Systems-based screen of compounds that target nitrogen metabolism of Mycobacterium tuberculosis.
Lead Research Organisation:
University of Surrey
Department Name: Microbial & Cellular Sciences
Abstract
M. tuberculosis (Mtb), the etiological agent of TB, is presently the most devastating infectious agent of mortality worldwide, responsible for about 8 million cases of TB each year resulting in more than one million deaths. Co-infection with the human immunodeficiency virus (HIV), along with the emergence of multi- and extensively- drug resistant (MDR and XDR) strains of TB, has reaffirmed Mtb as a primary public health threat throughout the world. The limited number of drugs available that have activity against Mtb, and the prolonged multi-drug regimen needed to eradicate the infection, are the fundamental problems of TB treatment. New drugs active against Mtb are urgently needed. Intracellular metabolism of Mtb is an attractive target for development of novel anti-tuberculosis drugs; however most studies have focussed on carbon metabolism. Nitrogen is also an essential nutrient of Mtb but few studies have attempted to elucidate fundamental questions such as the nature of the nitrogen source of the pathogen when it grows inside the host. Our previous studies have identified the principle amino acids as sources of nitrogen for Mtb when growing inside host cells. In this study we aim to take this study forward to test the hypothesis that nitrogen metabolism represents an unexplored and potentially fruitful drug target for TB drug development.
We will use serine metabolism as a test case of this hypothesis. In our previous study we demonstrated that the enzyme SerC that performs the last step in the biosynthesis of serine is essential for intracellular replication of Mtb. This suggest that it is also essential for growth of the pathogen inside the host and thereby a good target for the development of novel drugs. To confirm this hypothesis, we will first measure the virulence of the SerC mutant of Mtb in a mouse model of infection. The next step will be to screen a 'library' of chemical compounds library to identify any that target SerC. Conventional drug screens identify compounds that are active against particularly enzymes, such as SerC. However, the identified compounds often fail to work in the natural host because of poor penetration or inactivation of the drug in host cells. To overcome this problem, we propose to screen compounds against whole live cells of Mtb. This is more difficult as Mtb makes hundreds of different enzymes, each of which might be inhibited by the test compounds. To identify compounds that specifically target SerC, we will search for those that are active against wild-type Mtb but not a SerC mutant strain supplemented with serine so that it no longer needs SerC to grow. We will then extend the study to other key genes involved in nitrogen metabolism and uptake of amino acids from host cells. Finally, we will develop a computer model of nitrogen and carbon metabolism in Mtb that can be used to design combinations of drugs that target nitrogen metabolism that will work effectively together and test predictions of the model experimentally.
We will use serine metabolism as a test case of this hypothesis. In our previous study we demonstrated that the enzyme SerC that performs the last step in the biosynthesis of serine is essential for intracellular replication of Mtb. This suggest that it is also essential for growth of the pathogen inside the host and thereby a good target for the development of novel drugs. To confirm this hypothesis, we will first measure the virulence of the SerC mutant of Mtb in a mouse model of infection. The next step will be to screen a 'library' of chemical compounds library to identify any that target SerC. Conventional drug screens identify compounds that are active against particularly enzymes, such as SerC. However, the identified compounds often fail to work in the natural host because of poor penetration or inactivation of the drug in host cells. To overcome this problem, we propose to screen compounds against whole live cells of Mtb. This is more difficult as Mtb makes hundreds of different enzymes, each of which might be inhibited by the test compounds. To identify compounds that specifically target SerC, we will search for those that are active against wild-type Mtb but not a SerC mutant strain supplemented with serine so that it no longer needs SerC to grow. We will then extend the study to other key genes involved in nitrogen metabolism and uptake of amino acids from host cells. Finally, we will develop a computer model of nitrogen and carbon metabolism in Mtb that can be used to design combinations of drugs that target nitrogen metabolism that will work effectively together and test predictions of the model experimentally.
Technical Summary
New drugs active against Mycobacterium tuberculosis (Mtb) are urgently needed but conventional screens have developed only a handful in the last fifty years. Metabolism is central to cell replication and a source of many enzymes that might be targeted with novel drugs. A lot of interest has recently focussed on carbon metabolism but nitrogen is also an essential nutrient of Mtb that is likely to provide many novel drug targets. In our previous BBSRC-supported systems-based study of nitrogen metabolism of Mtb, we identified the major amino acids captured from host cells that are used as sources of nitrogen in Mtb and showed that the SerC transaminase is essential for intracellular replication. In this study will first measure the virulence of we will first measure the virulence of a SerC mutant of Mtb in the BALB/c mouse model of infection. The next step will be to screen a chemical compound library to identify any that target SerC. To identify compounds that specifically target SerC, we will search for those that are active against wild-type Mtb but not an auxotrophic SerC mutant strain supplemented with serine. We will then extend the study to other key genes involved in nitrogen metabolism and also genes involved in uptake of amino acids from host cells and screen auxotrophic mutants of these gene against the compound library. Finally, we will develop a computer model of nitrogen and carbon metabolism in Mtb that can be used to design synergistic combinations of drugs that target nitrogen metabolism and test predictions of the model experimentally.
Publications
Borah K
(2021)
Dissecting Host-Pathogen Interactions in TB Using Systems-Based Omic Approaches.
in Frontiers in immunology
Borah Slater K
(2023)
Metabolic flux reprogramming in Mycobacterium tuberculosis-infected human macrophages.
in Frontiers in microbiology
Borah Slater K
(2023)
One-shot 13 C15 N-metabolic flux analysis for simultaneous quantification of carbon and nitrogen flux.
in Molecular systems biology
McFadden J
(2023)
Razor sharp: The role of Occam's razor in science.
in Annals of the New York Academy of Sciences
Slater, Khushboo Borah
(2023)
One-shot 13C15N-metabolic flux analysis for simultaneous quantification of carbon and nitrogen flux
Xu Y
(2025)
Differential producibility analysis reveals drug-associated carbon and nitrogen metabolite expressions in Mycobacterium tuberculosis.
in The Journal of biological chemistry
| Description | We have identified some novel compounds that inhibit growth of Mycobacterium tuberculosis that are drug-candidates for treatment of TB. |
| Exploitation Route | The compounds that we have identified may be further investigated by other researchers and could enter clinical trials |
| Sectors | Pharmaceuticals and Medical Biotechnology |
| URL | https://www.embopress.org/doi/full/10.15252/msb.202211099 |
| Title | 3C15N-metabolic flux analysis |
| Description | Metabolic flux is the final output of cellular regulation and has been extensively studied for carbon but much less is known about nitrogen, which is another important building block for living organisms. For the tuberculosis pathogen, this is particularly important in informing the development of effective drugs targeting the pathogen's metabolism. Here we performed 13C15N dual isotopic labeling of Mycobacterium bovis BCG steady state cultures, quantified intracellular carbon and nitrogen fluxes and inferred reaction bidirectionalities. This was achieved by model scope extension and refinement, implemented in a multi-atom transition model, within the statistical framework of Bayesian model averaging (BMA). Using BMA-based 13C15N-metabolic flux analysis, we jointly resolve carbon and nitrogen fluxes quantitatively. We provide the first nitrogen flux distributions for amino acid and nucleotide biosynthesis in mycobacteria and establish glutamate as the central node for nitrogen metabolism. We improved resolution of the notoriously elusive anaplerotic node in central carbon metabolism and revealed possible operation modes. Our study provides a powerful and statistically rigorous platform to simultaneously infer carbon and nitrogen metabolism in any biological system. |
| Type Of Material | Technology assay or reagent |
| Year Produced | 2023 |
| Provided To Others? | Yes |
| Impact | We developed BMA-based 13C15N-metabolic flux analysis technique for simultaneous quantification of carbon and nitrogen metabolism in mycobacteria. Our study provides a powerful and statistically rigorous platform to simultaneously infer carbon and nitrogen metabolism in any biological system. |
| URL | https://www.embopress.org/doi/full/10.15252/msb.202211099 |
| Title | Differential producibility analysis reveals drug-associated carbon and nitrogen metabolite expressions in Mycobacterium tuberculosis |
| Description | Mycobacterium tuberculosis (Mtb) is one of the world's successful pathogens that flexibly adapts its metabolic nature during infection of the host, and in response to drugs. Here we used genome scale metabolic modelling coupled with differential producibility analysis (DPA) to translate RNA-seq datasets into metabolite signals and identified drug-associated metabolic response profiles. We tested four tuberculosis (TB) drugs bedaquiline (BDQ), isoniazid (INH), rifampicin (RIF), and clarithromycin (CLA); conducted RNA-seq experiments of Mtb exposed to the individual drugs at subinhibitory concentrations, followed by DPA of gene expression data to map up and downregulated metabolites. Here we highlight those metabolic pathways that were flexibly used by Mtb to tolerate stress generated upon drug exposure. BDQ and INH upregulated maximum number of central carbon metabolites in glycolysis, pentose phosphate pathway and tri-carboxylic acid cycle with concomitant downregulation of lipid and amino acid metabolite classes. Oxaloacetate was significantly upregulated in all four drug-treated Mtb cells highlighting it as an important metabolite in Mtb's metabolism. Amino acid metabolism was selectively induced by different drugs. We have enhanced our knowledge on Mtb's carbon and nitrogen metabolic adaptations in the presence of drugs and identify metabolic nodes for therapeutic development against TB. Our work also provides DPA omics platform to interrogate RNA-seq datasets of any organism that can be reconstructed as a genome scale metabolic network. |
| Type Of Material | Technology assay or reagent |
| Year Produced | 2024 |
| Provided To Others? | Yes |
| Impact | We used genome scale metabolic modelling coupled with differential producibility analysis (DPA) to translate RNA-seq datasets into metabolite signals and identified drug-associated metabolic response profiles. We tested four tuberculosis (TB) drugs bedaquiline (BDQ), isoniazid (INH), rifampicin (RIF), and clarithromycin (CLA); conducted RNA-seq experiments of Mtb exposed to the individual drugs at subinhibitory concentrations, followed by DPA of gene expression data to map up and downregulated metabolites. Our work also provides DPA omics platform to interrogate RNA-seq datasets of any organism that can be reconstructed as a genome scale metabolic network. |
| URL | https://www.jbc.org/article/S0021-9258(25)00136-X/fulltext |
| Title | Metabolic flux reprogramming in Mycobacterium tuberculosis-infected human macrophages |
| Description | Metabolic fluxes are at the heart of metabolism and growth in any living system. During tuberculosis (TB) infection, the pathogenic Mycobacterium tuberculosis (Mtb) adapts its nutritional behaviour and metabolic fluxes to survive in human macrophages and cause infection. The infected host cells also undergo metabolic changes. However, our knowledge of the infected host metabolism and identification of the reprogrammed metabolic flux nodes remains limited. In this study, we applied systems-based 13C-metabolic flux analysis (MFA) to measure intracellular carbon metabolic fluxes in Mtb-infected human THP-1 macrophages. We provide a flux map for infected macrophages that quantified significantly increased fluxes through glycolytic fluxes towards pyruvate synthesis and reduced pentose phosphate pathway fluxes when compared to uninfected macrophages. The tri carboxylic acid (TCA) cycle fluxes were relatively low, and amino acid fluxes were reprogrammed upon Mtb infection. The knowledge of host metabolic flux profiles derived from our work expands on how the host cell adapts its carbon metabolism in response to Mtb infection and highlights important nodes that may provide targets for developing new therapeutics to improve TB treatment. |
| Type Of Material | Model of mechanisms or symptoms - in vitro |
| Year Produced | 2023 |
| Provided To Others? | Yes |
| Impact | In this study, we applied systems-based 13C-metabolic flux analysis (MFA) to measure intracellular carbon metabolic fluxes in Mtb-infected human THP-1 macrophages. We provide a flux map for infected macrophages that quantified significantly increased fluxes through glycolytic fluxes towards pyruvate synthesis and reduced pentose phosphate pathway fluxes when compared to uninfected macrophages. The tri carboxylic acid (TCA) cycle fluxes were relatively low, and amino acid fluxes were reprogrammed upon Mtb infection. The knowledge of host metabolic flux profiles derived from our work expands on how the host cell adapts its carbon metabolism in response to Mtb infection and highlights important nodes that may provide targets for developing new therapeutics to improve TB treatment. |
| URL | https://doi.org/10.3389/fmicb.2023.1289987 |
| Description | Collaboration with Dr Eachan Johnson at the Francis Crick institute on screening compounds against Mtb |
| Organisation | Francis Crick Institute |
| Country | United Kingdom |
| Sector | Academic/University |
| PI Contribution | We have provided mycobacterial strains to Eachan Johnson at the Crick for screening compounds active against these strains using high throughput platforms that are established at Crick. We are writing manuscripts that will involve input in forms of advice and data from Eachan Johnson at the Crick. |
| Collaborator Contribution | Eachan Johnson at Crick has collaborated through his advice and experimental assistance in setting up screening of compounds at the Crick using high throughput robotic screening platform. This is an ongoing work which is still waiting new data. |
| Impact | No outputs yet, but expected before the end of this year |
| Start Year | 2021 |
| Description | Conference presentation by Dr Matteo Barberis |
| Form Of Engagement Activity | A talk or presentation |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Other audiences |
| Results and Impact | Poster presentation: Conference: ISMB 2024, 32nd Intelligent Systems for Molecular Biology, Montreal, Canada, July 12-16, 2024 Abstract Title: A computational pipeline for Mtb drugs identification from high-throughput data Authors: Irene Zorzan, University of Surrey, United Kingdom Khushboo Borah Slater, University of Surrey, United Kingdom Hannah Pugh, The Crick Institute, United Kingdom Eachan Johnson, The Crick Institute, United Kingdom Johnjoe McFadden, University of Surrey, United Kingdom Matteo Barberis, University of Surrey, United Kingdom |
| Year(s) Of Engagement Activity | 2024 |
| Description | Oral presentation by Dr Khushboo Borah Slater |
| Form Of Engagement Activity | A talk or presentation |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Other audiences |
| Results and Impact | A talk presented by Dr Khushboo Borah Slater on 25-hydroxycholesterol as an important immunometabolic node for host-directed therapy in Mycobacterium tuberculosis. This was selected amongst the abstract submitted. The talk was presented to tuberculosis researchers in Lille France on 2nd-3rd July 2024. Impacts: Between 100-500 participants attended this conference from across the world. The audience comprised of scientists, students (both undergraduate and postgraduates), industry partners and healthcare workers. This talk provided an overview on the Oxysterol metabolism in the host as an important factor in tuberculosis infection. The knowledge benefitted the audience, mainly researchers and impacted the advancement of our understanding on implications of oxysterol metabolism in tuberculosis and sparked new discussions and ideas for future research and funding applications. |
| Year(s) Of Engagement Activity | 2024 |
| Description | Poster presentation by Dr Matteo Barberis in an international conference |
| Form Of Engagement Activity | A talk or presentation |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Other audiences |
| Results and Impact | Abstract Title: A computational pipeline for Mtb drugs identification from high-throughput data Authors: Irene Zorzan, University of Surrey, United Kingdom Khushboo Borah Slater, University of Surrey, United Kingdom Hannah Pugh, The Crick Institute, United Kingdom Eachan Johnson, The Crick Institute, United Kingdom Johnjoe McFadden, University of Surrey, United Kingdom Matteo Barberis, University of Surrey, United Kingdom was presented at the the conference titled "ICSB 2024, 23rd International Conference on Systems Biology" held in Mumbai, India, November 30-December 5, 2024 |
| Year(s) Of Engagement Activity | 2024 |
| Description | Poster presentation on: Metabolic flux reprogramming in Mycobacterium tuberculosis-infected human macrophages |
| Form Of Engagement Activity | A talk or presentation |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Third sector organisations |
| Results and Impact | A poster presented by Dr Khushboo Borah Slater on Metabolic flux reprogramming in Mycobacterium tuberculosis-infected human macrophages. This was a poster selected for presentation at the international conference on Immunometabolism: From Mechanisms to Pathways to Therapies held in Killarney Ireland 18-21st March 2024. Impacts: Over 500 participants attended this conference from across the world. The audience comprised of academic leaders, scientists, students (both undergraduate and postgraduates), industry partners and healthcare workers. This poster presentation reported a new study that identified how a macrophage reprograms its immunometabolism during tuberculosis (TB) infection. The study advanced our understanding of immune cell metabolic biology in infection and provided new directions for host-directed therapeutic development in TB. |
| Year(s) Of Engagement Activity | 2024 |
| URL | https://www.keystonesymposia.org/conferences/conference-listing/meeting/onpage-program/C32024 |
| Description | Poster presented at EMBO Tuberculosis conference, Paris 2023 |
| Form Of Engagement Activity | A talk or presentation |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Professional Practitioners |
| Results and Impact | K. Borah Slater*, M. Beyß, H. Pugh, Y. Xu, DJV. Beste, K. N?h, E. Johnson, J. Mcfadden. Targeting nitrogen metabolism of Mycobacterium tuberculosis for identification of novel druggable targets and systems-based whole cell compound screening for anti-TB drug development. September 2022. EMBO Tuberculosis meeting, Paris 2023. |
| Year(s) Of Engagement Activity | 2022 |
| Description | Talk presented on Mycobacterial Fluxomics: A Powerful Tool to Quantify Metabolism in TB and Identify Druggable Targets by Dr Khushboo Borah Slater |
| Form Of Engagement Activity | A talk or presentation |
| Part Of Official Scheme? | No |
| Geographic Reach | International |
| Primary Audience | Other audiences |
| Results and Impact | A talk presented by Dr Khushboo Borah Slater on Mycobacterial fluxomic tools which were developed as part of this funded project. This was an invited talk on behalf of the mycotube conference organisers. https://www.tbresearchconference.com/2023/assets/pdf/Myco-Tube-2023-program.pdf. Impacts: Between 100-500 participants attended this conference from across the world. The audience comprised of scientists, students (both undergraduate and postgraduates), industry partners and healthcare workers. This talk provided an overview on the cutting edge fluxomic tools used to decipher mycobacterial metabolism and drug target identification. The knowledge benefitted the audience, mainly researchers and impacted the advancement of our understanding on the application of fluxomic tools to investigate tuberculosis and extending it to study other infectious diseases. |
| Year(s) Of Engagement Activity | 2023 |
| URL | https://www.tbresearchconference.com/2023/assets/pdf/Myco-Tube-2023-program.pdf. |
