The wild mammalian microbiome

Lead Research Organisation: University of Oxford
Department Name: Biology

Abstract

The vertebrate gut teems with a vast, diverse community of bacteria that outnumber the cells of their host by at least an order of magnitude, the so-called gut microbiota. Recent advances in molecular biology have revolutionised research into these bacterial communities, and demonstrated their pervasive effects on host biology, health and disease. At the same time, their tremendous variability has come to light - they vary enormously across species, among individuals, and within individuals over time. Such variation demands an explanation, yet our current understanding of the ecological and evolutionary processes responsible remains limited. A key obstacle in this respect is that so far, microbiota research has focused heavily on just two model organisms - humans and laboratory mice, leaving a gap in knowledge about what shapes gut microbial communities in natural vertebrate populations. I outline a research programme that addresses this need, by developing wild small mammals as a novel system for microbiota research, and using them to address several key questions about which we currently know rather little: (1) Why do individuals within a single population show distinct gut microbial profiles, and what processes drive changes in these communities over time within individuals? (2) How exactly are gut microbes and other gut-dwelling organisms transmitted among hosts within a population - do their social interactions or shared use of space play a significant role in this process? (3) What ecological and evolutionary processes underlie variation across species in their gut microbiota?

To address the first two questions, I will use a common British rodent - the wood mouse - as a model study system. Wood mice are ideal for this purpose: in the wild, a large number of individuals can be uniquely marked and monitored throughout their lives in a relatively small area, with repeated sampling of their gut microbiota and fine-scale characterisation of their local habitat. Also, manipulative experiments both in the wild and in captivity are possible with this species. To address the first question, I will use a combination of detailed field observations and controlled experiments to build a comprehensive picture of the processes shaping within-population variation in gut microbial communities. Observational data on key hypothesized factors including genetic relatedness, diet, habitat, gut parasites, age and reproductive status will allow me to estimate their relative contribution to microbiota variation within and among individuals. I will also use a large-scale drug treatment experiment in wild mice to directly test how the presence of another key group of gut inhabitants - parasitic helminths, affects the microbiota. Finally, I will perform a "diet shift" experiment in captive wood mice, to test how changes in natural food groups shape the gut microbiota. To address the second question, I will use a novel 'social network' based approach in the same wild wood mouse population used above, to examine how animal social contacts and space use drive the transmission of gut microbes and gut parasites. Finally, to answer the third question, I will perform a multi-species study using wild small mammals (mice, voles and shrews) that co-occur across several different habitat types in Europe. This study will test for the first time whether a host's evolutionary heritage or their current environmental conditions (habitat and diet), dominate in shaping their microbiota.

This research will provide fundamental insight into the ecological and evolutionary processes affecting the mammalian gut microbiota, and thereby advance our knowledge about how and why these communities, which are so critical to host health, vary in nature. It will also fill an important gap in knowledge about how gut-dwelling organisms are transmitted among animals, with relevance to the control of infectious disease.

Planned Impact

I identify four major groups that will benefit from this work.

(1) The academic community
As detailed in 'Academic Beneficiaries' this research will be of key interest to academic researchers from a range of disciplines, including microbial ecologists, infectious disease biologists and mammal ecologists. I will ensure my research achieves impact in these academic fields by publishing primary research in high impact journals (open access whenever possible), writing opinion pieces and commentaries, presenting my work at relevant conferences, and organising a workshop. The latter will facilitate the exchange of ideas and approaches between microbiota researchers working on both model and non-model organisms and forge new research directions capitalising on the strengths of different systems.

(2) Postgraduate and undergraduate students
I anticipate a significant student interest in my research. The wood mouse project I would use in objectives 1 and 2 has already proved popular among Imperial MSc and MRes students for research projects. Aurelio Malo has supervised 15 Master's projects on this system since setting it up, and I anticipate similar popularity going forward. I will engage postgraduate and undergraduate students to carry out their own research projects. Through their involvement, these students will benefit from training in microbial and disease ecology, field techniques and statistical analyses, as well as transferable skills in project and data management.

(3) The general public
Gut microbes and parasites/pathogens pervade everyone's lives, with vast numbers colonizing all animals including humans. With continual revelations about the complexity of these communities and their diverse effects on host biology, our symbiotic communities certainly capture the public's interest. Other aspects of this work are also likely to stimulate public interest, including insight into the social lives of familiar wild species, and how social interactions affect pathogen spread (currently a hot topic, for example with recent media spotlight on bovine TB). Through actively pursuing media coverage of published work, having an accessible website and blog, as well as outreach activities at public science events, I will maximise the impact my research has on public understanding and enjoyment of science.

(4) Disease control community
This work is relevant to and has potential to inform public health programmes. Millions of pounds are spent each year on deworming as part of disease control programmes in humans and livestock. The Neglected Tropical Disease (NTD) community has set ambitious goals (e.g. the London Declaration on NTDs) to control or eliminate helminths from human populations, largely through mass treatment programmes. Current strategies essentially ignore within-host community ecology: there is little consideration of how deworming may alter these communities, and the potential implications for successful disease control. Part of this proposal addresses exactly this question using wild mice as a model system, and the results will provide a test case on this key issue. I will ensure my research broadens awareness in this area by (i) communicating results at conferences attended by end-users in disease control, (ii) organising a symposium focusing on these issues at one such conference, and (iii) writing commentaries that highlight key questions and findings in this area, with collaborators in the human NTD world established through my current position.
 
Description This grant has yielded several fundamental new pieces of knowledge about how and why gut microbiomes vary in wild mammalian populations. Using detailed studies of a single species (the wood mouse, Apodemus sylvaticus), we have identified the major drivers of gut microbiome variation in this species. Using newly developed RFID technology to monitor wild mouse movements and space use, and advanced statistical models, we created social networks for wild populations of mice and used these to study how gut microbes spread within them. Intriguingly, and to our surprise, we identified a very strong impact of social interactions on the gut microbiome, even in our relatively asocial study species that does not live in tight-knit social groups. These social effects were much stronger than effects of host genetics.
We also identified very strong and consistent seasonal fluctuations in the gut microbiome, that we could show through analysis of diet from faecal samples, was associated with seasonal changes in plant diet (e.g. consumption of acorns). This seasonal restructuring has important implications in terms of the gut microbiome's potential role in how mammals adjust to changing seasonal environments, as microbes may play a key role.
Finally, through comparative analyses, we assessed how strongly an animal's evolutionary history (phylogenetics) vs their current environment shapes the gut microbiome. Through a carefully designed field sampling study we clearly showed that a mammal's species identity is the key factor shaping it's microbiome composition, and that although sharing a habitat can cause two species' microbiomes to converge, this effect is secondary and that the influence of species identity dominates.
Exploitation Route The findings of this work are already being used by others in the field of gut microbiome research, informing future studies for example on how different types of symbiotic microbe may spread within social networks, a fundamental area of research not just in ecology but also relevant to human health. The studies produced by this research are being well-cited in the rapidly growing research field of microbiome research, helping push our understanding of these important communities, and their relevance for animal ecology, evolution and health, to new levels.
Sectors Agriculture, Food and Drink,Environment,Healthcare,Other

 
Description Our work on wild rodents during this fellowship has supported public engagement with ecology and wild animal work throughout. Through engaging members of the general public, undergraduate and postgraduate students through outreach events (e.g. UNIQ), science-art collaboration events, various talks, and a youTube video about our research (https://www.youtube.com/watch?v=21ylnfIXtuk), they have gained a better appreciation of the wildlife on their doorstep, and its value to them and to our understanding of wider scientific questions. I also published an article for a magazine targeted at high school children (Futurum Careers) together with a teacher activity sheet, that provides insight into my career path in ecology that I hope will help them thinking about a career in STEM and particularly ecological research.
Sector Environment
Impact Types Societal

 
Description "GLOMUS - linking ecology and evolutionary history of mammalian gut microbes"
Amount £18,698 (GBP)
Organisation British Ecological Society 
Sector Charity/Non Profit
Country United Kingdom
Start 05/2023 
End 05/2024
 
Description Causes and Consequences of Variation in the Mammalian Microbiota
Amount € 1,771,166 (EUR)
Funding ID 851550: MUSMICRO 
Organisation European Research Council (ERC) 
Sector Public
Country Belgium
Start 02/2020 
End 02/2025
 
Description Smart Traps: new RFID-based technology for monitoring wild rodents
Amount £4,946 (GBP)
Funding ID 0010219 
Organisation University of Oxford 
Sector Academic/University
Country United Kingdom
Start 01/2021 
End 06/2022
 
Description The multi-trophic impact of ash dieback
Amount £79,974,711 (GBP)
Funding ID NE/T007648/1 
Organisation Natural Environment Research Council 
Sector Public
Country United Kingdom
Start 03/2020 
End 03/2024
 
Title Samples provided to the Darwin Tree of Life project, for four small mammal species 
Description Enabled by the research in this NERC award, we collected samples for four small mammal species (Apodemus sylvaticus, Apodemus flavicollis, Myodes glareolus and Sorex araneus) to be high-quality genome sequenced as part of the Darwin Tree of Life Project 
Type Of Material Biological samples 
Year Produced 2022 
Provided To Others? Yes  
Impact None yet, but the genomes could be used by all sorts of researchers in the future 
URL https://www.darwintreeoflife.org/
 
Description Collaboration with Amy Pedersen to use RFID loggers 
Organisation University of Edinburgh
Country United Kingdom 
Sector Academic/University 
PI Contribution Provided 20 loggers at Amy's field sites in Scotland, for monitoring wild rodent movements/responses to experimental food provision Training in how to use loggers, and support with repair / data
Collaborator Contribution Carried out field study - regular fieldwork to test the impact of food supplementation on rodent movements
Impact Pilot data collected, grant application written and submitted to NERC on the basis of this work
Start Year 2019
 
Description Collaboration with Arild Husby 
Organisation University of Helsinki
Country Finland 
Sector Academic/University 
PI Contribution Provision of samples collected from the project to characterise genetic relatedness among population members
Collaborator Contribution Arild's student carried out the genotyping wet lab work and analysis to assign parentage, and analyse how this related to microbiome composition
Impact Assignment of parentage relationships in our two wood mouse study populations - at Silwood Park and Wytham Woods
Start Year 2018
 
Description Collaboration with Lindsay Hall: wild rodent Bifidobacteria 
Organisation University of East Anglia
Country United Kingdom 
Sector Academic/University 
PI Contribution Lindsay, her PhD student and I initiated a collaboration to characterise whole genomes of Bifidobacteria strains from wild rodents. We supply faecal samples from fieldwork and intellectual input.
Collaborator Contribution Lindsay's group perform lab work to grow the bacteria, sequence the genomes and analyse them, and fund this side of the collaboration.
Impact Paper just published in 2022: https://doi.org/10.1038/s43705-022-00102-x
Start Year 2017
 
Description Darwin Tree of Life 
Organisation Earlham Institute
Country United Kingdom 
Sector Academic/University 
PI Contribution We collected and sent (in special tubes/with particular transport) samples for the Darwin Tree of Life project from four small mammal species in Wytham Woods (two species of mouse, one vole and a shrew). Their genomes will be subjected to high quality long-read genome sequencing (PacBio) by the large collaborative DToL team, curated and made publicly available in their database.
Collaborator Contribution Our partners will do the sequencing, and analysis, and make the data publicly available.
Impact None yet
Start Year 2021
 
Description Darwin Tree of Life 
Organisation The Wellcome Trust Sanger Institute
Country United Kingdom 
Sector Charity/Non Profit 
PI Contribution We collected and sent (in special tubes/with particular transport) samples for the Darwin Tree of Life project from four small mammal species in Wytham Woods (two species of mouse, one vole and a shrew). Their genomes will be subjected to high quality long-read genome sequencing (PacBio) by the large collaborative DToL team, curated and made publicly available in their database.
Collaborator Contribution Our partners will do the sequencing, and analysis, and make the data publicly available.
Impact None yet
Start Year 2021
 
Description Earth Hologenome Initiative 
Organisation University of Copenhagen
Country Denmark 
Sector Academic/University 
PI Contribution I am collecting rodent gut microbiome samples from several species for the Earth Hologenome Initiative
Collaborator Contribution EHI will perform metagenomic sequencing of both the host and microbiome samples, to use in their own studies and be published open access for use in future broad-ranging studies/meta-analyses
Impact None yet
Start Year 2021
 
Description Rodent viral epidemiology collaboration 
Organisation Royal Veterinary College (RVC)
Country United Kingdom 
Sector Academic/University 
PI Contribution We provided fieldwork and faecal samples from wild rodents in Wytham, as part of my NERC fellowship research
Collaborator Contribution My partners at Royal Veterinary College and Uni of Glasgow provided sequencing consumables to perform viral metagenomic sequencing.
Impact We have published one paper on the epidemiology of zoonotic viruses in Wytham rodents, in Molecular Ecology: https://onlinelibrary.wiley.com/doi/full/10.1111/mec.16778 This work has also formed the basis of several grant applications, one of which was recently funded as detailed in the further funding section by a BBSRC-NSF joint "EEID" grant to begin in 2023.
Start Year 2017
 
Description Rodent viral epidemiology collaboration 
Organisation University of Glasgow
Country United Kingdom 
Sector Academic/University 
PI Contribution We provided fieldwork and faecal samples from wild rodents in Wytham, as part of my NERC fellowship research
Collaborator Contribution My partners at Royal Veterinary College and Uni of Glasgow provided sequencing consumables to perform viral metagenomic sequencing.
Impact We have published one paper on the epidemiology of zoonotic viruses in Wytham rodents, in Molecular Ecology: https://onlinelibrary.wiley.com/doi/full/10.1111/mec.16778 This work has also formed the basis of several grant applications, one of which was recently funded as detailed in the further funding section by a BBSRC-NSF joint "EEID" grant to begin in 2023.
Start Year 2017
 
Description Wild rodent gut microbe genome characterisation 
Organisation University of Manchester
Country United Kingdom 
Sector Academic/University 
PI Contribution To date, my input has been intellectual, scientific expertise and samples. I contacted Philip and Kate Bowerman to collaborate and investigate bacterial metagenomics within some of my wild rodent faecal samples. I had found an interesting result that a particular group of bacteria he works on (family S24-7) were driving host species-specificity in the comparative rodent microbiome dataset associated with this award, and so we collaborated to sequence some genomes from these samples to explore these taxa further.
Collaborator Contribution Kate and Philip have characterised gut bacterial genomes from a set of the samples I collected.
Impact ISME Communications publication in 2022: https://doi.org/10.1038/s43705-021-00053-9
Start Year 2018
 
Description Wild rodent gut microbe genome characterisation 
Organisation University of Nottingham
Country United Kingdom 
Sector Academic/University 
PI Contribution To date, my input has been intellectual, scientific expertise and samples. I contacted Philip and Kate Bowerman to collaborate and investigate bacterial metagenomics within some of my wild rodent faecal samples. I had found an interesting result that a particular group of bacteria he works on (family S24-7) were driving host species-specificity in the comparative rodent microbiome dataset associated with this award, and so we collaborated to sequence some genomes from these samples to explore these taxa further.
Collaborator Contribution Kate and Philip have characterised gut bacterial genomes from a set of the samples I collected.
Impact ISME Communications publication in 2022: https://doi.org/10.1038/s43705-021-00053-9
Start Year 2018
 
Description Wild rodent gut microbe genome characterisation 
Organisation University of Queensland
Department School of Chemistry and Molecular Biosciences
Country Australia 
Sector Academic/University 
PI Contribution To date, my input has been intellectual, scientific expertise and samples. I contacted Philip and Kate Bowerman to collaborate and investigate bacterial metagenomics within some of my wild rodent faecal samples. I had found an interesting result that a particular group of bacteria he works on (family S24-7) were driving host species-specificity in the comparative rodent microbiome dataset associated with this award, and so we collaborated to sequence some genomes from these samples to explore these taxa further.
Collaborator Contribution Kate and Philip have characterised gut bacterial genomes from a set of the samples I collected.
Impact ISME Communications publication in 2022: https://doi.org/10.1038/s43705-021-00053-9
Start Year 2018
 
Description Committee member of Wild Animal Microbiomes Evolution Special Topic Network 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Arising from my fellowship work, I initiated a working group that received funding from ESEB (the European Society for Evolutionary Biology) to form a network undertaking various activities that aim to bring together researchers in the new field of wild animal microbiome research. We have initiated a programme of online research seminars, workshops, a programme of funded research exchanges, and a special issue of Journal of Evolutionary Biology that I am guest Editor for.
Year(s) Of Engagement Activity 2021
URL https://www.wamestn.com/
 
Description Futurum Careers article for high school students 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Schools
Results and Impact In 2022 towards the end of my NERC fellowship I published an article in the Futurum Careers magazine, targeted at high school students (and their teachers) to help them think about careers in STEM. The 4-page article introduces an area in science, features interview-style questions and an associated teaching resource (activity sheet) that teachers can use.
The article was downloaded 68 times from the Futurum website, with over 300 page views, had hundreds of engagements on Twitter and had >2500 'Likes' on facebook.
Year(s) Of Engagement Activity 2022
URL https://futurumcareers.com/what-can-we-learn-about-microbiomes-by-studying-wild-mice?utm_source=rss&...
 
Description Interactive talk with administrative staff members at the department 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Public/other audiences
Results and Impact We gave a presentation to members of administrative staff (c. 20) from our department, that don't always get to see or hear about what research is actually going on in the department.
We showed them live animals, and our technology for monitoring them, talked about our research questions and goals for both the NERC and NC3Rs research
Year(s) Of Engagement Activity 2019
 
Description Keble Review article 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact I wrote a page spread article article for the Keble Review (my Oxford college magazine) describing my research to a lay audience
Year(s) Of Engagement Activity 2021
 
Description Science communication video 
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 Angel Media produced a video on my PhD student and my research (a key piece of my NERC fellowship work) studying gut microbiome transmission in wild mice. https://www.youtube.com/watch?v=21ylnfIXtuk
It has had 835 views to date.
Year(s) Of Engagement Activity 2022
URL https://www.youtube.com/watch?v=21ylnfIXtuk
 
Description Talk in Art-Science Collaboration workshop 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact My former PhD student gave a talk on "What is scientific research" to a group of art students at the University of Helskinki, featuring our mouse research in the talk
Year(s) Of Engagement Activity 2022
 
Description UNIQ summer school 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Schools
Results and Impact Engagement / talk to UNIQ summer school students in the woods, about fieldwork and our NERC- and NC3Rs- funded research.
The students came to the woods, had a talk about wild rodent fieldwork, and our research, saw various species of captured rodent, and asked questions, as well as having a tour of the university woodland.
the UNIQ programme is designed to give students from disadvantaged backgrounds a chance to visit Oxford and learn about what a degree at the unversity would be like, and the kinds of research going on.
Year(s) Of Engagement Activity 2019
 
Description UNIQ summer school 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Schools
Results and Impact Engagement / talk to UNIQ summer school students in the woods, about fieldwork and our NERC- and NC3Rs- funded research.
The students came to the woods, had a talk about wild rodent fieldwork, and our research, saw various species of captured rodent, and asked questions, as well as having a tour of the university woodland.
the UNIQ programme is designed to give students from disadvantaged backgrounds a chance to visit Oxford and learn about what a degree at the unversity would be like, and the kinds of research going on.
Year(s) Of Engagement Activity 2019