the sampling date and species will be provided with these sequences. 
Type Of Material Database/Collection of data 
Year Produced 2019 
Provided To Others? Yes  
Impact Inclusion of these data in the M. bovis world genome project led by Dr. S Robbe-Austermann (USDA) 
URL https://www.ncbi.nlm.nih.gov/bioproject/PRJNA523164/
 
Description Development of a workshop on Mycobacterial infection transmission 
Organisation Cornell University
Department College of Veterinary Medicine
Country United States 
Sector Academic/University 
PI Contribution With members of my research team, contributed to the development and delivery of a combined symposium/workshop, which provided research insights (in the symposium) and training over 3 days in the workshop, on the use of tools to interpret deep sequence data generated from mycobacteria. The inaugural workshop and symposium was held from May 22nd to 24th 2018, with future iterations intended.
Collaborator Contribution The workshop organisation was led by Wageningen, with contributions from all partners on the development of training materials and delivery of the workshop
Impact The symposium was attended by approximately 80 individuals with a range of backgrounds including academic, professional and government oriented. The workshop/training courses were attended by 50 individuals (in two groups of 25). There is a commitment, subject to further funding, of repeating the workshop/collaboration in future years (expected to occur every two years).
Start Year 2018
 
Description Development of a workshop on Mycobacterial infection transmission 
Organisation Wageningen University & Research
Country Netherlands 
Sector Academic/University 
PI Contribution With members of my research team, contributed to the development and delivery of a combined symposium/workshop, which provided research insights (in the symposium) and training over 3 days in the workshop, on the use of tools to interpret deep sequence data generated from mycobacteria. The inaugural workshop and symposium was held from May 22nd to 24th 2018, with future iterations intended.
Collaborator Contribution The workshop organisation was led by Wageningen, with contributions from all partners on the development of training materials and delivery of the workshop
Impact The symposium was attended by approximately 80 individuals with a range of backgrounds including academic, professional and government oriented. The workshop/training courses were attended by 50 individuals (in two groups of 25). There is a commitment, subject to further funding, of repeating the workshop/collaboration in future years (expected to occur every two years).
Start Year 2018
 
Description "Big Picture" article in the Veterinary Record 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact An article in the Veterinary Record, which is the journal associated with the British Veterinary Association, and therefore the primary communication medium for engagement with the Veterinary profession in the UK and also to farmers.
Year(s) Of Engagement Activity 2020
 
Description Articles in multiple newspapers 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Media (as a channel to the public)
Results and Impact Multiple news articles (in print and online - URL from the Guardian included as an example) on Crispell et al. 2019 in eLife, on the roles of cattle and badgers in the spread of bovine Tuberculosis. This coverage included:

The Guardian
The Telegraph
Independent
Daily Mail
iNews
Farming UK
Farmers Weekly
Stackyard
Farmers Guardian
Food & Farming Futures
Farming Life
Herald Planet
Irish Times
Go Tech Daily
Year(s) Of Engagement Activity 2019
URL https://www.theguardian.com/uk-news/2019/dec/17/tb-infection-from-cow-to-cow-more-likely-than-transm...
 
Description Blog post on "The Naked Scientist" 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact The Naked Scientist is an internationally supported, national and international award winning podcast hosted by BBC East with supporting stations in Australia, NZ and South Africa. I was interviewed by the lead presenter about our work on whole genome sequencing of M. Bovis to determine the rates at which badgers and cattle infect each other, and in particular the results of the paper by Crispell et al. in eLife (2019).
Year(s) Of Engagement Activity 2019
URL https://www.thenakedscientists.com/articles/interviews/bovine-tb-spread-badgers-cows
 
Description Bovine Tuberculosis Workshop 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact Co-organized (with Dr Liliana Salvador) a workshop on bovine tuberculosis in Glasgow led by Professor Rowland Kao. Brought together modellers, computer scientists, veterinarians, ecologists and epidemiologists from around the world (UK, USA, New Zealand, Ireland, Spain, Portugal) resulting in many discussions and later collaborations.
Year(s) Of Engagement Activity 2015
URL https://www.gla.ac.uk/researchinstitutes/bahcm/events/headline_415441_en.html
 
Description Bovine Tuberculosis Workshop 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact The 2015 Bovine Tuberculosis workshop at the University of Glasgow, led by Rowland Kao, engaged with a mix of (primarily) scientists and veterinarians engaged in production of evidence to support policy (including researchers from the UK, Republic of Ireland, Spain, France, the US and New Zealand). It covered cutting edge research themes in modelling, data science, pathogen sequencing and immune-epidemiology & transcriptomics. It helped to spark multiple conversations on the integration of new technologies into bovine Tb control.
Year(s) Of Engagement Activity 2015
URL https://www.gla.ac.uk/researchinstitutes/bahcm/events/headline_415441_en.html
 
Description British Ecological Society post - The Applied Ecologist: "One-size does not fit all: Insights from a novel outbreak of Mycobacterium bovis in Northern England" 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact The blog post highlighted the results of a recent paper in the Journal of Applied Ecology, highlighting its research findings regarding the source and spread of a outbreak of bovine Tuberculosis in cattle and badgers, in an area where sustained infection had not previously been seen. the article highlighted how ecological settings influenced the manner of emergence and spread, and the use of bacterial whole genome sequencing to elucidate this. it also highlighted the effectiveness of efforts to control bovine tuberculosis in the area.
Year(s) Of Engagement Activity 2021
URL https://appliedecologistsblog.com/2021/11/04/one-size-does-not-fit-all-insights-from-a-novel-outbrea...
 
Description Conference aimed at mixed academic, practitioner and policy-maker audience (Minnesota) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact International conference on One Health research, where I spoke of the potential role of whole genome sequencing as a tool for uncovering complex interactions in pathogens affecting multiple species, and using our ongoing work on bovine Tuberculosis in cattle and badgers as the key exemplar. There was both a short question and answer following my talk, as well as a panel discussion where I, together with a mixed group of speakers discussed the potential for "Science in Action: Big Data Methods and Approaches" - in order to highlight new data approaches that have the potential to shift paradigms in use of science to inform policy and practice. As a result I also had several informal discussions on the potential for whole genome sequencing as a new tool in epidemiology.
Year(s) Of Engagement Activity 2016
URL http://www.wifss.ucdavis.edu/wp-content/uploads/documents/OneHealth/iCOMOSPROGRAMFINAL.pdf
 
Description Editorial for the Veterinary Record 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact I wrote an invited editorial piece for the Veterinary Record, to comment on a published paper on the impact of badger culling. The content of the editorial was a particular paper in the VR, however it was informed by my own research including the linked awards.
Year(s) Of Engagement Activity 2015
URL https://veterinaryrecord.bmj.com/content/177/16/415
 
Description European Conference on Mathematical and Theoretical Biology 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact A talk at a conference on topic "Controlling an infection in one host species may drive the pathogen to adapt to another host".
Year(s) Of Engagement Activity 2016
 
Description I maintain a website that documents some of my research activities 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact In 2017 I created a website that describes me and my research. I regularly add blog posts detailing different aspects of my research that I think will be generally useful.
Year(s) Of Engagement Activity 2017,2018,2019
URL https://josephcrispell.github.io/
 
Description I presented at the Bovine Tuberculosis Mini-Symposium 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact I presented my research at a Mini-symposium held at the University of Glasgow. The presentation prompted discussions about the methods used and results found.
Year(s) Of Engagement Activity 2017
URL https://www.eventbrite.co.uk/e/bovine-tuberculosis-mini-symposium-2017-tickets-34983099392#
 
Description I use my twitter feed to publicise the research that I am interested in 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact I regularly post details about the research articles that I am interested in on twitter
Year(s) Of Engagement Activity 2017,2018,2019
URL https://twitter.com/JosephCrispell
 
Description Interview on BBC Radio Four "Today" Programme 
Form Of Engagement Activity A press release, press conference or response to a media enquiry/interview
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Media (as a channel to the public)
Results and Impact Interview on the BBC Radio 4 Today Programme on the results of Crispell et al. at 8.40 am on 17.12.19, discussing what it tells us about the roles of badgers and cattle in maintaining bovine Tuberculosis in cattle. This interview was noted by multiple individuals (pers. comm.) including requests to present this work at a variety of venues (including the Annual meeting of the Midlothian Farmers Association).
Year(s) Of Engagement Activity 2019
 
Description Invited Plenary Speaker 'ModAH 2017' 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Policymakers/politicians
Results and Impact The Modelling in Animal Health Symposium held in Nantes, France (June 2017) was a scientific conference that included a mix of academics, professional practitioners (veterinarians) and policy-evidence civil servants. I spoke on the work involved in quantifying the role of cattle in the transmission of bovine Tb (incorporating cattle movements and sequencing data). The talk sparked further conversations with Defra evidence teams about legislation surrounding cattle movement restrictions - further commissioned work from Defra is possibly though as yet not finalised.
Year(s) Of Engagement Activity 2017
URL https://workshop.inra.fr/modah2017/
 
Description Invited speaker at Ynte Schukken's inauguration symposium 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Other audiences
Results and Impact I was invited to give a presentation at a symposium created to celebrate Ynte Schukken's inauguration at Wageningen University. The presentation sparked questions and debate regarding the research. I was able to talk about my current and future research during the symposium to other attendees. I presented my analysis of the New Zealand data.
Year(s) Of Engagement Activity 2017
URL https://www.wur.nl/en/show/Inauguration-Prof.-dr.-Y.H.-Schukken-Special-Professor-Farm-Animal-Health...
 
Description Mini-Symposium on Bovine Tuberculosis 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact This symposium, led by Rowland Kao, on the use of integrated of large datasets including pathogen sequence data and its ability to explain 'wicked' problems (i.e. multi-host pathogen systems with biased data) was held, with representatives from Government and researchers across multiple nations (UK, Republic of Ireland, USA, Spain). The discussions prompted increased international collaborations (two ongoing projects) to analyses dense datasets related to bovine Tuberculosis control.
Year(s) Of Engagement Activity 2017
URL https://www.gla.ac.uk/researchinstitutes/bahcm/news/headline_529612_en.html
 
Description Presentation at AVTRW (The Association for Veterinary Teaching and Research Work) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Public/other audiences
Results and Impact I attended and presented at the AVTRW (Irish Branch) 51st Annual Scientific Meeting. My research was discussed and I was exposed to other research activities going on across the Republic of Ireland and Northern Ireland.
Year(s) Of Engagement Activity 2017
URL http://www.avtrw.co.uk/
 
Description Presentation at ISVEE (International Society for Veterinary Epidemiology and Economics) conference 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact I attended the ISVEE conference held in Yucatan, Mexico. I presented our research on the use of Whole Genome Sequencing to investigate transmission of bovine tuberculosis in New Zealand. The audience included members from a range of institutes around the world as well as practicing vets and members of industry.
Year(s) Of Engagement Activity 2015
 
Description Presentation at Midlothian Farmers Annual Meeting. 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Industry/Business
Results and Impact Presentation of work on whole genome sequencing of M bovis to midlothian farmer's association at their annual meeting.
Year(s) Of Engagement Activity 2020
URL https://www.midlothianadvertiser.co.uk/news/people/annual-midlothian-farmers-meeting-1-5084004
 
Description Presentation at UK/US project meeting "Mycobacterial Transmission Dynamics in Agricultural Systems: Integrating Phylogenetics, Epidemiology, Ecology, and Economics" 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact I gave a presentation about a simulation model for simulating transmission of infectious disease, such as bovine tuberculosis, in a multi host system. Initiated discussion how to apply the model for various livestock - wildlife systems around the world
Year(s) Of Engagement Activity 2017
 
Description Presentation to Meeting of the USAHA Tuberculosis Scientific Advisory Subcommittee 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? Yes
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact Highlighted uses of modern genetic technology combined with mathematical models to understand tuberculosis epidemiology

Have had several continued email and phone conversations with persons within the USDA and other state organisations regarding this research area.
Year(s) Of Engagement Activity 2013,2014
URL http://www.usaha.org/Portals/6/Committees/tuberculosis/presentations/2014-Palmer-TBSAS.pdf
 
Description Presented a talk at "International Symposium on Dynamic Games and Applications" 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Gave a talk on evolving immune responses in ruminants towards suboptimal outcomes using evolutionary game theory and the G-function formalism.
Year(s) Of Engagement Activity 2014
URL https://www.gerad.ca/colloques/isdg2014/
 
Description Presented a talk at a conference "Mathematical Models in Ecology and Evolution" 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Gave a talk on evolving immune responses in ruminants towards suboptimal outcomes in the framework of adaptive dynamics.
Year(s) Of Engagement Activity 2015
URL https://www.biologie.ens.fr/mmee2015/
 
Description Presented at a conference "Modelling Biological Evolution" 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Gave a talk on evolving immune responses in ruminants towards suboptimal outcomes in the framework of adaptive dynamics.
Year(s) Of Engagement Activity 2015
URL http://www.math.le.ac.uk/people/ag153/homepage/MBE15/MBE15.htm
 
Description TEDx talk - The Science of Networks 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact I gave a TEDx talk on the science of networks, including referring to the difficulties of identifying links between communities in multi-host pathogen systems (using bovine Tb as an exemplar) and also the effects of community separation on the polarisation of debate (again using bovine Tb in cattle and badgers as an example).
Year(s) Of Engagement Activity 2017
URL http://tedxuniversityofglasgow.com/speakers