Integrating metabolomics and whole genome sequencing to elucidate the metabolic pathways in Methylosinus trichosporium OB3b

Dipayan Samanta1,2, Ram N. Singh1,3, Kian Mau Goh4, Rajesh K. Sani1,2,3,d()

Systems Microbiology and Biomanufacturing ›› 2023, Vol. 4 ›› Issue (2) : 661-674. DOI: 10.1007/s43393-023-00214-y
Original Article

Integrating metabolomics and whole genome sequencing to elucidate the metabolic pathways in Methylosinus trichosporium OB3b

  • Dipayan Samanta1,2, Ram N. Singh1,3, Kian Mau Goh4, Rajesh K. Sani1,2,3,d()
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Abstract

Methanotrophs, relying on methane as their primary carbon source, are renowned for their exceptional capacity to generate a diverse range of methane-based bioproducts, making the unraveling of associated metabolic pathways a vital endeavor. This study focuses on Methylosinus trichosporium OB3b to investigate genes associated with biomanufacturing of commercially relevant metabolites through an integrated approach combining genome sequencing and metabolomic analysis. The complete genome of OB3b was sequenced using Nanopore technology, revealing a total of 4877 genes within the chromosome. Genetic organization of the pili operon in OB3b revealed the presence of a Type IVb pili system, shedding light on adhesion genes, maturation genes, quorum sensing genes, and regulatory genes. Analysis of the biosynthetic gene cluster in OB3b revealed 11 distinct regions, including a notable non-ribosomal protein synthetase associated with rhizomide production. In addition, the study focused on 14 commercially significant metabolites among 63 analyzed by metabolomics and identified bifunctional aldehyde dehydrogenase and phospholipase in the ethanolamine pathway, while identifying fatty acid desaturase in the R-decenoic acid pathway. Additionally, the study predicted a methane-derived pathway for trehalose synthesis. This research unlocks the untapped potential of methanotrophs in biotechnology and provides valuable insight into pathways for the production of desired metabolite.

Keywords

Biosynthetic gene cluster / Ethanolamine / Metabolomic pathway / Next generation sequencing / Methane / Trehalose

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Dipayan Samanta, Ram N. Singh, Kian Mau Goh, Rajesh K. Sani. Integrating metabolomics and whole genome sequencing to elucidate the metabolic pathways in Methylosinus trichosporium OB3b. Systems Microbiology and Biomanufacturing, 2023, 4(2): 661‒674 https://doi.org/10.1007/s43393-023-00214-y

References

1.
Vuilleumier S, et al.. Methylobacterium genome sequences: a reference blueprint to investigate microbial metabolism of C1 compounds from natural and industrial sources. PLoS ONE, 2009, 4(5), pmcid: 2680597
2.
Samanta D, et al.. Chandra R, Sobti RC, et al.. 12 Methane monooxygenases. Microbes for sustainable development and bioremediation, 2019 Boca Raton CRC Press 187,
3.
Morris SA, et al.. Identification of the functionally active methanotroph population in a peat soil microcosm by stable-isotope probing. Appl Environ Microbiol, 2002, 68(3): 1446-1453, pmcid: 123758
4.
Rostkowski KH, Pfluger AR, Criddle CS. Stoichiometry and kinetics of the PHB-producing Type II methanotrophs Methylosinus trichosporium OB3b and Methylocystis parvus OBBP. Biores Technol, 2013, 132: 71-77
5.
Mai DHA, Nguyen TT, Lee EY. The ethylmalonyl-CoA pathway for methane-based biorefineries: a case study of using Methylosinus trichosporium OB3b, an alpha-proteobacterial methanotroph, for producing 2-hydroxyisobutyric acid and 1, 3-butanediol from methane. Green Chem, 2021, 23(19): 7712-7723
6.
Nguyen AD, Kim D, Lee EY. A comparative transcriptome analysis of the novel obligate methanotroph Methylomonas sp. DH-1 reveals key differences in transcriptional responses in C1 and secondary metabolite pathways during growth on methane and methanol. BMC Genom, 2019, 20(1): 1-16
7.
Stein LY, et al.. Genome sequence of the obligate methanotroph Methylosinus trichosporium strain OB3b. J Bacteriol, 2010, 192(24): 6497-6498, pmcid: 3008524
8.
Karigar CS, Rao SS. Role of microbial enzymes in the bioremediation of pollutants: a review. Enzyme Res., 2011, 2011, pmcid: 3168789
9.
Bago B, et al.. Carbon metabolism in spores of the arbuscular mycorrhizal fungus Glomus intraradices as revealed by nuclear magnetic resonance spectroscopy. Plant Physiol, 1999, 121(1): 263-272, pmcid: 59376
10.
Kim HW, et al.. Genome sequence of a thermoacidophilic methanotroph belonging to the verrucomicrobiota phylum from geothermal hot springs in yellowstone national park: a metagenomic assembly and reconstruction. Microorganisms, 2022, 10(1): 142, pmcid: 8779874
11.
Lee OK, et al.. Metabolic engineering of methanotrophs and its application to production of chemicals and biofuels from methane. Biofuels, Bioprod Biorefin, 2016, 10(6): 848-863
12.
Yang S, et al.. Global molecular analyses of methane metabolism in methanotrophic Alphaproteobacterium, Methylosinus trichosporium OB3b. Part II. Metabolomics and 13C-labeling study. Front Microbiol, 2013, 4: 70, pmcid: 3615224
13.
Stein LY, et al. Proteobacterial methanotrophs, methylotrophs, and nitrogen. In: Kalyuzhnaya MG, Xing X-H, editors. Methane bioctalysis: pavingthe way to sustainability. Springer Cham; 2018. p. 57–66. https://doi.org/10.1007/978-3-319-74866-5
14.
Ushasree, M.V., et al., Methanotrophs as a reservoir for bioactive secondary metabolites: Pitfalls, insights and promises. Biotechnology Advances, 2023: p. 108097.
15.
Miroshnikov K, Belova S, Dedysh S. Genomic determinants of phototrophy in methanotrophic Alphaproteobacteria. Microbiology, 2019, 88: 548-555
16.
Zytnick, A.M., et al., Identification of a biosynthetic gene cluster encoding a novel lanthanide chelator in Methylorubrum extorquens AM1. bioRxiv, 2022: p. 2022.01. 19.476857.
17.
Nguyen NA, et al.. A silent biosynthetic gene cluster from a methanotrophic bacterium potentiates discovery of a substrate promiscuous proteusin cyclodehydratase. ACS Chem Biol, 2022, 17(6): 1577-1585, pmcid: 9746716
18.
Bordel S, Rodríguez E, Mu?oz R. Genome sequence of Methylocystis hirsuta CSC1, a polyhydroxyalkanoate producing methanotroph. MicrobiologyOpen, 2019, 8(6),
19.
Heil JR, et al.. The completed PacBio single-molecule real-time sequence of Methylosinus trichosporium strain OB3b reveals the presence of a third large plasmid. Genome Announc, 2017, 5(49): e01349-e1417, pmcid: 5721141
20.
Tripathi AK, et al.. Transcriptomics and functional analysis of Copper stress response in the sulfate-reducing bacterium Desulfovibrio alaskensis G20. Int J Mol Sci, 2022, 23(3): 1396, pmcid: 8836040
21.
Deshpande SV, et al.. Offline next generation metagenomics sequence analysis using MinION Detection Software (MINDS). Genes, 2019, 10(8): 578, pmcid: 6723491
22.
Wang J, et al.. Systematic comparison of the performances of de novo genome assemblers for oxford nanopore technology reads from piroplasm. Front Cell Infect Microbiol, 2021, 11, pmcid: 8415751
23.
Liu L, et al.. Nanopore long-read-only metagenomics enables complete and high-quality genome reconstruction from mock and complex metagenomes. Microbiome, 2022, 10(1): 209, pmcid: 9716684
24.
Seemann T. Prokka: rapid prokaryotic genome annotation. Bioinformatics, 2014, 30(14): 2068-2069,
25.
Hyatt D, et al.. Prodigal: prokaryotic gene recognition and translation initiation site identification. BMC Bioinform, 2010, 11(1): 1-11
26.
Guo D-J, et al.. Complete genome analysis of sugarcane root associated endophytic diazotroph Pseudomonas aeruginosa DJ06 revealing versatile molecular mechanism involved in sugarcane development. Front Microbiol., 2023, 14: 1096754, pmcid: 10157262
27.
Aziz RK, et al.. The RAST Server: rapid annotations using subsystems technology. BMC Genom, 2008, 9(1): 1-15
28.
McCutcheon JP, McDonald BR, Moran NA. Origin of an alternative genetic code in the extremely small and GC–rich genome of a bacterial symbiont. PLoS Genet, 2009, 5(7), pmcid: 2704378
29.
Blin K, et al.. antiSMASH 7.0: new and improved predictions for detection, regulation, chemical structures and visualisation. Nucleic Acids Res, 2023, 51: gkad344
30.
Weber T, et al.. CLUSEAN: a computer-based framework for the automated analysis of bacterial secondary metabolite biosynthetic gene clusters. J Biotechnol, 2009, 140(1–2): 13-17,
31.
Caboche S, et al.. NORINE: a database of nonribosomal peptides. Nucleic Acids Res, 2007, 36(suppl_1): D326-D331, pmcid: 2238963
32.
De Jong A, et al.. BAGEL2: mining for bacteriocins in genomic data. Nucleic Acids Res, 2010, 38(suppl_2): W647-W651, pmcid: 2896169
33.
Kamra P, Gokhale RS, Mohanty D. SEARCHGTr: a program for analysis of glycosyltransferases involved in glycosylation of secondary metabolites. Nucleic Acids Res, 2005, 33(suppl_2): W220-W225, pmcid: 1160210
34.
Starcevic A, et al.. ClustScan: an integrated program package for the semi-automatic annotation of modular biosynthetic gene clusters and in silico prediction of novel chemical structures. Nucleic Acids Res, 2008, 36(21): 6882-6892, pmcid: 2588505
35.
Mungan MD, et al.. ARTS 2.0: feature updates and expansion of the Antibiotic Resistant Target Seeker for comparative genome mining. Nucleic Acids Res, 2020, 48(W1): W546-W552, pmcid: 7319560
36.
Medema MH, et al.. Pep2Path: automated mass spectrometry-guided genome mining of peptidic natural products. PLoS Comput Biol, 2014, 10(9), pmcid: 4154637
37.
Gomez-Gomez A, et al.. Evaluation of metabolic changes in acute intermittent porphyria patients by targeted metabolomics. Int J Mol Sci, 2022, 23(6): 3219, pmcid: 8950560
38.
Caspi R, et al.. The MetaCyc database of metabolic pathways and enzymes and the BioCyc collection of Pathway/Genome Databases. Nucleic Acids Res, 2014, 42(D1): D459-D471,
39.
Elabed H, et al.. Effect of long-term starvation in salty microcosm on biofilm formation and motility in Pseudomonas aeruginosa. World J Microbiol Biotechnol, 2013, 29: 657-665,
40.
Czech B. Expression, function and regulation of methylthioadenosine phosphorylase in the pathogenesis of chronic liver disease. 2013.
41.
Pereira J, Sim?es M, Silva JL. Microalgal assimilation of vitamin B12 toward the production of a superfood. J Food Biochem, 2019, 43(8),
42.
Warren MJ, Deery E. Vitamin B 12 (cobalamin) biosynthesis in the purple bacteria. In: Hunter CN, Daldal F, Thurnauer MC, Beatty JT, editors. The purple phototrophic bacteria. Advances in photosynthesis and respiration, vol 28. Springer, Dordrecht; 2009. p. 81–95.
43.
Ouyang Q, et al.. Promoter screening facilitates heterologous production of complex secondary metabolites in Burkholderiales strains. ACS Synth Biol, 2020, 9(2): 457-460,
44.
Cayetano RDA, et al.. Biofilm formation as a method of improved treatment during anaerobic digestion of organic matter for biogas recovery. Biores Technol, 2022, 344
45.
McElroy KE, et al.. Strain-specific parallel evolution drives short-term diversification during Pseudomonas aeruginosa biofilm formation. Proc Natl Acad Sci, 2014, 111(14): E1419-E1427, pmcid: 3986123
46.
Bundalovic-Torma C, et al.. A systematic pipeline for classifying bacterial operons reveals the evolutionary landscape of biofilm machineries. PLoS Comput Biol, 2020, 16(4), pmcid: 7112194
47.
Fuqua C, Winans SC, Greenberg EP. Census and consensus in bacterial ecosystems: the LuxR-LuxI family of quorum-sensing transcriptional regulators. Annu Rev Microbiol, 1996, 50(1): 727-751,
48.
Berne C, et al.. Adhesins involved in attachment to abiotic surfaces by Gram-negative bacteria. Microb biofilms., 2015, 3(4): 163-199,
49.
Jolly L, Stingele F. Molecular organization and functionality of exopolysaccharide gene clusters in lactic acid bacteria. Int Dairy J, 2001, 11(9): 733-745
50.
Fuqua C, Parsek MR, Greenberg EP. Regulation of gene expression by cell-to-cell communication: acyl-homoserine lactone quorum sensing. Annu Rev Genet, 2001, 35(1): 439-468,
51.
Herwald SE, Kumamoto CA. Candida albicans niche specialization: features that distinguish biofilm cells from commensal cells. Curr Fungal Infect Rep, 2014, 8: 179-184, pmcid: 4019406
52.
Pamp SJ, Gjermansen M, Tolker-Nielsen T. The biofilm matrix: a sticky framework. In: Kjelleberg S, Givskov MC, editors. Bacterial biofilm formation and adaptation. Horizon BioScience; 2009. p. 37–69.
53.
Pattanaik B, Lindberg P. Terpenoids and their biosynthesis in cyanobacteria. Life, 2015, 5(1): 269-293, pmcid: 4390852
54.
Rohmer M, et al.. Isoprenoid biosynthesis in bacteria: a novel pathway for the early steps leading to isopentenyl diphosphate. Biochem J, 1993, 295(2): 517-524, pmcid: 1134910
55.
Xue J, Ahring BK. Enhancing isoprene production by genetic modification of the 1-deoxy-d-xylulose-5-phosphate pathway in Bacillus subtilis. Appl Environ Microbiol, 2011, 77(7): 2399-2405, pmcid: 3067423
56.
Lichtenthaler HK. The 1-deoxy-D-xylulose-5-phosphate pathway of isoprenoid biosynthesis in plants. Annu Rev Plant Biol, 1999, 50(1): 47-65
57.
Jeon YC, Nguyen AD, Lee EY. Bioproduction of isoprenoids and other secondary metabolites using methanotrophic bacteria as an alternative microbial cell factory option: current stage and future aspects. Catalysts, 2019, 9(11): 883
58.
Leonard Effendi MJ. Pepe Jeffrey, Compositions and methods for biological production of isoprene, W.I.P. Organization, Editor. 2014.
59.
Semrau JD, DiSpirito AA, Yoon S. Methanotrophs and copper. FEMS Microbiol Rev, 2010, 34(4): 496-531,
60.
Chidambarampadmavathy K, Obulisamy KP, Heimann K. Role of copper and iron in methane oxidation and bacterial biopolymer accumulation. Eng Life Sci, 2015, 15(4): 387-399
61.
Semrau JD, et al.. Metals and methanotrophy. Appl Environ Microbiol, 2018, 84(6): e02289-e2317, pmcid: 5835748
62.
Insights FM. Stearic acid market, in stearic acid market overview (2022–2032), F.M. Insights, Editor. 2022; Webpage.
63.
MarketWatch, Palmitoleic Acid Market Analysis, 2030. 2023, MarketWatch: Webpage.
64.
Technavio, Ricinoleic Acid Market by End-user and Geography - Forecast and Analysis 2022–2026. 2023; Technavio: Webpage.
65.
Research MM. Methyl palmitate market: global industry analysis and forecast (2023–2029), M.M. Research, Editor. 2023; Webpage.
66.
Research E. Lauryl myristyl alcohol market, by application (Personal Care and Industrial & Domestic Cleaning), E. Research, Editor. 2023; Webpage. p. 250.
67.
Bourcet E, et al.. Tandem cross-metathesis/hydrogenation: application to an enantioselective synthesis of pentadecyl 6-hydroxydodecanoate. Tetrahedron Lett, 2008, 49(48): 6816-6818
68.
Harutyunyan LR. Effect of amino acids on micellization, surface activity and micellar properties of nonionic surfactant hexadecyl alcohol ethoxylate (25EO) in aqueous solutions. J Surfactants Deterg, 2015, 18: 73-81
69.
MarketWatch, [2023–2030], Trehalose Market by Driving Factors & CAGR Status. 2023, MarketWatch: Webpage.
70.
MarketWatch, 2023–2030 Ethanolamine Market Size with industrial chain Analysis, in Latest Survey by Absolute Reports, MarketWatch, Editor. 2023: Webpage.
71.
Devaraja D, Kiss AA. Novel intensified process for ethanolamines production using reactive distillation and dividing-wall column technologies. Chem Eng Process-Process Intensif, 2022, 179
72.
Al-Arfaj M, Luyben WL. Comparison of alternative control structures for an ideal two-product reactive distillation column. Ind Eng Chem Res, 2000, 39(9): 3298-3307
73.
He X, Fu C, H?gg M-B. Membrane system design and process feasibility analysis for CO2 capture from flue gas with a fixed-site-carrier membrane. Chem Eng J, 2015, 268: 1-9
74.
Chen X, et al.. Expanding the boundary of biorefinery: organonitrogen chemicals from biomass. Acc Chem Res, 2021, 54(7): 1711-1722,
75.
Kwon Y, et al.. Arabidopsis serine decarboxylase mutants implicate the roles of ethanolamine in plant growth and development. Int J Mol Sci, 2012, 13(3): 3176-3188, pmcid: 3317708
76.
Bernfeld P. The biogenesis of carbohydrates. In: Biogenesis of natural compounds. 1963; p. 278–299.
77.
Wang, Q, et al. A novel bifunctional aldehyde/alcohol dehydrogenase mediating ethanol formation from acetyl-CoA in hyperthermophiles. 2020.
78.
Moreno-Olivares JD, et al.. Aromatic characterization of new white wine varieties made from Monastrell grapes grown in south-eastern Spain. Molecules, 2020, 25(17): 3917, pmcid: 7503703
79.
Thormar H, Hilmarsson H, Bergsson G. Stable concentrated emulsions of the 1-monoglyceride of capric acid (monocaprin) with microbicidal activities against the food-borne bacteria Campylobacter jejuni, Salmonella spp. and Escherichia coli. Appl Environ Microbiol, 2006, 72(1): 522-526, pmcid: 1352223
80.
Broadwater JA. . Biochemical and biophysical studies of the catalytic mechanism of Ricinus communis stearoyl-acyl carrier protein Delta (9)-desaturase, 1999 The University of Wisconsin-Madison
81.
Cola?o C, Roser B. Trehalose-a multifunctional additive for food preservation. In: Mathlouthi M, editor. Food packaging and preservation. NY: Springer New York; 1994. p. 123–140.
82.
Taguchi Y, et al.. Efficient one-pot enzymatic synthesis of trehalose 6-phosphate using GH65 α-glucoside phosphorylases. Carbohyd Res, 2020, 488
83.
Elbein AD, et al.. New insights on trehalose: a multifunctional molecule. Glycobiology, 2003, 13(4): 17R-27R,
Funding
National Science Foundation(1920954); Universiti Teknologi Malaysia Research Fellow Grant(00P31)

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