A calculator for metalation inside a cell
Lead Research Organisation:
Durham University
Department Name: Biosciences
Abstract
Biotechnology is heavily dependent upon metal-containing enzymes since almost a half of all enzymes are estimated to require one or more bound metal. Sometimes the metals are embedded within cofactors, such as cobalt in vitamin B12, iron in heme or nickel in cofactor F430. Loading metalloenzymes, or loading the proteins that supply metals to cofactors, with the correct metal is a remarkable achievement of all living cells. Our long-term goal has been to understand intracellular metalation and to make this process predictable and exploitable. An easy-to-use, computer-based, calculator of metalation in vivo will be produced and tested.
The availabilities of metals inside cells is a dominant factor in determining which metals bind to which proteins (Nature 2008 455: 1138-1142). The intracellular milieu buffers some metals to lower availabilities than other metals and DNA-binding metal sensors are tuned to these availabilities (Nature Chemical Biology 2017 13: 409-417). Over the course of seven years, supported by the BBSRC (plus Procter and Gamble), a series of thermodynamic values were collected for a set of DNA-binding metal sensors, making it possible to calculate the intracellular availabilities of metals in a bacterium (Nature Chemical Biology 2019 15: 241-249). By reference to these values for intracellular metal-availability, it has become possible to make coarse-grain predictions about the metalation of metalloproteins, specifically identifying the right metal for a protein and not merely the tightest-binding metal. Now we will refine (and test) these predictions to understand how metalation and mis-metalation changes as a function of culture conditions. An ability to make such predictions is relevant to the optimisation of metalation in synthetic biology, is of value to industrial biotechnology, but also relevant to basic understanding of cells in systems biology and more generally.
Calculation of intracellular metal availabilities will exploit three conceptual advances: First that the cell biology of metals is rapid and associative via a labile buffer; second that the thermodynamic cycles of metal-sensors are mathematically tractable if metals are buffered (hence excluded from mass balance calculations); third that reference to these values for available metal enables calculation of the in vivo metalation state of a protein (or other molecule) that can account for inter-metal competition.
The PI and CoI Warren directed a phase I, and now phase II, BBSRC Network in Industrial Biotechnology and Bioenergy with the purpose of accelerating the exploitation of advances in metals in biology research to support bio-manufacturing and other facets of biotechnology. A purpose of the work in this proposal is to make the optimisation of metalation accessible to a platform of industries, as well as to academics, who need not be experts in the sub-discipline. Applications could include the optimisation of metalation in bioprocesses or the optimisation of mis-metalation by antimicrobial ionophores, as examples.
We will use three different systems to test three distinct types of predictions of the calculator. We have worked with all of the systems previously and obtained prior data supporting their choice for this work. One of the systems is E. coli that has been engineered by Warren to heterologously produce non-native tetrapyrroles: These tetrapyrroles include cofactor F430 and vitamin B12. The latter has immediate practical relevance. We have evidence (unpublished) that in the synthetic E. coli system the cobalt delivery protein for B12 becomes mis-metalated with zinc but that this can be overcome when cells are supplemented with surplus cobalt. A secondary purpose of this work is to manipulate this strain to enhance the supply of vitamin B12 for the increasing number of individuals turning to low meat diets (plants neither make nor require vitamin B12), in turn exemplifying the merit of the metalation calculator.
The availabilities of metals inside cells is a dominant factor in determining which metals bind to which proteins (Nature 2008 455: 1138-1142). The intracellular milieu buffers some metals to lower availabilities than other metals and DNA-binding metal sensors are tuned to these availabilities (Nature Chemical Biology 2017 13: 409-417). Over the course of seven years, supported by the BBSRC (plus Procter and Gamble), a series of thermodynamic values were collected for a set of DNA-binding metal sensors, making it possible to calculate the intracellular availabilities of metals in a bacterium (Nature Chemical Biology 2019 15: 241-249). By reference to these values for intracellular metal-availability, it has become possible to make coarse-grain predictions about the metalation of metalloproteins, specifically identifying the right metal for a protein and not merely the tightest-binding metal. Now we will refine (and test) these predictions to understand how metalation and mis-metalation changes as a function of culture conditions. An ability to make such predictions is relevant to the optimisation of metalation in synthetic biology, is of value to industrial biotechnology, but also relevant to basic understanding of cells in systems biology and more generally.
Calculation of intracellular metal availabilities will exploit three conceptual advances: First that the cell biology of metals is rapid and associative via a labile buffer; second that the thermodynamic cycles of metal-sensors are mathematically tractable if metals are buffered (hence excluded from mass balance calculations); third that reference to these values for available metal enables calculation of the in vivo metalation state of a protein (or other molecule) that can account for inter-metal competition.
The PI and CoI Warren directed a phase I, and now phase II, BBSRC Network in Industrial Biotechnology and Bioenergy with the purpose of accelerating the exploitation of advances in metals in biology research to support bio-manufacturing and other facets of biotechnology. A purpose of the work in this proposal is to make the optimisation of metalation accessible to a platform of industries, as well as to academics, who need not be experts in the sub-discipline. Applications could include the optimisation of metalation in bioprocesses or the optimisation of mis-metalation by antimicrobial ionophores, as examples.
We will use three different systems to test three distinct types of predictions of the calculator. We have worked with all of the systems previously and obtained prior data supporting their choice for this work. One of the systems is E. coli that has been engineered by Warren to heterologously produce non-native tetrapyrroles: These tetrapyrroles include cofactor F430 and vitamin B12. The latter has immediate practical relevance. We have evidence (unpublished) that in the synthetic E. coli system the cobalt delivery protein for B12 becomes mis-metalated with zinc but that this can be overcome when cells are supplemented with surplus cobalt. A secondary purpose of this work is to manipulate this strain to enhance the supply of vitamin B12 for the increasing number of individuals turning to low meat diets (plants neither make nor require vitamin B12), in turn exemplifying the merit of the metalation calculator.
Technical Summary
An easy-to-use, computer-based, calculator of in vivo metalation will be produced. Calculations will be based on differences between the free energy (deltadeltaG) for metal complexation with a protein, or other molecule, of interest and the free energy for (associative) available, intracellular metal: The latter will be read-out from the responses of (thermodynamically calibrated, Nature Chemical Biology 2019 15: 241-249) DNA-binding, metal-sensors; the former will be calculated from the metal affinities of a protein (or other molecule) of interest using the standard relationship, deltaG = -RTlnKA.
The calculator will predict fractional occupancies of proteins (and other molecules) with magnesium, manganese, iron, cobalt, nickel, zinc and copper. It will take into account inter-metal competition for a binding site based upon a comparison of free energy differences, deltadeltaG for each metal.
Expression of genes regulated by the metal sensors will be monitored by qPCR in media supplemented, or depleted, in each metal to calculate intracellular metal availabilities under specific growth conditions (conditional cells).
Predictions of the calculator will be tested in three different ways optimised for tight (part 2.3), intermediate (part 2.4) and for weak (part 2.5) binding metals. In each case metallo-proteins will be used that we have studied previously, Atx1, CobW, CfbA and MncA (OxdC) and for which there is already evidence to suggest mis-metalation when expressed in E. coli. Moreover, for each of the selected proteins there is also already evidence to suggest that metalation in vivo can be conditional as a function of the metal-status of the growth medium. Occupancies will be read-out directly by ICP-MS (Atx1), indirectly from metal-dependent biosynthetic products (CobW and CfbA) and directly after kinetic trapping (MncA or OxdC).
We will provide a thermodynamic framework for studying factors affecting, and for optimising, metalation.
The calculator will predict fractional occupancies of proteins (and other molecules) with magnesium, manganese, iron, cobalt, nickel, zinc and copper. It will take into account inter-metal competition for a binding site based upon a comparison of free energy differences, deltadeltaG for each metal.
Expression of genes regulated by the metal sensors will be monitored by qPCR in media supplemented, or depleted, in each metal to calculate intracellular metal availabilities under specific growth conditions (conditional cells).
Predictions of the calculator will be tested in three different ways optimised for tight (part 2.3), intermediate (part 2.4) and for weak (part 2.5) binding metals. In each case metallo-proteins will be used that we have studied previously, Atx1, CobW, CfbA and MncA (OxdC) and for which there is already evidence to suggest mis-metalation when expressed in E. coli. Moreover, for each of the selected proteins there is also already evidence to suggest that metalation in vivo can be conditional as a function of the metal-status of the growth medium. Occupancies will be read-out directly by ICP-MS (Atx1), indirectly from metal-dependent biosynthetic products (CobW and CfbA) and directly after kinetic trapping (MncA or OxdC).
We will provide a thermodynamic framework for studying factors affecting, and for optimising, metalation.
Organisations
Publications
Foster AW
(2022)
Metalation calculators for E. coli strain JM109 (DE3): aerobic, anaerobic, and hydrogen peroxide exposed cells cultured in LB media.
in Metallomics : integrated biometal science
Foster AW
(2022)
Protein metalation in biology.
in Current opinion in chemical biology
Osman D
(2023)
Protein metalation in a nutshell.
in FEBS letters
Young TR
(2023)
Two Distinct Thermodynamic Gradients for Cellular Metalation of Vitamin B12.
in JACS Au
Description | The early sections of the program are complete. Metal-sensor responses were calibrated as planned, defining boundary conditions then establishing set points in conditional cells. A series of metalation calculators have been produced for E. coli strains under different growth conditions, as planned. These have been released online (https://mib-nibb.webspace.durham.ac.uk/metalation-calculators/): These tools are available for use by others in order to understand, predict and/or engineer the speciation of protein metalation inside cells. An ability to make cellular protein metalation predictable and tractable to engineering has significance because half the reactions of life are catalysed by metallo-enzymes. We have applied such calculations to understanding the metalation of vitamin B12 with cobalt inside cells. Because only one of the two pathways for making vitamin B12 uses a metallochaperone, we have been able to use such calculations to compare and contrast the two pathways and thereby understand the biological function of a metallochaperone (published in JACS Au 2023, 3, 5, 1472-1483). Work is ongoing to further test and apply these calculations by exploiting a protein that kinetically traps metals at folding. |
Exploitation Route | The web-based calculators are available for use by others in order to understand, predict and/or engineer the speciation of protein metalation inside cells: This might involve engineering target proteins(s) of interest or altering/engineering intracellular metal availabilities. An ability to make cellular protein metalation predictable and tractable to engineering has significance because half the reactions of life are catalysed by metallo-enzymes. As one example, the metalation of vitamin B12 with cobalt is being taken forward because vitamin B12 is manufactured via an industrial biotechnology process which has scope for improvements: The manufacturing process is being made more cobalt efficient. Less expensive vitamin B12 supplements are needed for increasing numbers of individuals on plant-based diets. |
Sectors | Manufacturing including Industrial Biotechology |
URL | https://mib-nibb.webspace.durham.ac.uk/metalation-calculators/ |
Description | Web-based metalation calculators have been made available for use by others in order to understand, predict and/or engineer the speciation of protein metalation inside cells: This can involve engineering target proteins(s) of interest or altering/engineering intracellular metal availabilities. An ability to make cellular protein metalation predictable and tractable to engineering has significance because half the reactions of life are catalysed by metallo-enzymes. As one example, the metalation of vitamin B12 with cobalt is being taken forward because vitamin B12 is manufactured via an industrial biotechnology process which has scope for improvements: The manufacturing process has been made more cobalt efficient. Less expensive vitamin B12 supplements are needed for increasing numbers of individuals consuming plant-based diets. We have also run workshops through the E3B BBSRC NIBB, and given conference presentations to industrial biotechnology businesses, to disseminate these opportunities. |
First Year Of Impact | 2022 |
Sector | Manufacturing, including Industrial Biotechology |
Impact Types | Economic |
Description | Engineering Biology Hub for environmental processing and recovery of metals; from contaminated land to industrial biotechnology in a circular economy |
Amount | £13,966,540 (GBP) |
Funding ID | BB/Y008456/1 |
Organisation | Biotechnology and Biological Sciences Research Council (BBSRC) |
Sector | Public |
Country | United Kingdom |
Start | 02/2024 |
End | 02/2029 |
Description | Other External Funding Won By BBSRC NIBB Network Co-Director (Manchester) and Attributable to the Network (Extranet ref: OEFE3B002) |
Amount | £1,458,357 (GBP) |
Funding ID | BB/W014351/1 |
Organisation | Biotechnology and Biological Sciences Research Council (BBSRC) |
Sector | Public |
Country | United Kingdom |
Start | 03/2022 |
End | 02/2024 |
Title | Metalation calculator as a web-based tool (first version for idealised cells). |
Description | The calculator allows metalation of proteins of known metal affinities to be estimated in an idealised cell where the metal sensors are set to their mid-points based on the ranges calibrated in Salmonella. |
Type Of Technology | Webtool/Application |
Year Produced | 2022 |
Open Source License? | Yes |
Impact | The calculator has been used in publications of other research groups (internationally) and collaborative discussions suggest that work is ongoing by other users that takes advantage of the outputs of this tool. |
URL | https://durhamarc.github.io/metalation-calculator/ |
Title | Metalation calculator as a web-based tool (second version for conditional E. coli). |
Description | The calculator allows metalation of proteins of known metal affinities to be estimated in an E. coli strain commonly used to produce recombinant proteins grown under each of four different conditions. |
Type Of Technology | Webtool/Application |
Year Produced | 2023 |
Open Source License? | Yes |
Impact | The calculator has been used in publications of other research groups (internationally) and collaborative discussions suggest that work is ongoing by other users that takes advantage of the outputs of this tool. |
URL | https://mib-nibb.webspace.durham.ac.uk/metalation-calculators/ |
Description | Better B12: safer and sustainable production |
Form Of Engagement Activity | Engagement focused website, blog or social media channel |
Part Of Official Scheme? | No |
Geographic Reach | National |
Primary Audience | Professional Practitioners |
Results and Impact | Research at the Quadram Institute (involving collaborations with Durham University, see full article) has developed sustainable manufacturing processes for B12, helping address a growing global need for the synthesised vitamin. Research led by Professor Martin Warren at the Quadram Institute and the University of Kent has led to several scientific and technological developments for sustainable vitamin B12 production. The traditional process for synthesising B12 uses bacteria and needs cyanide and cobalt, a heavy metal that is damaging to the environment. A novel strain of Escherichia coli (E. coli) was developed that required significantly less cobalt, leaving no surplus. Further work produced a metalation calculator that enables producers to calculate the exact amount of cobalt needed. Used together, these developments could dramatically improve the sustainability of B12 production, with a much lower risk of environmental damage. This is also not just limited to cobalt, being potentially applicable to similar processes that use other damaging heavy metals. With increasing levels of B12 deficiency due to changing diets and an ageing population, this improved production on an international scale will also address a growing need for the vitamin. |
Year(s) Of Engagement Activity | 2023 |
URL | https://www.ukri.org/who-we-are/how-we-are-doing/research-outcomes-and-impact/bbsrc/better-b12-safer... |
Description | Cell Biology of Metals GRC, Vermont |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Professional Practitioners |
Results and Impact | Disseminated knowledge of the cell biology of metals which sparked questions, discussion, subsequent correspondence and collaborations. |
Year(s) Of Engagement Activity | 2021 |
URL | https://www.emedevents.com/c/medical-conferences-2021/decoding-metals-from-co-factors-to-dynamics-an... |
Description | Industrial Biotechnology versus COVID-19 online event |
Form Of Engagement Activity | Participation in an activity, workshop or similar |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Professional Practitioners |
Results and Impact | Industrial Biotechnology versus COVID-19 online event for approximately 100 attendees. A 90-minute session to inspire early researchers about a career in industrial biotechnology including:. Developing the Oxford vaccine | Sarah Gilbert & Catherine Green, University of Oxford Manufacturing the Oxford AstraZeneca vaccine | Carol Knevelman, Oxford Biomedica Developing mAbs for SARS-Cov-2 | Chris Sellick, Sanofi Developing and manufacturing SARS-Cov-2 LFTs | Paul Davis, Mologic Next-gen mRNA vaccines | Cleo Kontoravdi, Imperial College London |
Year(s) Of Engagement Activity | 2022 |
URL | https://mib-nibb.webspace.durham.ac.uk/events/ |
Description | Lecture for CERM Training School, Florence |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Postgraduate students |
Results and Impact | Disseminated knowledge of the cell biology of metals and related industrial biotechnology which sparked questions and discussion. |
Year(s) Of Engagement Activity | 2021 |
URL | https://www.timb3.eu/2021/10/15/fundamentals-of-magnetic-resonance-spectroscopies-and-metal-traffick... |
Description | One hundred and twenty community engagements to develop collaborations related to Industrial Biotechnology and Metals in Biology |
Form Of Engagement Activity | Participation in an activity, workshop or similar |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Professional Practitioners |
Results and Impact | A series of over 120 events have been organised via the E3B BBSRC NIBB to plan new collaborations between academia and industry. The size of each event has varied from 3 to 120 attendees leading to a total for all events in excess of 500 individual attendances. Most recently, a large community event in December 2023 brought together research groups advancing the bio-recovery of technology-relevant metals. |
Year(s) Of Engagement Activity | 2019,2020,2021,2022 |
URL | https://mib-nibb.webspace.durham.ac.uk/ |
Description | Organisation of a programme of engagement events involving Industry and Academia related to the exploitation of metal-in-biology expertise in biomaunfacturing, biorecovery and bioenergy. |
Form Of Engagement Activity | Participation in an activity, workshop or similar |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Professional Practitioners |
Results and Impact | Organisation of a series of seminars/workshops to disseminate information about industrial opportunities & challenges, academic expertise & discoveries, and to exemplify projects that connect the two, all within the E3B BBSRC NIBB remit (industrial biotechnology and metals-in-biology). 11 February, 25 February, 4 March and 18 March 2021. The challenge to correctly measure metal affinities of proteins - Many reported metal affinities of proteins are incorrect, often by many orders of magnitude. This one-hour workshop will provide an introduction to some of the common pitfalls and the ways to avoid them. Run by Tessa Young and Nigel Robinson, Durham University. 19 September, 22 September, 29 September 2020 and 16 March 2022. Top tips for writing better manuscripts - a 90-minute interactive seminar designed to help you make the most of your research when publishing a paper, run by a freelance science editor Charlotte Harrison. Aimed at early career researchers, but anyone welcome to attend. 17 February 2021. Probing metalloenzyme catalysis with time-resolved crystallographic and spectroscopic methods at X-ray free-electron lasers; a seminar given by Allen Orville from Diamond Light Source, the UK's national synchrotron science facility. 11 March 2021. Bridging the gap between concept and commercialisation Bob Holt, Centre for Process Innovation Biotechnology. 16 March 2021. UK to get the world's first commercial precious metal bio-refinery from e-waste Ollie Crush and Andy Hanratty, Mint Innovation. 14 April 2021. An Introduction to working with Johnson Matthey Nigel Powell, Johnson Matthey. 17 May 2021. Rare-earth metal responses explored in the genomes of extremophilic red algae Galdieria Seth Davis, University of York. 10 June 2021. Introducing Oxford Biotrans: P450-driven routes to high-value chemicals Matthew Hodges, Oxford Biotrans. 12 October 2021. The London Metallomics Facility Wolfgang Maret and Theodora Stewart. 18 November 2021. Cleaning up biocatalysis with hydrogen: from recycling NADH and flavin cofactors for biotechnology to spin-out of HydRegen and beyond Kylie Vincent and Sarah Cleary, University of Oxford/HydRegen Ltd. 12 January 2022. 'Nuclear Magnetic Resonance' (NMR) Facility Claudia Blindauer and Trent Franks, Warwick University. |
Year(s) Of Engagement Activity | 2021,2022 |
URL | https://mib-nibb.webspace.durham.ac.uk/events/ |
Description | Outreach/Press Coverage 'Veganuary' |
Form Of Engagement Activity | A press release, press conference or response to a media enquiry/interview |
Part Of Official Scheme? | No |
Geographic Reach | National |
Primary Audience | Public/other audiences |
Results and Impact | Quadram Institute press release used in a published media story that describes collaborative work with Durham University that was a product of multiple BBSRC funded joint programs |
Year(s) Of Engagement Activity | 2022 |
URL | https://www.edp24.co.uk/news/health/norwich-scientists-research-on-vitamin-b12-for-vegans-8633992 |
Description | Presentation by PDRA Dr Tessa Young at ICBIC 20 in Adelaide, Australia. |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Professional Practitioners |
Results and Impact | Dr Young's lecture increased awareness of the significance of understanding, and engineering, protein metalation in cells. |
Year(s) Of Engagement Activity | 2023 |
URL | https://icbic2023.org/ |
Description | Presentation to Nobel symposium #168 Visions of bio-inorganic chemistry: metals and the molecules of life, Stockholm |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Professional Practitioners |
Results and Impact | The event included 30 pioneer lectures in Bioinorganic Chemistry with a similar number of International observers, leading to discussion about the future of the discipline plus a set of published articles (https://febs.onlinelibrary.wiley.com/toc/18733468/2023/597/1). |
Year(s) Of Engagement Activity | 2022 |
URL | http://doi.org/10.1002/1873-3468.14559 |
Description | Presentation to the 5th N8 Biochemical and Biophysical Symposium |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | Regional |
Primary Audience | Professional Practitioners |
Results and Impact | Presentation by a member of the research group entitled "Probing metal-binding: a tale of two ligands" which led to an invited article. The presentation included background to the metalation calculator (https://durhamarc.github.io/metalation-calculator/) and the article was used as supporting material for a series of workshops offered by the phase 2 BBSRC NIBB (https://mib-nibb.webspace.durham.ac.uk/events/). The group member was previously supported by the phase 1 BBSRC NIBB to develop their successful applications for Fellowships.. |
Year(s) Of Engagement Activity | 2021 |
URL | https://www.eventbrite.co.uk/e/5th-n8-biophysical-and-biochemical-symposium-tickets-59177907715# |
Description | Presentation to the International Conference on Trace Elements and Minerals, Aachen |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Professional Practitioners |
Results and Impact | A lecture was given to an international audience of individuals studying metals in biological systems leading to discussion and subsequent correspondence. |
Year(s) Of Engagement Activity | 2022 |
URL | https://www.ukaachen.de/kliniken-institute/ictem/ |
Description | Residential workshop for early career researchers to interact with IB companies. |
Form Of Engagement Activity | Participation in an activity, workshop or similar |
Part Of Official Scheme? | No |
Geographic Reach | National |
Primary Audience | Industry/Business |
Results and Impact | The Bioprocessing Entrepreneurial Skills Training (BEST) programme: September 4-9th 2022, Durham University A week-long, intensive residential training programme, designed around the insights and advice of senior industrialists, in which early career researchers engaged in group-based activities and work with real-life industrial case studies. The programme was designed to engage with the process of entrepreneurship, focus on development of ability to promote research ideas and their value to audiences and the key importance of the societal impact of industrial biotechnology. |
Year(s) Of Engagement Activity | 2022 |
URL | https://mib-nibb.webspace.durham.ac.uk/events/ |