Developing an integrative approach to phenomics for industrial, biomedical and environmental applications
Lead Research Organisation:
Plymouth University
Department Name: Sch of Biological and Marine Sciences
Abstract
Omics technologies for high-throughput and automated measurement of phenomena at the molecular level have enabled significant advances in all areas of biology. Such reductionist approaches to understanding biology have been productive, but they are limited in their capacity to provide understanding of the complex, multidimensional integrated entity we refer to simply to as the phenotype. A ground-breaking new approach to describing and quantifying the phenotype is phenomics - the acquisition of high-dimensional data on an organism-wide scale. The challenge of phenomics is considerable due to the information content and complexity of the phenome dwarfing that of the genome. Yet significant advances in the development of phenomics approaches in medicine and plant science are demonstrating its potential to transform our interpretation and understanding of biological phenomena.
This fellowship will drive the development of a new generation of technologies for phenomics in aquatic embryos and validate their application for addressing some of the most pressing biomedical, environmental and industrial questions and challenges. The small size, high sensitivity and high rates of temporal, spatial and functional change make aquatic embryos excellent models for phenomics. My fellowship will be underpinned by EmbryoPhenomics (EP), a cutting-edge technology that I have developed over the past eight years that enables the fully automated simultaneous high-throughput screening of the phenome of hundreds of different aquatic embryos with unprecedented temporal, spatial and functional resolution (Tills et al 2018 PLoS Biology, 16: e30000074). EP consists of two synergistic technologies: custom high-throughput bioimaging hardware (HEIF funded) and automated analytical software (NERC funded). The EP platform surmounts the challenge of studying the most dynamic period of an organism's life history via the fully automated acquisition and analysis of millions of images, of hundreds of developing aquatic embryos simultaneously and it has proven highly effective at the measurement of lethal and sublethal biological responses to long- and short-term exposures to environmental drivers in different species.
With EP as a foundation, I will use artificial intelligence (AI), and machine learning more broadly, to train models for: (i) the identification and quantification of phenotypic traits from video of aquatic embryos; and (ii) the integration of the thousands of traits for each embryo produced in (i) to identify functional combinatorial phenomic signals. Currently the hardware components of EP are bespoke parts and custom high-end consumer parts, with a high cost and barrier to innovation. This fellowship will support me in developing LabEP and FieldEP - two transformative and accessible technologies for phenomics. LabEP will be an optimised version of the existing EP technology with enhanced functionality and a lower cost drawing on; the development of custom 3D printed parts, microfluidic culture devices for high-throughput screening of thousands of embryos simultaneously and powerful AI models that will be validated for both pharmaceutical compound screening and ecotoxicology. FieldEP will be a long-term field-deployable camera system that will automatically quantify biological responses in situ using custom trained AI models in synergy with environmental sensors. FieldEP will be validated for quantifying phenomic responses to mixed and fluctuating environmental drivers in marine environments in both Plymouth, the UK's first proposed marine park, and the logistically challenging environment of Antarctica. This fellowship will support me in developing an integrative approach to phenomics via the innovation of cutting-edge approaches enabled by emerging technologies for the laboratory (high-throughput) and field (mixed and fluctuating environmental drivers) and their application to some of the most pressing challenges in biology.
This fellowship will drive the development of a new generation of technologies for phenomics in aquatic embryos and validate their application for addressing some of the most pressing biomedical, environmental and industrial questions and challenges. The small size, high sensitivity and high rates of temporal, spatial and functional change make aquatic embryos excellent models for phenomics. My fellowship will be underpinned by EmbryoPhenomics (EP), a cutting-edge technology that I have developed over the past eight years that enables the fully automated simultaneous high-throughput screening of the phenome of hundreds of different aquatic embryos with unprecedented temporal, spatial and functional resolution (Tills et al 2018 PLoS Biology, 16: e30000074). EP consists of two synergistic technologies: custom high-throughput bioimaging hardware (HEIF funded) and automated analytical software (NERC funded). The EP platform surmounts the challenge of studying the most dynamic period of an organism's life history via the fully automated acquisition and analysis of millions of images, of hundreds of developing aquatic embryos simultaneously and it has proven highly effective at the measurement of lethal and sublethal biological responses to long- and short-term exposures to environmental drivers in different species.
With EP as a foundation, I will use artificial intelligence (AI), and machine learning more broadly, to train models for: (i) the identification and quantification of phenotypic traits from video of aquatic embryos; and (ii) the integration of the thousands of traits for each embryo produced in (i) to identify functional combinatorial phenomic signals. Currently the hardware components of EP are bespoke parts and custom high-end consumer parts, with a high cost and barrier to innovation. This fellowship will support me in developing LabEP and FieldEP - two transformative and accessible technologies for phenomics. LabEP will be an optimised version of the existing EP technology with enhanced functionality and a lower cost drawing on; the development of custom 3D printed parts, microfluidic culture devices for high-throughput screening of thousands of embryos simultaneously and powerful AI models that will be validated for both pharmaceutical compound screening and ecotoxicology. FieldEP will be a long-term field-deployable camera system that will automatically quantify biological responses in situ using custom trained AI models in synergy with environmental sensors. FieldEP will be validated for quantifying phenomic responses to mixed and fluctuating environmental drivers in marine environments in both Plymouth, the UK's first proposed marine park, and the logistically challenging environment of Antarctica. This fellowship will support me in developing an integrative approach to phenomics via the innovation of cutting-edge approaches enabled by emerging technologies for the laboratory (high-throughput) and field (mixed and fluctuating environmental drivers) and their application to some of the most pressing challenges in biology.
Planned Impact
The research and innovation being proposed here will lead to the development of new technologies that enable a shift change in our ability to quantify complex phenome-level responses to environmental drivers. These technologies will be optimized and validated for three different applications; environmental monitoring, ecotoxicology and bioactive compound screening. Consequently, practitioners, from both academia and industry, within each of these fields will benefit from the availability of a new technology-enabled approach, but also from the research outputs and knowledge associated with the validation of these technologies. Included among these practitioners are the project partners (Scymaris - Brixham, UK and Professor Mike Richardson, Leiden University, Netherlands) and co-investigator (Professor Lloyd Peck, British Antarctic Survey, Cambridge, UK) who will support the development and validation of the approach and its enabling technologies during the course of the fellowship. More widely, the technologies are applicable and of benefit to practitioners in other fields within biology including developmental biologists and biotechnologists, but also regulatory bodies charged with protecting the natural environment (CEFAS, Environment Agency, DEFRA, DECC). The technologies and research approaches being developed have the potential to support significant advances by these users, associated with an unprecedented quality and quantity of data describing phenomic responses to environmental drivers. Engagement with these stake holders will be ongoing throughout the fellowship to support effective dissemination and impact.
A modified form of the LabEP instruments will be embedded in schools to support engagement with KS4 and KS5 students, working in partnership with the Institute for Research in Schools (IRIS - letter of support attached), an educational charity focused on engaging school age students with current research in universities and research institutes. This activity will increase the impact of this fellowship and support the integration of current technology-enabled research of direct relevance to curriculum topics including climate change and environmental degradation. To further support impact at KS4 and KS5 level I will also contribute samples of the video acquired during the testing of LabEP and FieldEP to a digital educational resource, previously developed in partnership with software developers, to enable video to be explored within the context of a virtual experiment. Additionally, I have a track record of engagement with museums and artists to broaden the reach of my research and I will continue to use my contacts in these areas to raise awareness of the activities associated with the research and innovation occurring during the course of my fellowship via the contribution of video and data to art and museum exhibits.
It is expected that the innovation supported by this fellowship, in addition to supporting advances in research, will ultimately carry economic benefits to the UK in the form of commercialization opportunities, research funding and status related to the development of a unique, transdisciplinary and innovative technology enabled approach to the significant challenge of phenomics.
A modified form of the LabEP instruments will be embedded in schools to support engagement with KS4 and KS5 students, working in partnership with the Institute for Research in Schools (IRIS - letter of support attached), an educational charity focused on engaging school age students with current research in universities and research institutes. This activity will increase the impact of this fellowship and support the integration of current technology-enabled research of direct relevance to curriculum topics including climate change and environmental degradation. To further support impact at KS4 and KS5 level I will also contribute samples of the video acquired during the testing of LabEP and FieldEP to a digital educational resource, previously developed in partnership with software developers, to enable video to be explored within the context of a virtual experiment. Additionally, I have a track record of engagement with museums and artists to broaden the reach of my research and I will continue to use my contacts in these areas to raise awareness of the activities associated with the research and innovation occurring during the course of my fellowship via the contribution of video and data to art and museum exhibits.
It is expected that the innovation supported by this fellowship, in addition to supporting advances in research, will ultimately carry economic benefits to the UK in the form of commercialization opportunities, research funding and status related to the development of a unique, transdisciplinary and innovative technology enabled approach to the significant challenge of phenomics.
Publications
Dwane C
(2021)
Divergence in Thermal Physiology Could Contribute to Vertical Segregation in Intertidal Ecotypes of Littorina saxatilis
in Physiological and Biochemical Zoology
Dwane C
(2023)
Thermodynamic effects drive countergradient responses in the thermal performance of Littorina saxatilis across latitude.
in The Science of the total environment
Ibbini Z
(2022)
HeartCV: a tool for transferrable, automated measurement of heart rate and heart rate variability in transparent animals.
in The Journal of experimental biology
McAndry C
(2022)
Regulation of gene expression during ontogeny of physiological function in the brackishwater amphipod Gammarus chevreuxi.
in Marine genomics
McCoy J
(2023)
A phenomics approach reveals interspecific differences in integrated developmental responses to chronic elevated temperatures
in Journal of Experimental Biology
McCoy JCS
(2020)
Both maternal and embryonic exposure to mild hypoxia influence embryonic development of the intertidal gastropod Littorina littorea.
in The Journal of experimental biology
Tills O
(2021)
Spectral phenotyping of embryonic development reveals integrative thermodynamic responses.
in BMC bioinformatics
Tills O
(2023)
Phenomics enables measurement of complex responses of developing animals to global environmental drivers
in Science of The Total Environment
Description | Phenomics offers the technological advances for high-dimensional phenotyping, allowing for the rapid assessment of physiological performance with high-throughput and has been invaluable in research challenges including drug discovery and food security via crop breeding. However, phenomics remains largely inaccessible to the increasingly urgent challenge of assessing organismal functional sensitivity to global change drivers in ecologically relevant non-model organisms during their most dynamic periods of life. We have developed new approaches to measuring biology - capturing as much of the visible complexity as possible, and we are using this to understand the responses during the most dynamic periods of life - in aquatic embryos. This is supported by new technologies that allow us to measure biology more efficiently and in both the laboratory and field environments. |
Exploitation Route | The tools and technologies have broad applicability and pre-publication are already receiving interest in these. The fundamental understanding of dynamic phenotypes is of interest in different areas of biology, including measuring responses to global environment change. |
Sectors | Environment |
Description | The research and development underpinning the creation of two new instruments for phenomics has led to significant interest from academia and industry. While peer reviewed publications describing these technologies and methods will be forthcoming, there is commercial interest in accessing these technologies for different research purposes - in particular from colleagues at other universities, and also organisations that may offer manufacturing support. These initiatives are ongoing and are complimentary to the research activities of the project. |
First Year Of Impact | 2021 |
Sector | Environment |
Impact Types | Societal,Economic |
Description | Bringing the phenomics of aquatic embryos to key challenges in aquaculture |
Amount | £183,000 (GBP) |
Funding ID | BB/W017938/1 |
Organisation | Biotechnology and Biological Sciences Research Council (BBSRC) |
Sector | Public |
Country | United Kingdom |
Start | 01/2023 |
End | 06/2024 |
Description | HEIF Commercialisation Fund |
Amount | £10,000 (GBP) |
Organisation | University of Plymouth |
Sector | Academic/University |
Country | United Kingdom |
Start | 03/2022 |
End | 12/2022 |
Description | University of Plymouth PhD Studentship |
Amount | £75,000 (GBP) |
Organisation | University of Plymouth |
Sector | Academic/University |
Country | United Kingdom |
Start | 09/2020 |
End | 09/2023 |
Description | UoP Commercialisation Committee HEIF |
Amount | £23,483 (GBP) |
Organisation | University of Plymouth |
Sector | Academic/University |
Country | United Kingdom |
Start | 12/2020 |
End | 06/2021 |
Title | HeartCV software |
Description | HeartCV is a fully automated image analysis pipeline for identifying and quantifying cardiac activity in partially transparent animals |
Type Of Material | Physiological assessment or outcome measure |
Year Produced | 2022 |
Provided To Others? | Yes |
Impact | Community interest and new approaches to research. |
Title | LabEmbryoCam |
Description | An automated phenotyping instrument for quantifying responses of aquatic embryos in multiwell plate formats |
Type Of Material | Technology assay or reagent |
Year Produced | 2023 |
Provided To Others? | Yes |
Impact | Enabling new research, technology transfer and collaborations with interested parties. |
URL | https://labembryocam.readthedocs.io/en/latest/ |
Title | Optical flow multiple-environmental driver dataset for early stage Radix balthica embryos |
Description | Frame to frame spectral and time-series motion analysis data from 288 early stage Radix balthica embryos exposed to combinations of environmental driver. |
Type Of Material | Database/Collection of data |
Year Produced | 2021 |
Provided To Others? | Yes |
Impact | None as yet. A manuscript is in preparation. |
Title | Wavelet analysis integration of Energy Proxy Traits in a Palaemon serratus multi stressor study |
Description | This method integrates Energy Proxy Traits - a method previously developed by Tills, with Wavelet signal analysis, to support the decomposition of developmental signals in both the time and frequency domains. The method has been validated on test datasets and is now being applied to experimental datasets. |
Type Of Material | Data analysis technique |
Year Produced | 2021 |
Provided To Others? | No |
Impact | A manuscript is in preparation based on the application of this method. |
Title | Energy Proxy Trait R integration, analysis and visualisation repository |
Description | This repository includes the R code associated with the analysis and visualisation of datasets containing energy proxy traits (EPT). Whilst the majority of functions are written for EPT data, there are some additional methods that can be applied to other datasets produced by EmbryoCV. |
Type Of Technology | Software |
Year Produced | 2021 |
Open Source License? | Yes |
Impact | None as yet, but this code simplifies the application of Energy Proxy Traits applied to aquatic embryos and is significantly facilitating research within the group. To support openness and the wider application of these methods we have made the code more widely available. |
URL | https://github.com/EmbryoPhenomics/eptR |
Title | HeartCV a Python library for automated, noninvasive quantification of cardiac traits in transparent animals |
Description | HeartCV is an easy to use library for automated, noninvasive quantification of cardiac traits in transparent animals. We developed this library to primarily reduce the barrier to entry for researchers seeking to assess the cardiac physiology of their animals through bioimaging. |
Type Of Technology | Software |
Year Produced | 2021 |
Open Source License? | Yes |
Impact | Software underpinning a subsequent paper. In use by a number of research groups. Presented at conference/ Enabling unprecedented sensitivity in assessing cardiac responses of aquatic embryos |
URL | https://pypi.org/project/heartcv/ |
Title | LabEmbryoCam: High-throughput imaging instrument for screening developing aquatic embryos |
Description | LabEmbryoCam is an opensource imaging apparatus for automated screening of developing aquatic embryos, integrating custom hardware and software. |
Type Of Technology | Software |
Year Produced | 2023 |
Open Source License? | Yes |
Impact | Paper in review. Underpinning a number of a active research projects. Collaborations and partnerships. Conference invites. |
URL | https://labembryocam.readthedocs.io/en/latest/ |
Title | Vuba - Python Package for Developing user interfaces with OpenCV |
Description | We developed this library to make coding up computer vision interfaces fast and efficient, allowing users to focus on their given application and bypass the challenges associated with developing a working user interface. We have since extended this to other areas of the [`OpenCV`](https://opencv.org/) library, writing wrappers where we feel the reduction in code verbosity improves both readability and reduces complexity in codebases. |
Type Of Technology | Software |
Year Produced | 2021 |
Open Source License? | Yes |
Impact | Facilitating more efficient research and validation using OpenCV user interfaces. |
URL | https://doi.org/10.5281/zenodo.4454992 |
Title | vimbaPy Python Camera Wrapper |
Description | vimbaPy is a set of python classes for interfacing with the two main python wrappers for the Vimba C API: pymba and VimbaPython. Differences in the implementations of either wrapper can mean that functions written in one may work better for your particular workflow, and so a combination of both wrappers may provide the most complete solution. As such, both have been included here to allow users to easily experiment with either wrapper through a simple declarative interface: |
Type Of Technology | Software |
Year Produced | 2020 |
Open Source License? | Yes |
Impact | Rapid acceleration of a custom user interface for the EmbryoPhenomics hardware. This is supporting its broader application and diversification to different research questions. |
URL | https://github.com/EmbryoPhenomics/vimbaPy |
Description | Design and launch of a citizen science initiative |
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 | Development and launch of a citizen science experiment on the Zooniverse experiment platform - 'EmbryoCam'. The experiment engaged > 4,000 people and generated > 80,000 pieces of data. EmbryoCam increased broader interest in EmbryoPhenomics, including via its other channels (www.vimeo.com/channels/embryophenomics) and led to more focussed engagement via chat, e-mail and Zoom with a very broad international audience. EmbryoCam led to the the team being invited to contribute the project to a brochure prepared by the Zooniverse team. EmbryoCam led to focussed Zoom lessons with approx > 80 16 year old students in Florida. |
Year(s) Of Engagement Activity | 2020,2021 |
URL | https://www.zooniverse.org/projects/embryophenomics/embryo-cam |
Description | EmbryoCam selected to feature in the Zooniverse Highlights Publication. |
Form Of Engagement Activity | A magazine, newsletter or online publication |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Public/other audiences |
Results and Impact | EmbryoCam from the Zooniverse Citizen Science platform was selected as one of the top 'virtual-experiments' of the year and featured in the Zooniverse Annual Highlights Book. This book is both in print and available online: |
Year(s) Of Engagement Activity | 2020 |
URL | https://www.zooniverse.org/about/highlights |
Description | Engagement Zoom meet with 150 15-16 year old school students |
Form Of Engagement Activity | Participation in an activity, workshop or similar |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Schools |
Results and Impact | Five Google Meets with 150 pupils (5 meets of 30 each) in Sophomore Year (age 15-16) from Eisenhower High School, Rialto, California. Children were from a disadvantaged background with low rates of university applicants. Students were told about the EmbryoCam Citizen Science online project and the science underpinning this - including the importance of research more generally. The students subsequently engaged with the EmbryoCam project during both in- and out- of class sessions. |
Year(s) Of Engagement Activity | 2020 |
Description | FUTURES2022 - Public Outreach |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | Regional |
Primary Audience | Public/other audiences |
Results and Impact | A science of discovery themed outreach event at Plymouth Guildhall, reaching > 500 members of the public. |
Year(s) Of Engagement Activity | 2022 |
Description | Invited research seminar - Chilean LIBRE HUB |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Postgraduate students |
Results and Impact | Invited to speak at a seminar series on the role of opensource imaging approaches, in South America, via Zoom. |
Year(s) Of Engagement Activity | 2023 |
Description | Invited talk at the Gathering for OpenSource Hardware Community Meet |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Professional Practitioners |
Results and Impact | An invited talk to the Gathering for Opensource Hardware Consortium. |
Year(s) Of Engagement Activity | 2023 |
Description | Various primary school visits (Plymouth) |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | Local |
Primary Audience | Schools |
Results and Impact | Visits to a variety of local primary schools during 2022-23 delivering sessions on the theme of 'Baby marine animals'. Interactive sessions involving video, flashcards, and Q&As. Delivered to > 300 children. |
Year(s) Of Engagement Activity | 2022,2023 |