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Johnson ER, Kennedy NW, Mills CE, Liang S, Chandrasekar S, Nichols TM, Rybnicky GA, Tullman-Ercek D. Signal sequences target enzymes and structural proteins to bacterial microcompartments and are critical for microcompartment formation. mSphere 2025; 10:e0096224. [PMID: 40237445 DOI: 10.1128/msphere.00962-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2024] [Accepted: 03/14/2025] [Indexed: 04/18/2025] Open
Abstract
Spatial organization of pathway enzymes has emerged as a promising tool to address several challenges in metabolic engineering, such as flux imbalances and off-target product formation. Bacterial microcompartments (MCPs) are a spatial organization strategy used natively by many bacteria to encapsulate metabolic pathways that produce toxic, volatile intermediates. Several recent studies have focused on engineering MCPs to encapsulate heterologous pathways of interest, but how this engineering affects MCP assembly and function is poorly understood. In this study, we investigated the role of signal sequences, short domains that target proteins to the MCP core, in the assembly of 1,2-propanediol utilization (Pdu) MCPs. We characterized two novel Pdu signal sequences on the structural proteins PduM and PduB, which constitute the first report of metabolosome signal sequences on structural proteins rather than enzymes. We then explored the role of enzymatic and structural Pdu signal sequences on MCP assembly by deleting their encoding sequences from the genome alone and in combination. Deleting enzymatic signal sequences decreased the MCP formation, but this defect could be recovered in some cases by overexpressing genes encoding the knocked-out signal sequence fused to a heterologous protein. By contrast, deleting structural signal sequences caused similar defects to knocking out the genes encoding the full-length PduM and PduB proteins. Our results contribute to a growing understanding of how MCPs form and function in bacteria and provide strategies to mitigate assembly disruption when encapsulating heterologous pathways in MCPs.IMPORTANCESpatially organizing biosynthetic pathway enzymes is a promising strategy to increase pathway throughput and yield. Bacterial microcompartments (MCPs) are proteinaceous organelles that many bacteria natively use as a spatial organization strategy to encapsulate niche metabolic pathways, providing significant metabolic benefits. Encapsulating heterologous pathways of interest in MCPs could confer these benefits to industrially relevant pathways. Here, we investigate the role of signal sequences, short domains that target proteins for encapsulation in MCPs, in the assembly of 1,2-propanediol utilization (Pdu) MCPs. We characterize two novel signal sequences on structural proteins, constituting the first Pdu signal sequences found on structural proteins rather than enzymes, and perform knockout studies to compare the impacts of enzymatic and structural signal sequences on MCP assembly. Our results demonstrate that enzymatic and structural signal sequences play critical but distinct roles in Pdu MCP assembly and provide design rules for engineering MCPs while minimizing disruption to MCP assembly.
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Affiliation(s)
- Elizabeth R Johnson
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois, USA
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois, USA
| | - Nolan W Kennedy
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois, USA
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois, USA
- Interdisciplinary Biological Sciences Program, Northwestern University, Evanston, Illinois, USA
| | - Carolyn E Mills
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois, USA
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois, USA
| | - Shiqi Liang
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois, USA
- Interdisciplinary Biological Sciences Program, Northwestern University, Evanston, Illinois, USA
| | - Swetha Chandrasekar
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois, USA
- Department of Chemistry and Biochemistry, Loyola University Chicago, Chicago, Illinois, USA
| | - Taylor M Nichols
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois, USA
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois, USA
| | - Grant A Rybnicky
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois, USA
- Interdisciplinary Biological Sciences Program, Northwestern University, Evanston, Illinois, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois, USA
| | - Danielle Tullman-Ercek
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois, USA
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois, USA
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Palmero BJ, Gamero E, Mangan NM, Tullman-Ercek D. Encapsulation of select violacein pathway enzymes in the 1,2-propanediol utilization bacterial microcompartment to divert pathway flux. Metab Eng 2025; 91:91-102. [PMID: 40187678 DOI: 10.1016/j.ymben.2025.03.017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2024] [Revised: 01/25/2025] [Accepted: 03/27/2025] [Indexed: 04/07/2025]
Abstract
A continual goal in metabolic engineering is directing pathway flux to desired products and avoiding loss of pathway intermediates to competing pathways. Encapsulation of the pathway is a possible solution, as it creates a diffusion barrier between pathway intermediates and competing enzymes. It is hypothesized that bacteria use organelles known as bacterial microcompartments - proteinaceous shells encapsulating a metabolic pathway - for this purpose. We aim to determine to what degree this hypothesized benefit is conferred to encapsulated pathways. To this end, we used bacterial microcompartments to encapsulate select enzymes from the violacein pathway, which is composed of five enzymes that produce violacein as the main product and deoxyviolacein as a side product. Importantly, we studied the pathway in a cell-free context, allowing us to hold constant the concentration of unencapsulated and encapsulated enzymes and increase our control over reaction conditions. The VioE enzyme is a branch point in that it makes the precursor for both violacein and deoxyviolacein, the VioC enzyme is required for production of deoxyviolacein, and the VioD enzyme is required for violacein production. When we encapsulated VioE and VioC and left VioD unencapsulated, the product profile shifted toward deoxyviolacein and away from violacein compared to when VioC and VioD were both unencapsulated. This work provides the first fully quantitative evidence that microcompartment-based encapsulation can be used to divert pathway flux to the encapsulated pathway. It provides insight into why certain pathways are encapsulated natively and could be leveraged for metabolic engineering applications.
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Affiliation(s)
- Brett Jeffrey Palmero
- Interdisciplinary Biological Sciences, Northwestern University, Evanston, IL, United States
| | - Emily Gamero
- Master of Biotechnology Program, Northwestern University, Evanston, IL, United States
| | - Niall M Mangan
- Engineering Sciences and Applied Mathematics, Northwestern University, Evanston, IL, United States; Center for Synthetic Biology, Northwestern University, Evanston, IL, United States
| | - Danielle Tullman-Ercek
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, United States; Center for Synthetic Biology, Northwestern University, Evanston, IL, United States.
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3
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Johnson ER, Joseph MR, Tullman-Ercek D. Engineering bacterial microcompartments to enable sustainable microbial bioproduction from C1 greenhouse gases. Curr Opin Biotechnol 2025; 93:103299. [PMID: 40158330 DOI: 10.1016/j.copbio.2025.103299] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2024] [Revised: 03/05/2025] [Accepted: 03/07/2025] [Indexed: 04/02/2025]
Abstract
One-carbon (C1) greenhouse gases are the primary driver of global climate change. Fermenting these gases into higher-value products is an attractive strategy for climate action and sustainable development. C1 gas-fermenting bacteria are promising chassis organisms, but various technical challenges hinder scale-up to industrial production levels. Bacterial microcompartments (MCPs), proteinaceous organelles that encapsulate enzymatic pathways, may confer several metabolic benefits to increase the industrial potential of these bacteria. Many species of gas-fermenting bacteria are already predicted to natively produce MCPs. Here, we describe how these organelles can be identified and engineered to encapsulate pathways that convert C1 gases into valuable chemical products.
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Affiliation(s)
- Elizabeth R Johnson
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois, USA
| | - Madeline R Joseph
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois, USA
| | - Danielle Tullman-Ercek
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois, USA; Center for Synthetic Biology, Northwestern University, Evanston, Illinois, USA.
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4
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Johnson ER, Kennedy NW, Mills CE, Liang S, Chandrasekar S, Nichols TM, Rybnicky GA, Tullman-Ercek D. Signal sequences target enzymes and structural proteins to bacterial microcompartments and are critical for microcompartment formation. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.25.615066. [PMID: 39386669 PMCID: PMC11463388 DOI: 10.1101/2024.09.25.615066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 10/12/2024]
Abstract
Spatial organization of pathway enzymes has emerged as a promising tool to address several challenges in metabolic engineering, such as flux imbalances and off-target product formation. Bacterial microcompartments (MCPs) are a spatial organization strategy used natively by many bacteria to encapsulate metabolic pathways that produce toxic, volatile intermediates. Several recent studies have focused on engineering MCPs to encapsulate heterologous pathways of interest, but how this engineering affects MCP assembly and function is poorly understood. In this study, we investigated the role of signal sequences, short domains that target proteins to the MCP core, in the assembly of 1,2-propanediol utilization (Pdu) MCPs. We characterized two novel Pdu signal sequences on the structural proteins PduM and PduB, which constitutes the first report of metabolosome signal sequences on structural proteins rather than enzymes. We then explored the role of enzymatic and structural Pdu signal sequences on MCP assembly by deleting their encoding sequences from the genome alone and in combination. Deleting enzymatic signal sequences decreased MCP formation, but this defect could be recovered in some cases by overexpressing genes encoding the knocked-out signal sequence fused to a heterologous protein. By contrast, deleting structural signal sequences caused similar defects to knocking out the genes encoding the full length PduM and PduB proteins. Our results contribute to a growing understanding of how MCPs form and function in bacteria and provide strategies to mitigate assembly disruption when encapsulating heterologous pathways in MCPs.
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Affiliation(s)
- Elizabeth R. Johnson
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois, USA
| | - Nolan W. Kennedy
- Interdisciplinary Biological Sciences Program, Northwestern University, Evanston, Illinois, USA
| | - Carolyn. E. Mills
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois, USA
| | - Shiqi Liang
- Interdisciplinary Biological Sciences Program, Northwestern University, Evanston, Illinois, USA
| | - Swetha Chandrasekar
- Department of Chemistry and Biochemistry, Loyola University Chicago, Chicago, Illinois, USA
| | - Taylor M. Nichols
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois, USA
| | - Grant A Rybnicky
- Interdisciplinary Biological Sciences Program, Northwestern University, Evanston, Illinois, USA
- Chemistry of Life Processes Institute, Northwestern University, Evanston, Illinois, USA
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois, USA
| | - Danielle Tullman-Ercek
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois, USA
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois, USA
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Doron L, Raval D, Kerfeld CA. Towards using bacterial microcompartments as a platform for spatial metabolic engineering in the industrially important and metabolically versatile Zymomonas mobilis. Front Bioeng Biotechnol 2024; 12:1344260. [PMID: 38344288 PMCID: PMC10853475 DOI: 10.3389/fbioe.2024.1344260] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2023] [Accepted: 01/08/2024] [Indexed: 10/28/2024] Open
Abstract
Advances in synthetic biology have enabled the incorporation of novel biochemical pathways for the production of high-value products into industrially important bacterial hosts. However, attempts to redirect metabolic fluxes towards desired products often lead to the buildup of toxic or undesirable intermediates or, more generally, unwanted metabolic cross-talk. The use of shells derived from self-assembling protein-based prokaryotic organelles, referred to as bacterial microcompartments (BMCs), as a scaffold for metabolic enzymes represents a sophisticated approach that can both insulate and integrate the incorporation of challenging metabolic pathways into industrially important bacterial hosts. Here we took a synthetic biology approach and introduced the model shell system derived from the myxobacterium Haliangium ochraceum (HO shell) into the industrially relevant organism Zymomonas mobilis with the aim of constructing a BMC-based spatial scaffolding platform. SDS-PAGE, transmission electron microscopy, and dynamic light scattering analyses collectively demonstrated the ability to express and purify empty capped and uncapped HO shells from Z. mobilis. As a proof of concept to internally load or externally decorate the shell surface with enzyme cargo, we have successfully targeted fluorophores to the surfaces of the BMC shells. Overall, our results provide the foundation for incorporating enzymes and constructing BMCs with synthetic biochemical pathways for the future production of high-value products in Z. mobilis.
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Affiliation(s)
- Lior Doron
- MSU-DOE Plant Research Laboratory, Michigan State University, East Lansing, MI, United States
| | - Dhairya Raval
- Department of Engineering, Michigan State University, East Lansing, MI, United States
| | - Cheryl A. Kerfeld
- MSU-DOE Plant Research Laboratory, Michigan State University, East Lansing, MI, United States
- Environmental Genomics and Systems Biology and Molecular Biophysics and Integrative Bioimaging Divisions, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
- Department of Biochemistry and Molecular Biology Michigan State University, East Lansing, MI, United States
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6
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Abrahamson CH, Palmero BJ, Kennedy NW, Tullman-Ercek D. Theoretical and Practical Aspects of Multienzyme Organization and Encapsulation. Annu Rev Biophys 2023; 52:553-572. [PMID: 36854212 DOI: 10.1146/annurev-biophys-092222-020832] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/02/2023]
Abstract
The advent of biotechnology has enabled metabolic engineers to assemble heterologous pathways in cells to produce a variety of products of industrial relevance, often in a sustainable way. However, many pathways face challenges of low product yield. These pathways often suffer from issues that are difficult to optimize, such as low pathway flux and off-target pathway consumption of intermediates. These issues are exacerbated by the need to balance pathway flux with the health of the cell, particularly when a toxic intermediate builds up. Nature faces similar challenges and has evolved spatial organization strategies to increase metabolic pathway flux and efficiency. Inspired by these strategies, bioengineers have developed clever strategies to mimic spatial organization in nature. This review explores the use of spatial organization strategies, including protein scaffolding and protein encapsulation inside of proteinaceous shells, toward overcoming bottlenecks in metabolic engineering efforts.
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Affiliation(s)
- Charlotte H Abrahamson
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois, USA;
| | - Brett J Palmero
- Interdisciplinary Biological Sciences Graduate Program, Northwestern University, Evanston, Illinois, USA
| | - Nolan W Kennedy
- Interdisciplinary Biological Sciences Graduate Program, Northwestern University, Evanston, Illinois, USA
| | - Danielle Tullman-Ercek
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois, USA;
- Center for Synthetic Biology, Northwestern University, Evanston, Illinois, USA
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7
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Mills CE, Waltmann C, Archer AG, Kennedy NW, Abrahamson CH, Jackson AD, Roth EW, Shirman S, Jewett MC, Mangan NM, Olvera de la Cruz M, Tullman-Ercek D. Vertex protein PduN tunes encapsulated pathway performance by dictating bacterial metabolosome morphology. Nat Commun 2022; 13:3746. [PMID: 35768404 PMCID: PMC9243111 DOI: 10.1038/s41467-022-31279-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2021] [Accepted: 06/09/2022] [Indexed: 11/09/2022] Open
Abstract
Engineering subcellular organization in microbes shows great promise in addressing bottlenecks in metabolic engineering efforts; however, rules guiding selection of an organization strategy or platform are lacking. Here, we study compartment morphology as a factor in mediating encapsulated pathway performance. Using the 1,2-propanediol utilization microcompartment (Pdu MCP) system from Salmonella enterica serovar Typhimurium LT2, we find that we can shift the morphology of this protein nanoreactor from polyhedral to tubular by removing vertex protein PduN. Analysis of the metabolic function between these Pdu microtubes (MTs) shows that they provide a diffusional barrier capable of shielding the cytosol from a toxic pathway intermediate, similar to native MCPs. However, kinetic modeling suggests that the different surface area to volume ratios of MCP and MT structures alters encapsulated pathway performance. Finally, we report a microscopy-based assay that permits rapid assessment of Pdu MT formation to enable future engineering efforts on these structures.
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Affiliation(s)
- Carolyn E Mills
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, USA
| | - Curt Waltmann
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL, USA
| | - Andre G Archer
- Department of Engineering Sciences and Applied Mathematics, Northwestern University, Evanston, IL, USA
| | - Nolan W Kennedy
- Interdisciplinary Biological Sciences Program, Northwestern University, Evanston, IL, USA
| | - Charlotte H Abrahamson
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, USA
| | - Alexander D Jackson
- Master of Science in Biotechnology Program, Northwestern University, Evanston, IL, USA
| | - Eric W Roth
- Northwestern University Atomic and Nanoscale Characterization Experimental Center, Evanston, IL, USA
| | - Sasha Shirman
- Department of Engineering Sciences and Applied Mathematics, Northwestern University, Evanston, IL, USA
| | - Michael C Jewett
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL, USA
| | - Niall M Mangan
- Department of Engineering Sciences and Applied Mathematics, Northwestern University, Evanston, IL, USA
- Interdisciplinary Biological Sciences Program, Northwestern University, Evanston, IL, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL, USA
| | - Monica Olvera de la Cruz
- Department of Materials Science and Engineering, Northwestern University, Evanston, IL, USA
- Center for Synthetic Biology, Northwestern University, Evanston, IL, USA
- Department of Chemistry, Northwestern University, Evanston, IL, USA
| | - Danielle Tullman-Ercek
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, USA.
- Center for Synthetic Biology, Northwestern University, Evanston, IL, USA.
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8
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Linking the Salmonella enterica 1,2-Propanediol Utilization Bacterial Microcompartment Shell to the Enzymatic Core via the Shell Protein PduB. J Bacteriol 2022; 204:e0057621. [PMID: 35575582 DOI: 10.1128/jb.00576-21] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
Bacterial microcompartments (MCPs) are protein-based organelles that house the enzymatic machinery for metabolism of niche carbon sources, allowing enteric pathogens to outcompete native microbiota during host colonization. While much progress has been made toward understanding MCP biogenesis, questions still remain regarding the mechanism by which core MCP enzymes are enveloped within the MCP protein shell. Here, we explore the hypothesis that the shell protein PduB is responsible for linking the shell of the 1,2-propanediol utilization (Pdu) MCP from Salmonella enterica serovar Typhimurium LT2 to its enzymatic core. Using fluorescent reporters, we demonstrate that all members of the Pdu enzymatic core are encapsulated in Pdu MCPs. We also demonstrate that PduB is critical for linking the entire Pdu enzyme core to the MCP shell. Using MCP purifications, transmission electron microscopy, and fluorescence microscopy, we find that shell assembly can be decoupled from the enzymatic core, as apparently empty MCPs are formed in Salmonella strains lacking PduB. Mutagenesis studies reveal that PduB is incorporated into the Pdu MCP shell via a conserved, lysine-mediated hydrogen bonding mechanism. Finally, growth assays and system-level pathway modeling reveal that unencapsulated pathway performance is strongly impacted by enzyme concentration, highlighting the importance of minimizing polar effects when conducting these functional assays. Together, these results provide insight into the mechanism of enzyme encapsulation within Pdu MCPs and demonstrate that the process of enzyme encapsulation and shell assembly are separate processes in this system, a finding that will aid future efforts to understand MCP biogenesis. IMPORTANCE MCPs are unique, genetically encoded organelles used by many bacteria to survive in resource-limited environments. There is significant interest in understanding the biogenesis and function of these organelles, both as potential antibiotic targets in enteric pathogens and also as useful tools for overcoming metabolic engineering bottlenecks. However, the mechanism by which these organelles are formed natively is still not completely understood. Here, we provide evidence of a potential mechanism in S. enterica by which a single protein, PduB, links the MCP shell and metabolic core. This finding is critical for those seeking to disrupt MCPs during pathogenic infections or for those seeking to harness MCPs as nanobioreactors in industrial settings.
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9
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McFarland AG, Kennedy NW, Mills CE, Tullman-Ercek D, Huttenhower C, Hartmann EM. Density-based binning of gene clusters to infer function or evolutionary history using GeneGrouper. Bioinformatics 2022; 38:612-620. [PMID: 34734968 DOI: 10.1093/bioinformatics/btab752] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2021] [Revised: 10/15/2021] [Accepted: 10/28/2021] [Indexed: 02/03/2023] Open
Abstract
MOTIVATION Identifying variant forms of gene clusters of interest in phylogenetically proximate and distant taxa can help to infer their evolutionary histories and functions. Conserved gene clusters may differ by only a few genes, but these small differences can in turn induce substantial phenotypes, such as by the formation of pseudogenes or insertions interrupting regulation. Particularly as microbial genomes and metagenomic assemblies become increasingly abundant, unsupervised grouping of similar, but not necessarily identical, gene clusters into consistent bins can provide a population-level understanding of their gene content variation and functional homology. RESULTS We developed GeneGrouper, a command-line tool that uses a density-based clustering method to group gene clusters into bins. GeneGrouper demonstrated high recall and precision in benchmarks for the detection of the 23-gene Salmonella enterica LT2 Pdu gene cluster and four-gene Pseudomonas aeruginosa PAO1 Mex gene cluster among 435 genomes spanning mixed taxa. In a subsequent application investigating the diversity and impact of gene-complete and -incomplete LT2 Pdu gene clusters in 1130 S.enterica genomes, GeneGrouper identified a novel, frequently occurring pduN pseudogene. When investigated in vivo, introduction of the pduN pseudogene negatively impacted microcompartment formation. We next demonstrated the versatility of GeneGrouper by clustering distant homologous gene clusters and variable gene clusters found in integrative and conjugative elements. AVAILABILITY AND IMPLEMENTATION GeneGrouper software and code are publicly available at https://pypi.org/project/GeneGrouper/. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Alexander G McFarland
- Department of Civil and Environmental Engineering, Northwestern University, Evanston, IL 60208, USA
| | - Nolan W Kennedy
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA
| | - Carolyn E Mills
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA
| | - Danielle Tullman-Ercek
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA
| | - Curtis Huttenhower
- Harvard Chan Microbiome in Public Health Center, Harvard T. H. Chan School of Public Health, Boston, MA 02115, USA
- Departments of Biostatistics and Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
- Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Boston, MA 02115, USA
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Erica M Hartmann
- Department of Civil and Environmental Engineering, Northwestern University, Evanston, IL 60208, USA
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10
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Li S, Matoz-Fernandez DA, Olvera de la Cruz M. Effect of Mechanical Properties on Multicomponent Shell Patterning. ACS NANO 2021; 15:14804-14812. [PMID: 34402621 DOI: 10.1021/acsnano.1c04795] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Self-organized shells are fundamental in biological compartmentalization. They protect genomic material or enclose enzymes to aid the metabolic process. Studies of crystalline shells have shown the importance of the mechanical properties of building units in the shell morphology. However, the mechanism underlying the morphology of multicomponent assemblies is still poorly understood. Here, we analyze multicomponent closed shells that have different mechanical properties. By minimizing elastic energy, we show that heterogeneous bending rigidities regulate the surface pattern into circular, spikes, and ridge shapes. Interestingly, our continuum elasticity model recovers the patterns that have been proposed in bacterial microcompartments (BMCs), which are self-organized protein shells that aid the breakdown of complex molecules and allow bacteria to survive in hostile environments. In addition, our work elucidates the principles of pattern formation that can be used to design and engineer multicomponent microcompartments with a specific surface distribution of the components.
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Affiliation(s)
- Siyu Li
- Department of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Department of Physics and Astronomy, Northwestern University, Evanston, Illinois 60208, United States
| | - Daniel A Matoz-Fernandez
- Department of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Department of Physics and Astronomy, Northwestern University, Evanston, Illinois 60208, United States
| | - Monica Olvera de la Cruz
- Department of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Department of Physics and Astronomy, Northwestern University, Evanston, Illinois 60208, United States
- Department of Chemistry, Northwestern University, Evanston, Illinois 60208, United States
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11
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Kennedy NW, Mills CE, Nichols TM, Abrahamson CH, Tullman-Ercek D. Bacterial microcompartments: tiny organelles with big potential. Curr Opin Microbiol 2021; 63:36-42. [PMID: 34126434 DOI: 10.1016/j.mib.2021.05.010] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Revised: 04/13/2021] [Accepted: 05/17/2021] [Indexed: 11/28/2022]
Abstract
Organization of metabolic processes within the space of a cell is critical for the survival of many organisms. In bacteria, spatial organization is achieved via proteinaceous organelles called bacterial microcompartments, which encapsulate pathway enzymes, substrates, and co-factors to drive the safe and efficient metabolism of niche carbon sources. Microcompartments are self-assembled from shell proteins that encapsulate a core comprising various enzymes. This review discusses how recent advances in understanding microcompartment structure and assembly have informed engineering efforts to repurpose compartments and compartment-based structures for non-native functions. These advances, both in understanding of the native structure and function of compartments, as well as in the engineering of new functions, will pave the way for the use of these structures in bacterial cell factories.
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Affiliation(s)
- Nolan W Kennedy
- Interdisciplinary Biological Sciences Graduate Program, Northwestern University, 2205 Tech Drive, 2-100 Hogan Hall, Evanston, IL, 60208, USA
| | - Carolyn E Mills
- Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Technological Institute E136, Evanston, IL, 60208, USA
| | - Taylor M Nichols
- Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Technological Institute E136, Evanston, IL, 60208, USA
| | - Charlotte H Abrahamson
- Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Technological Institute E136, Evanston, IL, 60208, USA
| | - Danielle Tullman-Ercek
- Department of Chemical and Biological Engineering, Northwestern University, 2145 Sheridan Road, Technological Institute E136, Evanston, IL, 60208, USA; Center for Synthetic Biology, Northwestern University, 2145 Sheridan Road, Technological Institute B486, Evanston, IL, 60208, USA.
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12
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Chen H, Wilson J, Ottinger S, Gan Q, Fan C. Introducing noncanonical amino acids for studying and engineering bacterial microcompartments. Curr Opin Microbiol 2021; 61:67-72. [PMID: 33813159 PMCID: PMC8169543 DOI: 10.1016/j.mib.2021.03.004] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2020] [Revised: 02/28/2021] [Accepted: 03/11/2021] [Indexed: 10/21/2022]
Abstract
Bacterial microcompartments (BMCs) with selectively permeable shells and encapsulated enzyme cores are well-suited candidates for nano-bioreactors because of their advantages of enhancing pathway flux and protection against toxic products. To better study and engineer protein-based BMCs, a series of protein chemistry approaches are adopted. As one of the most advanced techniques, genetic code expansion can introduce various noncanonical amino acids (ncAAs) with diverse functional groups into target proteins, thus providing powerful tools for protein studies and engineering. This review summarizes and proposes useful tools based on current development of the genetic code expansion technique towards challenges in BMC studies and engineering.
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Affiliation(s)
- Hao Chen
- Cell and Molecular Biology Program, University of Arkansas, Fayetteville, AR, USA
| | - Jessica Wilson
- Cell and Molecular Biology Program, University of Arkansas, Fayetteville, AR, USA
| | - Sara Ottinger
- Department of Chemistry and Biochemistry, University of Arkansas, Fayetteville, AR, USA
| | - Qinglei Gan
- Department of Chemistry and Biochemistry, University of Arkansas, Fayetteville, AR, USA
| | - Chenguang Fan
- Cell and Molecular Biology Program, University of Arkansas, Fayetteville, AR, USA; Department of Chemistry and Biochemistry, University of Arkansas, Fayetteville, AR, USA.
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13
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Li Y, Kennedy NW, Li S, Mills CE, Tullman-Ercek D, Olvera de la Cruz M. Computational and Experimental Approaches to Controlling Bacterial Microcompartment Assembly. ACS CENTRAL SCIENCE 2021; 7:658-670. [PMID: 34056096 PMCID: PMC8155464 DOI: 10.1021/acscentsci.0c01699] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Indexed: 05/13/2023]
Abstract
Bacterial microcompartments compartmentalize the enzymes that aid chemical and energy production in many bacterial species. They are postulated to help bacteria survive in hostile environments. Metabolic engineers are interested in repurposing these organelles for non-native functions. Here, we use computational, theoretical, and experimental approaches to determine mechanisms that effectively control microcompartment self-assembly. We find, via multiscale modeling and mutagenesis studies, the interactions responsible for the binding of hexamer-forming proteins in a model system, the propanediol utilization bacterial microcompartments from Salmonella enterica serovar Typhimurium LT2. We determine how the changes in the microcompartment hexamer protein preferred angles and interaction strengths can modify the assembled morphologies. We demonstrate that such altered strengths and angles are achieved via amino acid mutations. A thermodynamic model provides guidelines to design microcompartments of various morphologies. These findings yield insight in controlled protein assembly and provide principles for assembling microcompartments for biochemical or energy applications as nanoreactors.
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Affiliation(s)
- Yaohua Li
- Department
of Material Science and Engineering, Northwestern
University, Evanston, Illinois 60208, United States
- Applied
Physics Program, Northwestern University, Evanston, Illinois 60208, United States
| | - Nolan W. Kennedy
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Interdisciplinary
Biological Sciences Graduate Program, Northwestern
University, Evanston, Illinois 60208, United States
| | - Siyu Li
- Department
of Material Science and Engineering, Northwestern
University, Evanston, Illinois 60208, United States
| | - Carolyn E. Mills
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
| | - Danielle Tullman-Ercek
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- E-mail:
| | - Monica Olvera de la Cruz
- Department
of Material Science and Engineering, Northwestern
University, Evanston, Illinois 60208, United States
- Applied
Physics Program, Northwestern University, Evanston, Illinois 60208, United States
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Department
of Chemistry, Northwestern University, Evanston, Illinois 60208, United States
- E-mail:
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14
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Vivek N, Hazeena SH, Alphy MP, Kumar V, Magdouli S, Sindhu R, Pandey A, Binod P. Recent advances in microbial biosynthesis of C3 - C5 diols: Genetics and process engineering approaches. BIORESOURCE TECHNOLOGY 2021; 322:124527. [PMID: 33340948 DOI: 10.1016/j.biortech.2020.124527] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/28/2020] [Revised: 12/01/2020] [Accepted: 12/05/2020] [Indexed: 05/22/2023]
Abstract
Diols derived from renewable feedstocks have significant commercial interest in polymer, pharmaceutical, cosmetics, flavors and fragrances, food and feed industries. In C3-C5 diols biological processes of 1,3-propanediol, 1,2-propanediol and 2,3-butanediol have been commercialized as other isomers are non-natural metabolites and lack natural biosynthetic pathways. However, the developments in the field of systems and synthetic biology paved a new path to learn, build, construct, and test for efficient chassis strains. The current review addresses the recent advancements in metabolic engineering, construction of novel pathways, process developments aimed at enhancing in production of C3-C5 diols. The requisites on developing an efficient and sustainable commercial bioprocess for C3-C5 diols were also discussed.
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Affiliation(s)
- Narisetty Vivek
- Centre for Climate and Environmental Protection, School of Water, Energy and Environment, Cranfield University, Cranfield MK43 0AL, UK
| | - Sulfath Hakkim Hazeena
- Microbial Processes and Technology Division, CSIR-National Institute for Interdisciplinary Science and Technology (CSIR-NIIST), Thiruvananthapuram 695 019, Kerala, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201 002, India
| | - Maria Paul Alphy
- Microbial Processes and Technology Division, CSIR-National Institute for Interdisciplinary Science and Technology (CSIR-NIIST), Thiruvananthapuram 695 019, Kerala, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201 002, India
| | - Vinod Kumar
- Centre for Climate and Environmental Protection, School of Water, Energy and Environment, Cranfield University, Cranfield MK43 0AL, UK
| | - Sara Magdouli
- Centre technologique des résidus industriels, University of Quebec in Abitibi Témiscamingue, Quebec, Canada
| | - Raveendran Sindhu
- Microbial Processes and Technology Division, CSIR-National Institute for Interdisciplinary Science and Technology (CSIR-NIIST), Thiruvananthapuram 695 019, Kerala, India
| | - Ashok Pandey
- Centre for Innovation and Translational Research CSIR-Indian Institute of Toxicology Research (CSIR-IITR), 31MG Marg, Lucknow 226 001, India
| | - Parameswaran Binod
- Microbial Processes and Technology Division, CSIR-National Institute for Interdisciplinary Science and Technology (CSIR-NIIST), Thiruvananthapuram 695 019, Kerala, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201 002, India.
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15
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Kennedy NW, Ikonomova SP, Slininger Lee M, Raeder HW, Tullman-Ercek D. Self-assembling Shell Proteins PduA and PduJ have Essential and Redundant Roles in Bacterial Microcompartment Assembly. J Mol Biol 2020; 433:166721. [PMID: 33227310 DOI: 10.1016/j.jmb.2020.11.020] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2020] [Revised: 11/17/2020] [Accepted: 11/17/2020] [Indexed: 01/21/2023]
Abstract
Protein self-assembly is a common and essential biological phenomenon, and bacterial microcompartments present a promising model system to study this process. Bacterial microcompartments are large, protein-based organelles which natively carry out processes important for carbon fixation in cyanobacteria and the survival of enteric bacteria. These structures are increasingly popular with biological engineers due to their potential utility as nanobioreactors or drug delivery vehicles. However, the limited understanding of the assembly mechanism of these bacterial microcompartments hinders efforts to repurpose them for non-native functions. Here, we comprehensively investigate proteins involved in the assembly of the 1,2-propanediol utilization bacterial microcompartment from Salmonella enterica serovar Typhimurium LT2, one of the most widely studied microcompartment systems. We first demonstrate that two shell proteins, PduA and PduJ, have a high propensity for self-assembly upon overexpression, and we provide a novel method for self-assembly quantification. Using genomic knock-outs and knock-ins, we systematically show that these two proteins play an essential and redundant role in bacterial microcompartment assembly that cannot be compensated by other shell proteins. At least one of the two proteins PduA and PduJ must be present for the bacterial microcompartment shell to assemble. We also demonstrate that assembly-deficient variants of these proteins are unable to rescue microcompartment formation, highlighting the importance of this assembly property. Our work provides insight into the assembly mechanism of these bacterial organelles and will aid downstream engineering efforts.
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Affiliation(s)
- Nolan W Kennedy
- Interdisciplinary Biological Sciences Graduate Program, Northwestern University, Evanston, IL, United States
| | - Svetlana P Ikonomova
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, United States
| | - Marilyn Slininger Lee
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, United States; US Army Combat Capabilities Development Command Chemical Biological Center, Edgewood, MD, United States
| | - Henry W Raeder
- Molecular Biosciences Program, Weinberg College of Arts and Sciences, Northwestern University, Evanston, IL, United States
| | - Danielle Tullman-Ercek
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, United States; Center for Synthetic Biology, Northwestern University, Evanston, IL, United States.
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16
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Apparent size and morphology of bacterial microcompartments varies with technique. PLoS One 2020; 15:e0226395. [PMID: 32150579 PMCID: PMC7062276 DOI: 10.1371/journal.pone.0226395] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2019] [Accepted: 02/25/2020] [Indexed: 12/30/2022] Open
Abstract
Bacterial microcompartments (MCPs) are protein-based organelles that encapsulate metabolic pathways. Metabolic engineers have recently sought to repurpose MCPs to encapsulate heterologous pathways to increase flux through pathways of interest. As MCP engineering becomes more common, standardized methods for analyzing changes to MCPs and interpreting results across studies will become increasingly important. In this study, we demonstrate that different imaging techniques yield variations in the apparent size of purified MCPs from Salmonella enterica serovar Typhimurium LT2, likely due to variations in sample preparation methods. We provide guidelines for preparing samples for MCP imaging and outline expected variations in apparent size and morphology between methods. With this report we aim to establish an aid for comparing results across studies.
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