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Tubergen PJ, Medlock G, Moore A, Zhang X, Papin JA, Danna CH. A computational model of Pseudomonas syringae metabolism unveils a role for branched-chain amino acids in Arabidopsis leaf colonization. PLoS Comput Biol 2023; 19:e1011651. [PMID: 38150474 PMCID: PMC10775980 DOI: 10.1371/journal.pcbi.1011651] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Revised: 01/09/2024] [Accepted: 11/02/2023] [Indexed: 12/29/2023] Open
Abstract
Bacterial pathogens adapt their metabolism to the plant environment to successfully colonize their hosts. In our efforts to uncover the metabolic pathways that contribute to the colonization of Arabidopsis thaliana leaves by Pseudomonas syringae pv tomato DC3000 (Pst DC3000), we created iPst19, an ensemble of 100 genome-scale network reconstructions of Pst DC3000 metabolism. We developed a novel approach for gene essentiality screens, leveraging the predictive power of iPst19 to identify core and ancillary condition-specific essential genes. Constraining the metabolic flux of iPst19 with Pst DC3000 gene expression data obtained from naïve-infected or pre-immunized-infected plants, revealed changes in bacterial metabolism imposed by plant immunity. Machine learning analysis revealed that among other amino acids, branched-chain amino acids (BCAAs) metabolism significantly contributed to the overall metabolic status of each gene-expression-contextualized iPst19 simulation. These predictions were tested and confirmed experimentally. Pst DC3000 growth and gene expression analysis showed that BCAAs suppress virulence gene expression in vitro without affecting bacterial growth. In planta, however, an excess of BCAAs suppress the expression of virulence genes at the early stages of infection and significantly impair the colonization of Arabidopsis leaves. Our findings suggesting that BCAAs catabolism is necessary to express virulence and colonize the host. Overall, this study provides valuable insights into how plant immunity impacts Pst DC3000 metabolism, and how bacterial metabolism impacts the expression of virulence.
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Affiliation(s)
- Philip J. Tubergen
- Department of Biology, University of Virginia, Charlottesville, Virginia, United States of America
| | - Greg Medlock
- Department of Biomedical Engineering, University of Virginia, Charlottesville, Virginia, United States of America
| | - Anni Moore
- Department of Biology, University of Virginia, Charlottesville, Virginia, United States of America
- Department of Biomedical Engineering, University of Virginia, Charlottesville, Virginia, United States of America
| | - Xiaomu Zhang
- Department of Biology, University of Virginia, Charlottesville, Virginia, United States of America
| | - Jason A. Papin
- Department of Biomedical Engineering, University of Virginia, Charlottesville, Virginia, United States of America
| | - Cristian H. Danna
- Department of Biology, University of Virginia, Charlottesville, Virginia, United States of America
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Rodriguez GM, Tashiro Y, Atsumi S. Expanding ester biosynthesis in Escherichia coli. Nat Chem Biol 2014; 10:259-65. [PMID: 24609358 DOI: 10.1038/nchembio.1476] [Citation(s) in RCA: 137] [Impact Index Per Article: 13.7] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2013] [Accepted: 01/14/2014] [Indexed: 11/09/2022]
Abstract
To expand the capabilities of whole-cell biocatalysis, we have engineered Escherichia coli to produce various esters. The alcohol O-acyltransferase (ATF) class of enzyme uses acyl-CoA units for ester formation. The release of free CoA upon esterification with an alcohol provides the free energy to facilitate ester formation. The diversity of CoA molecules found in nature in combination with various alcohol biosynthetic pathways allows for the biosynthesis of a multitude of esters. Small to medium volatile esters have extensive applications in the flavor, fragrance, cosmetic, solvent, paint and coating industries. The present work enables the production of these compounds by designing several ester pathways in E. coli. The engineered pathways generated acetate esters of ethyl, propyl, isobutyl, 2-methyl-1-butyl, 3-methyl-1-butyl and 2-phenylethyl alcohols. In particular, we achieved high-level production of isobutyl acetate from glucose (17.2 g l(-1)). This strategy was expanded to realize pathways for tetradecyl acetate and several isobutyrate esters.
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Affiliation(s)
- Gabriel M Rodriguez
- 1] Department of Chemistry, University of California-Davis, Davis, California, USA. [2]
| | - Yohei Tashiro
- 1] Department of Chemistry, University of California-Davis, Davis, California, USA. [2]
| | - Shota Atsumi
- Department of Chemistry, University of California-Davis, Davis, California, USA
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Hester KL, Luo J, Sokatch JR. Purification of Pseudomonas putida branched-chain keto acid dehydrogenase E1 component. Methods Enzymol 2001; 324:129-38. [PMID: 10989425 DOI: 10.1016/s0076-6879(00)24226-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/17/2023]
Affiliation(s)
- K L Hester
- Department of Biochemistry and Molecular Biology, University of Oklahoma Health Sciences Center, Oklahoma City 73190, USA
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Seyda A, Robinson BH. Functional expression of four PDH-E(1)alpha recombinant histidine mutants in a human fibroblast cell line with zero endogenous PDH complex activity. Biochem Biophys Res Commun 2000; 270:1068-73. [PMID: 10772951 DOI: 10.1006/bbrc.2000.2551] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Conserved histidine residues have been implicated in the geometry and catalytic mechanism of the E(1)alpha proteins of the PDH complex. We constructed and expressed a series of PDH-E(1)alpha histidine mutants (H63, H84, H92, and H263) in a cell line with zero PDH complex activity due to a null E(1)alpha allele. Based on immunoblot and enzyme activity analyses, all introduced histidine mutations, with the exception of H92, affected the specific activity of the PDH complex. We showed that H63 and H263 are essential for the activity since mutations introduced at those sites produced a PDH complex with near-zero activity. Mutations introduced at H84 only partially reduced activity, implying that H84 may play a less critical role in the PDH complex. Mutations introduced at H92 caused the absence of immunoreactive material for both the E(1)alpha and E(1)beta subunits and may have impaired import or assembly of precursor peptides into the mature PDH complex.
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Affiliation(s)
- A Seyda
- Metabolism Research Programme, Hospital for Sick Children, Toronto, Ontario, M5G 1X8, Canada
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Hester KL, Madhusudhan KT, Sokatch JR. Catabolite repression control by crc in 2xYT medium is mediated by posttranscriptional regulation of bkdR expression in Pseudomonas putida. J Bacteriol 2000; 182:1150-3. [PMID: 10648543 PMCID: PMC94393 DOI: 10.1128/jb.182.4.1150-1153.2000] [Citation(s) in RCA: 48] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
The effect of growth in 2xYT medium on catabolite repression control in Pseudomonas putida has been investigated using the bkd operon, encoding branched-chain keto acid dehydrogenase. Crc (catabolite repression control protein) was shown to be responsible for repression of bkd operon transcription in 2xYT. BkdR levels were elevated in a P. putida crc mutant, but bkdR transcript levels were the same in both wild type and crc mutant. This suggests that the mechanism of catabolite repression control in rich media by Crc involves posttranscriptional regulation of the bkdR message.
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Affiliation(s)
- K L Hester
- Department of Biochemistry and Molecular Biology, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma 73190, USA
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Madhusudhan KT, Luo J, Sokatch JR. In vitro transcriptional studies of the bkd operon of Pseudomonas putida: L-branched-chain amino acids and D-leucine are the inducers. J Bacteriol 1999; 181:2889-94. [PMID: 10217783 PMCID: PMC93734 DOI: 10.1128/jb.181.9.2889-2894.1999] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
BkdR is the transcriptional activator of the bkd operon, which encodes the four proteins of the branched-chain keto acid dehydrogenase multienzyme complex of Pseudomonas putida. In this study, hydroxyl radical footprinting revealed that BkdR bound to only one face of DNA over the same region identified in DNase I protection assays. Deletions of even a few bases in the 5' region of the BkdR-binding site greatly reduced transcription, confirming that the entire protected region is necessary for transcription. In vitro transcription of the bkd operon was obtained by using a vector containing the bkdR-bkdA1 intergenic region plus the putative rho-independent terminator of the bkd operon. Substrate DNA, BkdR, and any of the L-branched-chain amino acids or D-leucine was required for transcription. Branched-chain keto acids, D-valine, and D-isoleucine did not promote transcription. Therefore, the L-branched-chain amino acids and D-leucine are the inducers of the bkd operon. The concentration of L-valine required for half-maximal transcription was 2.8 mM, which is similar to that needed to cause half-maximal proteolysis due to a conformational change in BkdR. A model for transcriptional activation of the bkd operon by BkdR during enzyme induction which incorporates these results is presented.
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Affiliation(s)
- K T Madhusudhan
- Department of Biochemistry and Molecular Biology, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma 73190, USA
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Hengeveld AF, Westphal AH, de Kok A. Expression and characterisation of the homodimeric E1 component of the Azotobacter vinelandii pyruvate dehydrogenase complex. EUROPEAN JOURNAL OF BIOCHEMISTRY 1997; 250:260-8. [PMID: 9428672 DOI: 10.1111/j.1432-1033.1997.0260a.x] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
We have cloned and sequenced the gene encoding the homodimeric pyruvate dehydrogenase component (E1p) of the pyruvate dehydrogenase complex from Azotobacter vinelandii and expressed and purified the E1p component in Escherichia coli. Cloned E1p can be used to fully reconstitute complex activity. The enzyme was stable in high ionic strength buffers, but was irreversibly inactivated when incubated at high pH, which presumably was caused by its inability to redimerize correctly. This explains the previously found low stability of the wild-type E1p component after resolution from the complex at high pH. Cloned E1p showed a kinetic behaviour exactly like the wild-type complex-bound enzyme with respect to its substrate (pyruvate), its allosteric properties, and its effectors. These experiments show that acetyl coenzyme A acts as a feedback inhibitor by binding to the E1p component. Limited proteolysis experiments showed that the N-terminal region of E1p was easily removed. The resulting protein fragment was still active with artificial electron acceptors but had lost its ability to bind to the core component (E2p) and thus reconstitute complex activity. E1p was protected against proteolysis by E2p. The allosteric effector pyruvate changed E1p into a conformation that is more resistant to proteolysis.
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Affiliation(s)
- A F Hengeveld
- Department of Biomolecular Sciences, Wageningen Agricultural University, The Netherlands
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Inoue H, Inagaki K, Eriguchi SI, Tamura T, Esaki N, Soda K, Tanaka H. Molecular characterization of the mde operon involved in L-methionine catabolism of Pseudomonas putida. J Bacteriol 1997; 179:3956-62. [PMID: 9190812 PMCID: PMC179205 DOI: 10.1128/jb.179.12.3956-3962.1997] [Citation(s) in RCA: 33] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
A 15-kb region of Pseudomonas putida chromosomal DNA containing the mde operon and an upstream regulatory gene (mdeR) has been cloned and sequenced. The mde operon contains two structural genes involved in L-methionine degradative metabolism: the already-identified mdeA, which encodes L-methionine gamma-lyase (H. Inoue, K. Inagaki, M. Sugimoto, N. Esaki, K. Soda, and H. Tanaka. J. Biochem. (Tokyo) 117:1120-1125, 1995), and mdeB, which encodes a homologous protein to the homodimeric-type E1 component of pyruvate dehydrogenase complex. A rho-independent terminator was present just downstream of mdeB, and open reading frames corresponding to other components of alpha-keto acid dehydrogenase complex were not found. When MdeB was overproduced in Escherichia coli, the cell extract showed the E1 activity with high specificity for alpha-ketobutyrate rather than pyruvate. These results suggest that MdeB plays an important role in the metabolism of alpha-ketobutyrate produced by MdeA from L-methionine. Accordingly, mdeB encodes a novel E1 component, alpha-ketobutyrate dehydrogenase E1 component, of an unknown alpha-keto acid dehydrogenase complex in P. putida. In addition, we found that the mdeR gene was located on the opposite strand and began at 127 bp from the translational start site of mdeA. The mdeR gene product has been identified as a member of the leucine-responsive regulatory protein (Lrp) family and revealed to act as an essential positive regulator allowing the expression of the mdeAB operon.
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Affiliation(s)
- H Inoue
- Department of Bioresources Chemistry, Faculty of Agriculture, Okayama University, Okayama-shi, Japan
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Madhusudhan KT, Hester KL, Friend V, Sokatch JR. Transcriptional activation of the bkd operon of Pseudomonas putida by BkdR. J Bacteriol 1997; 179:1992-7. [PMID: 9068646 PMCID: PMC178924 DOI: 10.1128/jb.179.6.1992-1997.1997] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023] Open
Abstract
Reinvestigation of the transcriptional start site of the bkd operon of Pseudomonas putida revealed that the transcriptional start site was located 86 nucleotides upstream of the translational start. There was a sigma 70 binding site 10 bp upstream of the transcriptional start site. The dissociation constants for BkdR, the transcriptional activator of the bkd operon, were 3.1 x 10(-7) M in the absence of L-valine and 8.9 x 10(-8) M in the presence of L-valine. Binding of BkdR to substrate DNA in the absence of L-valine imposed a bend angle of 92 degrees in the DNA. In the presence of L-valine, the angle was 76 degrees. BkdR did not bind to either of the two fragments of substrate DNA resulting from digestion with AgeI. Because AgeI attacks between three potential BkdR binding sites, this suggests that binding of BkdR is cooperative. P. putida JS110 and JS112, mutant strains which do not express any of the components of branched-chain keto acid dehydrogenase, were found to contain missense mutations in bkdR resulting in R40Q and T22I changes in the putative helix-turn-helix of BkdR. Addition of glucose to the medium repressed expression of lacZ from a chromosomal bkdR-lacZ fusion, suggesting that catabolite repression of the bkd operon was the result of reduced expression of bkdR. These data are used to present a model for the role of BkdR in transcriptional control of the bkd operon.
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Affiliation(s)
- K T Madhusudhan
- Department of Biochemistry and Molecular Biology, University of Oklahoma Health Sciences Center, Oklahoma City 73190, USA
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Abstract
Sedimentation velocity analysis is a powerful tool for the investigation of biological macromolecules under a wide range of solution conditions. If carefully applied, it can be an effective tool for the characterization of interacting systems in solution. It is rapidly becoming a method of choice among the biotechnology community. In recent years, there have been notable advances in the ease of acquisition and analysis of analytical ultracentrifugation data.
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