Rapid metabolic analysis of Rhodococcus opacus PD630 via parallel 13C‐metabolite fingerprinting

For rapid analysis of microbial metabolisms,13C‐fingerprinting employs a set of tracers to generate unique labeling patterns in key amino acids that can highlight active pathways. In contrast to rigorous 13C‐metabolic flux analysis (13C‐MFA), this method aims to provide metabolic insights without expensive flux measurements. Using13C‐fingerprinting, we investigated the metabolic pathways in Rhodococcus opacus PD630, a promising biocatalyst for the conversion of lignocellulosic feedstocks into value‐added chemicals. Specifically, seven metabolic insights were gathered as follows: (1) glucose metabolism mainly via the Entner–Doudoroff (ED) pathway; (2) lack of glucose catabolite repression during phenol co‐utilization; (3) simultaneous operation of gluconeogenesis and the ED pathway for the co‐metabolism of glucose and phenol; (4) an active glyoxylate shunt in acetate‐fed culture; (5) high flux through anaplerotic pathways (e.g., malic enzyme and phosphoenolpyruvate carboxylase); (6) presence of alternative glycine synthesis pathway via glycine dehydrogenase; and (7) utilization of preferred exogenous amino acids (e.g., phenylalanine). Additionally, a13C‐fingerprinting kit was developed for studying the central metabolism of non‐model microbial species. This low‐cost kit can be used to characterize microbial metabolisms and facilitate the design‐build‐test‐learn cycle during the development of microbial cell factories. Biotechnol. Bioeng. 2016;113: 91–100. © 2015 Wiley Periodicals, Inc.

[1]  Do Gyun Lee,et al.  Cultivation of lipid-producing bacteria with lignocellulosic biomass: effects of inhibitory compounds of lignocellulosic hydrolysates. , 2014, Bioresource technology.

[2]  K. Shimizu,et al.  Metabolic flux analysis of Escherichia coli K12 grown on 13C-labeled acetate and glucose using GC-MS and powerful flux calculation method. , 2003, Journal of biotechnology.

[3]  M. Chartrain,et al.  Bioconversion of indene to cis (1S,2R) indandiol and trans (1R,2R) indandiol by Rhodococcus species , 1998 .

[4]  M. Salkinoja-Salonen,et al.  Utilization of Halogenated Benzenes, Phenols, and Benzoates by Rhodococcus opacus GM-14 , 1995, Applied and environmental microbiology.

[5]  Christian Rückert,et al.  Engineering L-arabinose metabolism in triacylglycerol-producing Rhodococcus opacus for lignocellulosic fuel production. , 2015, Metabolic engineering.

[6]  Christopher P. Long,et al.  Integrated 13C-metabolic flux analysis of 14 parallel labeling experiments in Escherichia coli. , 2015, Metabolic engineering.

[7]  V. de Lorenzo,et al.  The Entner-Doudoroff pathway empowers Pseudomonas putida KT2440 with a high tolerance to oxidative stress. , 2013, Environmental microbiology.

[8]  Wolfgang Wiechert,et al.  New tools for mass isotopomer data evaluation in 13C flux analysis: Mass isotope correction, data consistency checking, and precursor relationships , 2004, Biotechnology and bioengineering.

[9]  J. Stelling,et al.  Transcriptional regulation is insufficient to explain substrate-induced flux changes in Bacillus subtilis , 2013, Molecular systems biology.

[10]  M. Araúzo-Bravo,et al.  Metabolic flux analysis for a ppc mutant Escherichia coli based on 13C-labelling experiments together with enzyme activity assays and intracellular metabolite measurements. , 2004, FEMS microbiology letters.

[11]  S. Zotchev,et al.  Rare actinomycete bacteria from the shallow water sediments of the Trondheim fjord, Norway: isolation, diversity and biological activity. , 2007, Environmental microbiology.

[12]  Thomas Abeel,et al.  Comparative and Functional Genomics of Rhodococcus opacus PD630 for Biofuels Development , 2011, PLoS genetics.

[13]  S. Gygi,et al.  Correlation between Protein and mRNA Abundance in Yeast , 1999, Molecular and Cellular Biology.

[14]  M. Pátek,et al.  Analysis of catRABC operon for catechol degradation from phenol-degrading Rhodococcus erythropolis , 2007, Applied Microbiology and Biotechnology.

[15]  Hongwu Ma,et al.  Engineering of Serine-Deamination pathway, Entner-Doudoroff pathway and pyruvate dehydrogenase complex to improve poly(3-hydroxybutyrate) production in Escherichia coli , 2014, Microbial Cell Factories.

[16]  Yinjie J. Tang,et al.  Effects of inhibitory compounds in lignocellulosic hydrolysates on Mortierella isabellina growth and carbon utilization. , 2015, Bioresource technology.

[17]  M. Pátek,et al.  Induction and carbon catabolite repression of phenol degradation genes in Rhodococcus erythropolis and Rhodococcus jostii , 2014, Applied Microbiology and Biotechnology.

[18]  J. B. Beilen,et al.  Prevalence of alkane monooxygenase genes in Arctic and Antarctic hydrocarbon-contaminated and pristine soils. , 2002, FEMS microbiology ecology.

[19]  Sang Yup Lee,et al.  In silico prediction and validation of the importance of the Entner–Doudoroff pathway in poly(3‐hydroxybutyrate) production by metabolically engineered Escherichia coli , 2003, Biotechnology and bioengineering.

[20]  B A Neilan,et al.  A Rhodococcus species that thrives on medium saturated with liquid benzene. , 1997, Microbiology.

[21]  Scott B. Crown,et al.  Parallel labeling experiments and metabolic flux analysis: Past, present and future methodologies. , 2013, Metabolic engineering.

[22]  Vinay Satish Kumar,et al.  A Genome-Scale Metabolic Reconstruction of Mycoplasma genitalium, iPS189 , 2009, PLoS Comput. Biol..

[23]  Yinjie J. Tang,et al.  Central metabolism in Mycobacterium smegmatis during the transition from O2-rich to O2-poor conditions as studied by isotopomer-assisted metabolite analysis , 2009, Biotechnology Letters.

[24]  R. Milo,et al.  Glycolytic strategy as a tradeoff between energy yield and protein cost , 2013, Proceedings of the National Academy of Sciences.

[25]  M. Giffin,et al.  ald of Mycobacterium tuberculosis Encodes both the Alanine Dehydrogenase and the Putative Glycine Dehydrogenase , 2011, Journal of bacteriology.

[26]  Yinjie J. Tang,et al.  Elucidation of intrinsic biosynthesis yields using 13C-based metabolism analysis , 2014, Microbial Cell Factories.

[27]  Joerg M. Buescher,et al.  A roadmap for interpreting (13)C metabolite labeling patterns from cells. , 2015, Current opinion in biotechnology.

[28]  Yinjie J. Tang,et al.  Recent advances in mapping environmental microbial metabolisms through 13C isotopic fingerprints , 2012, Journal of The Royal Society Interface.

[29]  A. Steinbüchel,et al.  Formation of intracytoplasmic lipid inclusions by Rhodococcus opacus strain PD630 , 1996, Archives of Microbiology.

[30]  Tae Seok Moon,et al.  De novo design of heat-repressible RNA thermosensors in E. coli , 2015, Nucleic acids research.

[31]  L. Wick,et al.  Differences of heterotrophic 13CO2 assimilation by Pseudomonas knackmussii strain B13 and Rhodococcus opacus 1CP and potential impact on biomarker stable isotope probing. , 2008, Environmental microbiology.

[32]  C. Harwood,et al.  The beta-ketoadipate pathway and the biology of self-identity. , 1996, Annual review of microbiology.

[33]  W. Wiechert,et al.  Bidirectional reaction steps in metabolic networks: II. Flux estimation and statistical analysis. , 1997, Biotechnology and bioengineering.

[34]  Caroline S. Harwood,et al.  THE β-KETOADIPATE PATHWAY AND THE BIOLOGY OF SELF-IDENTITY , 1996 .

[35]  Maciek R Antoniewicz,et al.  Parallel labeling experiments validate Clostridium acetobutylicum metabolic network model for (13)C metabolic flux analysis. , 2014, Metabolic engineering.

[36]  J. Nielsen,et al.  Glucose metabolism in the antibiotic producing actinomycete Nonomuraea sp. ATCC 39727. , 2004, Biotechnology and bioengineering.

[37]  W. Mohn,et al.  Global Response to Desiccation Stress in the Soil Actinomycete Rhodococcus jostii RHA1 , 2008, Applied and Environmental Microbiology.

[38]  Clifton E. Barry,et al.  Tuberculosis — metabolism and respiration in the absence of growth , 2005, Nature Reviews Microbiology.

[39]  N. Nakashima,et al.  Actinomycetes as host cells for production of recombinant proteins , 2005, Microbial cell factories.

[40]  Jens Nielsen,et al.  Metabolic Network Analysis of Streptomyces tenebrarius, a Streptomyces Species with an Active Entner-Doudoroff Pathway , 2005, Applied and Environmental Microbiology.

[41]  Yinjie J. Tang,et al.  Carbohydrate Metabolism and Carbon Fixation in Roseobacter denitrificans OCh114 , 2009, PloS one.

[42]  Ying Zhang,et al.  Malic enzyme: the controlling activity for lipid production? Overexpression of malic enzyme in Mucor circinelloides leads to a 2.5-fold increase in lipid accumulation. , 2007, Microbiology.

[43]  Yinjie J. Tang,et al.  Selective Utilization of Exogenous Amino Acids by Dehalococcoides ethenogenes Strain 195 and Its Effects on Growth and Dechlorination Activity , 2011, Applied and Environmental Microbiology.

[44]  J. Davies,et al.  Transcriptomic Assessment of Isozymes in the Biphenyl Pathway of Rhodococcus sp. Strain RHA1 , 2006, Applied and Environmental Microbiology.

[45]  J. Büchs,et al.  Characterization of gas-liquid mass transfer phenomena in microtiter plates. , 2003, Biotechnology and bioengineering.

[46]  Maciek R Antoniewicz,et al.  Publishing 13C metabolic flux analysis studies: a review and future perspectives. , 2013, Metabolic engineering.

[47]  René L. Warren,et al.  The complete genome of Rhodococcus sp. RHA1 provides insights into a catabolic powerhouse , 2006, Proceedings of the National Academy of Sciences.

[48]  Christopher P. Long,et al.  Quantifying biomass composition by gas chromatography/mass spectrometry. , 2014, Analytical chemistry.

[49]  C. Wittmann,et al.  Large-Scale 13C Flux Profiling Reveals Conservation of the Entner-Doudoroff Pathway as a Glycolytic Strategy among Marine Bacteria That Use Glucose , 2015, Applied and Environmental Microbiology.

[50]  Chao Li,et al.  CeCaFDB: a curated database for the documentation, visualization and comparative analysis of central carbon metabolic flux distributions explored by 13C-fluxomics , 2014, Nucleic Acids Res..

[51]  Jamey D. Young,et al.  Mapping photoautotrophic metabolism with isotopically nonstationary (13)C flux analysis. , 2011, Metabolic engineering.

[52]  U. Sauer,et al.  Large-scale in vivo flux analysis shows rigidity and suboptimal performance of Bacillus subtilis metabolism , 2005, Nature Genetics.

[53]  Yinjie J. Tang,et al.  Metabolic pathway confirmation and discovery through (13)C-labeling of proteinogenic amino acids. , 2012, Journal of visualized experiments : JoVE.

[54]  G. Stephanopoulos,et al.  Engineering for biofuels: exploiting innate microbial capacity or importing biosynthetic potential? , 2009, Nature Reviews Microbiology.

[55]  M. E. Farías,et al.  Triacylglycerol accumulation and oxidative stress in Rhodococcus species: differential effects of pro-oxidants on lipid metabolism , 2014, Extremophiles.

[56]  Chiam Yu Ng,et al.  Rational design of a synthetic Entner-Doudoroff pathway for improved and controllable NADPH regeneration. , 2015, Metabolic engineering.

[57]  Jean-Charles Portais,et al.  A novel platform for automated high-throughput fluxome profiling of metabolic variants. , 2014, Metabolic engineering.

[58]  M. Antoniewicz Methods and advances in metabolic flux analysis: a mini-review , 2015, Journal of Industrial Microbiology & Biotechnology.