The theory and practice of evolvability: Effects and mechanisms of mutation rate plasticity
Lead Research Organisation:
University of Manchester
Department Name: Earth Atmospheric and Env Sciences
Abstract
Spontaneous mutation is a key engine of evolution and is central to organisms' 'evolvability'. Thus understanding mutation is important for understanding the fundamentals of the mechanisms that have generated all the diversity of life we see today. It is also important for combatting undesirable evolution, such as antibiotic resistance in microbes. Others have found that mutation rates can vary between organisms (genotypes) and locally within an organism's genome and that rates can evolve by natural selection. We have found that the chances that a single genotype mutates can also vary, mediated by cell-cell communication. Variation of this type is predicted by mathematical theory to increase organisms' evolvability, allowing them to adapt quicker. However, there are still important gaps in our understanding of this area. Firstly, we do not know whether the system we have identified actually has this predicted effect on evolution. Secondly we do not understand the mechanism - what signal mediates the cell-cell communication used here and how it acts. Finally, while the theory predicted the existence of variable mutation rates of the sort we observe and their beneficial effect on evolvability, it didn't predict the sort of cell-cell communication mechanism we have identified and cannot yet deal with such processes.
In this project we shall address each of these issues, considering the rate of evolution of antibiotic resistance in the gut microbe Escherichia coli. Firstly we shall investigate the mechanism by which cell-cell signals affect mutation rate. We already know that this mechanism requires a particular gene (luxS) whose removal affects multiple signalling molecules. By experimentally manipulating genes and small molecules involved in the biochemical network in which luxS is involved and its downstream effects, we shall understand better how this signalling is achieved. Secondly we shall develop the theory and carry out computational experiments to include the sort of cell-cell communication mechanisms we observe and understand how exactly they may affect the course of evolution. This will also provide new hypotheses that may be tested in the lab. Finally we shall test whether and when this control of mutation rate actually is beneficial to the organism's evolution (as predicted by theory) by watching evolution happen in the laboratory with and without the ability to vary mutation rate in this way.
Together, this work will link the theory and reality of evolvability, using very different scientific disciplines to determine when, how and why organisms vary their mutation rates.
In this project we shall address each of these issues, considering the rate of evolution of antibiotic resistance in the gut microbe Escherichia coli. Firstly we shall investigate the mechanism by which cell-cell signals affect mutation rate. We already know that this mechanism requires a particular gene (luxS) whose removal affects multiple signalling molecules. By experimentally manipulating genes and small molecules involved in the biochemical network in which luxS is involved and its downstream effects, we shall understand better how this signalling is achieved. Secondly we shall develop the theory and carry out computational experiments to include the sort of cell-cell communication mechanisms we observe and understand how exactly they may affect the course of evolution. This will also provide new hypotheses that may be tested in the lab. Finally we shall test whether and when this control of mutation rate actually is beneficial to the organism's evolution (as predicted by theory) by watching evolution happen in the laboratory with and without the ability to vary mutation rate in this way.
Together, this work will link the theory and reality of evolvability, using very different scientific disciplines to determine when, how and why organisms vary their mutation rates.
Technical Summary
We propose to test the mechanism and role of mutation rate plasticity (that is variation in mutation rate within a single genotype) in the process of evolutionary adaptation. Experiments will primarily be in the bacterium Escherichia coli with complementary computational models to keep a close link with theory, which will also be developed here. Central to this proposal is our recent discovery that, consistent with theory, the rate of mutations conferring rifampicin resistance (RifR) is inversely related to the density of cells (i.e. high mutation rates at low cell densities and vice versa). This relationship depends on the key quorum-sensing gene luxS and is non-cell-autonomous (i.e. mutation rate is socially determined - mutation rate depends on the genotype of co-cultured cells). With our proposed study we shall 1) test hypotheses regarding the details of the signalling system involved; specifically, luxS deletion affects at least two autoinducers, AI-2 and AI-3, we shall discover which, if either is involved. 2) Develop existing theory, based on Fisher's geometric model of adaptive evolution and use numerical simulations to identify the circumstances under which density-dependent mutation rate may be adaptive. 3) Use experimental evolution to test the hypothesis, already available from theory, that this sort of mutation rate plasticity is adaptive under some circumstances, i.e. enables a more rapid rate of evolution (increased 'evolvability').
In this way we will evaluate the contribution of mutation rate plasticity to 'evolvability' and get a direct insight of how quorum-sensing mediated social interactions affect evolutionary trajectories.
In this way we will evaluate the contribution of mutation rate plasticity to 'evolvability' and get a direct insight of how quorum-sensing mediated social interactions affect evolutionary trajectories.
Planned Impact
Who will benefit from the research?
Beneficiaries will include:
- The wider academic scientific community, especially those with interests in evolution, microbiology, infectious disease, evolutionary computation, and interdisciplinary approaches to biology.
- Commercial companies with interests in anti-microbial or anti-virulence strategies.
- University students, school children and the general public interested in evolution or combatting microbial disease.
- The staff employed on this project.
How will they benefit?
Our findings will be of wide scientific interest well beyond the immediate academic fields of those involved. The development of this E. coli system as a model of density-dependent mutation rate plasticity (particularly through the use of theory and in silico modelling) will enable extrapolation or transfer to many other systems, notably microbial pathogens and potentially to eukaryotic systems as well. The computational modelling and theory will in itself be relevant and useful to those who are interested addressing complex optimisation problems in a wide range of fields (e.g. operations research). Students and the public have a real fascination with evolution plus a, frequently personal, interest in combatting disease and related subjects such as anti-microbial resistance. Therefore this work provides an ideal subject to engage in dialogue about the mechanisms of evolution, reinforcing and feeding these interests, thus promoting an interest in science generally.
What will be done to ensure that they benefit?
We will continue to publish in as high impact journals as possible. We will also present our work at international and national conferences, both specialist and general. This will not only disseminate our work, but also add to the experience of the researchers employed, enhancing their employability and ability to contribute to science in the future. We will approach the commercial R&D sector with the aid of our Faculty Research Business Managers and the University of Manchester Intellectual Property Company (UMIP). Both PI and Co-Is are active in teaching specialist courses and new findings will also be disseminated by this route. The Faculty in Manchester has a full time Schools Liaison Officer with whom we shall identify opportunities for school engagement. Engagement with the general public will include enhancing our web presence (facilitated by our respective Faculty Media Officers).
Beneficiaries will include:
- The wider academic scientific community, especially those with interests in evolution, microbiology, infectious disease, evolutionary computation, and interdisciplinary approaches to biology.
- Commercial companies with interests in anti-microbial or anti-virulence strategies.
- University students, school children and the general public interested in evolution or combatting microbial disease.
- The staff employed on this project.
How will they benefit?
Our findings will be of wide scientific interest well beyond the immediate academic fields of those involved. The development of this E. coli system as a model of density-dependent mutation rate plasticity (particularly through the use of theory and in silico modelling) will enable extrapolation or transfer to many other systems, notably microbial pathogens and potentially to eukaryotic systems as well. The computational modelling and theory will in itself be relevant and useful to those who are interested addressing complex optimisation problems in a wide range of fields (e.g. operations research). Students and the public have a real fascination with evolution plus a, frequently personal, interest in combatting disease and related subjects such as anti-microbial resistance. Therefore this work provides an ideal subject to engage in dialogue about the mechanisms of evolution, reinforcing and feeding these interests, thus promoting an interest in science generally.
What will be done to ensure that they benefit?
We will continue to publish in as high impact journals as possible. We will also present our work at international and national conferences, both specialist and general. This will not only disseminate our work, but also add to the experience of the researchers employed, enhancing their employability and ability to contribute to science in the future. We will approach the commercial R&D sector with the aid of our Faculty Research Business Managers and the University of Manchester Intellectual Property Company (UMIP). Both PI and Co-Is are active in teaching specialist courses and new findings will also be disseminated by this route. The Faculty in Manchester has a full time Schools Liaison Officer with whom we shall identify opportunities for school engagement. Engagement with the general public will include enhancing our web presence (facilitated by our respective Faculty Media Officers).
Organisations
Publications
Belavkin R
(2015)
Geometric Science of Information
Belavkin RV
(2016)
Monotonicity of fitness landscapes and mutation rate control.
in Journal of mathematical biology
Krašovec R
(2018)
Opposing effects of final population density and stress on Escherichia coli mutation rate.
in The ISME journal
Krašovec R
(2019)
Measuring Microbial Mutation Rates with the Fluctuation Assay.
in Journal of visualized experiments : JoVE
Krašovec R
(2014)
Where antibiotic resistance mutations meet quorum-sensing.
in Microbial cell (Graz, Austria)
Krašovec R
(2014)
Mutation rate plasticity in rifampicin resistance depends on Escherichia coli cell-cell interactions.
in Nature communications
Krašovec R
(2017)
Spontaneous mutation rate is a plastic trait associated with population density across domains of life.
in PLoS biology
Description | We have verified the way that mutation rates to antibiotic resistance vary with population density in E. coli bacteria and Saccharomyces yeast. We have discovered means by which this variation in mutation rate may be controlled, genetically, environmentally and by members of a bacterial population. We have confirmed the existence of similar variation mutation rate in other organisms. |
Exploitation Route | These findings are being assimilated and further explored by the scientific community, leading to citations. In future others may explore the medical impacts, either in terms of the occurrence of antimicrobial resistance or developing approaches to combat it. In particular this could lead to identifying antibiotic adjuvants capable of reducing the likelihood of pathogens developing resistance to a drug before the infection is cleared. |
Sectors | Environment,Pharmaceuticals and Medical Biotechnology |
URL | http://doi.org/skb |
Description | Research has led to schools activities (see engagement activities) associated with changes to the secondary biology curriculum and wider engagement . Our results have also contributed to the thinking around antimicrobial resistance. There is much public debate in this area and we are contributing to it by expanding the range of approaches available that address the basic evolutionary causes of antimicrobial resistance. |
First Year Of Impact | 2014 |
Sector | Education |
Impact Types | Societal |
Description | EMBO Short Term Fellowship |
Amount | € 6,245 (EUR) |
Funding ID | 642 - 2014 |
Organisation | European Molecular Biology Organisation |
Sector | Charity/Non Profit |
Country | Germany |
Start | 05/2015 |
End | 07/2015 |
Description | Future Leaders fellowship: Spatio-temporal dynamics of mutation avoidance and antimicrobial resistance |
Amount | £990,098 (GBP) |
Funding ID | MR/T021225/1 |
Organisation | United Kingdom Research and Innovation |
Department | Future Leaders Research Fellowship |
Sector | Public |
Country | United Kingdom |
Start | 04/2020 |
End | 03/2024 |
Description | Meeting Attendance Grant |
Amount | € 400 (EUR) |
Organisation | Federation of European Microbiological Societies (FEMS) |
Sector | Charity/Non Profit |
Country | United Kingdom |
Start | 08/2017 |
End | 08/2017 |
Description | Research Experience Placement studentship |
Amount | £2,500 (GBP) |
Organisation | Biotechnology and Biological Sciences Research Council (BBSRC) |
Sector | Public |
Country | United Kingdom |
Start | 07/2017 |
End | 09/2017 |
Description | Research Experience Placement studentship for Ella Marshal |
Amount | £2,500 (GBP) |
Organisation | Biotechnology and Biological Sciences Research Council (BBSRC) |
Sector | Public |
Country | United Kingdom |
Start | 07/2018 |
End | 09/2018 |
Description | Summer biomedical vacation scholarship for David Lever |
Amount | £2,000 (GBP) |
Organisation | Wellcome Trust |
Sector | Charity/Non Profit |
Country | United Kingdom |
Start | 07/2018 |
End | 09/2018 |
Description | Tackling antimicrobial resistance by understanding evolutionary landscapes |
Amount | £251,000 (GBP) |
Funding ID | 204796/Z/16/Z |
Organisation | Wellcome Trust |
Sector | Charity/Non Profit |
Country | United Kingdom |
Start | 07/2018 |
End | 07/2021 |
Description | Travel Grant |
Amount | £615 (GBP) |
Organisation | Microbiology Society |
Sector | Learned Society |
Country | United Kingdom |
Start | 07/2017 |
End | 07/2017 |
Description | Wellcome Trust ISSF Strategic Awards in Single Cell Research |
Amount | £11,922 (GBP) |
Funding ID | 105610/Z/14/Z |
Organisation | Wellcome Trust |
Department | Wellcome Trust Institutional Strategic Support Fund |
Sector | Charity/Non Profit |
Country | United Kingdom |
Start | 08/2016 |
End | 07/2017 |
Description | Wellome Trust ISSF Bridging Support |
Amount | £11,487 (GBP) |
Funding ID | 105610/Z/14/Z |
Organisation | Wellcome Trust |
Department | Wellcome Trust Institutional Strategic Support Fund |
Sector | Charity/Non Profit |
Country | United Kingdom |
Start | 02/2017 |
End | 04/2017 |
Title | Data Used To Produce Figures In "Monotonicity Of Fitness Landscapes And Mutation Rate Control" |
Description | Data used in Figures 2, 3, 4, 6, 7, 8, 9 and 10 of the manuscript "Monotonicity of Fitness Landscapes and Mutation Rate Control" |
Type Of Material | Database/Collection of data |
Year Produced | 2016 |
Provided To Others? | Yes |
Description | Frontiers in Science talk |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | Local |
Primary Audience | Undergraduate students |
Results and Impact | Invited general talk in the 'Frontiers in Science' series about research (specifically BBSRC-funded grants) to 1st and 2nd year undergraduates. Very constructive engagement in discussion and follow-up regarding future lab placements. |
Year(s) Of Engagement Activity | 2017 |
Description | Media engagement around PLOS Biology paper |
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 | Press release and wider media engagement around our 2017 PLOS Biology paper. This generated substantial interest, including over 44,000 impressions for my first tweet on the subject and over 800 profile views over the course of 2 weeks. |
Year(s) Of Engagement Activity | 2017 |
URL | http://www.manchester.ac.uk/discover/news/antibiotic-resistance-rises-in-lonely-mutating-microbes/ |
Description | Press releases for Nature Communications paper |
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 | Press releases put out by the University of Manchester and the Wellcome Trust were taken up via a wide range of media. Two radio interviews requested. Widely blogged, resulting in a peak alt-metrics score of 70 (within the top 2% of comparably aged papers). |
Year(s) Of Engagement Activity | 2014 |
URL | http://www.manchester.ac.uk/discover/news/article/?id=11994 |
Description | STEM teachers conference |
Form Of Engagement Activity | Participation in an activity, workshop or similar |
Part Of Official Scheme? | No |
Geographic Reach | National |
Primary Audience | Schools |
Results and Impact | Two groups of 20-30 STEM secondary school teachers each participated in a workshop I ran showcasing our research. This resulted in discussion both of the research and of possible avenues for incorporating such work into school activities. Two separate school based activities currently at an early stage of development with teachers. |
Year(s) Of Engagement Activity | 2014 |
Description | SUPI networking event |
Form Of Engagement Activity | Participation in an activity, workshop or similar |
Part Of Official Scheme? | No |
Geographic Reach | Regional |
Primary Audience | Schools |
Results and Impact | ~50 teachers attended the research council funded School-University Partnership Initiative (SUPI) networking event at which I (PI) talked directly with teachers about our research and possible schools activities. Taking forward the possibilities of 2-3 activities based on our research with 3 separate schools in the region |
Year(s) Of Engagement Activity | 2014 |
Description | School Visit |
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 | Schools |
Results and Impact | Organised lab visit for Rochdale Sixth Form College science students, involving presentations and discussions with researchers, feeding into the students' imminent decisions about higher education. |
Year(s) Of Engagement Activity | 2017 |
Description | Stand at community open day |
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 | ~800 members of the public attended the faculty open day where we had a stand at which we were talking about our research (PI and postdoc on this grant) and getting people to compete in evolving better digital organisms in computer simulations. Surprising range of interest from children estimating the number of bacteria in a vial to those primarily interested in the computational aspects. |
Year(s) Of Engagement Activity | 2014 |
Description | University of Manchester Community Festival 2017 |
Form Of Engagement Activity | Participation in an activity, workshop or similar |
Part Of Official Scheme? | No |
Geographic Reach | Local |
Primary Audience | Public/other audiences |
Results and Impact | We had a stand at the University 'community festival', "Experimenting with Evolution" at which we talked about our research (PI and postdoc on this grant) and got people to compete in evolving better digital organisms in computer simulations. |
Year(s) Of Engagement Activity | 2018 |
URL | http://www.socialresponsibility.manchester.ac.uk/strategic-priorities/engaging-our-communities/publi... |