A Label-free, Ultra-High-Throughput Bacteriolysis Droplet Screening Platform (KillerDrop)
Lead Research Organisation:
UNIVERSITY OF EXETER
Department Name: Physics and Astronomy
Abstract
Some viruses called 'phages' have developed, over millions of years, strategies to invade bacteria in which they multiply and kill them from inside. We can use and develop similar strategies in the laboratory to find new ways to kill bacteria. This is important because the rapid emergence and spread of antimicrobial resistance has evolved into a major healthcare threat. However, the development of new phage-inspired therapies depends on our understanding of how phages interact with bacteria. For instance, some phages will infect bacteria but not kill them. Current methods to observe these interactions are very slow and hard to interpret because they do not track the fate of every bacteria. What we need are novel techniques that can track bacteria individually when in presence of lytic agents. In this project, we will encapsulate bacteria and phages in tiny water-in-oil microdroplets and record images so that we count every single bacterium that is killed by phages. This will help us better understand how and in what time bacteria get lysed. The proposed research will provide a tool to understand these interactions for up to a million simultaneous experiments, enabling us to have a complete picture of environmental conditions required for cell lysis.
The key proteins that help phages kill bacteria are called lysins. They are enzymes that can degrade bacterial membranes until bacteria burst open. Importantly, these enzymes can be modified in the laboratory to make them more efficient at killing bacteria, in a process called directed evolution. However, this process is slow, tedious and costly, often limited to testing a handful of changes in the gene sequence encoding the enzymes and, furthermore, is focused on a relatively small pool of previously characterised enzymes. There is a clear need for technologies that allow us to make huge numbers (millions) of changes to the enzymes and screen them rapidly. Such technologies should also isolate the very best enzymes so that we can test their properties as therapeutic agent in isolation.
The new technology we propose will allow us to express thousands of fragments of DNA (molecules encoding enzymes) into lysins all at once. We will then use cutting edge micro-plumbing to combine all these proteins with bacteria. Using state-of-the-art optical and electronics instrumentation, we will build a new platform for detecting and counting the number of lysed bacteria. This innovative and challenging combination of technology will allow us to screen huge numbers of variant lysins and search for DNA sequence encoding the most active ones.
The power of the technology proposed will allow us to take high-throughput measurements surpassing current approaches. Specifically, the new technology that will be utilised for detecting bacteria lysis will be around 1000 times faster than current technologies used. Our proposed project will unlock the door to a range of new approaches for both investigating how bacteria and phages interact, understand how lysin evolution relate to their lytic function and the development of new antimicrobial drugs.
The key proteins that help phages kill bacteria are called lysins. They are enzymes that can degrade bacterial membranes until bacteria burst open. Importantly, these enzymes can be modified in the laboratory to make them more efficient at killing bacteria, in a process called directed evolution. However, this process is slow, tedious and costly, often limited to testing a handful of changes in the gene sequence encoding the enzymes and, furthermore, is focused on a relatively small pool of previously characterised enzymes. There is a clear need for technologies that allow us to make huge numbers (millions) of changes to the enzymes and screen them rapidly. Such technologies should also isolate the very best enzymes so that we can test their properties as therapeutic agent in isolation.
The new technology we propose will allow us to express thousands of fragments of DNA (molecules encoding enzymes) into lysins all at once. We will then use cutting edge micro-plumbing to combine all these proteins with bacteria. Using state-of-the-art optical and electronics instrumentation, we will build a new platform for detecting and counting the number of lysed bacteria. This innovative and challenging combination of technology will allow us to screen huge numbers of variant lysins and search for DNA sequence encoding the most active ones.
The power of the technology proposed will allow us to take high-throughput measurements surpassing current approaches. Specifically, the new technology that will be utilised for detecting bacteria lysis will be around 1000 times faster than current technologies used. Our proposed project will unlock the door to a range of new approaches for both investigating how bacteria and phages interact, understand how lysin evolution relate to their lytic function and the development of new antimicrobial drugs.
Technical Summary
In this project, we aim to build a technology platform for high-throughput imaging and sorting of bacteria co-encapsulated with bacteriophages or lytic enzymes in micro-droplets. The platform will enable imaging at single cell resolution, allowing us to unravel bacteria-phage interactions and quantify phenotypic variations. This will be achieved by building novel real-time image acquisition and processing architectures. The throughput and resolution of this droplet-based imager will surpass currently available techniques and allow us to precisely count the number of lysed/unlysed bacteria within each compartment. In addition, we will introduce dual field-of-view imaging so that bacteria imaging can be performed in conjunction with droplet sorting, confirming the isolation of the correct droplets. By combining this novel technology with synthetic biology approaches for expressing diverse DNA templates, we will build a new tool for high throughput investigation of lytic enzymes function.
Planned Impact
This project will enable advances in several fields including healthcare, biotechnology and microfluidic engineering. The key potential beneficiaries are therefore biotech firms developing novel antimicrobial compounds and assays, or looking to evolve lysins as bacteriolytic agents for specific applications. This proposal will provide them with a tool to evolve such enzymes. Likewise, the elucidation of bacteria-phage interactions may provide novel strategies to tackle antibiotic resistant bacterial strains. This will feed into a growing industry seeking to develop alternative therapies and targets to tackle antimicrobial resistance.
The second beneficiaries are engineering companies looking to commercialize hardware kits enabling screening of bacteria at high-throughput. In particular, microfluidic hardware innovations will be of interest for several biotechnology companies, who are keenly interested in high-throughput selection using miniaturised microfluidic formats.
Such approaches, with further development, will also have knock on benefits for how we approach studying phage interactions with bacterial strains, providing new platform technologies that are likely to reduce either the amount of bacteria/phages needed for every tests and the time it takes to achieve results.
We anticipate that these technologies will ultimately be complementary to classical microtiter plate screens and therefore represent a step change in throughput. As such, we will try to identify market niches and opportunities for licensing and commercialization of the technology coordinated by the department of Innovation, Impact and Business at Exeter. This may create jobs and new streams of research. If adopted, potential exists for huge savings in solutions and materials commonly utilised in more traditional, less efficient applications, indicating potential market value and representing an important ecological benefit and further advancement for sustainable microbiology.
The skills, methods and results generated in this project will be directly important for companies and research institutions that engage in high-throughput screening for bacterial lysis assays. Staff development is also an objective of the project: companies will look for skilled staff to introduce the novel approach of screening bacteriolysis in droplets using microfluidic devices. Thus, the trained personnel including the recruited PDRA will acquire new skills in microfluidic technologies. The crossing of boundaries between optics, micro-engineering and directed evolution is one of the unique features of this training experience. The skills and capabilities achieved as part of this project will increase the availability of highly skilled workers in the UK that will undoubtedly be an advantage in a knowledge-based economy. The researcher trained in this project will be in a position to make a valuable and practical contribution to the continued growth of the biotechnology sector in the UK.
Finding efficient treatments to tackle antimicrobial resistance is crucial: the global costs of AMR to health services and associated productivity losses in the EU is estimated to be $1.5 billion per year and the antibiotics market is thought to reach $63 billion by 2026. Other industries will benefit from the advances made in this project and we anticipate high impact in these areas: high-throughput screening ($21billion), analysis instrumentation ($10 billion), enzymes ($19 billion).
The second beneficiaries are engineering companies looking to commercialize hardware kits enabling screening of bacteria at high-throughput. In particular, microfluidic hardware innovations will be of interest for several biotechnology companies, who are keenly interested in high-throughput selection using miniaturised microfluidic formats.
Such approaches, with further development, will also have knock on benefits for how we approach studying phage interactions with bacterial strains, providing new platform technologies that are likely to reduce either the amount of bacteria/phages needed for every tests and the time it takes to achieve results.
We anticipate that these technologies will ultimately be complementary to classical microtiter plate screens and therefore represent a step change in throughput. As such, we will try to identify market niches and opportunities for licensing and commercialization of the technology coordinated by the department of Innovation, Impact and Business at Exeter. This may create jobs and new streams of research. If adopted, potential exists for huge savings in solutions and materials commonly utilised in more traditional, less efficient applications, indicating potential market value and representing an important ecological benefit and further advancement for sustainable microbiology.
The skills, methods and results generated in this project will be directly important for companies and research institutions that engage in high-throughput screening for bacterial lysis assays. Staff development is also an objective of the project: companies will look for skilled staff to introduce the novel approach of screening bacteriolysis in droplets using microfluidic devices. Thus, the trained personnel including the recruited PDRA will acquire new skills in microfluidic technologies. The crossing of boundaries between optics, micro-engineering and directed evolution is one of the unique features of this training experience. The skills and capabilities achieved as part of this project will increase the availability of highly skilled workers in the UK that will undoubtedly be an advantage in a knowledge-based economy. The researcher trained in this project will be in a position to make a valuable and practical contribution to the continued growth of the biotechnology sector in the UK.
Finding efficient treatments to tackle antimicrobial resistance is crucial: the global costs of AMR to health services and associated productivity losses in the EU is estimated to be $1.5 billion per year and the antibiotics market is thought to reach $63 billion by 2026. Other industries will benefit from the advances made in this project and we anticipate high impact in these areas: high-throughput screening ($21billion), analysis instrumentation ($10 billion), enzymes ($19 billion).
Publications
Anagnostidis V
(2024)
Deep learning-assisted concentration gradient generation for the study of 3D cell cultures in hydrogel beads of varying stiffness.
in Frontiers in bioengineering and biotechnology
Bentley S
(2021)
Phenotyping single-cell motility in microfluidic confinement
Bentley SA
(2022)
Phenotyping single-cell motility in microfluidic confinement.
in eLife
Elvira KS
(2022)
Materials and methods for droplet microfluidic device fabrication.
in Lab on a chip
Gielen F
(2022)
Handbook of Single-Cell Technologies
Howell L
(2021)
Multi-Object Detector YOLOv4-Tiny Enables High-Throughput Combinatorial and Spatially-Resolved Sorting of Cells in Microdroplets
in Advanced Materials Technologies
Nikolic N
(2023)
Droplet-based methodology for investigating bacterial population dynamics in response to phage exposure.
in Frontiers in microbiology
Description | We have established a platform to discover novel antimicrobials able to screen millions of potential candidate molecules in hours. This was achieved for the first time by direct imaging of flowing water-in-oil microdroplets in which target bacteria were co-encapsulated with antimicrobials. We have validated the method using model enzymes and bacteriophages which can infect and kill bacteria to show that we can isolate very rare and potentially clinically relevant antimicrobial agents. |
Exploitation Route | The platform we built could be used in a variety of research fields where imaging data at high-throughput is required to assess a particular biological assay. We envision applications in the study of biodegradable materials, microbe biofilm formation, the enzymatic degradation of polymer/plastic microparticles or rheological studies of soft hydrogels. |
Sectors | Agriculture Food and Drink Manufacturing including Industrial Biotechology Pharmaceuticals and Medical Biotechnology |
Description | A high-throughput spheroid fusion platform for the templated-assembly of 3D neuromuscular junctions |
Amount | £194,744 (GBP) |
Funding ID | NC/X002187/1 |
Organisation | National Centre for the Replacement, Refinement and Reduction of Animals in Research (NC3Rs) |
Sector | Public |
Country | United Kingdom |
Start | 02/2023 |
End | 06/2024 |
Title | A Label-free, Ultra-High-Throughput Bacteriolysis Droplet Screening Platform |
Description | We have built a technology platform for the high-throughput imaging and sorting of bacteria co-encapsulated with bacteriophages or lytic enzymes in micro-droplets. The platform enables imaging at single cell resolution, allowing us to unravel bacteria-phage interactions and quantify dynamics of cell lysis. This was achieved by building novel real-time image acquisition and processing architectures. |
Type Of Material | Technology assay or reagent |
Year Produced | 2021 |
Provided To Others? | Yes |
Impact | nil |
Title | Dataset for: Phenotyping single-cell motility in microfluidic confinement |
Description | Associated dataset and simulation codes for the publication "Phenotyping single-cell motility in microfluidic confinement" (2022), by Samuel A. Bentley, Hannah Laeverenz-Schlogelhofer, Vasileios Anagnostidis, Jan Cammann, Marco G. Mazza, Fabrice Gielen, Kirsty Y. Wan. |
Type Of Material | Database/Collection of data |
Year Produced | 2022 |
Provided To Others? | Yes |
URL | https://zenodo.org/record/7226288 |
Title | Dataset for: Phenotyping single-cell motility in microfluidic confinement |
Description | Associated dataset and simulation codes for the publication "Phenotyping single-cell motility in microfluidic confinement" (2022), by Samuel A. Bentley, Hannah Laeverenz-Schlogelhofer, Vasileios Anagnostidis, Jan Cammann, Marco G. Mazza, Fabrice Gielen, Kirsty Y. Wan. |
Type Of Material | Database/Collection of data |
Year Produced | 2022 |
Provided To Others? | Yes |
URL | https://zenodo.org/record/7217571 |
Description | An ultra-high-throughput microfluidics-based screening workflow for engineered endolysins |
Organisation | University of Ghent |
Country | Belgium |
Sector | Academic/University |
PI Contribution | We have built the technology platform with which we can test the enzyme collections held by our collaborator in Ghent (Prof. Yves Briers). Our method is much faster, economical and versatile than currently existing ones and is therefore expected to enable large-scale sequence-functions relationships used in the prediction of antimicrobial activity. |
Collaborator Contribution | Our collaborator provided us with model endolysin/bacteria systems that were used to validate our antimicrobial screening platform. |
Impact | nil |
Start Year | 2020 |
Title | Deep Learning based Droplet Sorting |
Description | We have significantly improved our droplet sorting technology by combination with deep learning object detectors. This enabled us to demonstrate controlled loading, multiclass and spatially-resolved sorting. |
Type Of Technology | New/Improved Technique/Technology |
Year Produced | 2021 |
Impact | The development of the software and associated technology had a high impact as documented by the corresponding paper's high Altmetric score (in the the top 5% of all papers) including reference to our paper in 10 news outlets and its selection as best paper of the year 2021 by the editors of the journal. |
URL | https://onlinelibrary.wiley.com/doi/10.1002/admt.202101053 |
Description | Workshop targeted to end users within GW4 |
Form Of Engagement Activity | Participation in an activity, workshop or similar |
Part Of Official Scheme? | No |
Geographic Reach | Regional |
Primary Audience | Postgraduate students |
Results and Impact | The one day workshop was focussed on how novel methods can be used in microbiology and was entitled 'Bacteria-phage interactions, ecology and evolution in complex communities: methods and techniques'. It gathered around 50 scientists from across the GW4 for talks and discussions about latest methodologies including the one we developed in this grant. Several PIs contacted us afterwards to initiate new collaborations. |
Year(s) Of Engagement Activity | 2023 |