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Zhang X, Long T, Deng S, Chen Q, Chen S, Luo M, Yu R, Zhu X. Machine Learning Modeling Based on Microbial Community for Prediction of Natural Attenuation in Groundwater. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2023; 57:21212-21223. [PMID: 38064381 DOI: 10.1021/acs.est.3c05667] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/20/2023]
Abstract
Natural attenuation is widely adopted as a remediation strategy, and the attenuation potential is crucial to evaluate whether remediation goals can be achieved within the specified time. In this work, long-term monitoring of indigenous microbial communities as well as benzene, toluene, ethylbenzene, and xylene (BTEX) and chlorinated aliphatic hydrocarbons (CAHs) in groundwater was conducted at a historic pesticide manufacturing site. A machine learning approach for natural attenuation prediction was developed with random forest classification (RFC) followed by either random forest regression (RFR) or artificial neural networks (ANNs), utilizing microbiological information and contaminant attenuation rates for model training and cross-validation. Results showed that the RFC could accurately predict the feasibility of natural attenuation for both BTEX and CAHs, and it could successfully identify the key genera. The RFR model was sufficient for the BTEX natural attenuation rate prediction but unreliable for CAHs. The ANN model showed better performance in the prediction of the attenuation rates for both BTEX and CAHs. Based on the assessments, a composite modeling method of RFC and ANN was proposed, which could reduce the mean absolute percentage errors. This study reveals that the combined machine learning approach under the synergistic use of field microbial data has promising potential for predicting natural attenuation.
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Affiliation(s)
- Xiaodong Zhang
- State Environmental Protection Key Laboratory of Soil Environmental Management and Pollution Control, Nanjing Institute of Environmental Sciences, Ministry of Ecology and Environment of China, Nanjing 210042, Jiangsu, China
- Department of Environmental Science and Engineering, School of Energy and Environment, Southeast University, Nanjing 210096, Jiangsu, China
| | - Tao Long
- State Environmental Protection Key Laboratory of Soil Environmental Management and Pollution Control, Nanjing Institute of Environmental Sciences, Ministry of Ecology and Environment of China, Nanjing 210042, Jiangsu, China
| | - Shaopo Deng
- State Environmental Protection Key Laboratory of Soil Environmental Management and Pollution Control, Nanjing Institute of Environmental Sciences, Ministry of Ecology and Environment of China, Nanjing 210042, Jiangsu, China
| | - Qiang Chen
- State Environmental Protection Key Laboratory of Soil Environmental Management and Pollution Control, Nanjing Institute of Environmental Sciences, Ministry of Ecology and Environment of China, Nanjing 210042, Jiangsu, China
| | - Sheng Chen
- Geo-engineering Investigation Institute of Jiangsu Province, Nanjing 210041, Jiangsu, China
| | - Moye Luo
- State Environmental Protection Key Laboratory of Soil Environmental Management and Pollution Control, Nanjing Institute of Environmental Sciences, Ministry of Ecology and Environment of China, Nanjing 210042, Jiangsu, China
- Department of Environmental Science and Engineering, School of Energy and Environment, Southeast University, Nanjing 210096, Jiangsu, China
| | - Ran Yu
- Department of Environmental Science and Engineering, School of Energy and Environment, Southeast University, Nanjing 210096, Jiangsu, China
| | - Xin Zhu
- State Environmental Protection Key Laboratory of Soil Environmental Management and Pollution Control, Nanjing Institute of Environmental Sciences, Ministry of Ecology and Environment of China, Nanjing 210042, Jiangsu, China
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Galitskaya P, Biktasheva L, Kuryntseva P, Selivanovskaya S. Response of soil bacterial communities to high petroleum content in the absence of remediation procedures. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2021; 28:9610-9627. [PMID: 33155112 DOI: 10.1007/s11356-020-11290-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/29/2020] [Accepted: 10/18/2020] [Indexed: 06/11/2023]
Abstract
Oil spills are events that frequently lead to petroleum pollution. This pollution may cause stress to microbial communities, which require long adaption periods. Soil petroleum pollution is currently considered one of the most serious environmental problems. In the present work, processes occurring in the bacterial communities of three soil samples with different physicochemical characteristics, artificially polluted with 12% of crude oil, were investigated in 120-day laboratory experiment. It was found that the total petroleum hydrocarbon content did not decrease during this time; however, the proportion of petroleum fractions was altered. Petroleum pollution led to a short-term decrease in the bacterial 16S rRNA gene copy number. On the basis of amplicon sequencing analysis, it was concluded that bacterial community successions were similar in the three soils investigated. Thus, the phyla Actinobacteria and Proteobacteria and candidate TM7 phylum (Saccaribacteria) were predominant with relative abundances ranging from 35 to 58%, 25 to 30%, and 15 to 35% in different samples, respectively. The predominant operational taxonomic units (OTUs) after pollution belonged to the genera Rhodococcus and Mycobacterium, families Nocardioidaceae and Sinobacteraceae, and candidate class ТМ7-3. Genes from the alkIII group encoding monoxygenases were the most abundant compared with other catabolic genes from the alkI, alkII, GN-PAH, and GP-PAH groups, and their copy number significantly increased after pollution. The copy numbers of expressed genes involved in the horizontal transfer of catabolic genes, FlgC, TraG, and OmpF, also increased after pollution by 11-33, 16-63, and 11-71 times, respectively. The bacterial community structure after a high level of petroleum pollution changed because of proliferation of the cells that initially were able to decompose hydrocarbons, and in the second place, because proliferation of the cells that received these catabolic genes through horizontal transfer.
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Affiliation(s)
- Polina Galitskaya
- Institute of Environmental Sciences, Kazan Federal University, Kazan, Russia, 420008
| | - Liliya Biktasheva
- Institute of Environmental Sciences, Kazan Federal University, Kazan, Russia, 420008.
| | - Polina Kuryntseva
- Institute of Environmental Sciences, Kazan Federal University, Kazan, Russia, 420008
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Sato Y, Hamai T, Hori T, Aoyagi T, Inaba T, Kobayashi M, Habe H, Sakata T. Desulfosporosinus spp. were the most predominant sulfate-reducing bacteria in pilot- and laboratory-scale passive bioreactors for acid mine drainage treatment. Appl Microbiol Biotechnol 2019; 103:7783-7793. [DOI: 10.1007/s00253-019-10063-2] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2019] [Revised: 07/22/2019] [Accepted: 07/24/2019] [Indexed: 11/29/2022]
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Hausmann B, Pelikan C, Rattei T, Loy A, Pester M. Long-Term Transcriptional Activity at Zero Growth of a Cosmopolitan Rare Biosphere Member. mBio 2019; 10:e02189-18. [PMID: 30755506 PMCID: PMC6372793 DOI: 10.1128/mbio.02189-18] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2018] [Accepted: 01/04/2019] [Indexed: 01/05/2023] Open
Abstract
Microbial diversity in the environment is mainly concealed within the rare biosphere (all species with <0.1% relative abundance). While dormancy explains a low-abundance state very well, the mechanisms leading to rare but active microorganisms remain elusive. We used environmental systems biology to genomically and transcriptionally characterize "Candidatus Desulfosporosinus infrequens," a low-abundance sulfate-reducing microorganism cosmopolitan to freshwater wetlands, where it contributes to cryptic sulfur cycling. We obtained its near-complete genome by metagenomics of acidic peat soil. In addition, we analyzed anoxic peat soil incubated under in situ-like conditions for 50 days by Desulfosporosinus-targeted qPCR and metatranscriptomics. The Desulfosporosinus population stayed at a constant low abundance under all incubation conditions, averaging 1.2 × 106 16S rRNA gene copies per cm³ soil. In contrast, transcriptional activity of "Ca. Desulfosporosinus infrequens" increased at day 36 by 56- to 188-fold when minor amendments of acetate, propionate, lactate, or butyrate were provided with sulfate, compared to the no-substrate-control. Overall transcriptional activity was driven by expression of genes encoding ribosomal proteins, energy metabolism, and stress response but not by expression of genes encoding cell growth-associated processes. Since our results did not support growth of these highly active microorganisms in terms of biomass increase or cell division, they had to invest their sole energy for maintenance, most likely counterbalancing acidic pH conditions. This finding explains how a rare biosphere member can contribute to a biogeochemically relevant process while remaining in a zero-growth state over a period of 50 days.IMPORTANCE The microbial rare biosphere represents the largest pool of biodiversity on Earth and constitutes, in sum of all its members, a considerable part of a habitat's biomass. Dormancy or starvation is typically used to explain the persistence of low-abundance microorganisms in the environment. We show that a low-abundance microorganism can be highly transcriptionally active while remaining in a zero-growth state for at least 7 weeks. Our results provide evidence that this zero growth at a high cellular activity state is driven by maintenance requirements. We show that this is true for a microbial keystone species, in particular a cosmopolitan but permanently low-abundance sulfate-reducing microorganism in wetlands that is involved in counterbalancing greenhouse gas emissions. In summary, our results provide an important step forward in understanding time-resolved activities of rare biosphere members relevant for ecosystem functions.
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Affiliation(s)
- Bela Hausmann
- Research Network Chemistry meets Microbiology, Department of Microbiology and Ecosystem Science, Division of Microbial Ecology, University of Vienna, Vienna, Austria
- Department of Biology, University of Konstanz, Konstanz, Germany
| | - Claus Pelikan
- Research Network Chemistry meets Microbiology, Department of Microbiology and Ecosystem Science, Division of Microbial Ecology, University of Vienna, Vienna, Austria
| | - Thomas Rattei
- Research Network Chemistry meets Microbiology, Department of Microbiology and Ecosystem Science, Division of Computational Systems Biology, University of Vienna, Vienna, Austria
| | - Alexander Loy
- Research Network Chemistry meets Microbiology, Department of Microbiology and Ecosystem Science, Division of Microbial Ecology, University of Vienna, Vienna, Austria
| | - Michael Pester
- Department of Biology, University of Konstanz, Konstanz, Germany
- Department of Microorganisms, Leibniz Institute DSMZ, Braunschweig, Germany
- Institute of Microbiology, Technical University of Braunschweig, Braunschweig, Germany
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Singer E, Wagner M, Woyke T. Capturing the genetic makeup of the active microbiome in situ. THE ISME JOURNAL 2017; 11:1949-1963. [PMID: 28574490 PMCID: PMC5563950 DOI: 10.1038/ismej.2017.59] [Citation(s) in RCA: 64] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/01/2016] [Revised: 03/02/2017] [Accepted: 03/10/2017] [Indexed: 12/21/2022]
Abstract
More than any other technology, nucleic acid sequencing has enabled microbial ecology studies to be complemented with the data volumes necessary to capture the extent of microbial diversity and dynamics in a wide range of environments. In order to truly understand and predict environmental processes, however, the distinction between active, inactive and dead microbial cells is critical. Also, experimental designs need to be sensitive toward varying population complexity and activity, and temporal as well as spatial scales of process rates. There are a number of approaches, including single-cell techniques, which were designed to study in situ microbial activity and that have been successively coupled to nucleic acid sequencing. The exciting new discoveries regarding in situ microbial activity provide evidence that future microbial ecology studies will indispensably rely on techniques that specifically capture members of the microbiome active in the environment. Herein, we review those currently used activity-based approaches that can be directly linked to shotgun nucleic acid sequencing, evaluate their relevance to ecology studies, and discuss future directions.
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Affiliation(s)
- Esther Singer
- US Department of Energy Joint Genome Institute, Walnut Creek, CA, USA
| | - Michael Wagner
- University of Vienna, Department of Microbial Ecology and Ecosystem Science, Division of Microbial Ecology, University of Vienna, Vienna, Austria
| | - Tanja Woyke
- US Department of Energy Joint Genome Institute, Walnut Creek, CA, USA
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Crable BR, Sieber JR, Mao X, Alvarez-Cohen L, Gunsalus R, Ogorzalek Loo RR, Nguyen H, McInerney MJ. Membrane Complexes of Syntrophomonas wolfei Involved in Syntrophic Butyrate Degradation and Hydrogen Formation. Front Microbiol 2016; 7:1795. [PMID: 27881975 PMCID: PMC5101538 DOI: 10.3389/fmicb.2016.01795] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2016] [Accepted: 10/25/2016] [Indexed: 11/18/2022] Open
Abstract
Syntrophic butyrate metabolism involves the thermodynamically unfavorable production of hydrogen and/or formate from the high potential electron donor, butyryl-CoA. Such redox reactions can occur only with energy input by a process called reverse electron transfer. Previous studies have demonstrated that hydrogen production from butyrate requires the presence of a proton gradient, but the biochemical machinery involved has not been clearly elucidated. In this study, the gene and enzyme systems involved in reverse electron transfer by Syntrophomonas wolfei were investigated using proteomic and gene expression approaches. S. wolfei was grown in co-culture with Methanospirillum hungatei or Dehalococcoides mccartyi under conditions requiring reverse electron transfer and compared to both axenic S. wolfei cultures and co-cultures grown in conditions that do not require reverse electron transfer. Blue native gel analysis of membranes solubilized from syntrophically grown cells revealed the presence of a membrane-bound hydrogenase, Hyd2, which exhibited hydrogenase activity during in gel assays. Bands containing a putative iron-sulfur (FeS) oxidoreductase were detected in membranes of crotonate-grown and butyrate grown S. wolfei cells. The genes for the corresponding hydrogenase subunits, hyd2ABC, were differentially expressed at higher levels during syntrophic butyrate growth when compared to growth on crotonate. The expression of the FeS oxidoreductase gene increased when S. wolfei was grown with M. hungatei. Additional membrane-associated proteins detected included FoF1 ATP synthase subunits and several membrane transporters that may aid syntrophic growth. Furthermore, syntrophic butyrate metabolism can proceed exclusively by interspecies hydrogen transfer, as demonstrated by growth with D. mccartyi, which is unable to use formate. These results argue for the importance of Hyd2 and FeS oxidoreductase in reverse electron transfer during syntrophic butyrate degradation.
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Affiliation(s)
- Bryan R. Crable
- Department of Microbiology and Plant Biology, University of Oklahoma, NormanOK, USA
| | - Jessica R. Sieber
- Department of Microbiology and Plant Biology, University of Oklahoma, NormanOK, USA
| | - Xinwei Mao
- Department of Civil and Environmental Engineering, University of California, Berkeley, BerkeleyCA, USA
| | - Lisa Alvarez-Cohen
- Department of Civil and Environmental Engineering, University of California, Berkeley, BerkeleyCA, USA
| | - Robert Gunsalus
- Department of Microbiology, Immunology, and Molecular Genetics, University of California, Los Angeles, Los AngelesCA, USA
| | - Rachel R. Ogorzalek Loo
- Department of Biological Chemistry, University of California, Los Angeles, Los AngelesCA, USA
| | - Hong Nguyen
- Department of Biological Chemistry, University of California, Los Angeles, Los AngelesCA, USA
| | - Michael J. McInerney
- Department of Microbiology and Plant Biology, University of Oklahoma, NormanOK, USA
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Lueders T. The ecology of anaerobic degraders of BTEX hydrocarbons in aquifers. FEMS Microbiol Ecol 2016; 93:fiw220. [PMID: 27810873 PMCID: PMC5400083 DOI: 10.1093/femsec/fiw220] [Citation(s) in RCA: 51] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Revised: 06/10/2016] [Indexed: 12/24/2022] Open
Abstract
The degradation of benzene, toluene, ethylbenzene and xylene (BTEX) contaminants in groundwater relies largely on anaerobic processes. While the physiology and biochemistry of selected relevant microbes have been intensively studied, research has now started to take the generated knowledge back to the field, in order to trace the populations truly responsible for the anaerobic degradation of BTEX hydrocarbons in situ and to unravel their ecology in contaminated aquifers. Here, recent advances in our knowledge of the identity, diversity and ecology of microbes involved in these important ecosystem services are discussed. At several sites, distinct lineages within the Desulfobulbaceae, the Rhodocyclaceae and the Gram-positive Peptococcaceae have been shown to dominate the degradation of different BTEX hydrocarbons. Especially for the functional guild of anaerobic toluene degraders, specific molecular detection systems have been developed, allowing researchers to trace their diversity and distribution in contaminated aquifers. Their populations appear enriched in hot spots of biodegradation in situ. 13C-labelling experiments have revealed unexpected pathways of carbon sharing and obligate syntrophic interactions to be relevant in degradation. Together with feedback mechanisms between abiotic and biotic habitat components, this promotes an enhanced ecological perspective of the anaerobic degradation of BTEX hydrocarbons, as well as its incorporation into updated concepts for site monitoring and bioremediation.
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Affiliation(s)
- Tillmann Lueders
- Institute of Groundwater Ecology, Helmholtz Zentrum München-German Research Center for Environmental Health, 85764 Neuherberg, Germany
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Mardanov AV, Panova IA, Beletsky AV, Avakyan MR, Kadnikov VV, Antsiferov DV, Banks D, Frank YA, Pimenov NV, Ravin NV, Karnachuk OV. Genomic insights into a new acidophilic, copper-resistantDesulfosporosinusisolate from the oxidized tailings area of an abandoned gold mine. FEMS Microbiol Ecol 2016; 92:fiw111. [DOI: 10.1093/femsec/fiw111] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/20/2016] [Indexed: 11/15/2022] Open
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Aüllo T, Berlendis S, Lascourrèges JF, Dessort D, Duclerc D, Saint-Laurent S, Schraauwers B, Mas J, Patriarche D, Boesinger C, Magot M, Ranchou-Peyruse A. New Bio-Indicators for Long Term Natural Attenuation of Monoaromatic Compounds in Deep Terrestrial Aquifers. Front Microbiol 2016; 7:122. [PMID: 26904000 PMCID: PMC4746249 DOI: 10.3389/fmicb.2016.00122] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2015] [Accepted: 01/22/2016] [Indexed: 11/13/2022] Open
Abstract
Deep subsurface aquifers despite difficult access, represent important water resources and, at the same time, are key locations for subsurface engineering activities for the oil and gas industries, geothermal energy, and CO2 or energy storage. Formation water originating from a 760 m-deep geological gas storage aquifer was sampled and microcosms were set up to test the biodegradation potential of BTEX by indigenous microorganisms. The microbial community diversity was studied using molecular approaches based on 16S rRNA genes. After a long incubation period, with several subcultures, a sulfate-reducing consortium composed of only two Desulfotomaculum populations was observed able to degrade benzene, toluene, and ethylbenzene, extending the number of hydrocarbonoclastic-related species among the Desulfotomaculum genus. Furthermore, we were able to couple specific carbon and hydrogen isotopic fractionation during benzene removal and the results obtained by dual compound specific isotope analysis (𝜀C = -2.4‰ ± 0.3‰; 𝜀H = -57‰ ± 0.98‰; AKIEC: 1.0146 ± 0.0009, and AKIEH: 1.5184 ± 0.0283) were close to those obtained previously in sulfate-reducing conditions: this finding could confirm the existence of a common enzymatic reaction involving sulfate-reducers to activate benzene anaerobically. Although we cannot assign the role of each population of Desulfotomaculum in the mono-aromatic hydrocarbon degradation, this study suggests an important role of the genus Desulfotomaculum as potential biodegrader among indigenous populations in subsurface habitats. This community represents the simplest model of benzene-degrading anaerobes originating from the deepest subterranean settings ever described. As Desulfotomaculum species are often encountered in subsurface environments, this study provides some interesting results for assessing the natural response of these specific hydrologic systems in response to BTEX contamination during remediation projects.
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Affiliation(s)
- Thomas Aüllo
- Université de Pau et des Pays de l’Adour, Institut des Sciences Analytiques et de Physico-Chimie Pour l’Environnement et les Matériaux UMR 5254, Equipe Environnement et MicrobiologiePau, France
| | - Sabrina Berlendis
- Université de Pau et des Pays de l’Adour, Institut des Sciences Analytiques et de Physico-Chimie Pour l’Environnement et les Matériaux UMR 5254, Equipe Environnement et MicrobiologiePau, France
| | | | - Daniel Dessort
- TOTAL – Centre-Scientifique-Technique-Jean-FegerPau, France
| | | | - Stéphanie Saint-Laurent
- Université de Pau et des Pays de l’Adour, Institut des Sciences Analytiques et de Physico-Chimie Pour l’Environnement et les Matériaux UMR 5254, Equipe Environnement et MicrobiologiePau, France
| | | | - Johan Mas
- Université de Pau et des Pays de l’Adour, Institut des Sciences Analytiques et de Physico-Chimie Pour l’Environnement et les Matériaux UMR 5254, Equipe Environnement et MicrobiologiePau, France
| | | | | | - Michel Magot
- Université de Pau et des Pays de l’Adour, Institut des Sciences Analytiques et de Physico-Chimie Pour l’Environnement et les Matériaux UMR 5254, Equipe Environnement et MicrobiologiePau, France
| | - Anthony Ranchou-Peyruse
- Université de Pau et des Pays de l’Adour, Institut des Sciences Analytiques et de Physico-Chimie Pour l’Environnement et les Matériaux UMR 5254, Equipe Environnement et MicrobiologiePau, France
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Ladino-Orjuela G, Gomes E, da Silva R, Salt C, Parsons JR. Metabolic Pathways for Degradation of Aromatic Hydrocarbons by Bacteria. REVIEWS OF ENVIRONMENTAL CONTAMINATION AND TOXICOLOGY 2016; 237:105-121. [PMID: 26613990 DOI: 10.1007/978-3-319-23573-8_5] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
The aim of this review was to build an updated collection of information focused on the mechanisms and elements involved in metabolic pathways of aromatic hydrocarbons by bacteria. Enzymes as an expression of the genetic load and the type of electron acceptor available, as an environmental factor, were highlighted. In general, the review showed that both aerobic routes and anaerobic routes for the degradation of aromatic hydrocarbons are divided into two pathways. The first, named the upper pathways, entails the route from the original compound to central intermediate compounds still containing the aromatic ring but with the benzene nucleus chemically destabilized. The second, named the lower pathway, begins with ring de-aromatization and subsequent cleavage, resulting in metabolites that can be used by bacteria in the production of biomass. Under anaerobic conditions the five mechanisms of activation of the benzene ring described show the diversity of chemical reactions that can take place. Obtaining carbon and energy from an aromatic hydrocarbon molecule is a process that exhibits the high complexity level of the metabolic apparatus of anaerobic microorganisms. The ability of these bacteria to express enzymes that catalyze reactions, known only in non-biological conditions, using final electron acceptors with a low redox potential, is a most interesting topic. The discovery of phylogenetic and functional characteristics of cultivable and noncultivable hydrocarbon degrading bacteria has been made possible by improvements in molecular research techniques such as SIP (stable isotope probing) tracing the incorporation of (13)C, (15)N and (18)O into nucleic acids and proteins. Since many metabolic pathways in which enzyme and metabolite participants are still unknown, much new research is required. Therefore, it will surely allow enhancing the known and future applications in practice.
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Affiliation(s)
- Guillermo Ladino-Orjuela
- Laboratory of Biochemistry and Applied Microbiology, Institute of Biosciences, Letters and Exact Sciences (IBILCE) - São Paulo State University (Unesp), Rua Cristóvão Colombo, 2265, São José do Rio Preto, São Paulo, 15013-000, Brazil.
| | - Eleni Gomes
- Laboratory of Biochemistry and Applied Microbiology, Institute of Biosciences, Letters and Exact Sciences (IBILCE) - São Paulo State University (Unesp), Rua Cristóvão Colombo, 2265, São José do Rio Preto, São Paulo, 15013-000, Brazil.
| | - Roberto da Silva
- Laboratory of Biochemistry and Applied Microbiology, Institute of Biosciences, Letters and Exact Sciences (IBILCE) - São Paulo State University (Unesp), Rua Cristóvão Colombo, 2265, São José do Rio Preto, São Paulo, 15013-000, Brazil.
| | - Christopher Salt
- Institute for Biodiversity and Ecosystem Dynamics (IBED), Universiteit Van Amsterdam, 94248, Amsterdam, 1090 GE, The Netherlands.
| | - John R Parsons
- Institute for Biodiversity and Ecosystem Dynamics (IBED), Universiteit Van Amsterdam, 94248, Amsterdam, 1090 GE, The Netherlands.
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Foght JM. Microbial metagenomics of oil sands tailings ponds: small bugs, big data. Genome 2015; 58:507-10. [DOI: 10.1139/gen-2015-0146] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Affiliation(s)
- Julia M. Foght
- Department of Biological Sciences, University of Alberta, Edmonton, AB T6G 2E9, Canada
- Department of Biological Sciences, University of Alberta, Edmonton, AB T6G 2E9, Canada
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