Petroleum is an important energy source. Due to its intensive exploration, accidents resulting in oil spills on soil are frequent, which creates consequences to ecosystems and human health. Rhizodegradation is an efficient technique that promotes the decontamination of polluted environments through the selection and use of rhizosphere microorganisms from phytoremediation plants. The aim of this study was to isolate, identify and characterize bacteria capable of degrading petroleum from the rhizosphere of Panicum aquaticum Poir., a plant that grows in petroleum contaminated soils. Three bacteria were isolated and characterized at the morphological (Gram staining), molecular (16S rRNA gene sequence analysis) and biochemical level. These bacteria were identified as new strains of Bacillus thurigiensis, Bacillus pumilus and Rhodococcus hoagii, which have been reported as potential bioremediators in the literature. All three bacteria were able to use petroleum hydrocarbons as the sole carbon source during in vitro degradation assays. Gas chromatography analysis of these assays indicated reductions of petroleum hydrocarbons between 23% and 96% within 48 h. Among the isolated bacteria, Rhodococcus hoagii presented the highest efficiency of petroleum consumption, reaching 87% of degradation after only 24 h of cultivation, which corresponds to a higher and faster degradation than previously reported, confirming the potential use of Rhodococcus hoagii for petroleum biodegradation.
Petroleum has a complex composition formed predominantly by aliphatic and aromatic hydrocarbons, and lower concentrations of asphaltenes, resins and metals. In turn, petroleum composition varies according to the geographical localization and physical, chemical and biological conditions of the environment where it is formed1. Many compounds present in petroleum are toxic, mutagenic or carcinogenic2. The effects of naphthalene in humans, for example, include skin irritation, red blood cells breakdown and nephrotoxicity2,3.
Petroleum spills into the environment result from the high volume of petroleum used as raw material for energy and chemicals production as well as the accidents during operating processes, transportation, refining, storage and consumption4,5. In contact with the environment, petroleum undergoes changes in its original characteristics, due to the interaction between physical and biological factors6,7. The persistence of petroleum hydrocarbons in the environment is a result of their slow biodegradation and can compromise quality of water resources and the soil and may be accumulated in food, such as vegetables, muscles and fish2,8.
Environment-friendly approaches have been proposed to remediate petroleum-contaminated environments. According to Pandey et al.9 and Paul et al.10, bioremediation is widely used in environmental decontamination due to its relatively lower costs and higher efficiency when compared to chemical and physical remediation techniques. Bioremediation is based on the metabolization of pollutants through their complete removal, immobilization or transformation into less toxic products, which consequently mitigate their toxic effects in the environment11,12. In phytoremediation, the interaction between plants and rhizospheric microorganisms is used to degrade, remove or stabilize contaminants in soil and water5,13.
The tolerance of plants in soils contaminated with organic pollutants, such as petroleum, occurs primarily through the association of microorganisms to the roots. When stimulated (phytostimulation), these become responsible for the biodegradation of hydrocarbons, in a process called rhizodegradation13,14. The petroleum hydrocarbons are consumed by the rhizospheric organisms as carbon source, converting them into carbon dioxide (CO2), water and biomass15.
Among the various plants used in phytoremediation, the species of the family Poaceae show potential for use in decontamination of petroleum-contaminated soils. This is because they can reduce erosion and increase organic matter content in the soil16, while presenting rapid growth and branching roots that provide a larger surface area for the colonization of rhizospheric microorganisms13,17. Among the Poaceae, genus Panicum has been reported to reduce petroleum hydrocarbons in contaminated soil, for example, Panicum virgatum L. (switchgrass) was able to remove 37% of pyrene added to the soil, converting it into CO2 (32%) and plant biomass (5%)18,19. Panicum is a cosmopolitan genus with wide distribution around the world and mainly present in cultivated fields, low-density forests and grass fields20.
The aim of this work was to isolate, identify and evaluate the petroleum degradation potential of three rhizospheric bacteria from Panicum aquaticum cultivated in soil contaminated with petroleum. Panicum aquaticum Poir, popularly known as turtle grass, is a Brazilian native species mainly found in very humid locations21.
Material and Methods
Enrichment of rhizospheric bacteria capable of degrading petroleum
In order to facilitate the isolation of rhizospheric bacteria that are capable of degrading petroleum in contaminated soils, an enrichment method was used. This method consisted on collecting uncontaminated soil; artificially contaminating this soil with petroleum; cultivating P. aquaticum in the contaminated soil; and isolating active bacteria from the resulting rhizospheric soil. It is expected that the bacteria present in the original soil sample that are unable to degrade petroleum do not survive the artificial contamination of the soil. Meanwhile, petroleum degrading bacteria present in the original soil sample are expected to survive and divide while P. aquaticum is cultivated in the contaminated soil. Therefore, active bacteria in the resulting rhizospheric soil should be able to degrade petroleum in soil environments.
For the enrichment method, uncontaminated soil was collected at the margins of Iraí reservoir at Pinhais (state of Paraná, Brazil), coordinates - 25,3890012 and -49,0959464. This is a natural site for P. aquaticum, thus the soil contained microorganisms able to adhere to this plant. Ten samples of soil were collected at a depth of 20 cm and homogenized (pH 5.40, 0.00 cmolc Al3+.dm−3; 4.60 cmolc H+ + Al3+.dm−3; 4.60 cmolc Ca2+.dm−3; 3.10 cmolc Mg2+.dm−3; 1.11 cmolc K+.dm−3; cation exchange capacity 18.51 cmolc.dm−3; 262.50 mg Phosphorus.dm−3; 52.20 g Carbon.dm−3; base saturation 75.00%; exchangeable Al 0.00%; 425.00 g clay.kg−1; 3.50 g total Nitrogen.kg−1).
In the laboratory, soil samples were contaminated with 100 g of petroleum kg−1 of soil. Panicum aquaticum were cultivated in this contaminated soil in a greenhouse for 90 days, when plants were 25 cm high and their roots were 30 cm long. In order to distinguish rhizosphere soil from bulk soil, only soil adhering to plant roots were used in the isolation step.
Isolation and morphological characterization of bacteria
For the isolation, 2.5 g of soil adhering to plant roots were transferred to 250 mL of sterile 0.1% (w/v) peptone solution. This mixture was incubated in orbital shaker TE-420 (Tecnal, Brazil) at 36 °C and 145 rpm for 24 h. Serial dilutions were performed, and the dilutions 10−6, 10−7 and 10−8 were inoculated in Nutrient Agar (NA). Three colonies distinct morphologies were isolated in NA plates22. Isolated colonies were numbered 1 to 3 and kept in NA plates. Semi-permanent slides were prepared by Gram staining for morphological characterization of the colonies23.
Genomic DNA was extracted through a phenol/chloroform method adapted by Thomaz-Soccol et al.24, which is the stablished protocol in our laboratory. Samples were incubated with lysis buffer (Tris-EDTA pH 8.0, SDS and Proteinase K) for 2 h at 56 °C, followed by proteinase denaturation at 95 °C for 10 min. RNAse was added and the mixture was incubated at 37 °C for 2 h. Saturated phenol was added and samples were centrifugated for 5 min at 20 °C and 10.000 g. Supernatant was collected, a second phenol extraction from the pellet was performed and the supernatant from both centrifugation steps were combined. Phenol/chloroform solution was added to the supernatants and samples were centrifugated at 10.000 g for 5 min at 20 °C. This procedure was repeated twice and supernatants were collected. DNA from the supernatants was precipitated with the addition of 3 M sodium acetate and 96% ethanol at 4 °C, followed by incubation for 18 h at −20 °C and centrifugation at 10.000 g for 30 min at 4 °C. The remaining pellet was washed twice with 70% ethanol, dried for 10 min at 37 °C and DNA was resuspended in 100 μL of water.
Purity and DNA concentration in the resulting solution were determined by absorbance at 260 nm in a NanoDrop 2000c spectrophotometer (Thermo Scientific, USA). The 16S rRNA gene was amplified by polymerase chain reaction (PCR) using primers 27 F (5′ AGTTTGATCCTGGCTCAG 3′) and 1492 R (5′ ACGGCTACCTTGTTACGACTT 3′)25,26. PCR amplification was carried out in a final volume of 20 µL, which was composed of 50 mM KCl, 20 mM Tris-HCl (pH 8.4), 1.5 mM MgCl2, 4.0 mM dNTP mix, 2.5 mM of each primer, 1.5 U Platinum Taq DNA Polymerase (Invitrogen) and 50 ng of genomic DNA. DNA amplification was performed in a thermal cycler (MasterCycler, Germany), at the following conditions: 95 °C for 5 min (denaturation), followed by 35 cycles of 94 °C for 1 min, 58 °C for 1 min (annealing), 72 °C for 1 min (extension), and a final extension at 72 °C for 5 min. The amplification products were verified by electrophoresis in 1.5% (w/v) agarose gel, stained with ethidium bromide and visualized on UV transilluminator.
Subsequently, the PCR products were purified and sequenced on an automated sequencer (3500 Genetic Analyzer, USA) using the same predesigned primers. The obtained 16S rDNA sequences were analyzed for similarity using the Basic Local Alignment Search Tool (BLAST) database. The sequences were also analyzed using the Ribosomal Database Project (RDP) (https://rdp.cme.msu.edu/) for confirmation. A phylogenetic tree for each strain was generated with Blast (http://www.ncbi.nlm.nih.gov/Blast/) with default parameters, in which phylogenetic analyses were performed by fast minimum evolution algorithm. Resulting gene sequences were deposited at the GenBank.
Biochemical characterization of Bacillus species
Bacillus thuringiensis, B. cereus and other Bacillus species present similar 16S rDNA sequences and differentiation between these species requires phenotypic analysis through a staining method using 0.5% hot basic fuchsin27. This technique is based on the differentiation of colonies through the detection of endotoxin crystals, which are produced by Bacillus thuringiensis, but not by other species from the B. cereus group.
Petroleum degradation assays
The petroleum degradation potential was analyzed based on the methodology proposed by Mishra et al.28. using 25 mL of mineral medium (0.5 g L−1 K2HPO4; 0.5 g L−1 (NH4)2SO4; 0.5 g L−1 MgSO4.7H2O; 0.01 g L−1 FeCl3; 0.001 g L−1 MnCl2; 0.0001 g L−1 ZnSO4; 0.01 g L−1 CaCl2) adapted from Déziel et al.29, supplemented with 1% (v/v) of petroleum as the only carbon source, as proposed by Omotayo et al.30. For the inoculated treatment (IT), which corresponds to the bacterial biodegradation, mineral medium supplemented with petroleum was inoculated with each bacterial strain at a final concentration of 108 cells mL−1. A control treatment (CT) was conducted without inoculation, thus corresponding to natural attenuation or evaporation of hydrocarbons present in the medium. Flasks were incubated in orbital shaker at 36 °C and 145 rpm for different time intervals (0 h, 24 h, 48 h, 72 h and 96 h), in triplicate.
At each time interval, the following parameters were analyzed for both treatments (CT and IT): pH using pHmeter TCP01 (Onda Científica, Campinas, Brazil), dissolved oxygen (DO) using oximeter Handylab OX12-Set (SI Analytics, Mainz, Germany), electrical conductivity (EC) with Handylab LF11 (SI Analytics, Mainz, Germany) and biomass concentration. Biomass concentration was determined with a gravimetric method adapted from Makkar and Cameotra31. In brief, 5 mL of each sample (in duplicate) were centrifuged at 12000 g for 20 min and the resulting pellet was oven dried at 105 °C until constant weight.
The efficiencies of petroleum degradation for each bacterial strain were evaluated by extraction and quantification of total petroleum hydrocarbons (TPH) during the petroleum degradation assays, according to the method proposed by Schwab et al.32. This method was selected because the authors demonstrated that this is a simple and efficient method for the extraction of petroleum hydrocarbons from soil, comparing it to other methods with different sample types, extraction conditions and extraction solvents. For each strain, samples were taken after 24 h and 48 h of incubation from the CT and the IT treatments. For each sample, 1 g anhydrous Na2SO4 was added to absorb water and 5 mL of dichloromethane (analytical standard) was added for the extraction of petroleum compounds in a magnetic stirrer for 1 h. Then, solution was centrifuged at 1120 g for 15 min. Supernatant was transferred to amber glass bottles and stored at 4 °C until evaluation by gas chromatography (GC).
The samples were analyzed in GC using the liquid/gas chromatograph Shimadzu GC-2010 (Japan) with capillary column DB-5 (0.25 µm diameter, 30 m length and 0.25 µm width). The injector and detector temperatures were 250 °C and 280 °C, respectively. Hydrogen was used as the carrier gas (1.0 mL min−1). The column temperature program was as follows: the temperature was set to 70 °C for 4 min and raised to 190 °C (20 °C min−1), then to 250 °C (10 °C min−1) and finally to 280 °C (30 °C min−1). A temperature hold was set for another 10 min. Sample’s injection was performed in triplicate using 0.5 µL of sample. Twelve peaks were selected and the percentage of area reduction was quantified using CT samples as a point of reference for the remaining compounds (100%) in the untreated system, since the incubation with agitation may result in a reduction of hydrocarbons concentration due to evaporation.
Data were analyzed for normality with the Shapiro-Wilk test. Since they presented normal distribution, they were compared using the parametric t-Student test. The nonparametric results were compared using the Kruskal-Wallis (H) test. Parameters pH, T, EC, DO, B and OD were compared between different incubation times and CT and IT treatments for each strain. The Spearman’s rank correlation (r) was applied to examine relationships between the parameters. The reference values that qualified the correlations were adopted in accordance with Callegari-Jacques33: 0 < r < 0.3 (low), 0.3 ≤ r < 0.6 (moderate) and r ≥ 0.6 (strong). All statistical analyzes were performed with the Statistica software, version 10.0, at a confidence level of 95%.
Morphological and molecular characterization of isolated bacteria
Three rhizospheric bacteria were isolated from P. aquaticum and classified as Gram-positive. In relation to their morphology, two were identified as bacilli and one as coccus (Table 1). The nucleotide sequences of the 16S rDNA (Figs. 1, 2 and 3) enabled the identification at the species level of strain 2, which was identified as Bacillus pumilus (Genbank accession number: MN625237) with 98.29% of identity (Fig. 2), and strain 3, which was identified as Rhodococcus hoagii (previously known as Rhodococcus equi, Genbank accession number: MN625254) with 99.49% of identity (Fig. 3). Based on nucleotide sequences of the 16S rDNA, strain 1 was classified as a member of Bacillus cereus group (Genbank accession number: MN625145) with 99.88% of identity (Fig. 1). Strain 1 was identified as B. thuringiensis through the hot basic fuchsin staining, based on the presence of bipyramidal pink crystalline inclusion bodies outside the lysed cells, which occurs only in B. thuringiensis.
Petroleum biodegradation assay
Each strain was incubated in mineral medium supplemented with 1% (v/v) of petroleum as the only carbon source. The values of pH (Table 2) showed statistical significance between CT and IT. For IT, the pH remained between 5.86 and 7.06, and the highest value of biomass was around pH 7.0. The most significant pH variation was the pH reduction from 6.74 at 48 h to 5.86 at 96 h for Rhodococcus hoagii. Chen et al.34. reported that the growth of microorganisms is favored in a pH range between 6.0 and 8.0. Balachandran et al.6 found that the highest degradation rates of naphthalene (99.14%), diesel oil (98.25%) and phenanthrene (17.50%) by Streptomyces sp. took place at pH 7.0.
Among the bacteria tested, B. thuringiensis reached the highest biomass concentration, 7.58 g L−1, at 48 h of incubation (Fig. 4). After 48 h, biomass concentration of B. thuringiensis decreased to 4.03 g L−1 at 96 h of cultivation indicating cellular death. B. pumilus reached the highest biomass concentration of 3.83 g L−1 at 96 h, however, biomass concentration between 24 h and 96 h were not statistically different (Table 2). R. hoagii reached the highest biomass concentration of 3.10 g L−1 at 48 h, however, biomass concentrations throughout the experiment were not statistically different, indicating low biomass production (Table 2). For 48 h of incubation, the lowest biomass productivity was obtained with R. hoagii, 0.0348 g L−1 h−1, followed by B. pumilus with 0,0471 g L−1 h−1, which is approximately one third of productivity reached with B. thuringiensis, 0.128 g L−1 h−1. Low biomass production obtained with B. pumilus and R. hoagii indicates that the petroleum hydrocarbons were degraded by the bacteria and used to generate metabolites instead of being incorporated into the biomass.
In relation to the dissolved oxygen (DO) content, O2 consumption was detected only in the experiment with B. thuringiensis, which is the strain with the highest growth rate. Oxygen concentration is a limiting factor for aerobic bacteria growth and for the decomposition of petroleum hydrocarbons by enzymatic cleavage (oxygenases) of their aromatic rings11,35, whose products are used in energy generation pathways11,36. Deng et al.37, when investigating the potential of petroleum hydrocarbons degradation by Achromobacter sp, observed that the highest degradation rate occurred during reactor media agitation, thus allowing sufficient oxygen transfer and maintaining the optimum DO levels for biodegradation.
The EC was used to monitor the consumption of nutrients present in the medium (Table 2). The CT showed higher EC when compared to IT, demonstrating the intense consumption of nutrients by microorganisms. In B. thuringiensis and B. pumilus degradation assays, it was observed an increase in ions content during the 96 h while for R. hoagii there were oscillations in ion levels. Atekwana et al.38 reported that the increase in electrical conductivity can be related to petroleum degradation, because the bacteria consume nutrients, forming dissociated ions and thereby increasing the electrical conductivity. Also, EC increase may be related to the secretion of metabolites by the microorganism or cell lysis.
Most of biomass growth occurred between 0 h and 48 h, therefore samples for 24 h and 48 h of cultivation were used to determine degradation of petroleum hydrocarbons through GC analysis of TPH. Chromatograms analysis indicate a reduction in petroleum compounds by the selected bacteria (Fig. 5).
Efficiency in biodegradation of petroleum compounds was analyzed based on reduction of peak areas of the compounds compared to the control treatment (Fig. 6; Supplementary Table S1), as suggested by Zhang et al.39. R. hoagii demonstrated the highest efficiency for the degradation of TPH regardless of the chain length (represented by retention time), with its efficiency for 24 h of incubation being higher than the efficiencies for 48 h of incubation with B. thuringiensis and B. pumilus. The polar fraction of petroleum is highly resistant to microbial degradation4, but light (aliphatic) hydrocarbon chains, such as n-alkanes, are more biodegradable than aromatic compounds40. Nevertheless, petroleum degradation efficiency for R hoaggi at 24 h was above 85% for all analyzed peaks, indicating that this strain is capable of degrading a variety of petroleum hydrocarbons. From 24 h to 48 h of incubation, the increase in degradation efficiency with R hoaggi was small, with the efficiency reaching between 85.83% and 96.15%, therefore, 24 h of incubation with R hoaggi is sufficient for the degradation of most of the TPH. Analyzing degradation efficiency (Fig. 6c) combined with biomass production (Fig. 4c), TPH degradation by R. hoagii appears to be independent of biomass growth. R. hoagii presents a great potential for bioremediation purposes since it can provide fast and effective degradation of TPH with low biomass production.
For B. thurigiensis, biodegradation of TPH improved significantly between 24 h and 48 h of incubation (Fig. 6a). Among the peaks analyzed, degradation efficiency varied from 20.32% to 46.62% at 24 h and from 54.17% to 90.77% at 48 h of incubation. Although all compounds had a degradation efficiency of more than 50% at 48 h of incubation, only the peak with the lowest retention time had a degradation efficiency higher than 80%. Since biomass concentration decreases after 48 h, indicating cellular death, it is unlikely that longer incubation time reaches the same degradation efficiency achieved with R. hoagii. Efficiencies obtained for B. thurigiensis at 24 h of incubation are the only data set in the present work in which there is a correlation between degradation efficiency and retention time, with the highest efficiencies corresponding to the lowest retention times. On the other hand, this correlation is not detected in the data for 48 h of incubation with B. thurigiensis.
B. pumilus was the least efficient strain because, even after 48 h of incubation, degradation efficiencies were between 23.05% and 75.56% (Fig. 6b). In addition, between 24 h and 48 h of incubation, degradation efficiency was almost the same for peak of retention time of 6.12 min and of 10.19 min, even though there is a significant increase for other peaks (e.g. 7.28 min), indicating that this strain is not able to fully degrade the TPH in the assay conditions.
In the present work, Bacillus thuringiensis, Bacillus pumilus and Rhodococcus hoagii were isolated from rhizosphere of P. aquaticum cultivated in petroleum-contaminated soil and were able to degrade TPH in laboratory assays. These genera of bacteria have already been described as capable of surviving in contaminated soils. For example, Wolinska et al.41 isolated and identified bacteria present 42 days after soil was contaminated with either 95-octane petrol or diesel. In the soil contaminated with petrol, Bacillus, Microbacterium and Rhodococcus species were found, whereas Arthrobacter, Paenibacillus, Pseudomonas and Rhodococcus species were found in the soil contaminated with diesel. However, the only species that was isolated in both works is Bacillus pumilus.
The efficiency of petroleum and other hydrocarbons degradation by the genus Bacillus is widely reported, especially due to the ability of these microorganisms to produce biosurfactants4. Biosurfactant producing bacteria can be found in hydrocarbons-contaminated sites42,43. B. pumilus has been described as a producer of lipopeptide surfactin, responsible for reducing the surface and interfacial tension44. Among the strains isolated in the present work, Bacillus pumilus presented the lowest TPH degradation efficiency, however, it may be used in a consortia of bacteria due to its surfactant production or it may be used in other remediation processes, for example, heavy metals removal45.
The microorganism B. thuringiensis is a widely used species in the production of biopesticides, but few studies have demonstrated its potential for degradation of pollutants such as petroleum. Maiti et al.46 investigated B. thuringiensis isolated from a petroleum-contaminated site and reported that the maximum degradation of the polycyclic aromatic hydrocarbons (PAHs) fluoranthene and pyrene occurred in the presence of Tween 80, a nonionic surfactant that increases the solubility of hydrocarbons, thus increasing their bioavailability. Ferreira et al.47 registered the potential of B. thuringiensis strains isolated from marine sediments to degrade emerging pollutants such as PAHs and pesticides.
TPH degradation efficiency obtained by Rhodococcus hoagii was higher than values reported by previous authors and occurred in shorter incubation time. For example, Aboelwafa and Alwasify48 found that Pseudomonas aeruginosa degraded 53.68% of petroleum within five days, whereas B. subtilis reduced 47.35% and Acinetobacter lwoffi degraded 38.07% of petroleum during the same period. After 28 days, the degradation percentages were 77.8%, 76.7% and 74.3%, respectively, which are lower than the efficiency achieved with R. hoagii in 24 h (Supplementary Table S1).
The genus Rhodococcus presents ample capacity to transform and degrade various organic substrates, such as aliphatic and aromatic hydrocarbons, phenols, pesticides, coal and petroleum49,50. Thus, this genus has been considered promising for bioremediation of contaminated environments due to the high metabolic capacity and safety49,50. Species Rhodococcus hoagii was previously known as Rhodococcus equi, which has been reported as a fast and efficient in degradation of petroleum51,52. In the present study, R. hoaggi, despite presenting the lowest biomass content among the studied species, consumed over 85% of TPHs in 24 h. This result is higher than the efficiencies reported by Al-Surrayai et al.52, between 17.9% and 97% for different hydrocarbons after incubation of 2 weeks. Therefore, R hoagii metabolism can be considered an ideal strain for the biodegradation, using TPH as their sole carbon source.
Three rhizospheric microorganisms, namely Bacillus thurigiensis, Bacillus pumilus and Rhodococcus hoagii, were successfully isolated from Panicum aquaticum Poir. cultivated in petroleum-contaminated soil. These species have been previously isolated from petroleum contaminated soils41,46 and applied in the degradation of petroleum or hydrocarbons46,47,51,52, however, the present work resulted in new strains, thus with different oil degradation efficiencies. The results reported here confirm the petroleum hydrocarbons degradation potential by these species, particularly R. hoagii, which consumed over 85% of TPH in 24 h, a higher and faster efficiency than those reported previously in the literature. Bioremediation is ruled by several parameters where the metabolism of selected microorganisms is essential to enable tolerance and degradation of the target pollutant. Future biotechnological products, such as bacterial consortia, can be developed to further improve the bioremediation of this problematic contaminant in soil and water.
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The authors are thankful to the Graduate Program in Industrial Biotechnology, Universidade Positivo (UP), for their assistance for carrying out the present work. LTM would like to thank the Brazilian Council for Scientific and Technological Development (CNPq) for the research productivity grant.
The authors declare no competing interests.
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Viesser, J.A., Sugai-Guerios, M.H., Malucelli, L.C. et al. Petroleum-Tolerant Rhizospheric Bacteria: Isolation, Characterization and Bioremediation Potential. Sci Rep 10, 2060 (2020). https://doi.org/10.1038/s41598-020-59029-9
Applied Sciences (2020)