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Govindaraju AM, Martinez-Gomez NC. Aromatic acid metabolism in Methylobacterium extorquens reveals interplay between methylotrophic and heterotrophic pathways. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.03.22.644763. [PMID: 40166204 PMCID: PMC11957125 DOI: 10.1101/2025.03.22.644763] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 04/02/2025]
Abstract
Efforts towards microbial conversion of lignin to value-added products face many challenges because lignin's methoxylated aromatic monomers release toxic C1 byproducts such as formaldehyde. The ability to grow on methoxylated aromatic acids (e.g., vanillic acid) has recently been identified in certain clades of methylotrophs, bacteria characterized by their unique ability to tolerate and metabolize high concentrations of formaldehyde. Here, we use a phyllosphere methylotroph isolate, Methylobacterium extorquens SLI 505, as a model to identify the fate of formaldehyde during methylotrophic growth on vanillic acids. M. extorquens SLI 505 displays concentration-dependent growth phenotypes on vanillic acid without concomitant formaldehyde accumulation. We conclude that M. extorquens SLI 505 overcomes potential metabolic bottlenecks from simultaneous assimilation of multicarbon and C1 intermediates by allocating formaldehyde towards dissimilation and assimilating the ring carbons of vanillic acid heterotrophically. We correlate this strategy with maximization of bioenergetic yields and demonstrate that formaldehyde dissimilation for energy generation rather than formaldehyde detoxification is advantageous for growth on aromatic acids. M. extorquens SLI 505 also exhibits catabolite repression during growth on methanol and low concentrations of vanillic acid, but no diauxie during growth on methanol and high concentrations of vanillic acid. Results from this study outline metabolic strategies employed by M. extorquens SLI 505 for growth on a complex single substrate that generates both C1 and multicarbon intermediates and emphasizes the robustness of M. extorquens for biotechnological applications for lignin valorization.
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Affiliation(s)
- Alekhya M. Govindaraju
- Department of Plant and Microbial Biology, University of California, Berkeley, Berkeley, CA, USA
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2
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Zhang C, Yao L, Zhang MM, Tian DD, Wu J, Hu YZ, Bao K, Ma ZX, Tan LL, Yang S. Improvement of plant growth and fruit quality by introducing a phosphoribosylpyrophosphate synthetase mutation into Methylorubrum populi. J Appl Microbiol 2025; 136:lxaf013. [PMID: 39794283 DOI: 10.1093/jambio/lxaf013] [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: 10/16/2024] [Revised: 12/16/2024] [Accepted: 01/09/2025] [Indexed: 01/13/2025]
Abstract
AIMS The aim of this study was to evaluate the impact of the introduction of a phosphoribosylpyrophosphate synthetase (PRS) mutation into a plant growth-promoting strain of Methylorubrum on the enhancement of phyllosphere colonization, with the ultimate goal of improving plant growth and quality. METHODS AND RESULTS A strain of Methylorubrum populi (named HS04) was isolated from the groundnut leaves and found to process the plant-promoting traits, including the ability to produce indole acetic acid, siderophore, 1-aminocyclopropane-1-carboxylate deaminase, and to fix nitrogen. The application via foliar spray significantly increased the fresh weight of cucumber seedlings cultivated in a standard growth chamber, with 43.0% higher than the control group. Genomic analysis revealed that the presence of an array of genes involved in plant growth promotion, including accD, aldB, and ltaE, as well as potential nitrogen-fixation-related genes, including nifA, bchlLNB, and bchXYZ, in the HS04 strain. The introduction of the PRS mutation (an aspartic acid to an asparagine residue, D38N) in the HS04 strain (named HS04PTR) enhanced the utilization capacity of low concentrations of methanol and multi-carbon sources (C2-C5 carbon sources). The HS04PTR strain indicated a notable enhancement in the phyllosphere colonization, with the subsequent application further promoting the growth of cucumber seedlings. An agricultural solar greenhouse experiment was thus performed to assess the efficiency of the HS04PTR strain, sprayed at low abundance, in improving the growth and quality of cucumber plants, including vitamin C, reducing sugars, and total sugars. CONCLUSIONS Our findings provide insights into the potential of Methylorubrum/Methylobacterium strains with the PRS mutations as an efficient inoculant for advantageous agricultural applications.
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Affiliation(s)
- Cong Zhang
- School of Life Sciences, Qingdao Agricultural University, No.700 Changcheng Road, Chengyang District, Qingdao 266000, People's Republic of China
- Shandong Province Key Laboratory of Applied Mycology, Qingdao Agricultural University, No.700 Changcheng Road, Chengyang District, Qingdao 266000, People's Republic of China
- Qingdao International Center on Microbes Utilizing Biogas, Qingdao Agricultural University, No.700 Changcheng Road, Chengyang District, Qingdao 266000, People's Republic of China
| | - Lu Yao
- School of Life Sciences, Qingdao Agricultural University, No.700 Changcheng Road, Chengyang District, Qingdao 266000, People's Republic of China
- Tobacco Research Institute, Chinese Academy of Agricultural Sciences, No. 11 Keyuanjingsi Road, Laoshan District, Qingdao 266000, People's Republic of China
| | - Ming-Ming Zhang
- School of Life Sciences, Qingdao Agricultural University, No.700 Changcheng Road, Chengyang District, Qingdao 266000, People's Republic of China
| | - Dan-Dan Tian
- School of Life Sciences, Qingdao Agricultural University, No.700 Changcheng Road, Chengyang District, Qingdao 266000, People's Republic of China
| | - Jing Wu
- School of Life Sciences, Qingdao Agricultural University, No.700 Changcheng Road, Chengyang District, Qingdao 266000, People's Republic of China
| | - Yu-Zheng Hu
- School of Life Sciences, Qingdao Agricultural University, No.700 Changcheng Road, Chengyang District, Qingdao 266000, People's Republic of China
| | - Kai Bao
- School of Life Sciences, Hubei University, No. 368 Youyi Road, Wuchang District, Wuhan 430062, People's Republic of China
| | - Zeng-Xin Ma
- School of Life Sciences, Qingdao Agricultural University, No.700 Changcheng Road, Chengyang District, Qingdao 266000, People's Republic of China
- Shandong Province Key Laboratory of Applied Mycology, Qingdao Agricultural University, No.700 Changcheng Road, Chengyang District, Qingdao 266000, People's Republic of China
- Qingdao International Center on Microbes Utilizing Biogas, Qingdao Agricultural University, No.700 Changcheng Road, Chengyang District, Qingdao 266000, People's Republic of China
| | - Ling-Ling Tan
- School of Life Sciences, Qingdao Agricultural University, No.700 Changcheng Road, Chengyang District, Qingdao 266000, People's Republic of China
- Shandong Province Key Laboratory of Applied Mycology, Qingdao Agricultural University, No.700 Changcheng Road, Chengyang District, Qingdao 266000, People's Republic of China
- Qingdao International Center on Microbes Utilizing Biogas, Qingdao Agricultural University, No.700 Changcheng Road, Chengyang District, Qingdao 266000, People's Republic of China
| | - Song Yang
- School of Life Sciences, Qingdao Agricultural University, No.700 Changcheng Road, Chengyang District, Qingdao 266000, People's Republic of China
- Shandong Province Key Laboratory of Applied Mycology, Qingdao Agricultural University, No.700 Changcheng Road, Chengyang District, Qingdao 266000, People's Republic of China
- Qingdao International Center on Microbes Utilizing Biogas, Qingdao Agricultural University, No.700 Changcheng Road, Chengyang District, Qingdao 266000, People's Republic of China
- School of Marine Science and Engineering, Qingdao Agricultural University, No.700 Changcheng Road, Chengyang District, Qingdao 266000, People's Republic of China
- Key Laboratory of Systems Bioengineering, Ministry of Education, Tianjin University, No. 92 Weijin Road, Nankai District, Tianjin 300072, People's Republic of China
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3
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Gorniak L, Bucka SL, Nasr B, Cao J, Hellmann S, Schäfer T, Westermann M, Bechwar J, Wegner CE. Changes in growth, lanthanide binding, and gene expression in Pseudomonas alloputida KT2440 in response to light and heavy lanthanides. mSphere 2024; 9:e0068524. [PMID: 39291981 PMCID: PMC11520305 DOI: 10.1128/msphere.00685-24] [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: 08/13/2024] [Accepted: 08/16/2024] [Indexed: 09/19/2024] Open
Abstract
Pseudomonas alloputida KT2440 is a ubiquitous, soil-dwelling bacterium that metabolizes recalcitrant and volatile carbon sources. The latter is utilized by two redundant, Ca- and lanthanide (Ln)-dependent, pyrroloquinoline quinone-dependent alcohol dehydrogenases (PQQ ADH), PedE and PedH, whose expression is regulated by Ln availability. P. alloputida KT2440 is the best-studied non-methylotroph in the context of Ln-utilization. Combined with microfluidic cultivation and single-cell elemental analysis, we studied the impact of light and heavy Ln on transcriptome-wide gene expression when growing P. alloputida KT2440 with 2-phenylethanol as the carbon and energy source. Light Ln (La, Ce, and Nd) and a mixture of light and heavy Ln (La, Ce, Nd, Dy, Ho, Er, and Yb) had a positive effect on growth, whereas supplementation with heavy Ln (Dy, Ho, Er, and Yb) exerted fitness costs. These were likely a consequence of mismetallation and non-utilizable Ln interfering with Ln sensing and signaling. The measured amounts of cell-associated Ln varied between elements. Gene expression analysis suggested that the Ln sensing and signaling machinery, the two-component system PedS2R2 and PedH, responds differently to (non-)utilizable Ln. We expanded our understanding of the lanthanide (Ln) switch in P. alloputida KT2440, demonstrating that it adjusts the levels of pedE and pedH transcripts based on the availability of Ln. We propose that the usability of Ln influences the bacterium's response to different Ln elements.IMPORTANCEThe Ln switch, the inverse regulation of Ca- and Ln-dependent PQQ ADH in response to Ln availability in organisms featuring both, is central to our understanding of Ln utilization. Although the preference of bacteria for light Ln is well known, the effect of different Ln, light and heavy, on growth and gene expression has rarely been studied. We provide evidence for a fine-tuning mechanism of Ca- and Ln-dependent PQQ ADH in P. alloputida KT2440 on the transcriptome level. The response to (non-)utilizable Ln differs depending on the element. Ln commonly co-occur in nature. Our findings underline that Ln-utilizing microbes must be able to discriminate between Ln to use them effectively. Considering the prevalence of Ln-dependent proteins in many microbial taxa, more work addressing Ln sensing and signaling is needed. Ln availability likely necessitates different adaptations regarding Ln utilization.
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Affiliation(s)
- Linda Gorniak
- Institute of Biodiversity, Aquatic Geomicrobiology, Friedrich Schiller University Jena, Jena, Germany
| | - Sarah Luise Bucka
- Institute of Biodiversity, Aquatic Geomicrobiology, Friedrich Schiller University Jena, Jena, Germany
| | - Bayan Nasr
- Department of Physical Chemistry and Microreaction Technology, Institute for Chemistry and Biotechnique, Technische Universität Ilmenau, Ilmenau, Germany
| | - Jialan Cao
- Department of Physical Chemistry and Microreaction Technology, Institute for Chemistry and Biotechnique, Technische Universität Ilmenau, Ilmenau, Germany
| | - Steffen Hellmann
- Institute of Geosciences, Applied Geology, Friedrich Schiller University Jena, Jena, Germany
- International Max Planck Research School for Global Biogeochemical Cycles, Department of Biogeochemical Processes, Max Planck Institute for Biogeochemistry, Jena, Germany
| | - Thorsten Schäfer
- Institute of Geosciences, Applied Geology, Friedrich Schiller University Jena, Jena, Germany
| | | | - Julia Bechwar
- Institute of Biodiversity, Aquatic Geomicrobiology, Friedrich Schiller University Jena, Jena, Germany
| | - Carl-Eric Wegner
- Institute of Biodiversity, Aquatic Geomicrobiology, Friedrich Schiller University Jena, Jena, Germany
- Bioinorganic Chemistry, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
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4
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Zytnick AM, Gutenthaler-Tietze SM, Aron AT, Reitz ZL, Phi MT, Good NM, Petras D, Daumann LJ, Martinez-Gomez NC. Identification and characterization of a small-molecule metallophore involved in lanthanide metabolism. Proc Natl Acad Sci U S A 2024; 121:e2322096121. [PMID: 39078674 PMCID: PMC11317620 DOI: 10.1073/pnas.2322096121] [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: 01/09/2024] [Accepted: 06/14/2024] [Indexed: 07/31/2024] Open
Abstract
Many bacteria secrete metallophores, low-molecular-weight organic compounds that bind ions with high selectivity and affinity, in order to access essential metals from the environment. Previous work has elucidated the structures and biosynthetic machinery of metallophores specific for iron, zinc, nickel, molybdenum, and copper. No physiologically relevant lanthanide-binding metallophore has been discovered despite the knowledge that lanthanide metals (Ln) have been revealed to be essential cofactors for certain alcohol dehydrogenases across a diverse range of phyla. Here, we report the biosynthetic machinery, the structure, and the physiological relevance of a lanthanophore, methylolanthanin. The structure of methylolanthanin exhibits a unique 4-hydroxybenzoate moiety which has not previously been described in other metallophores. We find that production of methylolanthanin is required for normal levels of Ln accumulation in the methylotrophic bacterium Methylobacterium extorquens AM1, while overexpression of the molecule greatly increases bioaccumulation and adsorption. Our results provide a clearer understanding of how Ln-utilizing bacteria sense, scavenge, and store Ln; essential processes in the environment where Ln are poorly bioavailable. More broadly, the identification of this lanthanophore opens doors for study of how biosynthetic gene clusters are repurposed for additional functions and the complex relationship between metal homeostasis and fitness.
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Affiliation(s)
- Alexa M. Zytnick
- Department of Plant and Microbial Biology, University of California, Berkeley, Berkeley, CA94720
| | - Sophie M. Gutenthaler-Tietze
- Department of Chemistry, Ludwig-Maximilians-Universität München, Munich 81377, Germany
- Chair of Bioinorganic Chemistry, Heinrich-Heine-Universität Düsseldorf, Düsseldorf40225, Germany
| | - Allegra T. Aron
- Department of Chemistry and Biochemistry, University of Denver, Denver, CO80210
| | - Zachary L. Reitz
- Bioinformatics Group, Wageningen University, Wageningen6708PB, The Netherlands
- Department of Ecology, Evolution and Marine Biology, University of California, Santa Barbara, CA93117
| | - Manh Tri Phi
- Department of Chemistry, Ludwig-Maximilians-Universität München, Munich 81377, Germany
| | - Nathan M. Good
- Department of Plant and Microbial Biology, University of California, Berkeley, Berkeley, CA94720
| | - Daniel Petras
- Interfaculty Institute of Microbiology and Medicine, Universität Tübingen, Tübingen72074, Germany
| | - Lena J. Daumann
- Department of Chemistry, Ludwig-Maximilians-Universität München, Munich 81377, Germany
- Chair of Bioinorganic Chemistry, Heinrich-Heine-Universität Düsseldorf, Düsseldorf40225, Germany
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5
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Hying ZT, Miller TJ, Loh CY, Bazurto JV. Glycine betaine metabolism is enabled in Methylorubrum extorquens PA1 by alterations to dimethylglycine dehydrogenase. Appl Environ Microbiol 2024; 90:e0209023. [PMID: 38534142 PMCID: PMC11267896 DOI: 10.1128/aem.02090-23] [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: 11/17/2023] [Accepted: 02/22/2024] [Indexed: 03/28/2024] Open
Abstract
Low nutrient availability is a key characteristic of the phyllosphere (the aerial surface of plants). Phyllospheric bacteria utilize a wide array of carbon sources generated by plant hosts. Glycine betaine (GB) is a plant-derived compound that can be metabolized by certain members of the phyllosphere microbiota. Metabolism of glycine betaine generates formaldehyde, an intermediate of methylotrophic metabolism, leading us to investigate how the ubiquitous plant colonizing bacterium Methylorubrum extorquens PA1 might metabolize GB encountered in its native environment. M. extorquens PA1 cannot utilize GB as a sole carbon source. Through suppressor mutation analysis, we show that M. extorquens PA1 encodes a conserved GB utilization pathway that can be activated by single point mutations conferring GB utilization as a carbon source. We identified the gene cluster encoding the GB catabolic enzymes and found that gene expression was induced in the presence of GB. We show that utilization of GB is conserved among representative Methylobacterium species and generates the one-carbon metabolism intermediate formaldehyde, which M. extorquens utilizes as a source of energy. Our results support a model where suppressor mutations in Mext_3745 or ftsH (Mext_4840) prevent the degradation of the dimethylglycine dehydrogenase subunit DgcB by the membrane integral protease FtsH, conferring the ability to utilize GB by either (i) restoring stable membrane topology of DgcB or (ii) decreasing FtsH protease activity, respectively. Both mutations alleviate the bottleneck at the second step of GB degradation catalyzed by DgcAB.IMPORTANCEOvercoming low nutrient availability is a challenge many bacteria encounter in the environment. Facultative methylotrophs are able to utilize one-carbon and multi-carbon compounds as carbon and energy sources. The utilization of plant-derived glycine betaine (GB) represents a possible source of multi-carbon and one-carbon substrates. The metabolism of glycine betaine produces formaldehyde and glycine, which may be used simultaneously by facultative methylotrophs. However, the genes required for the utilization of GB in the ubiquitous plant-associated bacterium Methylorubrum extorquens have yet to be identified or described. Our work identifies and validates the genes required for glycine betaine metabolism in M. extorquens and shows that it directly intersects with methylotrophic metabolism through the production of formaldehyde.
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Affiliation(s)
- Zachary T. Hying
- Department of Plant and Microbial Biology, University of Minnesota Twin Cities, St. Paul, Minnesota, USA
- Biotechnology Institute, University of Minnesota Twin Cities, St. Paul, Minnesota, USA
| | - Tyler J. Miller
- Department of Plant and Microbial Biology, University of Minnesota Twin Cities, St. Paul, Minnesota, USA
- Biotechnology Institute, University of Minnesota Twin Cities, St. Paul, Minnesota, USA
| | - Chin Yi Loh
- Department of Plant and Microbial Biology, University of Minnesota Twin Cities, St. Paul, Minnesota, USA
- Biotechnology Institute, University of Minnesota Twin Cities, St. Paul, Minnesota, USA
| | - Jannell V. Bazurto
- Department of Plant and Microbial Biology, University of Minnesota Twin Cities, St. Paul, Minnesota, USA
- Biotechnology Institute, University of Minnesota Twin Cities, St. Paul, Minnesota, USA
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6
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Bruger EL, Hying ZT, Singla D, Márquez Reyes NL, Pandey SK, Patel JS, Bazurto JV. Enhanced catabolism of glycine betaine and derivatives provides improved osmotic stress protection in Methylorubrum extorquens PA1. Appl Environ Microbiol 2024; 90:e0031024. [PMID: 38934615 PMCID: PMC11323934 DOI: 10.1128/aem.00310-24] [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: 02/22/2024] [Accepted: 05/31/2024] [Indexed: 06/28/2024] Open
Abstract
Integration of metabolites into the overall metabolic network of a cell requires careful coordination dependent upon the ultimate usage of the metabolite. Different stoichiometric needs, and thus pathway fluxes, must exist for compounds destined for diverse uses, such as carbon sources, nitrogen sources, or stress-protective agents. Herein, we expand upon our previous work that highlighted the nature of glycine betaine (GB) metabolism in Methylobacteria to examine the utilization of GB-derivative compounds dimethylglycine (DMG) and sarcosine into Methylorubrum extorquens in different metabolic capacities, including as sole nitrogen and/or carbon sources. We isolated gain-of-function mutations that allowed M. extorquens PA1 to utilize dimethylglycine as a carbon source and dimethylglycine and sarcosine as nitrogen source. Characterization of mutants demonstrated selection for variants of the AraC-like regulator Mext_3735 that confer constitutive expression of the GB metabolic gene cluster, allowing direct utilization of the downstream GB derivatives. Finally, among the distinct isolates examined, we found that catabolism of the osmoprotectant used for selection (GB or dimethylglycine) enhanced osmotic stress resistance provided in the presence of that particular osmolyte. Thus, access to the carbon and nitrogen and osmoprotective effects of GB and DMG are made readily accessible through adaptive mutations. In M. extorquens PA1, the limitations to exploiting this group of compounds appear to exist predominantly at the levels of gene regulation and functional activity, rather than being constrained by transport or toxicity.IMPORTANCEOsmotic stress is a common challenge for bacteria colonizing the phyllosphere, where glycine betaine (GB) can be found as a prevalent osmoprotectant. Though Methylorubrum extorquens PA1 cannot use GB or its demethylation products, dimethylglycine (DMG) and sarcosine, as a sole carbon source, utilization is highly selectable via single nucleotide changes for both GB and DMG growth. The innate inability to use these compounds is due to limited flux through steps in the pathway and regulatory constraints. Herein, the characterization of the transcriptional regulator, Mext_3735 (GbdR), expands our understanding of the various roles in which GB derivatives can be used in M. extorquens PA1. Interestingly, increased catabolism of GB and derivatives does not interfere with, but rather improves, the ability of cells to thrive under increased salt stress conditions, suggesting that metabolic flux improves stress tolerance rather than providing a distinct tension between uses.
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Affiliation(s)
- Eric L. Bruger
- Department of Plant
and Microbial Biology, University of Minnesota-Twin
Cities, St. Paul,
Minnesota, USA
- Biotechnology
Institute, University of Minnesota-Twin
Cities, St. Paul,
Minnesota, USA
| | - Zachary T. Hying
- Department of Plant
and Microbial Biology, University of Minnesota-Twin
Cities, St. Paul,
Minnesota, USA
- Biotechnology
Institute, University of Minnesota-Twin
Cities, St. Paul,
Minnesota, USA
| | - Deepanshu Singla
- Department of Plant
and Microbial Biology, University of Minnesota-Twin
Cities, St. Paul,
Minnesota, USA
- Biotechnology
Institute, University of Minnesota-Twin
Cities, St. Paul,
Minnesota, USA
| | - Nicole L. Márquez Reyes
- Department of Plant
and Microbial Biology, University of Minnesota-Twin
Cities, St. Paul,
Minnesota, USA
- Biotechnology
Institute, University of Minnesota-Twin
Cities, St. Paul,
Minnesota, USA
| | - Shubham Kumar Pandey
- Department of Chemical
and Biological Engineering, University of
Idaho, Moscow,
Idaho, USA
| | - Jagdish Suresh Patel
- Department of Chemical
and Biological Engineering, University of
Idaho, Moscow,
Idaho, USA
| | - Jannell V. Bazurto
- Department of Plant
and Microbial Biology, University of Minnesota-Twin
Cities, St. Paul,
Minnesota, USA
- Biotechnology
Institute, University of Minnesota-Twin
Cities, St. Paul,
Minnesota, USA
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7
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Bisesi AT, Möbius W, Nadell CD, Hansen EG, Bowden SD, Harcombe WR. Bacteriophage specificity is impacted by interactions between bacteria. mSystems 2024; 9:e0117723. [PMID: 38376179 PMCID: PMC11237722 DOI: 10.1128/msystems.01177-23] [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: 11/07/2023] [Accepted: 01/20/2024] [Indexed: 02/21/2024] Open
Abstract
Predators play a central role in shaping community structure, function, and stability. The degree to which bacteriophage predators (viruses that infect bacteria) evolve to be specialists with a single bacterial prey species versus generalists able to consume multiple types of prey has implications for their effect on microbial communities. The presence and abundance of multiple bacterial prey types can alter selection for phage generalists, but less is known about how interactions between prey shape predator specificity in microbial systems. Using a phenomenological mathematical model of phage and bacterial populations, we find that the dominant phage strategy depends on prey ecology. Given a fitness cost for generalism, generalist predators maintain an advantage when prey species compete, while specialists dominate when prey are obligately engaged in cross-feeding interactions. We test these predictions in a synthetic microbial community with interacting strains of Escherichia coli and Salmonella enterica by competing a generalist T5-like phage able to infect both prey against P22vir, an S. enterica-specific phage. Our experimental data conform to our modeling expectations when prey species are competing or obligately mutualistic, although our results suggest that the in vitro cost of generalism is caused by a combination of biological mechanisms not anticipated in our model. Our work demonstrates that interactions between bacteria play a role in shaping ecological selection on predator specificity in obligately lytic bacteriophages and emphasizes the diversity of ways in which fitness trade-offs can manifest. IMPORTANCE There is significant natural diversity in how many different types of bacteria a bacteriophage can infect, but the mechanisms driving this diversity are unclear. This study uses a combination of mathematical modeling and an in vitro system consisting of Escherichia coli, Salmonella enterica, a T5-like generalist phage, and the specialist phage P22vir to highlight the connection between bacteriophage specificity and interactions between their potential microbial prey. Mathematical modeling suggests that competing bacteria tend to favor generalist bacteriophage, while bacteria that benefit each other tend to favor specialist bacteriophage. Experimental results support this general finding. The experiments also show that the optimal phage strategy is impacted by phage degradation and bacterial physiology. These findings enhance our understanding of how complex microbial communities shape selection on bacteriophage specificity, which may improve our ability to use phage to manage antibiotic-resistant microbial infections.
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Affiliation(s)
- Ave T. Bisesi
- Department of Ecology, Evolution and Behavior, University of Minnesota, St. Paul, Minnesota, USA
| | - Wolfram Möbius
- Living Systems Institute, University of Exeter, Exeter, United Kingdom
- Department of Physics and Astronomy, University of Exeter, Exeter, United Kingdom
| | - Carey D. Nadell
- Department of Biological Sciences, Dartmouth College, Hanover, New Hampshire, USA
| | - Eleanore G. Hansen
- Department of Food Science and Nutrition, University of Minnesota, St. Paul, Minnesota, USA
| | - Steven D. Bowden
- Department of Food Science and Nutrition, University of Minnesota, St. Paul, Minnesota, USA
| | - William R. Harcombe
- Department of Ecology, Evolution and Behavior, University of Minnesota, St. Paul, Minnesota, USA
- BioTechnology Institute, University of Minnesota, St. Paul, Minnesota, USA
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8
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Good N, Kang-Yun CS, Su MZ, Zytnick AM, Barber CC, Vu HN, Grace JM, Nguyen HH, Zhang W, Skovran E, Fan M, Park DM, Martinez-Gomez NC. Scalable and Consolidated Microbial Platform for Rare Earth Element Leaching and Recovery from Waste Sources. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2024; 58:570-579. [PMID: 38150661 PMCID: PMC10785750 DOI: 10.1021/acs.est.3c06775] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Revised: 11/13/2023] [Accepted: 11/20/2023] [Indexed: 12/29/2023]
Abstract
Chemical methods for the extraction and refinement of technologically critical rare earth elements (REEs) are energy-intensive, hazardous, and environmentally destructive. Current biobased extraction systems rely on extremophilic organisms and generate many of the same detrimental effects as chemical methodologies. The mesophilic methylotrophic bacterium Methylobacterium extorquens AM1 was previously shown to grow using electronic waste by naturally acquiring REEs to power methanol metabolism. Here we show that growth using electronic waste as a sole REE source is scalable up to 10 L with consistent metal yields without the use of harsh acids or high temperatures. The addition of organic acids increases REE leaching in a nonspecific manner. REE-specific bioleaching can be engineered through the overproduction of REE-binding ligands (called lanthanophores) and pyrroloquinoline quinone. REE bioaccumulation increases with the leachate concentration and is highly specific. REEs are stored intracellularly in polyphosphate granules, and genetic engineering to eliminate exopolyphosphatase activity increases metal accumulation, confirming the link between phosphate metabolism and biological REE use. Finally, we report the innate ability of M. extorquens to grow using other complex REE sources, including pulverized smartphones, demonstrating the flexibility and potential for use as a recovery platform for these critical metals.
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Affiliation(s)
- Nathan
M. Good
- Department
of Plant and Microbial Biology, University
of California, Berkeley, Berkeley, California 94720, United States
| | - Christina S. Kang-Yun
- Physical
and Life Sciences Directorate, Lawrence
Livermore National Laboratory, Livermore, California 94550, United States
| | - Morgan Z. Su
- Department
of Plant and Microbial Biology, University
of California, Berkeley, Berkeley, California 94720, United States
| | - Alexa M. Zytnick
- Department
of Plant and Microbial Biology, University
of California, Berkeley, Berkeley, California 94720, United States
| | - Colin C. Barber
- Department
of Plant and Microbial Biology, University
of California, Berkeley, Berkeley, California 94720, United States
| | - Huong N. Vu
- Department
of Biological Sciences, San José
State University, San José, California 95192, United States
| | - Joseph M. Grace
- Department
of Biological Sciences, San José
State University, San José, California 95192, United States
| | - Hoang H. Nguyen
- Department
of Biological Sciences, San José
State University, San José, California 95192, United States
| | - Wenjun Zhang
- Department
of Chemical and Biomolecular Engineering, University of California, Berkeley, Berkeley, California 94720, United States
| | - Elizabeth Skovran
- Department
of Biological Sciences, San José
State University, San José, California 95192, United States
| | - Maohong Fan
- Department
of Chemical and Biomedical Engineering, University of Wyoming, Laramie, Wyoming 82071, United States
| | - Dan M. Park
- Physical
and Life Sciences Directorate, Lawrence
Livermore National Laboratory, Livermore, California 94550, United States
| | - Norma Cecilia Martinez-Gomez
- Department
of Plant and Microbial Biology, University
of California, Berkeley, Berkeley, California 94720, United States
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9
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Xiong X, Othmer HG, Harcombe WR. Emergent antibiotic persistence in a spatially structured synthetic microbial mutualism. THE ISME JOURNAL 2024; 18:wrae075. [PMID: 38691424 PMCID: PMC11104777 DOI: 10.1093/ismejo/wrae075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/09/2023] [Revised: 04/02/2024] [Accepted: 04/26/2024] [Indexed: 05/03/2024]
Abstract
Antibiotic persistence (heterotolerance) allows a subpopulation of bacteria to survive antibiotic-induced killing and contributes to the evolution of antibiotic resistance. Although bacteria typically live in microbial communities with complex ecological interactions, little is known about how microbial ecology affects antibiotic persistence. Here, we demonstrated within a synthetic two-species microbial mutualism of Escherichia coli and Salmonella enterica that the combination of cross-feeding and community spatial structure can emergently cause high antibiotic persistence in bacteria by increasing the cell-to-cell heterogeneity. Tracking ampicillin-induced death for bacteria on agar surfaces, we found that E. coli forms up to 55 times more antibiotic persisters in the cross-feeding coculture than in monoculture. This high persistence could not be explained solely by the presence of S. enterica, the presence of cross-feeding, average nutrient starvation, or spontaneous resistant mutations. Time-series fluorescent microscopy revealed increased cell-to-cell variation in E. coli lag time in the mutualistic co-culture. Furthermore, we discovered that an E. coli cell can survive antibiotic killing if the nearby S. enterica cells on which it relies die first. In conclusion, we showed that the high antibiotic persistence phenotype can be an emergent phenomenon caused by a combination of cross-feeding and spatial structure. Our work highlights the importance of considering spatially structured interactions during antibiotic treatment and understanding microbial community resilience more broadly.
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Affiliation(s)
- Xianyi Xiong
- Department of Ecology, Evolution, and Behavior, BioTechnology Institute, University of Minnesota, St. Paul, MN 55108, United States
- Division of Community Health & Epidemiology, University of Minnesota School of Public Health, Minneapolis, MN 55454, United States
| | - Hans G Othmer
- School of Mathematics, University of Minnesota, Minneapolis, MN 55455, United States
| | - William R Harcombe
- Department of Ecology, Evolution, and Behavior, BioTechnology Institute, University of Minnesota, St. Paul, MN 55108, United States
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10
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Sakarika M, Kerckhof FM, Van Peteghem L, Pereira A, Van Den Bossche T, Bouwmeester R, Gabriels R, Van Haver D, Ulčar B, Martens L, Impens F, Boon N, Ganigué R, Rabaey K. The nutritional composition and cell size of microbial biomass for food applications are defined by the growth conditions. Microb Cell Fact 2023; 22:254. [PMID: 38072930 PMCID: PMC10712164 DOI: 10.1186/s12934-023-02265-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2023] [Accepted: 12/02/2023] [Indexed: 12/18/2023] Open
Abstract
BACKGROUND It is increasingly recognized that conventional food production systems are not able to meet the globally increasing protein needs, resulting in overexploitation and depletion of resources, and environmental degradation. In this context, microbial biomass has emerged as a promising sustainable protein alternative. Nevertheless, often no consideration is given on the fact that the cultivation conditions affect the composition of microbial cells, and hence their quality and nutritional value. Apart from the properties and nutritional quality of the produced microbial food (ingredient), this can also impact its sustainability. To qualitatively assess these aspects, here, we investigated the link between substrate availability, growth rate, cell composition and size of Cupriavidus necator and Komagataella phaffii. RESULTS Biomass with decreased nucleic acid and increased protein content was produced at low growth rates. Conversely, high rates resulted in larger cells, which could enable more efficient biomass harvesting. The proteome allocation varied across the different growth rates, with more ribosomal proteins at higher rates, which could potentially affect the techno-functional properties of the biomass. Considering the distinct amino acid profiles established for the different cellular components, variations in their abundance impacts the product quality leading to higher cysteine and phenylalanine content at low growth rates. Therefore, we hint that costly external amino acid supplementations that are often required to meet the nutritional needs could be avoided by carefully applying conditions that enable targeted growth rates. CONCLUSION In summary, we demonstrate tradeoffs between nutritional quality and production rate, and we discuss the microbial biomass properties that vary according to the growth conditions.
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Affiliation(s)
- Myrsini Sakarika
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, Ghent, B-9000, Belgium.
- Center for Advanced Process Technology for Urban Resource recovery (CAPTURE), Frieda Saeysstraat 1, Ghent, 9052, Belgium.
| | - Frederiek-Maarten Kerckhof
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, Ghent, B-9000, Belgium
- Center for Advanced Process Technology for Urban Resource recovery (CAPTURE), Frieda Saeysstraat 1, Ghent, 9052, Belgium
- Kytos BV, IIC UGent, Frieda Saeysstraat 1/B, Ghent, 9052, Belgium
| | - Lotte Van Peteghem
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, Ghent, B-9000, Belgium
- Center for Advanced Process Technology for Urban Resource recovery (CAPTURE), Frieda Saeysstraat 1, Ghent, 9052, Belgium
| | - Alexandra Pereira
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, Ghent, B-9000, Belgium
- Center for Advanced Process Technology for Urban Resource recovery (CAPTURE), Frieda Saeysstraat 1, Ghent, 9052, Belgium
| | - Tim Van Den Bossche
- VIB-UGent Center for Medical Biotechnology, VIB, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Robbin Bouwmeester
- VIB-UGent Center for Medical Biotechnology, VIB, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Ralf Gabriels
- VIB-UGent Center for Medical Biotechnology, VIB, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Delphi Van Haver
- VIB-UGent Center for Medical Biotechnology, VIB, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
- Proteomics Core, VIB, Ghent, Belgium
| | - Barbara Ulčar
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, Ghent, B-9000, Belgium
- Center for Advanced Process Technology for Urban Resource recovery (CAPTURE), Frieda Saeysstraat 1, Ghent, 9052, Belgium
| | - Lennart Martens
- VIB-UGent Center for Medical Biotechnology, VIB, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
| | - Francis Impens
- VIB-UGent Center for Medical Biotechnology, VIB, Ghent, Belgium
- Department of Biomolecular Medicine, Ghent University, Ghent, Belgium
- Proteomics Core, VIB, Ghent, Belgium
| | - Nico Boon
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, Ghent, B-9000, Belgium
- Center for Advanced Process Technology for Urban Resource recovery (CAPTURE), Frieda Saeysstraat 1, Ghent, 9052, Belgium
| | - Ramon Ganigué
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, Ghent, B-9000, Belgium
- Center for Advanced Process Technology for Urban Resource recovery (CAPTURE), Frieda Saeysstraat 1, Ghent, 9052, Belgium
| | - Korneel Rabaey
- Center for Microbial Ecology and Technology (CMET), Faculty of Bioscience Engineering, Ghent University, Coupure Links 653, Ghent, B-9000, Belgium
- Center for Advanced Process Technology for Urban Resource recovery (CAPTURE), Frieda Saeysstraat 1, Ghent, 9052, Belgium
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11
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Martinson JNV, Chacón JM, Smith BA, Villarreal AR, Hunter RC, Harcombe WR. Mutualism reduces the severity of gene disruptions in predictable ways across microbial communities. THE ISME JOURNAL 2023; 17:2270-2278. [PMID: 37865718 PMCID: PMC10689784 DOI: 10.1038/s41396-023-01534-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Revised: 10/03/2023] [Accepted: 10/06/2023] [Indexed: 10/23/2023]
Abstract
Predicting evolution in microbial communities is critical for problems from human health to global nutrient cycling. Understanding how species interactions impact the distribution of fitness effects for a focal population would enhance our ability to predict evolution. Specifically, does the type of ecological interaction, such as mutualism or competition, change the average effect of a mutation (i.e., the mean of the distribution of fitness effects)? Furthermore, how often does increasing community complexity alter the impact of species interactions on mutant fitness? To address these questions, we created a transposon mutant library in Salmonella enterica and measured the fitness of loss of function mutations in 3,550 genes when grown alone versus competitive co-culture or mutualistic co-culture with Escherichia coli and Methylorubrum extorquens. We found that mutualism reduces the average impact of mutations, while competition had no effect. Additionally, mutant fitness in the 3-species communities can be predicted by averaging the fitness in each 2-species community. Finally, we discovered that in the mutualism S. enterica obtained vitamins and more amino acids than previously known. Our results suggest that species interactions can predictably impact fitness effect distributions, in turn suggesting that evolution may ultimately be predictable in multi-species communities.
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Affiliation(s)
- Jonathan N V Martinson
- Department of Ecology, Evolution, and Behavior, University of Minnesota, St. Paul, MN, USA
- BioTechnology Institute, University of Minnesota, St. Paul, MN, USA
| | - Jeremy M Chacón
- Department of Ecology, Evolution, and Behavior, University of Minnesota, St. Paul, MN, USA
- BioTechnology Institute, University of Minnesota, St. Paul, MN, USA
- Minnesota Super Computing Institute, University of Minnesota, Minneapolis, MN, USA
| | - Brian A Smith
- Department of Ecology, Evolution, and Behavior, University of Minnesota, St. Paul, MN, USA
- BioTechnology Institute, University of Minnesota, St. Paul, MN, USA
| | - Alex R Villarreal
- Department of Microbiology & Immunology, University of Minnesota, Minneapolis, MN, USA
| | - Ryan C Hunter
- Department of Microbiology & Immunology, University of Minnesota, Minneapolis, MN, USA
| | - William R Harcombe
- Department of Ecology, Evolution, and Behavior, University of Minnesota, St. Paul, MN, USA.
- BioTechnology Institute, University of Minnesota, St. Paul, MN, USA.
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12
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Govindaraju AM, Friel CA, Good NM, Banks SL, Wayne KS, Martinez-Gomez NC. Lanthanide-dependent isolation of phyllosphere methylotrophs selects for a phylogenetically conserved but metabolically diverse community. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.06.28.546956. [PMID: 38077020 PMCID: PMC10705262 DOI: 10.1101/2023.06.28.546956] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/23/2023]
Abstract
The influence of lanthanide biochemistry during methylotrophy demands a reassessment of how the composition and metabolic potential of methylotrophic phyllosphere communities are affected by the presence of these metals. To investigate this, methylotrophs were isolated from soybean leaves by selecting for bacteria capable of methanol oxidation with lanthanide cofactors. Of the 344 pink-pigmented facultative methylotroph isolates, none were obligately lanthanide-dependent. Phylogenetic analyses revealed that all strains were nearly identical to each other and to model strains from the extorquens clade of Methylobacterium, with rpoB providing higher resolution than 16s rRNA for strain-specific identification. Despite the low species diversity, the metabolic capabilities of the community diverged greatly. Strains encoding identical PQQ-dependent alcohol dehydrogenases displayed significantly different growth from each other on alcohols in the presence and absence of lanthanides. Several strains also lacked well-characterized lanthanide-associated genes thought to be important for phyllosphere colonization. Additionally, 3% of our isolates were capable of growth on sugars and 23% were capable of growth on aromatic acids, substantially expanding the range of multicarbon substrates utilized by members of the extorquens clade in the phyllosphere. Whole genome sequences of eleven novel strains are reported. Our findings suggest that the expansion of metabolic capabilities, as well as differential usage of lanthanides and their influence on metabolism among closely related strains, point to evolution of niche partitioning strategies to promote colonization of the phyllosphere.
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Affiliation(s)
- Alekhya M. Govindaraju
- Department of Plant and Microbial Biology, University of California, Berkeley, Berkeley, CA, USA
| | - Colleen A. Friel
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, MI, USA
| | - Nathan M. Good
- Department of Plant and Microbial Biology, University of California, Berkeley, Berkeley, CA, USA
| | - Sidney L. Banks
- Department of Plant and Microbial Biology, University of California, Berkeley, Berkeley, CA, USA
| | - Kenan S. Wayne
- Department of Plant and Microbial Biology, University of California, Berkeley, Berkeley, CA, USA
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13
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Subedi NR, Stolyar S, Tuson SJ, Marx CJ, Vasdekis AE. Scattered-light-sheet microscopy with sub-cellular resolving power. JOURNAL OF BIOPHOTONICS 2023; 16:e202300068. [PMID: 37287076 DOI: 10.1002/jbio.202300068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Revised: 05/26/2023] [Accepted: 05/30/2023] [Indexed: 06/09/2023]
Abstract
Since its first demonstration over 100 years ago, scattering-based light-sheet microscopy has recently re-emerged as a key modality in label-free tissue imaging and cellular morphometry; however, scattering-based light-sheet imaging with subcellular resolution remains an unmet target. This is because related approaches inevitably superimpose speckle or granular intensity modulation on to the native subcellular features. Here, we addressed this challenge by deploying a time-averaged pseudo-thermalized light-sheet illumination. While this approach increased the lateral dimensions of the illumination sheet, we achieved subcellular resolving power after image deconvolution. We validated this approach by imaging cytosolic carbon depots in yeast and bacteria with increased specificity, no staining, and ultralow irradiance levels. Overall, we expect this scattering-based light-sheet microscopy approach will advance single, live cell imaging by conferring low-irradiance and label-free operation towards eradicating phototoxicity.
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Affiliation(s)
- Nava R Subedi
- Department of Physics, University of Idaho, Moscow, Idaho, USA
| | - Sergey Stolyar
- Department of Biological Sciences, University of Idaho, Moscow, Idaho, USA
| | - Sabrina J Tuson
- Department of Physics, University of Idaho, Moscow, Idaho, USA
| | - Christopher J Marx
- Department of Biological Sciences, University of Idaho, Moscow, Idaho, USA
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14
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Soleimanifar M, Rodriguez-Freire L. Biointeraction of cerium oxide and neodymium oxide nanoparticles with pure culture methylobacterium extorquens AM1. CHEMOSPHERE 2023:139113. [PMID: 37270036 DOI: 10.1016/j.chemosphere.2023.139113] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Revised: 05/30/2023] [Accepted: 06/01/2023] [Indexed: 06/05/2023]
Abstract
Rare earth elements (REE) are valuable raw materials in our modern life. Extensive REE application from electronic devices to medical instruments and wind turbines, and non-uniform distribution of these resources around the world, make them strategically and economically important for countries. Current REE physical and chemical mining and recycling methods could have negative environmental consequences, and biologically-mediated techniques could be applied to overcome this issue. In this study, the bioextraction of cerium oxide and neodymium oxide nanoparticles (REE-NP) by a pure culture Methylobacterium extorquens AM1 (ATCC®14718™) was investigated in batch experiments. Results show that adding up to 1000 ppm CeO2 or Nd2O3 nanoparticles (REE-NP) did not seem to affect the bacterial growth over 14-days contact time. Effect of methylamine hydrochloride as an essential electron donor and carbon source for microbial oxidation and growth was also observed inasmuch as there was approximately no growth when it does not exist in the medium. Although very low concentrations of cerium and neodymium in the liquid phase were measured, concentrations of 45 μg/gcell Ce and 154 μg/gcell Nd could be extracted by M. extorquens AM1. Furthermore, SEM-EDS and STEM-EDS confirmed surface and intracellular accumulation of nanoparticles. These results confirmed the ability of M. extorquens to accumulate REE nanoparticles.
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Affiliation(s)
- Maedeh Soleimanifar
- John A. Reif, Jr. Department of Civil & Environmental Engineering, New Jersey Institute of Technology, 07102, Newark, NJ, United States.
| | - Lucia Rodriguez-Freire
- John A. Reif, Jr. Department of Civil & Environmental Engineering, New Jersey Institute of Technology, 07102, Newark, NJ, United States
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15
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Martinson JNV, Chacón JM, Smith BA, Villarreal AR, Hunter RC, Harcombe WR. Mutualism reduces the severity of gene disruptions in predictable ways across microbial communities. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.05.08.539835. [PMID: 37214994 PMCID: PMC10197568 DOI: 10.1101/2023.05.08.539835] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
Predicting evolution in microbial communities is critical for problems from human health to global nutrient cycling. Understanding how species interactions impact the distribution of fitness effects for a focal population would enhance our ability to predict evolution. Specifically, it would be useful to know if the type of ecological interaction, such as mutualism or competition, changes the average effect of a mutation (i.e., the mean of the distribution of fitness effects). Furthermore, how often does increasing community complexity alter the impact of species interactions on mutant fitness? To address these questions, we created a transposon mutant library in Salmonella enterica and measured the fitness of loss of function mutations in 3,550 genes when grown alone versus competitive co-culture or mutualistic co-culture with Escherichia coli and Methylorubrum extorquens. We found that mutualism reduces the average impact of mutations, while competition had no effect. Additionally, mutant fitness in the 3-species communities can be predicted by averaging the fitness in each 2-species community. Finally, the fitness effects of several knockouts in the mutualistic communities were surprising. We discovered that S. enterica is obtaining a different source of carbon and more vitamins and amino acids than we had expected. Our results suggest that species interactions can predictably impact fitness effect distributions, in turn suggesting that evolution may ultimately be predictable in multi-species communities.
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Affiliation(s)
- Jonathan N V Martinson
- Department of Ecology, Evolution, and Behavior, University of Minnesota, St. Paul, MN, USA
- BioTechnology Institute, University of Minnesota, St. Paul, MN, USA
| | - Jeremy M Chacón
- Department of Ecology, Evolution, and Behavior, University of Minnesota, St. Paul, MN, USA
- BioTechnology Institute, University of Minnesota, St. Paul, MN, USA
- Current address: Minnesota Super Computing Institute, University of Minnesota, Minneapolis, MN, USA
| | - Brian A Smith
- Department of Ecology, Evolution, and Behavior, University of Minnesota, St. Paul, MN, USA
- BioTechnology Institute, University of Minnesota, St. Paul, MN, USA
| | - Alex R Villarreal
- Department of Microbiology & Immunology, University of Minnesota, Minneapolis, MN, USA
| | - Ryan C Hunter
- Department of Microbiology & Immunology, University of Minnesota, Minneapolis, MN, USA
| | - William R Harcombe
- Department of Ecology, Evolution, and Behavior, University of Minnesota, St. Paul, MN, USA
- BioTechnology Institute, University of Minnesota, St. Paul, MN, USA
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16
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Raval PK, Ngan WY, Gallie J, Agashe D. The layered costs and benefits of translational redundancy. eLife 2023; 12:81005. [PMID: 36862572 PMCID: PMC9981150 DOI: 10.7554/elife.81005] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2022] [Accepted: 01/25/2023] [Indexed: 03/03/2023] Open
Abstract
The rate and accuracy of translation hinges upon multiple components - including transfer RNA (tRNA) pools, tRNA modifying enzymes, and rRNA molecules - many of which are redundant in terms of gene copy number or function. It has been hypothesized that the redundancy evolves under selection, driven by its impacts on growth rate. However, we lack empirical measurements of the fitness costs and benefits of redundancy, and we have poor a understanding of how this redundancy is organized across components. We manipulated redundancy in multiple translation components of Escherichia coli by deleting 28 tRNA genes, 3 tRNA modifying systems, and 4 rRNA operons in various combinations. We find that redundancy in tRNA pools is beneficial when nutrients are plentiful and costly under nutrient limitation. This nutrient-dependent cost of redundant tRNA genes stems from upper limits to translation capacity and growth rate, and therefore varies as a function of the maximum growth rate attainable in a given nutrient niche. The loss of redundancy in rRNA genes and tRNA modifying enzymes had similar nutrient-dependent fitness consequences. Importantly, these effects are also contingent upon interactions across translation components, indicating a layered hierarchy from copy number of tRNA and rRNA genes to their expression and downstream processing. Overall, our results indicate both positive and negative selection on redundancy in translation components, depending on a species' evolutionary history with feasts and famines.
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Affiliation(s)
- Parth K Raval
- National Centre for Biological Sciences (NCBS-TIFR)BengaluruIndia
| | - Wing Yui Ngan
- Max Plank Institute for Evolutionary BiologyPlönGermany
| | - Jenna Gallie
- Max Plank Institute for Evolutionary BiologyPlönGermany
| | - Deepa Agashe
- National Centre for Biological Sciences (NCBS-TIFR)BengaluruIndia
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17
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Allemann MN, Presley GN, Elkins JG, Michener JK. Sphingobium lignivorans sp. nov., isolated from river sediment downstream of a paper mill. Int J Syst Evol Microbiol 2023; 73. [PMID: 36790427 DOI: 10.1099/ijsem.0.005704] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/16/2023] Open
Abstract
A bacterial isolate, B1D3AT, was isolated from river sediment collected from the Hiwassee River near Calhoun, TN, by enrichment culturing with a model 5-5' lignin dimer, dehydrodivanillate, as its sole carbon source. B1D3AT was also shown to utilize several model lignin-derived monomers and dimers as sole carbon sources in a variety of minimal media. Cells were Gram-stain-negative, aerobic, motile, rod-shaped and formed yellow/cream-coloured colonies on rich agar. Optimal growth occurred at 30 °C, pH 7-8, and in the absence of NaCl. The major fatty acids of B1D3AT were C18 : 1 ω7c and C17 : 1 ω6c. The predominant hydroxy fatty acids were C14 : 0 2-OH and C15 : 0 2-OH. The polar lipid profile consisted of a mixture of phosphatidylethanolamine, phosphatidylglycerol, diphosphatidylglycerol, phosphatidyldimethylethanolamine and sphingoglycolipid. B1D3AT contained spermidine as the only major polyamine. The major isoprenoid quinone was Q-10 with minor amounts of Q-9 and Q-11. The genomic DNA G+C content of B1D3AT was 65.6 mol%. Phylogenetic analyses based on 16S rRNA gene sequences and coding sequences of 49 core, universal genes defined by Clusters of Orthologous Groups gene families indicated that B1D3AT was a member of the genus Sphingobium. B1D3AT was most closely related to Sphingobium sp. SYK-6, with a 100 % 16S rRNA gene sequence similarity. B1D3AT showed 78.1-89.9 % average nucleotide identity and 19.5-22.2% digital DNA-DNA hybridization identity with other type strains from the genus Sphingobium. On the basis of phenotypic and genotypic properties and phylogenetic inference, strain B1D3AT should be classified as representing a novel species of the genus Sphingobium, for which the name Sphingobium lignivorans sp. nov. is proposed. The type strain is strain B1D3AT (ATCC TSD-279T=DSM 111877T).
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Affiliation(s)
- Marco N Allemann
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA
| | - Gerald N Presley
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA.,Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA.,Present address: Wood Science and Engineering, Oregon State University, Corvallis, OR 97331, USA
| | - James G Elkins
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA.,Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA
| | - Joshua K Michener
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA.,Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA
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18
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Pan-genome Analysis Reveals Comparative Genomic Features of Central Metabolic Pathways in Methylorubrum extorquens. BIOTECHNOL BIOPROC E 2022. [DOI: 10.1007/s12257-022-0154-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
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19
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Improvement of dicarboxylic acid production with Methylorubrum extorquens by reduction of product reuptake. Appl Microbiol Biotechnol 2022; 106:6713-6731. [PMID: 36104545 PMCID: PMC9529712 DOI: 10.1007/s00253-022-12161-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Revised: 08/29/2022] [Accepted: 08/30/2022] [Indexed: 11/02/2022]
Abstract
Abstract
The methylotrophic bacterium Methylorubrum extorquens AM1 has the potential to become a platform organism for methanol-driven biotechnology. Its ethylmalonyl-CoA pathway (EMCP) is essential during growth on C1 compounds and harbors several CoA-activated dicarboxylic acids. Those acids could serve as precursor molecules for various polymers. In the past, two dicarboxylic acid products, namely mesaconic acid and 2-methylsuccinic acid, were successfully produced with heterologous thioesterase YciA from Escherichia coli, but the yield was reduced by product reuptake. In our study, we conducted extensive research on the uptake mechanism of those dicarboxylic acid products. By using 2,2-difluorosuccinic acid as a selection agent, we isolated a dicarboxylic acid import mutant. Analysis of the genome of this strain revealed a deletion in gene dctA2, which probably encodes an acid transporter. By testing additional single, double, and triple deletions, we were able to rule out the involvement of the two other DctA transporter homologs and the ketoglutarate transporter KgtP. Uptake of 2-methylsuccinic acid was significantly reduced in dctA2 mutants, while the uptake of mesaconic acid was completely prevented. Moreover, we demonstrated M. extorquens-based synthesis of citramalic acid and a further 1.4-fold increase in product yield using a transport-deficient strain. This work represents an important step towards the development of robust M. extorquens AM1 production strains for dicarboxylic acids.
Key points
• 2,2-Difluorosuccinic acid is used to select for dicarboxylic acid uptake mutations.
• Deletion of dctA2 leads to reduction of dicarboxylic acid uptake.
• Transporter-deficient strains show improved production of citramalic acid.
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20
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Sanjenbam P, Shivaprasad PV, Agashe D. Impact of Phyllosphere Methylobacterium on Host Rice Landraces. Microbiol Spectr 2022; 10:e0081022. [PMID: 35856668 PMCID: PMC9431194 DOI: 10.1128/spectrum.00810-22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Accepted: 06/24/2022] [Indexed: 11/20/2022] Open
Abstract
The genus Methylobacterium includes widespread plant-associated bacteria that are abundant in the plant phyllosphere (leaf surfaces), consume plant-secreted methanol, and can produce plant growth-promoting metabolites. However, despite the potential to increase agricultural productivity, their impact on host fitness in the natural environment is relatively poorly understood. Here, we conducted field experiments with three traditionally cultivated rice landraces from northeastern India. We inoculated seedlings with native versus nonnative phyllosphere Methylobacterium strains and found significant impacts on plant growth and grain yield. However, these effects were variable. Whereas some Methylobacterium isolates were beneficial for their host, others had no impact or were no more beneficial than the bacterial growth medium on its own. Host plant benefits were not consistently associated with Methylobacterium colonization and did not have altered phyllosphere microbiome composition, changes in the early expression of plant stress response pathways, or bacterial auxin production. We provide the first demonstration of the benefits of phyllosphere Methylobacterium for rice yield under field conditions and highlight the need for further analysis to understand the mechanisms underlying these benefits. Given that the host landrace-Methylobacterium relationship was not generalizable, future agricultural applications will require careful testing to identify coevolved host-bacterium pairs that may enhance the productivity of high-value rice varieties. IMPORTANCE Plants are associated with diverse microbes in nature. Do the microbes increase host plant health, and can they be used for agricultural applications? This is an important question that must be answered in the field rather than in the laboratory or greenhouse. We tested the effects of native, leaf-inhabiting bacteria (genus Methylobacterium) on traditionally cultivated rice varieties in a crop field. We found that inoculation with some bacteria increased rice grain production substantially while a nonnative bacterium reduced plant health. Overall, the effect of bacterial inoculation varied across pairs of rice varieties and their native bacteria. Thus, knowledge of evolved associations between specific bacteria hosted by specific rice varieties is necessary to develop ways to increase the yield of traditional rice landraces and preserve these important sources of cultural and genetic diversity.
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Affiliation(s)
- Pratibha Sanjenbam
- National Center for Biological Sciences, Tata Institute of Fundamental Research, Bangalore, India
| | - P. V. Shivaprasad
- National Center for Biological Sciences, Tata Institute of Fundamental Research, Bangalore, India
| | - Deepa Agashe
- National Center for Biological Sciences, Tata Institute of Fundamental Research, Bangalore, India
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21
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Good NM, Lee HD, Hawker ER, Su MZ, Gilad AA, Martinez-Gomez NC. Hyperaccumulation of Gadolinium by Methylorubrum extorquens AM1 Reveals Impacts of Lanthanides on Cellular Processes Beyond Methylotrophy. Front Microbiol 2022; 13:820327. [PMID: 35369483 PMCID: PMC8969499 DOI: 10.3389/fmicb.2022.820327] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Accepted: 01/19/2022] [Indexed: 11/20/2022] Open
Abstract
Lanthanides (Ln) are a new group of life metals, and many questions remain regarding how they are acquired and used in biology. Methylotrophic bacteria can acquire, transport, biomineralize, and use Ln as part of a cofactor complex with pyrroloquinoline quinone (PQQ) in alcohol dehydrogenases. For most methylotrophic bacteria use is restricted to the light Ln, which range from lanthanum to samarium (atomic numbers 57–62). Understanding how the cell differentiates between light and heavy Ln, and the impacts of these metals on the metabolic network, will advance the field of Ln biochemistry and give insights into enzyme catalysis, stress homeostasis, and metal biomineralization and compartmentalization. We report robust methanol growth with the heavy Ln gadolinium by a genetic variant of the model methylotrophic bacterium Methylorubrum extorquens AM1, named evo-HLn, for “evolved for Heavy Lanthanides.” A non-synonymous single nucleotide polymorphism in a cytosolic hybrid histidine kinase/response regulator allowed for sweeping transcriptional alterations to heavy metal stress response, methanol oxidation, and central metabolism. Increased expression of genes for Ln acquisition and uptake, production of the Ln-chelating lanthanophore, PQQ biosynthesis, and phosphate transport and metabolism resulted in gadolinium hyperaccumulation of 36-fold with a trade-off for light Ln accumulation. Gadolinium was hyperaccumulated in an enlarged acidocalcisome-like compartment. This is the first evidence of a bacterial intracellular Ln-containing compartment that we name the “lanthasome.” Carotenoid and toblerol biosynthesis were also upregulated. Due to its unique capabilities, evo-HLn can be used to further magnetic resonance imaging (MRI) and bioremediation technologies. In this regard, we show that gadolinium hyperaccumulation was sufficient to produce MRI contrast in whole cells, and that evo-HLn was able to readily acquire the metal from the MRI contrast agent gadopentetic acid. Finally, hyperaccumulation of gadolinium, differential uptake of light and heavy Ln, increased PQQ levels, and phosphate transport provide new insights into strategies for Ln recovery.
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Affiliation(s)
- Nathan M. Good
- Department of Plant and Microbial Biology, University of California, Berkeley, Berkeley, CA, United States
| | - Harvey D. Lee
- Department of Biomedical Engineering, Michigan State University, East Lansing, MI, United States
- Division of Synthetic Biology, The Institute for Quantitative Health Sciences and Engineering, Michigan State University, East Lansing, MI, United States
| | - Emily R. Hawker
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, MI, United States
| | - Morgan Z. Su
- Department of Plant and Microbial Biology, University of California, Berkeley, Berkeley, CA, United States
| | - Assaf A. Gilad
- Department of Biomedical Engineering, Michigan State University, East Lansing, MI, United States
- Division of Synthetic Biology, The Institute for Quantitative Health Sciences and Engineering, Michigan State University, East Lansing, MI, United States
- Department of Radiology, Michigan State University, East Lansing, MI, United States
| | - N. Cecilia Martinez-Gomez
- Department of Plant and Microbial Biology, University of California, Berkeley, Berkeley, CA, United States
- *Correspondence: N. Cecilia Martinez-Gomez,
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22
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Lee JA, Stolyar S, Marx CJ. Aerobic Methoxydotrophy: Growth on Methoxylated Aromatic Compounds by Methylobacteriaceae. Front Microbiol 2022; 13:849573. [PMID: 35359736 PMCID: PMC8963497 DOI: 10.3389/fmicb.2022.849573] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2022] [Accepted: 02/16/2022] [Indexed: 11/18/2022] Open
Abstract
Pink-pigmented facultative methylotrophs have long been studied for their ability to grow on reduced single-carbon (C1) compounds. The C1 groups that support methylotrophic growth may come from a variety of sources. Here, we describe a group of Methylobacterium strains that can engage in methoxydotrophy: they can metabolize the methoxy groups from several aromatic compounds that are commonly the product of lignin depolymerization. Furthermore, these organisms can utilize the full aromatic ring as a growth substrate, a phenotype that has rarely been described in Methylobacterium. We demonstrated growth on p-hydroxybenzoate, protocatechuate, vanillate, and ferulate in laboratory culture conditions. We also used comparative genomics to explore the evolutionary history of this trait, finding that the capacity for aromatic catabolism is likely ancestral to two clades of Methylobacterium, but has also been acquired horizontally by closely related organisms. In addition, we surveyed the published metagenome data to find that the most abundant group of aromatic-degrading Methylobacterium in the environment is likely the group related to Methylobacterium nodulans, and they are especially common in soil and root environments. The demethoxylation of lignin-derived aromatic monomers in aerobic environments releases formaldehyde, a metabolite that is a potent cellular toxin but that is also a growth substrate for methylotrophs. We found that, whereas some known lignin-degrading organisms excrete formaldehyde as a byproduct during growth on vanillate, Methylobacterium do not. This observation is especially relevant to our understanding of the ecology and the bioengineering of lignin degradation.
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Affiliation(s)
- Jessica A. Lee
- Department of Biological Sciences, University of Idaho, Moscow, ID, United States
- Institute for Modeling Collaboration and Innovation, University of Idaho, Moscow, ID, United States
- Institute for Interdisciplinary Data Sciences, University of Idaho, Moscow, ID, United States
- Space Biosciences Research Branch, NASA Ames Research Center, Moffett Field, CA, United States
| | - Sergey Stolyar
- Department of Biological Sciences, University of Idaho, Moscow, ID, United States
- Institute for Modeling Collaboration and Innovation, University of Idaho, Moscow, ID, United States
- Institute for Interdisciplinary Data Sciences, University of Idaho, Moscow, ID, United States
| | - Christopher J. Marx
- Department of Biological Sciences, University of Idaho, Moscow, ID, United States
- Institute for Modeling Collaboration and Innovation, University of Idaho, Moscow, ID, United States
- Institute for Interdisciplinary Data Sciences, University of Idaho, Moscow, ID, United States
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23
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Cummings DA, Snelling AI, Puri AW. Methylotroph Quorum Sensing Signal Identification by Inverse Stable Isotopic Labeling. ACS Chem Biol 2021; 16:1332-1338. [PMID: 34328722 DOI: 10.1021/acschembio.1c00329] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Natural products are an essential source of bioactive compounds. Isotopic labeling is an effective way to identify natural products that incorporate a specific precursor; however, this approach is limited by the availability of isotopically enriched precursors. We used an inverse stable isotopic labeling approach to identify natural products by growing bacteria on a 13C-carbon source and then identifying 12C-precursor incorporation by mass spectrometry. We applied this approach to methylotrophs, ecologically important bacteria predicted to have significant yet underexplored biosynthetic potential. We demonstrate that this method identifies N-acyl homoserine lactone quorum sensing signals produced by diverse methylotrophs grown on three different one-carbon compounds. We then apply this approach to simultaneously detect five previously unidentified signals produced by a methylotroph and link these compounds to their synthases. We envision that this method can be used to identify other natural product classes synthesized by methylotrophs and other organisms that grow on relatively inexpensive 13C-carbon sources.
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Affiliation(s)
- Dale A. Cummings
- Department of Chemistry and the Henry Eyring Center for Cell and Genome Science, University of Utah, Salt Lake City, Utah 84112, United States
| | - Alice I. Snelling
- Department of Chemistry and the Henry Eyring Center for Cell and Genome Science, University of Utah, Salt Lake City, Utah 84112, United States
| | - Aaron W. Puri
- Department of Chemistry and the Henry Eyring Center for Cell and Genome Science, University of Utah, Salt Lake City, Utah 84112, United States
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24
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Rizk S, Henke P, Santana-Molina C, Martens G, Gnädig M, Nguyen NA, Devos DP, Neumann-Schaal M, Saenz JP. Functional diversity of isoprenoid lipids in Methylobacterium extorquens PA1. Mol Microbiol 2021; 116:1064-1078. [PMID: 34387371 DOI: 10.1111/mmi.14794] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2021] [Revised: 07/29/2021] [Accepted: 08/10/2021] [Indexed: 11/29/2022]
Abstract
Hopanoids and carotenoids are two of the major isoprenoid-derived lipid classes in prokaryotes that have been proposed to have similar membrane ordering properties as sterols. Methylobacterium extorquens contains hopanoids and carotenoids in their outer membrane, making them an ideal system to investigate the role of isoprenoid lipids in surface membrane function and cellular fitness. By genetically knocking out hpnE, and crtB we disrupted the production of squalene, and phytoene in Methylobacterium extorquens PA1, which are the presumed precursors for hopanoids and carotenoids, respectively. Deletion of hpnE revealed that carotenoid biosynthesis utilizes squalene as a precursor resulting in pigmentation with a C30 backbone, rather than the previously predicted canonical C40 phytoene-derived pathway. Phylogenetic analysis suggested that M. extorquens may have acquired the C30 pathway through lateral gene transfer from Planctomycetes. Surprisingly, disruption of carotenoid synthesis did not generate any major growth or membrane biophysical phenotypes, but slightly increased sensitivity to oxidative stress. We further demonstrated that hopanoids but not carotenoids are essential for growth at higher temperatures, membrane permeability and tolerance of low divalent cation concentrations. These observations show that hopanoids and carotenoids serve diverse roles in the outer membrane of M. extorquens PA1.
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Affiliation(s)
- Sandra Rizk
- Technische Universität Dresden, B CUBE, Dresden, Germany
| | - Petra Henke
- Bacterial Metabolomics, Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Braunschweig, Germany
| | - Carlos Santana-Molina
- Centro Andaluz de Biologıa del Desarrollo (CABD)-CSIC, Junta de Andalucıa, Universidad Pablo de Olavide, Seville, Spain
| | - Gesa Martens
- Bacterial Metabolomics, Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Braunschweig, Germany
| | - Marén Gnädig
- Technische Universität Dresden, B CUBE, Dresden, Germany
| | | | - Damien P Devos
- Centro Andaluz de Biologıa del Desarrollo (CABD)-CSIC, Junta de Andalucıa, Universidad Pablo de Olavide, Seville, Spain
| | - Meina Neumann-Schaal
- Bacterial Metabolomics, Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Braunschweig, Germany
| | - James P Saenz
- Technische Universität Dresden, B CUBE, Dresden, Germany
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25
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Chwastek G, Surma MA, Rizk S, Grosser D, Lavrynenko O, Rucińska M, Jambor H, Sáenz J. Principles of Membrane Adaptation Revealed through Environmentally Induced Bacterial Lipidome Remodeling. Cell Rep 2021; 32:108165. [PMID: 32966790 DOI: 10.1016/j.celrep.2020.108165] [Citation(s) in RCA: 63] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2019] [Revised: 08/20/2020] [Accepted: 08/27/2020] [Indexed: 12/17/2022] Open
Abstract
Cells, from microbes to mammals, adapt their membrane lipid composition in response to environmental changes to maintain optimal properties. Global patterns of lipidome remodeling are poorly understood, particularly in organisms with simple lipid compositions that can provide insight into fundamental principles of membrane adaptation. Using shotgun lipidomics, we examine the simple yet, as we show here, adaptive lipidome of the plant-associated Gram-negative bacterium Methylobacterium extorquens. We observe that minimally 11 lipids account for 90% of total variability, thus constraining the upper limit of variable lipids required for an adaptive living membrane. Through lipid features analysis, we reveal that acyl chain remodeling is not evenly distributed across lipid classes, resulting in headgroup-specific effects of acyl chain variability on membrane properties. Results herein implicate headgroup-specific acyl chain remodeling as a mechanism for fine-tuning the membrane's physical state and provide a resource for using M. extorquens to explore the design principles of living membranes.
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Affiliation(s)
- Grzegorz Chwastek
- Technische Universität Dresden, B CUBE, Tatzberg 41, Dresden, Germany
| | | | - Sandra Rizk
- Technische Universität Dresden, B CUBE, Tatzberg 41, Dresden, Germany
| | - Daniel Grosser
- DZD-Paul Langerhans Institute Dresden, Fetscherstraße 74, Dresden, Germany
| | - Oksana Lavrynenko
- Max Planck Institute of Molecular Cell Biology and Genetics, Pfotenhauerstraße 108, Dresden, Germany
| | | | - Helena Jambor
- Technische Universität Dresden, Medizinische Fakultät, Fetscherstraße 74, Dresden, Germany
| | - James Sáenz
- Technische Universität Dresden, B CUBE, Tatzberg 41, Dresden, Germany.
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26
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Bazurto JV, Nayak DD, Ticak T, Davlieva M, Lee JA, Hellenbrand CN, Lambert LB, Benski OJ, Quates CJ, Johnson JL, Patel JS, Ytreberg FM, Shamoo Y, Marx CJ. EfgA is a conserved formaldehyde sensor that leads to bacterial growth arrest in response to elevated formaldehyde. PLoS Biol 2021; 19:e3001208. [PMID: 34038406 PMCID: PMC8153426 DOI: 10.1371/journal.pbio.3001208] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Accepted: 03/25/2021] [Indexed: 01/07/2023] Open
Abstract
Normal cellular processes give rise to toxic metabolites that cells must mitigate. Formaldehyde is a universal stressor and potent metabolic toxin that is generated in organisms from bacteria to humans. Methylotrophic bacteria such as Methylorubrum extorquens face an acute challenge due to their production of formaldehyde as an obligate central intermediate of single-carbon metabolism. Mechanisms to sense and respond to formaldehyde were speculated to exist in methylotrophs for decades but had never been discovered. Here, we identify a member of the DUF336 domain family, named efgA for enhanced formaldehyde growth, that plays an important role in endogenous formaldehyde stress response in M. extorquens PA1 and is found almost exclusively in methylotrophic taxa. Our experimental analyses reveal that EfgA is a formaldehyde sensor that rapidly arrests growth in response to elevated levels of formaldehyde. Heterologous expression of EfgA in Escherichia coli increases formaldehyde resistance, indicating that its interaction partners are widespread and conserved. EfgA represents the first example of a formaldehyde stress response system that does not involve enzymatic detoxification. Thus, EfgA comprises a unique stress response mechanism in bacteria, whereby a single protein directly senses elevated levels of a toxic intracellular metabolite and safeguards cells from potential damage.
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Affiliation(s)
- Jannell V. Bazurto
- Department of Biological Sciences, University of Idaho, Moscow, Idaho, United States of America
- Institute for Modeling Collaboration and Innovation, University of Idaho, Moscow, Idaho, United States of America
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, Idaho, United States of America
- Department of Plant and Microbial Biology, University of Minnesota, Twin Cities, Minnesota, United States of America
- Microbial and Plant Genomics Institute, University of Minnesota, Twin Cities, Minnesota, United States of America
- Biotechnology Institute, University of Minnesota, Twin Cities, Minnesota, United States of America
| | - Dipti D. Nayak
- Department of Biological Sciences, University of Idaho, Moscow, Idaho, United States of America
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts, United States of America
- Department of Microbiology, University of Illinois, Urbana, Illinois, United States of America
| | - Tomislav Ticak
- Department of Biological Sciences, University of Idaho, Moscow, Idaho, United States of America
- Institute for Modeling Collaboration and Innovation, University of Idaho, Moscow, Idaho, United States of America
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, Idaho, United States of America
| | - Milya Davlieva
- Department of Biosciences, Rice University, Houston, Texas, United States of America
| | - Jessica A. Lee
- Department of Biological Sciences, University of Idaho, Moscow, Idaho, United States of America
- Institute for Modeling Collaboration and Innovation, University of Idaho, Moscow, Idaho, United States of America
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, Idaho, United States of America
- Space Biosciences Research Branch, NASA Ames Research Center, Moffett Field, California, United States of America
| | - Chandler N. Hellenbrand
- Department of Plant and Microbial Biology, University of Minnesota, Twin Cities, Minnesota, United States of America
| | - Leah B. Lambert
- Department of Biological Sciences, University of Idaho, Moscow, Idaho, United States of America
| | - Olivia J. Benski
- Department of Biological Sciences, University of Idaho, Moscow, Idaho, United States of America
| | - Caleb J. Quates
- Institute for Modeling Collaboration and Innovation, University of Idaho, Moscow, Idaho, United States of America
| | - Jill L. Johnson
- Department of Biological Sciences, University of Idaho, Moscow, Idaho, United States of America
- Institute for Modeling Collaboration and Innovation, University of Idaho, Moscow, Idaho, United States of America
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, Idaho, United States of America
| | - Jagdish Suresh Patel
- Department of Biological Sciences, University of Idaho, Moscow, Idaho, United States of America
- Institute for Modeling Collaboration and Innovation, University of Idaho, Moscow, Idaho, United States of America
| | - F. Marty Ytreberg
- Institute for Modeling Collaboration and Innovation, University of Idaho, Moscow, Idaho, United States of America
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, Idaho, United States of America
- Department of Physics, University of Idaho, Moscow, Idaho, United States of America
| | - Yousif Shamoo
- Department of Biosciences, Rice University, Houston, Texas, United States of America
| | - Christopher J. Marx
- Department of Biological Sciences, University of Idaho, Moscow, Idaho, United States of America
- Institute for Modeling Collaboration and Innovation, University of Idaho, Moscow, Idaho, United States of America
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, Idaho, United States of America
- Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts, United States of America
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27
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Formaldehyde-responsive proteins, TtmR and EfgA, reveal a tradeoff between formaldehyde resistance and efficient transition to methylotrophy in Methylorubrum extorquens. J Bacteriol 2021; 203:JB.00589-20. [PMID: 33619153 PMCID: PMC8092166 DOI: 10.1128/jb.00589-20] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
For bacteria to thrive they must be well-adapted to their environmental niche, which may involve specialized metabolism, timely adaptation to shifting environments, and/or the ability to mitigate numerous stressors. These attributes are highly dependent on cellular machinery that can sense both the external and intracellular environment. Methylorubrum extorquens is an extensively studied facultative methylotroph, an organism that can use single-carbon compounds as their sole source of carbon and energy. In methylotrophic metabolism, carbon flows through formaldehyde as a central metabolite; thus, formaldehyde is both an obligate metabolite and a metabolic stressor. Via the one-carbon dissimilation pathway, free formaldehyde is rapidly incorporated by formaldehyde activating enzyme (Fae), which is constitutively expressed at high levels. In the presence of elevated formaldehyde levels, a recently identified formaldehyde-sensing protein, EfgA, induces growth arrest. Herein, we describe TtmR, a formaldehyde-responsive transcription factor that, like EfgA, modulates formaldehyde resistance. TtmR is a member of the MarR family of transcription factors and impacts the expression of 75 genes distributed throughout the genome, many of which are transcription factors and/or involved in stress response, including efgA Notably, when M. extorquens is adapting its metabolic network during the transition to methylotrophy, efgA and ttmR mutants experience an imbalance in formaldehyde production and a notable growth delay. Although methylotrophy necessitates that M. extorquens maintain a relatively high level of formaldehyde tolerance, this work reveals a tradeoff between formaldehyde resistance and the efficient transition to methylotrophic growth and suggests that TtmR and EfgA play a pivotal role in maintaining this balance.Importance: All organisms produce formaldehyde as a byproduct of enzymatic reactions and as a degradation product of metabolites. The ubiquity of formaldehyde in cellular biology suggests all organisms have evolved mechanisms of mitigating formaldehyde toxicity. However, formaldehyde-sensing is poorly described and prevention of formaldehyde-induced damage is primarily understood in the context of detoxification. Here we use an organism that is regularly exposed to elevated intracellular formaldehyde concentrations through high-flux one-carbon utilization pathways to gain insight into the role of formaldehyde-responsive proteins that modulate formaldehyde resistance. Using a combination of genetic and transcriptomic analyses, we identify dozens of genes putatively involved in formaldehyde resistance, determined the relationship between two different formaldehyde response systems and identified an inherent tradeoff between formaldehyde resistance and optimal transition to methylotrophic metabolism.
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28
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Khider MLK, Brautaset T, Irla M. Methane monooxygenases: central enzymes in methanotrophy with promising biotechnological applications. World J Microbiol Biotechnol 2021; 37:72. [PMID: 33765207 PMCID: PMC7994243 DOI: 10.1007/s11274-021-03038-x] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2020] [Accepted: 03/09/2021] [Indexed: 12/02/2022]
Abstract
Worldwide, the use of methane is limited to generating power, electricity, heating, and for production of chemicals. We believe this valuable gas can be employed more widely. Here we review the possibility of using methane as a feedstock for biotechnological processes based on the application of synthetic methanotrophs. Methane monooxygenase (MMO) enables aerobic methanotrophs to utilize methane as a sole carbon and energy source, in contrast to industrial microorganisms that grow on carbon sources, such as sugar cane, which directly compete with the food market. However, naturally occurring methanotrophs have proven to be difficult to manipulate genetically and their current industrial use is limited to generating animal feed biomass. Shifting the focus from genetic engineering of methanotrophs, towards introducing metabolic pathways for methane utilization in familiar industrial microorganisms, may lead to construction of efficient and economically feasible microbial cell factories. The applications of a technology for MMO production are not limited to methane-based industrial synthesis of fuels and value-added products, but are also of interest in bioremediation where mitigating anthropogenic pollution is an increasingly relevant issue. Published research on successful functional expression of MMO does not exist, but several attempts provide promising future perspectives and a few recent patents indicate that there is an ongoing research in this field. Combining the knowledge on genetics and metabolism of methanotrophy with tools for functional heterologous expression of MMO-encoding genes in non-methanotrophic bacterial species, is a key step for construction of synthetic methanotrophs that holds a great biotechnological potential.
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Affiliation(s)
- May L K Khider
- Department of Biotechnology and Food Science, Norwegian University of Science and Technology, Trondheim, Norway
| | - Trygve Brautaset
- Department of Biotechnology and Food Science, Norwegian University of Science and Technology, Trondheim, Norway
| | - Marta Irla
- Department of Biotechnology and Food Science, Norwegian University of Science and Technology, Trondheim, Norway.
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29
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Featherston ER, Mattocks JA, Tirsch JL, Cotruvo JA. Heterologous expression, purification, and characterization of proteins in the lanthanome. Methods Enzymol 2021; 650:119-157. [PMID: 33867019 DOI: 10.1016/bs.mie.2021.02.004] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
Recent work has revealed that certain lanthanides-in particular, the more earth-abundant, lighter lanthanides-play essential roles in pyrroloquinoline quinone (PQQ) dependent alcohol dehydrogenases from methylotrophic and non-methylotrophic bacteria. More recently, efforts of several laboratories have begun to identify the molecular players (the lanthanome) involved in selective uptake, recognition, and utilization of lanthanides within the cell. In this chapter, we present protocols for the heterologous expression in Escherichia coli, purification, and characterization of many of the currently known proteins that comprise the lanthanome of the model facultative methylotroph, Methylorubrum extorquens AM1. In addition to the methanol dehydrogenase XoxF, these proteins include the associated c-type cytochrome, XoxG, and solute binding protein, XoxJ. We also present new, streamlined protocols for purification of the highly selective lanthanide-binding protein, lanmodulin, and a solute binding protein for PQQ, PqqT. Finally, we discuss simple, spectroscopic methods for determining lanthanide- and PQQ-binding stoichiometry of proteins. We envision that these protocols will be useful to investigators identifying and characterizing novel members of the lanthanome in many organisms.
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Affiliation(s)
- Emily R Featherston
- Department of Chemistry, The Pennsylvania State University, University Park, PA, United States
| | - Joseph A Mattocks
- Department of Chemistry, The Pennsylvania State University, University Park, PA, United States
| | - Jonathan L Tirsch
- Department of Chemistry, The Pennsylvania State University, University Park, PA, United States
| | - Joseph A Cotruvo
- Department of Chemistry, The Pennsylvania State University, University Park, PA, United States.
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30
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Good NM, Martinez-Gomez NC. Expression, purification and testing of lanthanide-dependent enzymes in Methylorubrum extorquens AM1. Methods Enzymol 2021; 650:97-118. [PMID: 33867027 DOI: 10.1016/bs.mie.2021.02.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
With mounting evidence of the importance of lanthanide metals in biology and among diverse bacterial phyla, a platform for high-throughput microbial growth for expression and purification of lanthanide-dependent enzymes is increasingly important. Presented in this chapter is a stream-lined approach for growth of the model methylotrophic bacterium Methylorubrum extorquens AM1 for the expression of lanthanide-dependent enzymes. Growth is optimized for both high-throughput phenotypic characterization facilitating in vivo studies, as well as for scaled-up batch cultivation for enzyme purification allowing for in vitro enzymatic studies. Both approaches have been shown to be important to understanding the function and structure of these enzymes. Expression systems have been designed for production of enzymes with and without lanthanide metals, allowing for detection of lanthanide dependence. The protocol described herein is expected to accelerate the discovery of novel lanthanide-dependent enzymes and our understanding of the role of these metals in the greater biological world.
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Affiliation(s)
- Nathan M Good
- Department of Plant and Microbial Biology, University of California, Berkeley, CA, United States
| | - N Cecilia Martinez-Gomez
- Department of Plant and Microbial Biology, University of California, Berkeley, CA, United States.
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31
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Groom JD, Lidstrom ME. Cultivation techniques to study lanthanide metal interactions in the haloalkaliphilic Type I methanotroph "Methylotuvimicrobium buryatense" 5GB1C. Methods Enzymol 2021; 650:237-259. [PMID: 33867024 DOI: 10.1016/bs.mie.2021.01.042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Lanthanide metals are commonly used in technological devices including batteries, computers, catalysts and magnets. Despite their important properties, mining difficulties and pollution concerns limit the number of mines worldwide. Because of these concerns, biometallurgy is an attractive possibility for lanthanide extraction from recycled materials or from contaminated sites. Methylotrophs, bacteria that grow on reduced carbon substrates like methane and methanol, utilize lanthanides for a central reaction in their metabolisms. They must have some mechanism for uptake or trafficking, and are therefore excellent candidates for applying small molecules or proteins for selective lanthanide metal recycling. The haloalkaliphilic methanotroph "Methylotuvimicrobium buryatense" 5GB1C is the fastest growing methanotroph isolated to date, and thus has great industrial potential. The MxaFI enzyme complex uses calcium as a Lewis acid in conjunction with the pyroquinoline quinone cofactor to oxidize methanol, while the alternative enzyme XoxF uses lanthanide metals (e.g. lanthanum and cerium) for the same function. Lanthanide metals, abundant in the earth's crust, strongly repress the transcription of mxaF yet activate the transcription of xoxF, implying that XoxF may be the predominant methanol dehydrogenase in the bacterium's native environment. It may be that lanthanum interaction mechanisms are different from those in other microorganisms. In addition, the facile genetics in this strain and existing background information make it a good study organism for biological lanthanum uptake. The interesting physiology of this organism required empirical work to develop cultivation methods that allow robust assays of gene expression and measurement of lanthanum associated with cell biomass. In this chapter, we show that altering the metal chelator increased the availability of lanthanum to the cell as measured by the specific gene expression response. We also made further alterations to prevent lanthanum precipitation in medium for the growth of haloalkaliphiles.
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Affiliation(s)
- Joseph D Groom
- Department of Chemical Engineering, University of Washington, Seattle, WA, United States.
| | - Mary E Lidstrom
- Department of Chemical Engineering, University of Washington, Seattle, WA, United States; Department of Microbiology, University of Washington, Seattle, WA, United States
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Vu HN, Subuyuj GA, Crisostomo RV, Skovran E. Transposon mutagenesis for methylotrophic bacteria using Methylorubrum extorquens AM1 as a model system. Methods Enzymol 2021; 650:159-184. [PMID: 33867020 DOI: 10.1016/bs.mie.2021.01.015] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Transposon mutagenesis utilizes transposable genetic elements that integrate into a recipient genome to generate random insertion mutations which are easily identified. This forward genetic approach has proven powerful in elucidating complex processes, such as various pathways in methylotrophy. In the past decade, many methylotrophic bacteria have been shown to possess alcohol dehydrogenase enzymes that use lanthanides (Lns) as cofactors. Using Methylorubrum extorquens AM1 as a model organism, we discuss the experimental designs, protocols, and results of three transposon mutagenesis studies to identify genes involved in different aspects of Ln-dependent methanol oxidation. These studies include a selection for transposon insertions that prevent toxic intracellular formaldehyde accumulation, a fluorescence-imaging screen to identify regulatory processes for a primary Ln-dependent methanol dehydrogenase, and a phenotypic screen for genes necessary for function of a Ln-dependent ethanol dehydrogenase. We anticipate that the methods described in this chapter can be applied to understand other metabolic systems in diverse bacteria.
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Affiliation(s)
- Huong N Vu
- Department of Biological Sciences, San José State University, San José, CA, United States
| | - Gabriel A Subuyuj
- Department of Biological Sciences, San José State University, San José, CA, United States
| | | | - Elizabeth Skovran
- Department of Biological Sciences, San José State University, San José, CA, United States.
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Huang J, Zheng Y, Groom JD, Yu Z, Chistoserdova L. Expression, purification and properties of the enzymes involved in lanthanide-dependent alcohol oxidation: XoxF4, XoxF5, ExaF/PedH, and XoxG4. Methods Enzymol 2021; 650:81-96. [PMID: 33867026 DOI: 10.1016/bs.mie.2021.01.041] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
In this chapter we describe logistics, protocols and conditions for expression, purification and characterization of Ln3+-dependent alcohol dehydrogenases representing three distinct phylogenetic clades of these enzymes, classified as XoxF4, XoxF5 and ExaF/PedH. We present data on the biochemical properties of a dozen enzymes, all generated by our group, in a comparative fashion. These enzymes display a range of properties in terms of substrate and metal specificities, pH and ammonium requirement, as well as catalytic constants. In addition, we describe a single novel cytochrome, XoxG4, that likely serves as a natural electron acceptor from XoxF5 in methanotrophs of the Gammaproteobacteria class.
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Affiliation(s)
- Jing Huang
- Department of Parasitology, Xiangya School of Medicine, Central South University, Changsha, Hunan, China
| | - Yue Zheng
- CAS Key Laboratory of Urban Pollutant Conversion, Institute of Urban Environment, Chinese Academy of Sciences, Xiamen, China
| | - Joseph D Groom
- Department of Chemical Engineering, University of Washington, Seattle, WA, United States
| | - Zheng Yu
- Department of Microbiology, Xiangya School of Medicine, Central South University, Changsha, Hunan, China
| | - Ludmila Chistoserdova
- Department of Chemical Engineering, University of Washington, Seattle, WA, United States.
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Nev OA, Lindsay RJ, Jepson A, Butt L, Beardmore RE, Gudelj I. Predicting microbial growth dynamics in response to nutrient availability. PLoS Comput Biol 2021; 17:e1008817. [PMID: 33735173 PMCID: PMC8009381 DOI: 10.1371/journal.pcbi.1008817] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2020] [Revised: 03/30/2021] [Accepted: 02/17/2021] [Indexed: 01/04/2023] Open
Abstract
Developing mathematical models to accurately predict microbial growth dynamics remains a key challenge in ecology, evolution, biotechnology, and public health. To reproduce and grow, microbes need to take up essential nutrients from the environment, and mathematical models classically assume that the nutrient uptake rate is a saturating function of the nutrient concentration. In nature, microbes experience different levels of nutrient availability at all environmental scales, yet parameters shaping the nutrient uptake function are commonly estimated for a single initial nutrient concentration. This hampers the models from accurately capturing microbial dynamics when the environmental conditions change. To address this problem, we conduct growth experiments for a range of micro-organisms, including human fungal pathogens, baker's yeast, and common coliform bacteria, and uncover the following patterns. We observed that the maximal nutrient uptake rate and biomass yield were both decreasing functions of initial nutrient concentration. While a functional form for the relationship between biomass yield and initial nutrient concentration has been previously derived from first metabolic principles, here we also derive the form of the relationship between maximal nutrient uptake rate and initial nutrient concentration. Incorporating these two functions into a model of microbial growth allows for variable growth parameters and enables us to substantially improve predictions for microbial dynamics in a range of initial nutrient concentrations, compared to keeping growth parameters fixed.
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Affiliation(s)
- Olga A. Nev
- Biosciences and Living Systems Institute, University of Exeter, Exeter, United Kingdom
| | - Richard J. Lindsay
- Biosciences and Living Systems Institute, University of Exeter, Exeter, United Kingdom
| | - Alys Jepson
- Biosciences and Living Systems Institute, University of Exeter, Exeter, United Kingdom
| | - Lisa Butt
- Biosciences and Living Systems Institute, University of Exeter, Exeter, United Kingdom
| | - Robert E. Beardmore
- Biosciences and Living Systems Institute, University of Exeter, Exeter, United Kingdom
| | - Ivana Gudelj
- Biosciences and Living Systems Institute, University of Exeter, Exeter, United Kingdom
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35
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Pathway discovery and engineering for cleavage of a β-1 lignin-derived biaryl compound. Metab Eng 2021; 65:1-10. [PMID: 33636323 DOI: 10.1016/j.ymben.2021.02.003] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Revised: 01/11/2021] [Accepted: 02/09/2021] [Indexed: 11/22/2022]
Abstract
Lignin biosynthesis typically results in a polymer with several inter-monomer bond linkages, and the heterogeneity of linkages presents a challenge for depolymerization processes. While several enzyme classes have been shown to cleave common dimer linkages in lignin, the pathway of bacterial β-1 spirodienone linkage cleavage has not been elucidated. Here, we identified a pathway for cleavage of 1,2-diguaiacylpropane-1,3-diol (DGPD), a β-1 linked biaryl representative of a ring-opened spirodienone linkage, in Novosphingobium aromaticivorans DSM12444. In vitro assays using cell lysates demonstrated that RS14230 (LsdE) converts DGPD to a lignostilbene intermediate, which the carotenoid oxygenase, LsdA, then converts to vanillin. A Pseudomonas putida KT2440 strain engineered with lsdEA expression catabolizes erythro-DGPD, but not threo-DGPD. We further engineered P. putida to convert DGPD to a product, cis,cis-muconic acid. Overall, this work demonstrates the potential to identify new enzymatic reactions in N. aromaticivorans and expands the biological funnel of P. putida for microbial lignin valorization.
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Discovery of lanthanide-dependent methylotrophy and screening methods for lanthanide-dependent methylotrophs. Methods Enzymol 2021; 650:1-18. [PMID: 33867018 DOI: 10.1016/bs.mie.2021.01.031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
The lanthanide elements (Lns) affect the physiology and growth of certain microorganisms known as "Ln-responsive microorganisms." Among them, in 2011, it was first reported that strains of Methylobacterium exhibited high methanol dehydrogenase (MDH) activity when grown in the presence of Lns; the purified Ln-inducible MDH was identified as XoxF-type MDH, whose catalytic function had previously been unknown. XoxF was the first enzyme to be identified as Ln-dependent, and its function in methylotrophy is more fundamental and important than that of the corresponding Ca2+-dependent MDH MxaFI. XoxF is encoded in the genomes of methylotrophic as well as non-methylotrophic bacteria. Thus, Lns are among the most fascinating and important growth factors for bacteria that potentially utilize methanol. Bacteria that require Lns for methanol growth are called "Ln-dependent methylotrophs." Recent findings indicate that these microorganisms comprise an "Ln-dependent ecosystem" that we have not been able to reconstruct under laboratory conditions without Lns. In this chapter, we summarize methods for (1) screening of Ln-responsive microorganisms, (2) purification of native XoxFs from Ln-dependent methylotrophs, and (3) screening of Ln-dependent methylotrophs from natural environments, while providing a history of the discovery of the Ln-dependent methylotrophs.
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Bazurto JV, Riazi S, D’Alton S, Deatherage DE, Bruger EL, Barrick JE, Marx CJ. Global Transcriptional Response of Methylorubrum extorquens to Formaldehyde Stress Expands the Role of EfgA and Is Distinct from Antibiotic Translational Inhibition. Microorganisms 2021; 9:347. [PMID: 33578755 PMCID: PMC7916467 DOI: 10.3390/microorganisms9020347] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2021] [Revised: 02/07/2021] [Accepted: 02/08/2021] [Indexed: 11/16/2022] Open
Abstract
The potency and indiscriminate nature of formaldehyde reactivity upon biological molecules make it a universal stressor. However, some organisms such as Methylorubrum extorquens possess means to rapidly and effectively mitigate formaldehyde-induced damage. EfgA is a recently identified formaldehyde sensor predicted to halt translation in response to elevated formaldehyde as a means to protect cells. Herein, we investigate growth and changes in gene expression to understand how M. extorquens responds to formaldehyde with and without the EfgA-formaldehyde-mediated translational response, and how this mechanism compares to antibiotic-mediated translation inhibition. These distinct mechanisms of translation inhibition have notable differences: they each involve different specific players and in addition, formaldehyde also acts as a general, multi-target stressor and a potential carbon source. We present findings demonstrating that in addition to its characterized impact on translation, functional EfgA allows for a rapid and robust transcriptional response to formaldehyde and that removal of EfgA leads to heightened proteotoxic and genotoxic stress in the presence of increased formaldehyde levels. We also found that many downstream consequences of translation inhibition were shared by EfgA-formaldehyde- and kanamycin-mediated translation inhibition. Our work uncovered additional layers of regulatory control enacted by functional EfgA upon experiencing formaldehyde stress, and further demonstrated the importance this protein plays at both transcriptional and translational levels in this model methylotroph.
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Affiliation(s)
- Jannell V. Bazurto
- Department of Biological Sciences, University of Idaho, Moscow, ID 83844, USA; (J.V.B.); (S.R.); (E.L.B.)
- Institute for Modeling Collaboration and Innovation, University of Idaho, Moscow, ID 83844, USA
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, ID 83844, USA
- Department of Plant and Microbial Biology, University of Minnesota, Twin Cities, MN 55108, USA
- Microbial and Plant Genomics Institute, University of Minnesota, Twin Cities, MN 55108, USA
- Biotechnology Institute, University of Minnesota, Twin Cities, MN 55108, USA
| | - Siavash Riazi
- Department of Biological Sciences, University of Idaho, Moscow, ID 83844, USA; (J.V.B.); (S.R.); (E.L.B.)
- Institute for Modeling Collaboration and Innovation, University of Idaho, Moscow, ID 83844, USA
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, ID 83844, USA
| | - Simon D’Alton
- Center for Systems and Synthetic Biology, Department of Molecular Biosciences, The University of Texas at Austin, Austin, TX 78712, USA; (S.D.); (D.E.D.); (J.E.B.)
| | - Daniel E. Deatherage
- Center for Systems and Synthetic Biology, Department of Molecular Biosciences, The University of Texas at Austin, Austin, TX 78712, USA; (S.D.); (D.E.D.); (J.E.B.)
| | - Eric L. Bruger
- Department of Biological Sciences, University of Idaho, Moscow, ID 83844, USA; (J.V.B.); (S.R.); (E.L.B.)
- Institute for Modeling Collaboration and Innovation, University of Idaho, Moscow, ID 83844, USA
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, ID 83844, USA
| | - Jeffrey E. Barrick
- Center for Systems and Synthetic Biology, Department of Molecular Biosciences, The University of Texas at Austin, Austin, TX 78712, USA; (S.D.); (D.E.D.); (J.E.B.)
| | - Christopher J. Marx
- Department of Biological Sciences, University of Idaho, Moscow, ID 83844, USA; (J.V.B.); (S.R.); (E.L.B.)
- Institute for Modeling Collaboration and Innovation, University of Idaho, Moscow, ID 83844, USA
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, ID 83844, USA
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Lee JA, Baugh AC, Shevalier NJ, Strand B, Stolyar S, Marx CJ. Cross-Feeding of a Toxic Metabolite in a Synthetic Lignocellulose-Degrading Microbial Community. Microorganisms 2021; 9:321. [PMID: 33557371 PMCID: PMC7914493 DOI: 10.3390/microorganisms9020321] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2020] [Revised: 01/27/2021] [Accepted: 02/01/2021] [Indexed: 11/25/2022] Open
Abstract
The recalcitrance of complex organic polymers such as lignocellulose is one of the major obstacles to sustainable energy production from plant biomass, and the generation of toxic intermediates can negatively impact the efficiency of microbial lignocellulose degradation. Here, we describe the development of a model microbial consortium for studying lignocellulose degradation, with the specific goal of mitigating the production of the toxin formaldehyde during the breakdown of methoxylated aromatic compounds. Included are Pseudomonas putida, a lignin degrader; Cellulomonas fimi, a cellulose degrader; and sometimes Yarrowia lipolytica, an oleaginous yeast. Unique to our system is the inclusion of Methylorubrum extorquens, a methylotroph capable of using formaldehyde for growth. We developed a defined minimal "Model Lignocellulose" growth medium for reproducible coculture experiments. We demonstrated that the formaldehyde produced by P. putida growing on vanillic acid can exceed the minimum inhibitory concentration for C. fimi, and, furthermore, that the presence of M. extorquens lowers those concentrations. We also uncovered unexpected ecological dynamics, including resource competition, and interspecies differences in growth requirements and toxin sensitivities. Finally, we introduced the possibility for a mutualistic interaction between C. fimi and M. extorquens through metabolite exchange. This study lays the foundation to enable future work incorporating metabolomic analysis and modeling, genetic engineering, and laboratory evolution, on a model system that is appropriate both for fundamental eco-evolutionary studies and for the optimization of efficiency and yield in microbially-mediated biomass transformation.
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Affiliation(s)
- Jessica A. Lee
- NASA Ames Research Center, Moffett Field, CA 94035, USA
- Department of Biological Sciences, University of Idaho, Moscow, ID 83844, USA; (A.C.B.); (N.J.S.); (B.S.); (S.S.)
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, ID 83844, USA
- Institute for Modeling Collaboration and Innovation, University of Idaho, Moscow, ID 83844, USA
| | - Alyssa C. Baugh
- Department of Biological Sciences, University of Idaho, Moscow, ID 83844, USA; (A.C.B.); (N.J.S.); (B.S.); (S.S.)
- Department of Microbiology, University of Georgia, Athens, GA 30602, USA
| | - Nicholas J. Shevalier
- Department of Biological Sciences, University of Idaho, Moscow, ID 83844, USA; (A.C.B.); (N.J.S.); (B.S.); (S.S.)
| | - Brandi Strand
- Department of Biological Sciences, University of Idaho, Moscow, ID 83844, USA; (A.C.B.); (N.J.S.); (B.S.); (S.S.)
| | - Sergey Stolyar
- Department of Biological Sciences, University of Idaho, Moscow, ID 83844, USA; (A.C.B.); (N.J.S.); (B.S.); (S.S.)
| | - Christopher J. Marx
- Department of Biological Sciences, University of Idaho, Moscow, ID 83844, USA; (A.C.B.); (N.J.S.); (B.S.); (S.S.)
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, ID 83844, USA
- Institute for Modeling Collaboration and Innovation, University of Idaho, Moscow, ID 83844, USA
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Pastawan V, Suganuma S, Mizuno K, Wang L, Tani A, Mitsui R, Nakamura K, Shimada M, Hayakawa T, Fitriyanto NA, Nakagawa T. Regulation of lanthanide-dependent methanol oxidation pathway in the legume symbiotic nitrogen-fixing bacterium Bradyrhizobium sp. strain Ce-3. J Biosci Bioeng 2020; 130:582-587. [DOI: 10.1016/j.jbiosc.2020.07.012] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Revised: 07/12/2020] [Accepted: 07/15/2020] [Indexed: 02/06/2023]
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40
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Fazzino L, Anisman J, Chacón JM, Harcombe WR. Phage cocktail strategies for the suppression of a pathogen in a cross-feeding coculture. Microb Biotechnol 2020; 13:1997-2007. [PMID: 32814365 PMCID: PMC7533344 DOI: 10.1111/1751-7915.13650] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2020] [Revised: 07/21/2020] [Accepted: 07/27/2020] [Indexed: 01/19/2023] Open
Abstract
Cocktail combinations of bacteria-infecting viruses (bacteriophages) can suppress pathogenic bacterial growth. However, predicting how phage cocktails influence microbial communities with complex ecological interactions, specifically cross-feeding interactions in which bacteria exchange nutrients, remains challenging. Here, we used experiments and mathematical simulations to determine how to best suppress a model pathogen, E. coli, when obligately cross-feeding with S. enterica. We tested whether the duration of pathogen suppression caused by a two-lytic phage cocktail was maximized when both phages targeted E. coli, or when one phage targeted E. coli and the other its cross-feeding partner, S. enterica. Experimentally, we observed that cocktails targeting both cross-feeders suppressed E. coli growth longer than cocktails targeting only E. coli. Two non-mutually exclusive mechanisms could explain these results: (i) we found that treatment with two E. coli phage led to the evolution of a mucoid phenotype that provided cross-resistance against both phages, and (ii) S. enterica set the growth rate of the coculture, and therefore, targeting S. enterica had a stronger effect on pathogen suppression. Simulations suggested that cross-resistance and the relative growth rates of cross-feeders modulated the duration of E. coli suppression. More broadly, we describe a novel bacteriophage cocktail strategy for pathogens that cross-feed.
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Affiliation(s)
- Lisa Fazzino
- Department of Microbiology and ImmunologyUniversity of MinnesotaMinneapolisMNUSA
- BioTechnology InstituteUniversity of MinnesotaSaint PaulMNUSA
| | - Jeremy Anisman
- College of Continuing and Professional StudiesUniversity of MinnesotaMinneapolisMNUSA
- Department of Diagnostic and Biological SciencesSchool of DentistryUniversity of MinnesotaMinneapolisMNUSA
| | - Jeremy M. Chacón
- BioTechnology InstituteUniversity of MinnesotaSaint PaulMNUSA
- Department of Evolution, and BehaviorUniversity of MinnesotaSaint PaulMNUSA
| | - William R. Harcombe
- BioTechnology InstituteUniversity of MinnesotaSaint PaulMNUSA
- Department of Evolution, and BehaviorUniversity of MinnesotaSaint PaulMNUSA
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41
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Roszczenko-Jasińska P, Vu HN, Subuyuj GA, Crisostomo RV, Cai J, Lien NF, Clippard EJ, Ayala EM, Ngo RT, Yarza F, Wingett JP, Raghuraman C, Hoeber CA, Martinez-Gomez NC, Skovran E. Gene products and processes contributing to lanthanide homeostasis and methanol metabolism in Methylorubrum extorquens AM1. Sci Rep 2020; 10:12663. [PMID: 32728125 PMCID: PMC7391723 DOI: 10.1038/s41598-020-69401-4] [Citation(s) in RCA: 49] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2020] [Accepted: 07/09/2020] [Indexed: 11/08/2022] Open
Abstract
Lanthanide elements have been recently recognized as "new life metals" yet much remains unknown regarding lanthanide acquisition and homeostasis. In Methylorubrum extorquens AM1, the periplasmic lanthanide-dependent methanol dehydrogenase XoxF1 produces formaldehyde, which is lethal if allowed to accumulate. This property enabled a transposon mutagenesis study and growth studies to confirm novel gene products required for XoxF1 function. The identified genes encode an MxaD homolog, an ABC-type transporter, an aminopeptidase, a putative homospermidine synthase, and two genes of unknown function annotated as orf6 and orf7. Lanthanide transport and trafficking genes were also identified. Growth and lanthanide uptake were measured using strains lacking individual lanthanide transport cluster genes, and transmission electron microscopy was used to visualize lanthanide localization. We corroborated previous reports that a TonB-ABC transport system is required for lanthanide incorporation to the cytoplasm. However, cells were able to acclimate over time and bypass the requirement for the TonB outer membrane transporter to allow expression of xoxF1 and growth. Transcriptional reporter fusions show that excess lanthanides repress the gene encoding the TonB-receptor. Using growth studies along with energy dispersive X-ray spectroscopy and transmission electron microscopy, we demonstrate that lanthanides are stored as cytoplasmic inclusions that resemble polyphosphate granules.
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Affiliation(s)
- Paula Roszczenko-Jasińska
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, USA
- Institute of Microbiology, University of Warsaw, Warsaw, Poland
| | - Huong N Vu
- Department of Biological Sciences, San José State University, San José, CA, USA
- Department of Microbiology, University of Georgia, Athens, GA, USA
| | - Gabriel A Subuyuj
- Department of Biological Sciences, San José State University, San José, CA, USA
- Department of Microbiology and Molecular Genetics, University of California At Davis, Davis, CA, USA
| | - Ralph Valentine Crisostomo
- Department of Biological Sciences, San José State University, San José, CA, USA
- Molecular Biology Institute, University of California At Los Angeles, Los Angeles, CA, USA
| | - James Cai
- Department of Biological Sciences, San José State University, San José, CA, USA
| | - Nicholas F Lien
- Department of Biological Sciences, San José State University, San José, CA, USA
| | - Erik J Clippard
- Department of Biological Sciences, San José State University, San José, CA, USA
| | - Elena M Ayala
- Department of Biological Sciences, San José State University, San José, CA, USA
| | - Richard T Ngo
- Department of Biological Sciences, San José State University, San José, CA, USA
| | - Fauna Yarza
- Department of Biological Sciences, San José State University, San José, CA, USA
- Department of Biochemistry and Biophysics, University of California At San Francisco, San Francisco, CA, USA
| | - Justin P Wingett
- Department of Biological Sciences, San José State University, San José, CA, USA
| | | | - Caitlin A Hoeber
- Department of Biological Sciences, San José State University, San José, CA, USA
| | - Norma C Martinez-Gomez
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, USA.
- Department of Plant and Microbial Biology, University of California-Berkeley, Berkeley, California, USA.
| | - Elizabeth Skovran
- Department of Biological Sciences, San José State University, San José, CA, USA.
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42
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Good NM, Fellner M, Demirer K, Hu J, Hausinger RP, Martinez-Gomez NC. Lanthanide-dependent alcohol dehydrogenases require an essential aspartate residue for metal coordination and enzymatic function. J Biol Chem 2020; 295:8272-8284. [PMID: 32366463 PMCID: PMC7294098 DOI: 10.1074/jbc.ra120.013227] [Citation(s) in RCA: 35] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2020] [Revised: 04/30/2020] [Indexed: 01/07/2023] Open
Abstract
The lanthanide elements (Ln3+), those with atomic numbers 57-63 (excluding promethium, Pm3+), form a cofactor complex with pyrroloquinoline quinone (PQQ) in bacterial XoxF methanol dehydrogenases (MDHs) and ExaF ethanol dehydrogenases (EDHs), expanding the range of biological elements and opening novel areas of metabolism and ecology. Other MDHs, known as MxaFIs, are related in sequence and structure to these proteins, yet they instead possess a Ca2+-PQQ cofactor. An important missing piece of the Ln3+ puzzle is defining what features distinguish enzymes that use Ln3+-PQQ cofactors from those that do not. Here, using XoxF1 MDH from the model methylotrophic bacterium Methylorubrum extorquens AM1, we investigated the functional importance of a proposed lanthanide-coordinating aspartate residue. We report two crystal structures of XoxF1, one with and another without PQQ, both with La3+ bound in the active-site region and coordinated by Asp320 Using constructs to produce either recombinant XoxF1 or its D320A variant, we show that Asp320 is needed for in vivo catalytic function, in vitro activity, and La3+ coordination. XoxF1 and XoxF1 D320A, when produced in the absence of La3+, coordinated Ca2+ but exhibited little or no catalytic activity. We also generated the parallel substitution in ExaF to produce ExaF D319S and found that this variant loses the capacity for efficient ethanol oxidation with La3+ These results provide evidence that a Ln3+-coordinating aspartate is essential for the enzymatic functions of XoxF MDHs and ExaF EDHs, supporting the notion that sequences of these enzymes, and the genes that encode them, are markers for Ln3+ metabolism.
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Affiliation(s)
- Nathan M Good
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, Michigan, USA
| | - Matthias Fellner
- Department of Biochemistry, Michigan State University, East Lansing, Michigan, USA
- Department of Biochemistry, University of Otago, Dunedin, Otago, New Zealand
| | - Kemal Demirer
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, Michigan, USA
- Okemos High School, Okemos, Michigan, USA
| | - Jian Hu
- Department of Biochemistry, Michigan State University, East Lansing, Michigan, USA
- Department of Chemistry, Michigan State University, East Lansing, Michigan, USA
| | - Robert P Hausinger
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, Michigan, USA
- Department of Biochemistry, Michigan State University, East Lansing, Michigan, USA
| | - N Cecilia Martinez-Gomez
- Department of Microbiology and Molecular Genetics, Michigan State University, East Lansing, Michigan, USA
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43
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Direct Observation of the Dynamics of Single-Cell Metabolic Activity during Microbial Diauxic Growth. mBio 2020; 11:mBio.01519-19. [PMID: 32127448 PMCID: PMC7064762 DOI: 10.1128/mbio.01519-19] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Population-level analyses are rapidly becoming inadequate to answer many of biomedical science and microbial ecology's most pressing questions. The role of microbial populations within ecosystems and the evolutionary selective pressure on individuals depend fundamentally on the metabolic activity of single cells. Yet, many existing single-cell technologies provide only indirect evidence of metabolic specialization because they rely on correlations between transcription and phenotype established at the level of the population to infer activity. In this study, we take a top-down approach using isotope labels and secondary ion mass spectrometry to track the uptake of carbon and nitrogen atoms from different sources into biomass and directly observe dynamic changes in anabolic specialization at the level of single cells. We investigate the classic microbiological phenomenon of diauxic growth at the single-cell level in the model methylotroph Methylobacterium extorquens In nature, this organism inhabits the phyllosphere, where it experiences diurnal changes in the available carbon substrates, necessitating an overhaul of central carbon metabolism. We show that the population exhibits a unimodal response to the changing availability of viable substrates, a conclusion that supports the canonical model but has thus far been supported by only indirect evidence. We anticipate that the ability to monitor the dynamics of anabolism in individual cells directly will have important applications across the fields of ecology, medicine, and biogeochemistry, especially where regulation downstream of transcription has the potential to manifest as heterogeneity that would be undetectable with other existing single-cell approaches.IMPORTANCE Understanding how genetic information is realized as the behavior of individual cells is a long-term goal of biology but represents a significant technological challenge. In clonal microbial populations, variation in gene regulation is often interpreted as metabolic heterogeneity. This follows the central dogma of biology, in which information flows from DNA to RNA to protein and ultimately manifests as activity. At present, DNA and RNA can be characterized in single cells, but the abundance and activity of proteins cannot. Inferences about metabolic activity usually therefore rely on the assumption that transcription reflects activity. By tracking the atoms from which they build their biomass, we make direct observations of growth rate and substrate specialization in individual cells throughout a period of growth in a changing environment. This approach allows the flow of information from DNA to be constrained from the distal end of the regulatory cascade and will become an essential tool in the rapidly advancing field of single-cell metabolism.
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Phenotypic diversity of Methylobacterium associated with rice landraces in North-East India. PLoS One 2020; 15:e0228550. [PMID: 32092057 PMCID: PMC7039438 DOI: 10.1371/journal.pone.0228550] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2019] [Accepted: 01/19/2020] [Indexed: 11/19/2022] Open
Abstract
The ecology and distribution of many bacteria is strongly associated with specific eukaryotic hosts. However, the impact of such host association on bacterial ecology and evolution is not well understood. Bacteria from the genus Methylobacterium consume plant-derived methanol, and are some of the most abundant and widespread plant-associated bacteria. In addition, many of these species impact plant fitness. To determine the ecology and distribution of Methylobacterium in nature, we sampled bacteria from 36 distinct rice landraces, traditionally grown in geographically isolated locations in North-East (NE) India. These landraces have been selected for diverse phenotypic traits by local communities, and we expected that the divergent selection on hosts may have also generated divergence in associated Methylobacterium strains. We determined the ability of 91 distinct rice-associated Methylobacterium isolates to use a panel of carbon sources, finding substantial variability in carbon use profiles. Consistent with our expectation, across spatial scales this phenotypic variation was largely explained by host landrace identity rather than geographical factors or bacterial taxonomy. However, variation in carbon utilisation was not correlated with sugar exudates on leaf surfaces, suggesting that bacterial carbon use profiles do not directly determine bacterial colonization across landraces. Finally, experiments showed that at least some rice landraces gain an early growth advantage from their specific phyllosphere-colonizing Methylobacterium strains. Together, our results suggest that landrace-specific host-microbial relationships may contribute to spatial structure in rice-associated Methylobacterium in a natural ecosystem. In turn, association with specific bacteria may provide new ways to preserve and understand diversity in one of the most important food crops of the world.
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45
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Fazzino L, Anisman J, Chacón JM, Heineman RH, Harcombe WR. Lytic bacteriophage have diverse indirect effects in a synthetic cross-feeding community. THE ISME JOURNAL 2020; 14:123-134. [PMID: 31578469 PMCID: PMC6908662 DOI: 10.1038/s41396-019-0511-z] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/17/2019] [Accepted: 08/15/2019] [Indexed: 12/16/2022]
Abstract
Bacteriophage shape the composition and function of microbial communities. Yet it remains difficult to predict the effect of phage on microbial interactions. Specifically, little is known about how phage influence mutualisms in networks of cross-feeding bacteria. We mathematically modeled the impacts of phage in a synthetic microbial community in which Escherichia coli and Salmonella enterica exchange essential metabolites. In this model, independent phage attack of either species was sufficient to temporarily inhibit both members of the mutualism; however, the evolution of phage resistance facilitated yields similar to those observed in the absence of phage. In laboratory experiments, attack of S. enterica with P22vir phage followed these modeling expectations of delayed community growth with little change in the final yield of bacteria. In contrast, when E. coli was attacked with T7 phage, S. enterica, the nonhost species, reached higher yields compared with no-phage controls. T7 infection increased nonhost yield by releasing consumable cell debris, and by driving evolution of partially resistant E. coli that secreted more carbon. Our results demonstrate that phage can have extensive indirect effects in microbial communities, that the nature of these indirect effects depends on metabolic and evolutionary mechanisms, and that knowing the degree of evolved resistance leads to qualitatively different predictions of bacterial community dynamics in response to phage attack.
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Affiliation(s)
- Lisa Fazzino
- Department of Microbiology and Immunology, University of Minnesota, Minneapolis, MN, USA
- BioTechnology Institute, University of Minnesota, Minneapolis, MN, USA
| | - Jeremy Anisman
- BioTechnology Institute, University of Minnesota, Minneapolis, MN, USA
- College of Continuing and Professional Studies, University of Minnesota, Minneapolis, MN, USA
| | - Jeremy M Chacón
- BioTechnology Institute, University of Minnesota, Minneapolis, MN, USA
- Ecology, Evolution, and Behavior, University of Minnesota, Minneapolis, MN, USA
| | | | - William R Harcombe
- Department of Microbiology and Immunology, University of Minnesota, Minneapolis, MN, USA.
- BioTechnology Institute, University of Minnesota, Minneapolis, MN, USA.
- Ecology, Evolution, and Behavior, University of Minnesota, Minneapolis, MN, USA.
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46
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Peabody GL, Elmore JR, Martinez-Baird J, Guss AM. Engineered Pseudomonas putida KT2440 co-utilizes galactose and glucose. BIOTECHNOLOGY FOR BIOFUELS 2019; 12:295. [PMID: 31890023 PMCID: PMC6927180 DOI: 10.1186/s13068-019-1627-0] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/07/2019] [Accepted: 12/04/2019] [Indexed: 06/01/2023]
Abstract
BACKGROUND Efficient conversion of plant biomass to commodity chemicals is an important challenge that needs to be solved to enable a sustainable bioeconomy. Deconstruction of biomass to sugars and lignin yields a wide variety of low molecular weight carbon substrates that need to be funneled to product. Pseudomonas putida KT2440 has emerged as a potential platform for bioconversion of lignin and the other components of plant biomass. However, P. putida is unable to natively utilize several of the common sugars in hydrolysate streams, including galactose. RESULTS In this work, we integrated a De Ley-Doudoroff catabolic pathway for galactose catabolism into the chromosome of P. putida KT2440, using genes from several different organisms. We found that the galactonate catabolic pathway alone (DgoKAD) supported slow growth of P. putida on galactose. Further integration of genes to convert galactose to galactonate and to optimize the transporter expression level resulted in a growth rate of 0.371 h-1. Additionally, the best-performing strain was demonstrated to co-utilize galactose with glucose. CONCLUSIONS We have engineered P. putida to catabolize galactose, which will allow future engineered strains to convert more plant biomass carbon to products of interest. Further, by demonstrating co-utilization of glucose and galactose, continuous bioconversion processes for mixed sugar streams are now possible.
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Affiliation(s)
- George L. Peabody
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831 USA
| | - Joshua R. Elmore
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831 USA
- Present Address: Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA 99354 USA
| | | | - Adam M. Guss
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831 USA
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47
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Lee JA, Riazi S, Nemati S, Bazurto JV, Vasdekis AE, Ridenhour BJ, Remien CH, Marx CJ. Microbial phenotypic heterogeneity in response to a metabolic toxin: Continuous, dynamically shifting distribution of formaldehyde tolerance in Methylobacterium extorquens populations. PLoS Genet 2019; 15:e1008458. [PMID: 31710603 PMCID: PMC6858071 DOI: 10.1371/journal.pgen.1008458] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2019] [Revised: 11/15/2019] [Accepted: 10/04/2019] [Indexed: 12/31/2022] Open
Abstract
While microbiologists often make the simplifying assumption that genotype determines phenotype in a given environment, it is becoming increasingly apparent that phenotypic heterogeneity (in which one genotype generates multiple phenotypes simultaneously even in a uniform environment) is common in many microbial populations. The importance of phenotypic heterogeneity has been demonstrated in a number of model systems involving binary phenotypic states (e.g., growth/non-growth); however, less is known about systems involving phenotype distributions that are continuous across an environmental gradient, and how those distributions change when the environment changes. Here, we describe a novel instance of phenotypic diversity in tolerance to a metabolic toxin within wild-type populations of Methylobacterium extorquens, a ubiquitous phyllosphere methylotroph capable of growing on the methanol periodically released from plant leaves. The first intermediate in methanol metabolism is formaldehyde, a potent cellular toxin that is lethal in high concentrations. We have found that at moderate concentrations, formaldehyde tolerance in M. extorquens is heterogeneous, with a cell's minimum tolerance level ranging between 0 mM and 8 mM. Tolerant cells have a distinct gene expression profile from non-tolerant cells. This form of heterogeneity is continuous in terms of threshold (the formaldehyde concentration where growth ceases), yet binary in outcome (at a given formaldehyde concentration, cells either grow normally or die, with no intermediate phenotype), and it is not associated with any detectable genetic mutations. Moreover, tolerance distributions within the population are dynamic, changing over time in response to growth conditions. We characterized this phenomenon using bulk liquid culture experiments, colony growth tracking, flow cytometry, single-cell time-lapse microscopy, transcriptomics, and genome resequencing. Finally, we used mathematical modeling to better understand the processes by which cells change phenotype, and found evidence for both stochastic, bidirectional phenotypic diversification and responsive, directed phenotypic shifts, depending on the growth substrate and the presence of toxin. Scientists tend to appreciate microbes for their simplicity and predictability: a population of genetically identical cells inhabiting a uniform environment is expected to behave in a uniform way. However, counter-examples to this assumption are frequently being discovered, forcing a re-examination of the relationship between genotype and phenotype. In most such examples, bacterial cells are found to split into two discrete populations, for instance growing and non-growing. Here, we report the discovery of a novel example of microbial phenotypic heterogeneity in which cells are distributed along a gradient of phenotypes, ranging from low to high tolerance of a toxic chemical. Furthermore, we demonstrate that the distribution of phenotypes changes in different growth conditions, and we use mathematical modeling to show that cells may change their phenotype either randomly or in a particular direction in response to the environment. Our work expands our understanding of how a bacterial cell's genome, family history, and environment all contribute to its behavior, with implications for the diverse situations in which we care to understand the growth of any single-celled populations.
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Affiliation(s)
- Jessica A. Lee
- Department of Biological Sciences, University of Idaho, Moscow, Idaho, United States of America
- Center for Modeling Complex Interactions, University of Idaho, Moscow, Idaho, United States of America
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, Idaho, United States of America
- Global Viral, San Francisco, California, United States of America
- * E-mail: (JAL); (CJM)
| | - Siavash Riazi
- Center for Modeling Complex Interactions, University of Idaho, Moscow, Idaho, United States of America
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, Idaho, United States of America
- Bioinformatics and Computational Biology Graduate Program, University of Idaho, Moscow, Idaho, United States of America
| | - Shahla Nemati
- Center for Modeling Complex Interactions, University of Idaho, Moscow, Idaho, United States of America
- Department of Physics, University of Idaho, Moscow, Idaho, United States of America
| | - Jannell V. Bazurto
- Department of Biological Sciences, University of Idaho, Moscow, Idaho, United States of America
- Center for Modeling Complex Interactions, University of Idaho, Moscow, Idaho, United States of America
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, Idaho, United States of America
- Department of Plant and Microbial Biology, University of Minnesota, Twin Cities, Minnesota, United States of America
- Microbial and Plant Genomics Institute, University of Minnesota, Twin Cities, Minnesota, United States of America
| | - Andreas E. Vasdekis
- Center for Modeling Complex Interactions, University of Idaho, Moscow, Idaho, United States of America
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, Idaho, United States of America
- Department of Physics, University of Idaho, Moscow, Idaho, United States of America
| | - Benjamin J. Ridenhour
- Center for Modeling Complex Interactions, University of Idaho, Moscow, Idaho, United States of America
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, Idaho, United States of America
- Department of Mathematics, University of Idaho, Moscow, Idaho, United States of America
| | - Christopher H. Remien
- Center for Modeling Complex Interactions, University of Idaho, Moscow, Idaho, United States of America
- Department of Mathematics, University of Idaho, Moscow, Idaho, United States of America
| | - Christopher J. Marx
- Department of Biological Sciences, University of Idaho, Moscow, Idaho, United States of America
- Center for Modeling Complex Interactions, University of Idaho, Moscow, Idaho, United States of America
- Institute for Bioinformatics and Evolutionary Studies, University of Idaho, Moscow, Idaho, United States of America
- * E-mail: (JAL); (CJM)
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Close DM, Cooper CJ, Wang X, Chirania P, Gupta M, Ossyra JR, Giannone RJ, Engle N, Tschaplinski TJ, Smith JC, Hedstrom L, Parks JM, Michener JK. Horizontal transfer of a pathway for coumarate catabolism unexpectedly inhibits purine nucleotide biosynthesis. Mol Microbiol 2019; 112:1784-1797. [PMID: 31532038 DOI: 10.1111/mmi.14393] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/16/2019] [Indexed: 11/28/2022]
Abstract
A microbe's ecological niche and biotechnological utility are determined by its specific set of co-evolved metabolic pathways. The acquisition of new pathways, through horizontal gene transfer or genetic engineering, can have unpredictable consequences. Here we show that two different pathways for coumarate catabolism failed to function when initially transferred into Escherichia coli. Using laboratory evolution, we elucidated the factors limiting activity of the newly acquired pathways and the modifications required to overcome these limitations. Both pathways required host mutations to enable effective growth with coumarate, but the necessary mutations differed. In one case, a pathway intermediate inhibited purine nucleotide biosynthesis, and this inhibition was relieved by single amino acid replacements in IMP dehydrogenase. A strain that natively contains this coumarate catabolism pathway, Acinetobacter baumannii, is resistant to inhibition by the relevant intermediate, suggesting that natural pathway transfers have faced and overcome similar challenges. Molecular dynamics simulation of the wild type and a representative single-residue mutant provide insight into the structural and dynamic changes that relieve inhibition. These results demonstrate how deleterious interactions can limit pathway transfer, that these interactions can be traced to specific molecular interactions between host and pathway, and how evolution or engineering can alleviate these limitations.
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Affiliation(s)
- Dan M Close
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Connor J Cooper
- Graduate School of Genome Science and Technology, University of Tennessee, Knoxville, TN, 37996, USA
| | - Xingyou Wang
- Graduate Program in Chemistry, Brandeis University, 415 South Street, Waltham, MA, 02454, USA
| | - Payal Chirania
- Graduate School of Genome Science and Technology, University of Tennessee, Knoxville, TN, 37996, USA.,Chemical Sciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA
| | - Madhulika Gupta
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - John R Ossyra
- Graduate School of Genome Science and Technology, University of Tennessee, Knoxville, TN, 37996, USA
| | - Richard J Giannone
- Chemical Sciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA.,BioEnergy Science Center, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA.,Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA
| | - Nancy Engle
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA.,BioEnergy Science Center, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA.,Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA
| | - Timothy J Tschaplinski
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA.,BioEnergy Science Center, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA.,Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA
| | - Jeremy C Smith
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA.,Department of Biochemistry and Cellular and Molecular Biology, University of Tennessee Knoxville, Knoxville, Tennessee, 37996, USA
| | - Lizbeth Hedstrom
- Department of Biology, Brandeis University, 415 South Street, Waltham, MA, 02454, USA.,Department of Chemistry, Brandeis University, 415 South Street, Waltham, MA, 02454, USA
| | - Jerry M Parks
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA.,Graduate School of Genome Science and Technology, University of Tennessee, Knoxville, TN, 37996, USA
| | - Joshua K Michener
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA.,BioEnergy Science Center, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA.,Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37830, USA
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49
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Millet LJ, Vélez JM, Michener JK. Genetic Selection for Small Molecule Production in Competitive Microfluidic Droplets. ACS Synth Biol 2019; 8:1737-1743. [PMID: 31356044 DOI: 10.1021/acssynbio.9b00226] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
Biosensors can be used to screen or select for small molecule production in engineered microbes. However, mutations to the biosensor that interfere with accurate signal transduction are common, producing an excess of false positives. Strategies have been developed to avoid this limitation by physically separating the production pathway and biosensor, but these approaches have only been applied to screens, not selections. We have developed a novel biosensor-mediated selection strategy using competition between cocultured bacteria. When applied to the biosynthesis of cis,cis-muconate, we show that this strategy yields a selective advantage to producer strains that outweighs the costs of production. By encapsulating the competitive cocultures into microfluidic droplets, we successfully enriched the muconate-producing strains from a large population of control nonproducers. Facile selections for small molecule production will increase testing throughput for engineered microbes and allow for the rapid optimization of novel metabolic pathways.
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Affiliation(s)
- Larry J. Millet
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37830, United States
- The Joint Research Activity Unit of The Bredesen Center for Interdisciplinary Research and Graduate Education, University of Tennessee, Knoxville, Tennessee 37996, United States
| | - Jessica M. Vélez
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37830, United States
- The Bredesen Center for Interdisciplinary Research and Graduate Education, University of Tennessee, Knoxville, Tennessee 37996-3394, United States
| | - Joshua K. Michener
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, Tennessee 37830, United States
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50
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Contrasting in vitro and in vivo methanol oxidation activities of lanthanide-dependent alcohol dehydrogenases XoxF1 and ExaF from Methylobacterium extorquens AM1. Sci Rep 2019; 9:4248. [PMID: 30862918 PMCID: PMC6414531 DOI: 10.1038/s41598-019-41043-1] [Citation(s) in RCA: 42] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2018] [Accepted: 02/28/2019] [Indexed: 11/19/2022] Open
Abstract
Lanthanide (Ln) elements are utilized as cofactors for catalysis by XoxF-type methanol dehydrogenases (MDHs). A primary assumption is that XoxF enzymes produce formate from methanol oxidation, which could impact organisms that require formaldehyde for assimilation. We report genetic and phenotypic evidence showing that XoxF1 (MexAM1_1740) from Methylobacterium extorquens AM1 produces formaldehyde, and not formate, during growth with methanol. Enzyme purified with lanthanum or neodymium oxidizes formaldehyde. However, formaldehyde oxidation via 2,6-dichlorophenol-indophenol (DCPIP) reduction is not detected in cell-free extracts from wild-type strain methanol- and lanthanum-grown cultures. Formaldehyde activating enzyme (Fae) is required for Ln methylotrophic growth, demonstrating that XoxF1-mediated production of formaldehyde is essential. Addition of exogenous lanthanum increases growth rate with methanol by 9–12% but does not correlate with changes to methanol consumption or formaldehyde accumulation. Transcriptomics analysis of lanthanum methanol growth shows upregulation of xox1 and downregulation of mxa genes, consistent with the Ln-switch, no differential expression of formaldehyde conversion genes, downregulation of pyrroloquinoline quinone (PQQ) biosynthesis genes, and upregulation of fdh4 formate dehydrogenase (FDH) genes. Additionally, the Ln-dependent ethanol dehydrogenase ExaF reduces methanol sensitivity in the fae mutant strain when lanthanides are present, providing evidence for the capacity of an auxiliary role for ExaF during Ln-dependent methylotrophy.
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