Unravelling the role of beta-catenin in ground state pluripotency

Lead Research Organisation: University of Bristol
Department Name: Engineering Mathematics and Technology

Abstract

Stem cells are defined by two properties: they can proliferate indefinitely producing cells identical to themselves (self-renewal property), and can specialise (differentiate) into mature cells types (pluripotency property). In adults, stem cells, found for example in the bone marrow, have mainly a repair function in case of injury. Adult stem cells are currently used also in medical therapy; a typical example is bone marrow transplant for leukemia treatment. The major limit of using adult stem cells for medical purposes is the low availability, and the difficulty to expand them in culture maintaining their features intact. Moreover, adult stem cells have a poor regeneration range, as they are unable to differentiate into all desired cell types.

Such issues were overcome thanks to the discovery of embryonic stem cells (ESCs): isolated from blastocysts, ESCs can be cultured in vitro indefinitely, and can give rise, under the appropriate conditions, to every cell type. Also, in 2006 the Nobel Prize winner Yamanaka made an astonishing discovery: somatic cells can be reprogrammed back to a stem-like state, obtaining the so-called induced pluripotent stem cells (iPSCs). ESCs and iPSCs were thought to be a great promise: many believed that their discovery would have fuelled an impressive expansion of regenerative medicine, gene therapy and personalised medicine fields in the short term, ultimately leading to the solution of many health-related problems. So far, only a part of this promise has been fulfilled, mainly because of the scarce knowledge we have about the basic biological processes that make these cells so special.

In this research, we aim at improving our understanding of the molecular processes that orchestrate pluripotency focusing on beta-catenin (b-catenin), a pivotal protein in stemness maintenance. Indeed, we and others reported a central role of b-catenin in somatic cell reprogramming, differentiation, pluripotency and tissue regeneration in vivo. Still, the mechanisms through which b-catenin controls pluripotency of embryonic stem cells are highly debated.

We will unfold this complexity using an interdisciplinary approach. Using cutting-edge technology, we will engineer mouse ESCs (mESCs) in which b-catenin can be modulated in a number of way (amount of protein, temporal dynamics, ability to regulate other genes). Subsequently, we will perform experiments to link specific b-catenin perturbed behaviours to mESCs self-renewal and differentiation ability. Finally, we will use potent computational approaches to understand how b-catenin interacts with other genes important for pluripotency.

The project will provide a vital step of innovation and knowledge to the embryonic stem cells biology field: the results will reveal how b-catenin regulates the balance between pluripotency and differentiation, and indicate how to drive specific cell-fates in vitro.

In the future, the output of the proposed project could be extended to control b-catenin dependent self-renewal and differentiation of human ESCs and iPSCs, shortening the distances between pluripotent stem cells and their applicative targets. Also, the developed techniques could be used in other biological processes in which b-catenin is involved, including development and cancer.

Technical Summary

Mouse Embryonic Stem Cells (mESCs) are pluripotent cells, which can be indefinitely expanded in vitro, and pushed into specific differentiated states by proper stimuli. Under standard culture (serum+LIF), mESC population is heterogeneous in pluripotency gene expression and propensity to self-renewal/differentiate. Conversely, serum-free medium (2i+LIF) establishes ground state pluripotency, characterised by homogeneous pluripotency genes levels.
Ground state cultures rely on Chiron, a drug that, through inhibition of the Gsk3 kinase, stabilises beta-catenin (b-catenin), the effector protein of Wnt/b-catenin pathway. Intriguingly, b-catenin is involved not only in self-renewal, but also in differentiation.
The specific role of b-catenin stabilisation in 2i+LIF is still debated.
We recent proved heterogeneity and oscillations of b-catenin in ground state cultures, despite homogeneity of pluripotent markers. These results motivate the research ideas of this proposal, aimed at assessing the role of b-catenin in ground state pluripotency.

Current ground state cultures with Chiron do not allow:
1) Distinguishing b-catenin dependent from independent effects;
2) Decoupling b-catenin levels from dynamics, due to intrinsic feedback loops;
3) Distinguishing transcriptional and post-translational functions of b-catenin.

Therefore, we will implement in mESCs deleted for endogenous b-catenin an inducible tool, enabling to generate fine-tuned perturbations of exogenous, Chiron-insensitive b-catenin. Differently from previous studies, we will generate a gradient of levels, dynamics and transcriptional activity of exogenous b-catenin, aided by mathematical modelling. We will assess the pluripotency of mESCs perturbed for b-catenin; also, we will determine how b-catenin interacts with the ground state transcriptional network, using a data-driven computational approach.
Outputs of this project will indicate how to perturb mESCs decision-making by b-catenin modulation.

Planned Impact

Who will benefit from this research?

In addition to contributing to the advance of the research fields close to the proposal themes, our research has the potential to have an impact on a wider group of other parties, such as:
- Medical research community
- Biomedical industry
- General public
- Research personnel involved in the project
- PI institute

How will they benefit from this research?

Medical research community
The proposed research has potential to have implications in regenerative medicine. Although our research is concerned with ground state pluripotency in mouse, ultimately project techniques and extensions could impact protocols for maintenance and robust differentiation of pluripotent human stem cells. Such advances, necessary for safe application of pluripotent cells, would in the long run have an impact on health and well-being. The pathway to reach the medical research community will be based on the project partners' expertise in regenerative medicine, as well on existing and novel links to researches in UK ad over sea.

Biomedical industry
The demand for stem cells-related products is rapidly growing. The work proposed here has the potential, on the long-term, to provide basis for refined ground state cultures and differentiation protocols, which could be appealing for companies who provide stem cells related products. If during research we will identify exploitation opportunities, we will critically consider the possibility of patentability, with the support of the Bristol University Researcher and Enterprise Development programme (RED).

General public
Stem cell research is a topic of great interest and debate for general public, given potential applications in regenerative medicine, and ethical concerns. We believe that sharing research ideas and results with general public is an honest and clear way is a fundamental part of the scientist work. Therefore, we will disseminate findings and, more generally, research ideas behind the research field of stem cells by taking part to public engagement activities organised by the University of Bristol and the institutes of the project partners.

Research personnel involved in the project
The experimental PDRA (funded by this grant) and the theoretical PhD student (already in the PI's research group) involved in the project will gain a number of cutting edge skills that will help them in their future academic or industrial careers. The PRDA and PhD student are expected to actively interact, and engage with a multidisciplinary research group. A benefit of this proposal is that the PI is experienced in working in both experimental and computational communities, and currently mentors interdisciplinary researchers. Contributing to the training of the next generation scientists, with transferable expertise in more than one discipline, will have a strong impact on UK competitiveness in science and economy. The Regenerative Medicine Laboratories and the Engineering Mathematics Department and the in Bristol, together with the Centre for Genomic Regulation in Spain, will be an excellent environment for all project participants to exchange knowledge, and connect with a network of interdisciplinary investigators.

PI institute
The Engineering Mathematics Department, in which the PI is based, is composed by scientists with a diverse background, and the common aim of tackling complexity in different fields (biology, ecology, robotic, engineering) by combined experimental and computational approaches. The Department has an excellent track record both in terms of publications, and grants awards. The research carried out in this proposal would contribute towards maintaining high standards of academic excellence of the Department, and establishing new interdepartmental connections. Academic excellence will be echoed by the ability of the University to attract talented PhD students and PDRA researches.

Publications

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Gorochowski T (2020) Toward Engineering Biosystems With Emergent Collective Functions in Frontiers in Bioengineering and Biotechnology

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Khazim M (2021) A Microfluidic/Microscopy-Based Platform for on-Chip Controlled Gene Expression in Mammalian Cells. in Methods in molecular biology (Clifton, N.J.)

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Landon S (2021) Understanding Metabolic Flux Behaviour in Whole-Cell Model Output. in Frontiers in molecular biosciences

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Matyjaszkiewicz A (2017) BSim 2.0: An Advanced Agent-Based Cell Simulator. in ACS synthetic biology

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Montes-Olivas S (2019) Mathematical Models of Organoid Cultures. in Frontiers in genetics

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Pedone E (2021) Cheetah: A Computational Toolkit for Cybergenetic Control in ACS Synthetic Biology

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Rees-Garbutt J (2021) Minimal Genome Design Algorithms Using Whole-Cell Models. in Methods in molecular biology (Clifton, N.J.)

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Rees-Garbutt J (2020) Designing minimal genomes using whole-cell models. in Nature communications

 
Description BrisSynBio pump priming award
Amount £91,657 (GBP)
Funding ID BB/L01386X/1 
Organisation Biotechnology and Biological Sciences Research Council (BBSRC) 
Sector Public
Country United Kingdom
Start 02/2017 
End 06/2018
 
Description COMBO: CONTROL-BASED BIODESIGN OF MAMMALIAN CELL DYNAMICS
Amount £1,478,668 (GBP)
Funding ID EP/S01876X/1 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 09/2019 
End 09/2024
 
Description Engineering for a prosperous nation
Amount £250,704 (GBP)
Funding ID EP/R041695/1 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 02/2018 
End 05/2019
 
Description Horizon 2020 FET-Open action "Control Engineering of Biological Systems for Reliable Synthetic Biology Applications"
Amount € 3,000,000 (EUR)
Funding ID Grant agreement ID: 766840 
Organisation European Commission 
Department Horizon 2020
Sector Public
Country European Union (EU)
Start 10/2017 
End 09/2020
 
Title Algorithms for cell segmentation 
Description We developed multiple algorithms for microscopy image segmentation (De Cesare et al, ACS Omega 2021; Pedone et al. ACS Synthetic Biology 2021). All code is open source 
Type Of Material Technology assay or reagent 
Year Produced 2021 
Provided To Others? Yes  
Impact Automatic control of gene expression in mammalian cells, using online segmentation algorithms. 
URL https://github.com/BiocomputeLab/cheetah
 
Title Inducible system to perturb gene expression 
Description The proposed inducible system allows modulating independently gene expression and protein stability by the addition of two orthogonal drugs. 
Type Of Material Model of mechanisms or symptoms - in vitro 
Year Produced 2019 
Provided To Others? Yes  
Impact We used the tool to demonstrate the role of signalling pathway does in embryonic stem cell fate (DOI 10.1016/j.isci.2022.103756) 
 
Title New microfluidic device 
Description We developed a new microfluid device, that enables to continuously separates viable and non-viable T-cells according to their dielectric properties 
Type Of Material Improvements to research infrastructure 
Year Produced 2021 
Provided To Others? Yes  
Impact Not know yet (recent publication) 
URL https://analyticalsciencejournals.onlinelibrary.wiley.com/doi/full/10.1002/elps.202100031
 
Title Algorithms for cell segmentation 
Description We developed new algorithms for cell segmentation, based on the Otsu methods (De Cesare et al. ACS Omega 2021) and deep-learning (Pedone et al. ACS Synthetic Biology 2021). 
Type Of Material Computer model/algorithm 
Year Produced 2021 
Provided To Others? Yes  
Impact These algorithms enabled robust automatic feedback control of living cells. 
URL https://www.github.com/BiocomputeLab/cheetah
 
Title Data associated to publication (Pedone et al, Nature Communications 10, 4481 (2019)) 
Description All data generated in the publication are included. 
Type Of Material Database/Collection of data 
Year Produced 2019 
Provided To Others? Yes  
Impact The tools developed might support generating more precise and complex tools to manipulate gene expression in living cells. 
URL https://www.nature.com/articles/s41467-019-12329-9#data-availability
 
Title Full pipeline for mammalian cell control 
Description We reported in a book chapter (Khazim et al Synthetic Gene Circuits 2021) a full protocol to perform cybergenetics experiments in mammalian cells. 
Type Of Material Data analysis technique 
Year Produced 2021 
Provided To Others? Yes  
Impact Still to be assessed (recent publication) 
 
Title Minimal Genome Design Algorithms using whole-cell models Rees-Garbutt and Chalkley et al 2019 
Description In the future, entire genomes tailored to specific functions and environments could be designed using computational tools. However, computational tools for genome design are currently scarce. Here we present algorithms that enable the use of design-simulate-test cycles for genome design, using genome minimisation as a proof-of-concept. Minimal genomes are ideal for this purpose as they have a simple functional assay whether the cell replicates or not. We used the first (and currently only published) whole-cell model for the bacterium Mycoplasma genitalium. Our computational design-simulate-test cycles discovered novel in-silico minimal genomes which, if biologically correct, predict in-vivo genomes smaller than JCVI-Syn3.0; a bacterium with, currently, the smallest genome that can be grown in pure culture. In the process, we identified 10 low essential genes and produced evidence for at least two Mycoplasma genitalium in-silico minimal genomes. This work brings combined computational and laboratory genome engineering a step closer. 
Type Of Material Database/Collection of data 
Year Produced 2019 
Provided To Others? Yes  
URL https://data.bris.ac.uk/data/dataset/1jj0fszzrx9qf2ldcz654qp454/
 
Title Multiscale model of intestinal crypts 
Description The model recapitulates both intra- and inter-cellular dynamics of intestinal crypts. The model is implemented in the simulation framework Chaste. 
Type Of Material Computer model/algorithm 
Year Produced 2020 
Provided To Others? Yes  
Impact The model can be used/adapted by other users to represent experimental data. 
URL https://figshare.com/s/a27badc5b4e0cce1ac6b
 
Description Collaboration on bioinformatics analysis 
Organisation Telethon Foundation
Department Telethon Institute of Genetics and Medicine (TIGEM)
Country Italy 
Sector Charity/Non Profit 
PI Contribution We provided samples of mouse embryonic stem cells under various Wnt/beta-catenin perturbations.
Collaborator Contribution RNA-sequencing analysis, manuscript writing.
Impact Recent joint publication (Pedone et al. iScience 2022). A multidisciplinary collaboration involving synthetic biology, RNA-sequencing and bioinformatics analysis.
Start Year 2019
 
Description Collaboration on mammalian cell control 
Organisation Telethon Foundation
Department Telethon Institute of Genetics and Medicine (TIGEM)
Country Italy 
Sector Charity/Non Profit 
PI Contribution My team has contributed to this collaboration by generating preliminary feedback control experiments in mouse embryonic stem cells, using a microfluidics device, an actuation platform and control algorithms.
Collaborator Contribution The partner has provided segmentation/control algorithm code, and hosted 2 RAs in my group in his lab for 10 days.
Impact The collaboration is multidisciplinary (e.g. involves combination of experimental work, and modelling/programming work). Results from this collaboration have been included in 3 publications (De Cesare et al, ACS Omega 2021; Postiglione et al. ACS Synthetic Biology 2018; Pedone et al. Nature Communications 2019).
Start Year 2017
 
Description Collaboration on organoids modelling 
Organisation University of Sheffield
Country United Kingdom 
Sector Academic/University 
PI Contribution We are developing mathematical models of intestinal organoids.
Collaborator Contribution The partner is sharing expertise on the use of the agent-based simulation tool Chaste.
Impact Publications: https://doi.org/10.1016/j.csbj.2019.12.015
Start Year 2016
 
Description Invited talk, EMBO workshop "Network inference in biology and disease" 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Workshop bringing together interdisciplinary researchers in biotechnology, bioinformatics, systems biology and synthetic biology.
Year(s) Of Engagement Activity 2019
URL https://meetings.embo.org/event/19-network-inference
 
Description Oral Presentation, 2021 Virtual International Mammalian Synthetic Biology Workshop 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Research conference
Year(s) Of Engagement Activity 2021
URL http://mammalian-synbio.org/2021
 
Description Oral Presentation, 7th International Conference on Stem Cell Engineering: "From Organoids to Synthetic Embryo: Tools, Technologies, and Novel Applications". Barcelona, Spain 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact International conference on stem cell new technologies.
Year(s) Of Engagement Activity 2019
URL https://www.aiche.org/sbe/conferences/international-conference-on-stem-cell-engineering/2019
 
Description Oral Presentation, London Stem Cells Network symposium, Francis Crick Institute, 2018, London (UK) 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Specialised Stem Cell Biology conference.
Year(s) Of Engagement Activity 2018
URL https://lscn.crick.ac.uk/?page_id=2
 
Description Oral Presentation, Synthetic Biology UK (SBUK), Bristol 2018 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Most relevant Synthetic Biology conference in UK; interdisciplinary audience.
Year(s) Of Engagement Activity 2018
URL https://www.eventsforce.net/biochemsoc/frontend/reg/thome.csp?pageID=18045&eventID=43&traceRedir=2
 
Description Oral Presentation, Synthetic Biology: Engineering, Evolution & Design (SEED), 2019, New York (US) 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Interdisciplinary conference on Synthetic Biology.
Year(s) Of Engagement Activity 2019
URL http://synbioconference.org/2019
 
Description Reverse Science Cafe "Tables Turned: Have a Say, Your Way" 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Public/other audiences
Results and Impact Public engagement event, aimed at asking the audience their view on current topics in Synthetic Biology. The event was co-sponsored by the Royal Institute of Philosophy.
Year(s) Of Engagement Activity 2018
URL https://www.eventbrite.co.uk/e/tables-turned-have-a-say-your-way-tickets-51751785985?fbclid=IwAR1Yu-...
 
Description Talk at "Multi-agent modeling meets synthetic biology" workshop 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Workshop held at the University of Bristol, UK and funded by BrisSynBio, a BBSRC/EPSRC Synthetic Biology Research Centre (Grant No. BB/L01386X/1). It was attended by key UK experts in agent-based modelling of biological systems; it sparked discussions about the use of multiscale frameworks in synthetic biology.
Year(s) Of Engagement Activity 2019
URL https://doi.org/10.3389/fbioe.2020.00705