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Scientific Reports logoLink to Scientific Reports
. 2018 Mar 14;8:4490. doi: 10.1038/s41598-018-22617-x

A benzene-degrading nitrate-reducing microbial consortium displays aerobic and anaerobic benzene degradation pathways

Siavash Atashgahi 1,✉,#, Bastian Hornung 2,#, Marcelle J van der Waals 1,3, Ulisses Nunes da Rocha 4,5, Floor Hugenholtz 1, Bart Nijsse 2, Douwe Molenaar 4, Rob van Spanning 4, Alfons J M Stams 1,6, Jan Gerritse 3, Hauke Smidt 1
PMCID: PMC5852087  PMID: 29540736

Abstract

In this study, we report transcription of genes involved in aerobic and anaerobic benzene degradation pathways in a benzene-degrading denitrifying continuous culture. Transcripts associated with the family Peptococcaceae dominated all samples (21–36% relative abundance) indicating their key role in the community. We found a highly transcribed gene cluster encoding a presumed anaerobic benzene carboxylase (AbcA and AbcD) and a benzoate-coenzyme A ligase (BzlA). Predicted gene products showed >96% amino acid identity and similar gene order to the corresponding benzene degradation gene cluster described previously, providing further evidence for anaerobic benzene activation via carboxylation. For subsequent benzoyl-CoA dearomatization, bam-like genes analogous to the ones found in other strict anaerobes were transcribed, whereas gene transcripts involved in downstream benzoyl-CoA degradation were mostly analogous to the ones described in facultative anaerobes. The concurrent transcription of genes encoding enzymes involved in oxygenase-mediated aerobic benzene degradation suggested oxygen presence in the culture, possibly formed via a recently identified nitric oxide dismutase (Nod). Although we were unable to detect transcription of Nod-encoding genes, addition of nitrite and formate to the continuous culture showed indication for oxygen production. Such an oxygen production would enable aerobic microbes to thrive in oxygen-depleted and nitrate-containing subsurface environments contaminated with hydrocarbons.

Introduction

Benzene is an important component of petroleum. It easily dissolves in water, but is one of the least reactive aromatic hydrocarbons and a potential human carcinogen1. Benzene can be readily degraded aerobically, however, anaerobic benzene degradation is challenging2. Lacking potentially destabilizing or reactive substituents, the benzene molecule is thermodynamically very stable especially under anoxic conditions3. Both aerobic and anaerobic degradation pathways include benzene activation and channeling towards key intermediates (catechol in aerobic and benzoyl-CoA in anaerobic pathways), the upper pathway for dearomatization and ring cleavage and the lower pathway for generation of tricarboxylic acid cycle intermediates (reviewed in2,46). The genes and enzymes involved in anaerobic benzene activation are not well-studied7. Three putative reactions have been proposed for anaerobic benzene activation: hydroxylation to phenol811, direct carboxylation to benzoate8,1215 and methylation to toluene16.

In contrast to many aerobic benzene-degrading pure cultures, only few anaerobic benzene-degrading axenic cultures have been described. The hyperthermophilic archaeon Ferroglobus placidus was proposed to employ a putative UbiD-related carboxylase in anaerobic benzene activation17, and anaerobic benzene oxidation in Geobacter metallireducens was shown to proceed via hydroxylation to phenol18,19. In contrast to these strictly anaerobic iron-reducers that employ oxygen-independent activation routes, the chlorate-reducing Alicycliphilus denitrificans strain BC20 was shown to degrade benzene via an oxygenase-mediated pathway21. Such ‘intra-aerobic’ anaerobes apparently derive oxygen species from inorganic oxo-compounds such as nitrate or chlorate for classical aerobic degradation of hydrocarbons2225. The nitrate-reducing facultatively anaerobic Dechloromonas26 may recruit enzymes of a yet unknown pathway for initial benzene activation27. This hypothesis is based on the finding that the genome of Dechloromonas aromatica strain RCB lacks the genes involved in anaerobic degradation of monoaromatic compounds whereas it contains genes for their aerobic activation, including several mono- and dioxygenases28. Moreover, the oxygen incorporated into benzene to produce phenol by this bacterium does not originate from water9 whereas the oxygen source for anaerobic metabolism of benzene to phenol is water11. The benzene degradation pathways of the nitrate-reducing Azoarcus strains29 have not been investigated in details.

Due to the limited availability of anaerobic benzene-degrading isolates, mixed microbial communities were predominantly studied to reveal the physiology and phylogeny of anaerobic benzene degraders and potential anaerobic benzene activation genes and mechanisms12,15,2942. Among different microbial communities involved in anaerobic benzene degradation, members of the strictly anaerobic Peptococcaceae (Clostridiales) were prevalently found in enrichment cultures with different electron acceptors and proposed as the key players in the initial steps of benzene degradation12,3032,36,38,4042. Among these studies, two cultures were suggested to activate benzene via carboxylation41,42. A proteogenomic analysis using a benzene-degrading iron-reducing enrichment culture identified a putative benzene degradation gene cluster41. The products of the putative benzene carboxylase genes (AbcAD) were specifically detected in cultures growing on benzene but not in those growing on phenol or benzoate, suggestive for their role in initial benzene carboxylation41. A metatranscriptomic analysis using nitrate-reducing enrichment cultures showed high levels of transcripts of the proposed benzene carboxylation genes (abcAD, bzlA)42. Also in this case, these high levels were seen only in benzene-amended cultures but not in benzoate-fed cultures42.

In this study our aim was to elucidate anaerobic benzene degradation using a nitrate-reducing continuous enrichment culture growing for more than 15 years. A former DNA-stable isotope probing (SIP) study with 13C-labeled-benzene identified Peptococcaceae as the predominant members involved in initial benzene degradation38. Efforts to isolate benzene-degrading members of the Peptococcaceae have failed, likely because they require syntrophic interactions with partner species. Recent microbial community analysis using Illumina MiSeq next generation technology sequencing (NGS) and quantitative PCR (qPCR) showed high (relative) abundance of the Peptococcaceae 16S ribosomal RNA (rRNA) gene and abcA gene, further supporting the role of Peptococcaceae in benzene degradation via initial carboxylation40. Here, we performed a metatranscriptomic study using the same enrichment culture. Our results are in line with the former studies on benzene carboxylation by Peptococcaceae41,42 corroborating the concept that carboxylation initiates benzene degradation in the absence of oxygen. The observed downstream pathway involved in further breakdown of the benzoate mostly resembled that of facultative anaerobes. Interestingly, transcripts of genes involved in oxygenase-mediated aerobic benzene degradation were also identified.

Results and Discussion

In the present study, we aimed to elucidate benzene degradation pathways in an anaerobic continuous biofilm culture that was initially inoculated with soil from a benzene-polluted industrial location and enriched for years with benzene as substrate and nitrate as the electron acceptor. The culture was shown to be dominated by Gram-positive Peptococcaceae-related microorganisms38,40. We here conducted a metatranscriptomic analysis of this microbial consortium to track transcripts involved in anaerobic benzene degradation. We analyzed six samples in our transcriptomic study obtained from two types of biofilm morphologies growing in the reactor: four samples containing white biofilm (samples 1–4) and two samples containing brown biofilm (samples 5–6) (Table S1). After rRNA depletion, cDNA synthesis and sequencing using the Illumina HiSeq platform, a total of 83,662,373 reads was initially obtained with rRNA reads ranging between 0.3–6.9% (Table S2).

Active community members

Diverse microbial groups were found in the transcriptome dataset even though the continuous culture was running for more than 15 years (Fig. 1). This could be due to the presence of scavengers growing on dead biomass and cheaters that do not directly contribute to benzene degradation36. The transcripts associated with strictly anaerobic Firmicutes dominated all samples with 36–59% relative abundance (Fig. 1). Among these were high levels of transcripts assigned to members of the Peptococcaceae (21–36% relative abundance). In line with former reports, this suggests a key role of Peptococcaceae in anaerobic benzene degradation12,3032,36,38,4042. The transcripts assigned to Candidatus Kuenenia (Planctomycetes) were found at a higher relative abundance in samples 4–5 (Table S1). In our previous microbial biofilm community analysis using DNA-SIP with 13C-labeled benzene and 16S rRNA gene clone libraries, members of the phyla Firmicutes (37% of clones) and Planctomycetes (28% of clones) dominated the libraries38. In contrast, Planctomycetes were not among the most predominant community members in our recent phylogenetic analysis at DNA-level using MiSeq sequencing of PCR-amplified partial 16S rRNA genes40. In turn, members of the families Anaerolineaceae, Rhodocyclaceae, Comamonadaceae and SJA-28 were identified as predominant community members40, but not in the metatranscriptomic analysis described here. Discrepancy between abundance and activity of microbes has been described previously4345.

Figure 1.

Figure 1

Taxonomic comparison of active microbial communities at mRNA level. Samples 1–4 are from white biofilms and sample 5–6 are from the brown biofilms.

Transcription of genes involved in anaerobic benzene degradation

As described in more detail in the following sections, we found transcription of genes potentially involved in anaerobic benzene activation and subsequent pathways for further degradation of the initially formed benzoyl-CoA (Fig. 2A,C, Table 1).

Figure 2.

Figure 2

Gene transcripts identified in reactor samples corresponding to known or hypothesized enzymes involved in anaerobic (A) and aerobic (B) benzene degradation in different microbes and their relative abundances (%) (C). Gene transcripts that could not be distinguished due to overlapping assignment with similar genes in the pathway are shown with question marks (full list is given in Table 1). Note that only the substrate and products of each enzymatic reaction are given for clarity. The bar showing the number of relative abundance was log scaled and 0 values were removed.

Table 1.

Summary of transcribed genes predicted to be involved in anaerobic and aerobic benzene degradation. First column lists the transcribed genes (based on the order of genes in Fig. 2C) followed by the locus tag of each gene. The third column shows the taxonomy of the locus tag, based on megablast/blastn hits of the whole contig against the NCBI NT database. The fourth column is the relative contribution of this locus tag to this function (e.g. if two genes with equal expression were assigned to one function, both would have 50% contribution to that function). The last four columns show the function of the most similar protein as identified by blastp (based on the locus’ protein sequence) in the Uniprot database, followed by the accession number of the hit, the identity on protein level and the taxonomy of this entry.

Gene(s) Locus tag Taxon of closest match Contribution to function (%) Best blast hit a Accession number of the blast hit Identity (%) Taxonomy of the best blast hit
ubiD Contig-100_0_8b Unclassified Clostridia 31 Putative anaerobic benzene carboxylase abcA D8WWP8 98 BFc
ubiD Contig-100_751_1 BF 21 Putative 3-polyprenyl-4-hydroxybenzoate carboxy-lyase D8WWN4 99 BF
ubiX Contig-100_0_6 Unclassified Clostridia 12 Putative UbiX-like carboxylase D8WWQ0 96
bzlA Contig-100_0_7 Unclassified Clostridia 99 Putative benzoate-CoA ligase BzlA D8WWP9 96 BF
ppsA Contig-100_29_8 BF 69 Putative phenylphosphate synthase PpsA D8WWB1 78 BF
ppsB Contig-100_29_7 BF 31 Putative phosphoenolpyruvate synthase/putative phenylphosphate synthase PpsB D8WWQ5 85 BF
ppcC Contig-100_0_9 Unclassified Clostridia 96 Putative anaerobic benzene carboxylase AbcD D8WWP7 97 BF
hcrL d
hcrA Contig-100_79_3 BF 100 Putative 4-hydroxybenzoyl-CoA reductase alpha subunit D8WWW1 95 BF
bcrA/badF/bzdQ Contig-100_418_1 Candidatus Kuenenia stuttgartiensis 18 Uncharacterized Protein Q1Q1I6 98 Candidatus Kuenenia stuttgartiensis
bcrA/badF/bzdQ Contig-100_91_3 Desulfotomaculum gibsoniae 48 CoA-substrate-specific enzyme active K8E0C9 73 Desulfotomaculum hydrothermalte Lam5
bamB Contig-100_37_6 BF 58 Putative aldehyde ferredoxin oxidoreductase D8WWJ6 85 BF
bamC Contig-100_37_5 BF 18 Putative benzoate-degrading protein BamC D8WWR7 82 BF
bamD Contig-100_37_4 BF 11 Putative benzoate-degrading protein BamD D8WWD0 90 BF
bamE Contig-100_37_2 BF 3 Heterodisulfide reductase subunit A/putative benzoate-degrading protein BamE A0A101WHV3/D8WWG6 78/80 Desulfosporosinus sp. BRH_c37/BF
bamI Contig-100_37_3 BF 7 Sulfur carrier protein FdhD A0A0A2U5N3 72 Desulfosporosinus sp. Tol-M
bzdW Contig-100_24_5 BF 100 Uncharacterized Protein A0A0F2S5R7 78 Peptococcaceae bacterium BRH_c23
bzdX Contig-100_24_4 BF 100 Alcohol dehydrogenase A0A0J1I9E0 68 Peptococcaceae bacterium CEB3
bzdY Contig-100_24_6 BF 100 Putative 6-oxocyclohex-1-ene-1-carbonyl-CoA hydratase BzdY D8WWK5 93 BF
pimE Contig-100_24_2 BF 70 Putative carboxyl transferase D8WWL0 91 BF
pimB Contig-100_24_7 BF 67 3-ketoacyl-CoA thiolase A0A0F2JL78 78 Desulfosporosinus sp. I2
acd Contig-100_40_1 Desulfosporosinus youngiae 100 Putative acyl-CoA dehydrogenase D8WWL1 84 BF
gcdB Contig-100_40_5 Desulfosporosinus youngiae 100 Sodium ion-translocating decarboxylase, beta subunit R4KCY5 70 Desulfotomaculum gibsonia DSM7213
gcdC Contig-100_40_3 Desulfosporosinus youngiae 100 Acetyl/propionyl-CoA carboxylase, alpha subunit L0HNW4 43 Aciduliprofundum sp. strain MAR08–339
gcdH Contig-100_24_1 BF 63 Putative acyl-CoA dehydrogenase D8WWL1 89 BF
paaF e
paaH f
pcaF Contig-100_5019_1 Unclassified bacteria 100 Acetyl-CoA acetyltransferase A0A0M2U9B1 64 Clostridiales bacterium PH28_bin88
tmoA contig-100_165_1 Unclassified Proteobacteria 41 Methane/phenol/toluene hydroxylase:YHS N6YH50 96 Thauera sp. 27
tmoA contig-100_78_2 Pseudomonas aeruginosa 59 Toluene monooxygenase A0A0C5J946 87 Rugosibacter aromaticivorans
tmoB contig-100_165_2 Unclassified Proteobacteria 82 Toluene-4-monooxygenase system B N6XZS7 91 Thauera sp. 63
tmoB contig-100_78_3 Pseudomonas aeruginosa 18 Toluene monooxygenase A0A0F2QUZ5 81 Pseudomonas sp. BRH_c35
tmoC contig-100_78_7 Pseudomonas aeruginosa 100 Oxidoreductase A0A0F2QUY4 75 Pseudomonas sp. BRH_c35
tmoD contig-100_165_4 Unclassified Proteobacteria 40 Toluene 4-monooxygenase protein D Q479D6 66 Dechloromonas aromatica strain RCB
tmoD contig-100_78_5 Pseudomonas aeruginosa 60 Monooxygenase A0A0C5J8Z1 71 Rugosibacter aromaticivorans
tmoE contig-100_165_5 Unclassified Proteobacteria 21 Toluene 4-monooxygenase protein E Q479D7 91 Dechloromonas aromatica strain RCB
tmoE contig-100_78_6 Pseudomonas aeruginosa 79 Toluene monooxygenase A0A0C5J9A6 84 Rugosibacter aromaticivorans
tmoF contig-100_165_3 Unclassified Proteobacteria 65 Rieske (2Fe-2S) region N6YA68 87 Thauera sp. 27
tmoF contig-100_78_4 Pseudomonas aeruginosa 35 Toluene-4-monooxygenase system protein C (Belongs to CMGI-2) Q1LNS9 73 Cupriavidus metallidurans strain ATCC 43123
dmpK contig-100_3910_1 Pseudomonas aeruginosa 100 Phenol 2-monooxygenase P0 subunit Q479F5 92 Dechloromonas aromatica strain RCB
dmpL contig-100_2025_1 Unclassified Rhodocyclaceae 51 Phenol 2-monooxygenase P1 subunit Q479F6 77 Dechloromonas aromatica strain RCB
dmpL contig-100_3910_2 Dechloromonas aromatica 49 Phenol 2-monooxygenase P1 subunit Q479F6 98 Dechloromonas aromatica strain RCB
dmpM contig-100_2025_2 Unclassified Rhodocyclaceae 100 Phenol 2-monooxygenase P2 subunit Q479F7 97 Dechloromonas aromatica strain RCB
dmpN contig-100_1081_2 Unclassified Rhodocyclaceae 88 Phenol 2-monooxygenase P3 subunit Q479F8 84 Dechloromonas aromatica strain RCB
dmpO contig-100_1081_1 Unclassified Rhodocyclaceae 89 Phenol 2-monooxygenase P4 subunit Q479F9 78 Dechloromonas aromatica strain RCB
dmpP contig-100_2834_2 Azoarcus toluclasticus{92003} 100 Phenol 2-monooxygenase N6YI82 79 Thauera sp. 63
dmpB contig-100_1413_1 Candidatus Kuenenia stuttgartiensis 71 Similar to cysteine dioxygenase type I Q1PVP4 94 Candidatus Kuenenia stuttgartiensis
dmpC contig-100_1829_1 Candidatus Kuenenia stuttgartiensis 73 Similar to succinate-semialdehyde dehydrogenase [NADP + ] Q1Q6T5 91 Candidatus Kuenenia stuttgartiensis
dmpD contig-100_761_1 N/A 100 2-hydroxymuconate semialdehyde hydrolase Q479G6 89 Dechloromonas aromatica strain RCB
dmpE contig-100_761_2 N/A 100 Hydratase/decarboxylase Q479G7 84 Dechloromonas aromatica strain RCB
dmpF contig-100_4851_2 Azoarcus sp. BH72 74 Acetaldehyde dehydrogenase A0A0K1JCI5 92 Azoarcus sp. CIB
dmpG contig-100_6348_1 Limnobacter sp. MED105 69 4-hydroxy-2-oxovalerate aldolase A0A0K1JC70 89 Azoarcus sp. CIB
dmpH contig-100_1640_1 Thermincola potens 39 2-keto-4-pentenoate hydratase/2-oxohepta-3-ene-1,7-dioic acid hydratase K6T593 71 Methanobacterium sp. Maddingley MBC34
dmpH contig-100_3980_1 Unclassified bacteria 42 2-hydroxyhepta-2,4-diene-1,7-dioate isomerase A0A0P6XMJ4 69 Ornatilinea apprima
dmpI contig-100_834_2 Desulfosporosinus orientis 71 Tautomerase A0A101WBV1 72 Desulfosporosinus sp. BRH_c37

aBased on uniprot May 11, 2016.

bContig-100 is the default IDBA_UD output for a kmer-run of 100, the following number is the contig number and last number is the gene number on that contig.

cClostridia bacterium enrichment culture clone BF.

dAll potential assignments overlap with bzlA.

eAll potential assignments overlap with pimE.

Benzene activation mechanisms

We did not find transcripts indicating methylation of benzene to toluene (the proposed pathway is shown in Figure S1). The bssA gene encoding the α-subunit of the key enzyme benzylsuccinate synthase was also not detected by qPCR in the co-extracted DNA samples40. In line with our results, genes of the toluene activation pathway were absent in a metatranscriptomic study conducted using another benzene-degrading nitrate-reducing culture42, although benzene methylation mechanism was proposed for this culture in the past16. To date, known benzene-degrading anaerobes do not seem to employ activation by methylation as (i) no proteins mediating benzene methylation were found in a proteogenomic analysis of a benzene-degrading culture that used iron as the electron acceptor41, (ii) none of the investigated benzene-degrading pure cultures seems to employ a methylation step for benzene activation, (iii) no intermediates such as the key product of anaerobic toluene activation, benzylsuccinate, have been detected, and (iv) some anaerobic benzene-degrading enrichment cultures failed to degrade toluene12,15,35.

We found transcripts potentially involved in benzene hydroxylation to phenol (Fig. 2A,C). Among these was a polycistronic transcript that contained genes for the synthesis of UbiD and UbiX, along with a hydroxylase candidate (contig-100_193). The hydroxylase candidate showed low identity (58% at the amino acid level) to a NUDIX family hydrolase from the deltaproteobacterial strain NaphS246 that is not reported to be involved in anaerobic benzene activation. In addition, we found transcripts of phenylphosphate synthase genes (ppsABC) and phenylphosphate carboxylase genes (ppcC). We also detected transcripts of a gene similar to the hcrL gene encoding 4-hydroxybenzoate-CoA ligase, however, it is not possible to differentiate between hcrL and the benzoate-CoA ligase gene (bzlA) (Table 1). Generally, the specificity of the CoA ligases for 4-hydroxybenzoate and benzoate is difficult to predict solely on the basis of sequence similarity47,48. The transcript of a 4-hydroxybenzoyl-CoA reductase gene (hcrA) was also identified. Taken together, these findings might indicate hydroxylation of benzene to phenol in this consortium. Anaerobic benzene oxidation via phenol was documented for G. metallireducens18,19. However, besides lack of an identifiable hydroxylase, we did not find a full set of transcripts encoding all subunits of the essential enzymes for this pathway in our study. Likewise, the reconstructed genome of the Pelotomaculum candidate BPL did not show a full repertoire of genes involved in anaerobic phenol degradation49.

The high level of transcripts involved in the proposed anaerobic benzene carboxylase pathway (abcA in contiq_100_0_8 and contig-100_751_1, and abcD in contiq_100_0_9) and a benzoate-CoA ligase gene (bzlA contiq_100_0_7)41 as revealed in this study (Fig. 2A,C, Table 1) corroborates that benzene carboxylation to benzoate is the main initial benzene degradation pathway in our culture. In line with our results, genes encoding UbiD/UbiX-related carboxylases were also highly transcribed in yet another benzene-degrading nitrate-reducing enrichment, suggesting benzene carboxylation to benzoate as the main mechanism of anaerobic benzene activation42. Similarly, the hyperthermophilic archaeon F. placidus was proposed to employ a benzene-induced UbiD-related benzene carboxylase (Frep_1630) for anaerobic benzene oxidation17. Although biochemical data to demonstrate benzene carboxylation is pending, the compiling evidence on carboxylation of benzene17,41,42 and naphthalene46,5052 indicates carboxylation as an important initial reaction involved in the anaerobic degradation of non-substituted aromatic hydrocarbons7,53. Most recently, a novel UbiD-related decarboxylase was shown to mediate anaerobic phthalate degradation by decarboxylation of phthaloyl-CoA to benzoyl-CoA, further reinforcing the importance of UbiD-related (de)carboxylases in anaerobic degradation of aromatic compounds54.

Co-localization of the putative genes involved in benzene carboxylation

The putative benzene carboxylation genes transcribed in this study showed high similarity (>96% at the amino acid level) and gene synteny to a cluster previously proposed to encode putative enzymes for benzene carboxylation to benzoate41 (Figure S2). Similar observations were made with another benzene-degrading nitrate-reducing enrichment culture indicating a highly conserved set of genes involved in benzene carboxylation in these types of enrichments42. Noteworthy, the three enrichments in which these gene clusters were identified were obtained from geographically distinct locations in Poland32,41, Canada37,42 and the Netherlands38,40, and operated under iron-reducing32,41 or nitrate-reducing conditions37,38,40,42. Similarly, gene clusters encoding enzymes involved in carboxylation reactions in the anaerobic degradation of naphthalene are co-localized in the genomes of the sulfate-reducing cultures N4752 and NaphS246. The genes for the degradation of aromatic compounds are usually clustered at a single genomic locus55. Furthermore, the co-localization and co-transcription of genes encoding a transcriptional regulator, MarR, and multidrug resistance protein MRP homologue (Figure S2) suggest a functional relationship between these genes and the abcAD and bzlA genes. As such, in the genome of the facultatively anaerobic benzoate-degrading Thauera aromatica and the phototrophic bacterium Rhodopseudomonas palustris, marR is co-localized with benzoate degradation genes and proposed to regulate their transcription5658. In contrast, the proposed gene encoding a UbiD-related carboxylase in F. placidus (Frep_1630) is not co-localized with genes coding for carboxylase proteins, benzoate-CoA ligase proteins, or any other proteins involved in the metabolism of aromatic compounds17, even though most of the other genes involved in anaerobic aromatic degradation in F. placidus are localized within gene clusters17,59. Genes homologous to abcA were also present in the genome of Pelotomaculum candidate BPL (single copy with 33% amino acid sequence identity)49 and in the metagenomes of hydrocarbon-degrading enrichment cultures60,61. However, genes homologous to abcD49,60,61 or bzlA49,60 were absent.

Another interesting finding in our study was transcripts of genes for phage-related proteins and transposable elements some of which were located within the same contig that contained putative aromatic-degrading genes (e.g. contig-100_0; Table S3). This implies potential distribution of xenobiotic degradation genes by horizontal gene transfer62.

Upper pathway

Dearomatization

Reductive dearomatization of the benzene ring by benzoyl-CoA reductase (BCR) is the key step in anaerobic degradation of benzoyl-CoA, and BCR is the only oxygen-sensitive enzyme within the benzoyl-CoA pathway55. There are two types of BCRs: class I are ATP-dependent FeS enzymes composed of four different subunits63 whereas class II are ATP-independent enzymes that contain eight subunits and harbour a tungsten-containing cofactor in the active site64. All known monoaromatic-degrading strict anaerobes apply class II BCRs with the exception of the benzene-degrading archaeon F. placidus that lacks the genes coding for the class II BCRs59 and employs an ATP-dependent Azoarcus-type BCR65. We found transcription of bam-like genes (bamBCDEI, from strict anaerobes55) and at much lower relative abundance genes analogous to one subunit of class I BRC (bzdQ and its homologs bcrA/badF, from facultative anaerobes55) in our enrichment culture (Fig. 2A,C, Table 1). This finding indicates that class II BCRs are recruited similar to strictly anaerobic microorganisms. In accordance with our results, Bam-like proteins were detected in a proteogenomic analysis of a benzene-degrading and iron-reducing enrichment culture, indicating that benzoyl-CoA reduction steps are analogous to the activities of class II BCRs41. Genomic and proteomic evidence also proposed benzoate-CoA degradation via Bam-like BCR by Pelotomaculum candidate BPL49. Similarly, bam-like genes were almost exclusively transcribed in a nitrate-reducing enrichment culture growing on benzene but not when it was growing on benzoate42.

Modified β-oxidation

Modified β-oxidation of the dearomatized diene product (cyclohexadienoyl-CoA) by specific hydratases, dehydrogenases and hydrolases results in ring cleavage and diene conversion to an aliphatic C7-dicarboxyl-CoA (Fig. 2A,C). The β-oxidation reactions are similar in facultative and strict anaerobes55. We found transcription of Azoarcus-type bzdXYW genes66 (Fig. 2A,C, Table 1) indicating that the modified β-oxidation reactions in our culture are related to those of denitrifying bacteria. The bzd genes are located in a catabolic operon (bzdNOPQMSTUVWXYZA) in Azoarcus sp. strain CIB66. The bzdXYW gene transcripts identified in our dataset were similarly co-located (contig100_24_4 to contig100_24_6, Table 1) implying a functional relationship. Transcripts of bzdXYW-like genes from Azoarcus were also identified in two other benzene-degrading enrichment cultures41,42.

Lower pathway

The C7-dicarboxyl-CoA is degraded to three acetyl-CoAs and CO2 through a series of reactions that involve a dicarboxylic acid β-oxidation pathway (leading to glutaryl-CoA), a glutaryl-CoA dehydrogenase (leading to crotonyl-CoA), and a short-chain fatty acid β-oxidation pathway (leading to two acetyl-CoAs) (Fig. 2A,C)55. We found transcription of the pimE and pimB genes encoding 3-hydroxypimeloyl-CoA dehydrogenase and acetyl-CoA acyltransferase, respectively (Fig. 2, Table 1). These enzymes which link pimeloyl-CoA to the central metabolism via glutaryl-CoA, are best described for R. palustris, in which they are encoded by the pim operon67. The subsequent decarboxylation of glutaryl-CoA to crotonyl-CoA is the second reaction in the benzoyl-CoA degradation pathway (the first being the dearomatization of benzoyl-CoA, see above), catalyzed by different enzymes in obligate and facultative anaerobes7,68. Facultative anaerobes employ a decarboxylating glutaryl-CoA dehydrogenase with crotonyl-CoA as the product67. Obligate anaerobes on the other hand employ a non-decarboxylating glutaryl-CoA dehydrogenase (that forms glutaconyl-CoA as an intermediate) in combination with a glutaconyl-CoA decarboxylase. The latter is sodium-dependent and will allow ATP synthesis by coupling the subsequent decarboxylation of its product (glutaconyl-CoA) with a translocation of sodium ions across the membrane69. We found transcription of a non-decarboxylating glutaryl-CoA dehydrogenase encoding gene (acd) accompanied by genes that code for a sodium-translocating glutaconyl-CoA decarboxylase (gcdBC) on the same contig (contig-100_40) (Fig. 2A,C, Table 1). This implies that energy-conserving mechanisms were employed by our culture, similar to strict anaerobes degrading aromatic compounds e.g. Syntrophus aciditrophicus70 and Desulfococcus multivorans68. We also found transcription of a decarboxylating glutaryl-CoA dehydrogenase gene (gcdH) in our enrichment culture (Fig. 2A,C, Table 1). However, the assembled transcripts observed here only encoded a rather short fragment of 66 amino acids compared to a usual decarboxylating glutaryl-CoA dehydrogenase of around 400 amino acids in length. Hence, the actual function could not be unambiguously predicted due to the truncated nature of the assembly.

Transcription of genes involved in aerobic benzene degradation

A striking finding was the identification of transcripts from a full set of genes involved in aerobic benzene degradation (Fig. 2B,C, Table 1). Both toluene monooxygenase (tmoABCDEF)71 and phenol hydroxylase (dmoKLMNOP)21 were shown to oxidise benzene to catechol. The catechol 2,3-dioxygenase encoded by dmpB mediates oxidative ring cleavage of catechol, which is then further converted to pyruvate and acetyl-CoA by enzymes of the lower pathway encoded by dmpCDEFGHI72. The dmp genes were characterized from the phenol-catabolizing plasmid pVI150 of Pseudomonas sp. CF60072 and are homologous to phe genes from the phenol-utilizing strain Bacillus thermoglucosidasius A773, tdn genes from the aniline-catabolizing plasmid pTDN1 of P. putida UCC2274, nah genes from the naphthalene-catabolizing plasmid NAH7 of P. putida G775 and nag genes from the naphthalene-utilizing strain Ralstonia sp. U276.

Oxygen production in the anaerobic benzene degrading culture

Possible explanations for the observation of transcripts for enzymes involved in aerobic metabolism under nitrate-reducing conditions might be oxygen influx or production in the enrichment culture. It has been shown that oxygen can be produced by a selected set of species that employ a nitric oxide dismutase (Nod) during nitrate reduction22. The resulting low concentrations of oxygen can be effectively scavenged in biofilms by the activities of monooxygenases and respiratory enzymes, such that strict anaerobes are protected from oxygen toxicity77. As such, biofilms can provide the necessary barrier for spatial separation of anaerobic and aerobic microbes.

To test the possibility of internal oxygen production, we added 0.5 mM nitrite to the continuous culture, but no oxygen production was detected within 2.5 hours. However, after addition of 1 mM formate to stimulate nitrite reduction, an oxygen concentration of up to 2.1% (5.25 µM) was detected by the oxygen electrode in the liquid phase of the continuous culture after 1.5 hours and by headspace oxygen analysis using GC-TCD (Figure S3). Nitrite was depleted after 12 days, and subsequently a second spike of 0.5 mM nitrite and 1 mM formate was added to the continuous culture. This time, no oxygen was detected (oxygen detection limit <0.1%, 0.25 µM). It is tempting to speculate that the aerobic organisms enriched during the first nitrite/formate spike effectively scavenged the oxygen formed during the second spike.

Typical Nod have a tandem histidine, one to ligate the low spin haem, the other to ligate the high spin reaction center haem78. This second histidine is absent from the Nod sequences, and therefore a characteristic discriminator between nitric oxide reductases and dismutases78. A search for the conserved Nod motifs did not reveal any matches in our dataset, however, this does not rule out an intermediate role for oxygen in the activation of benzene during denitrification. For example, D. aromatica strain RCB lacks genes encoding enzymes for anaerobic aromatic degradation and for the key enzyme Nod28, yet it was reported to degrade benzene under denitrifying conditions26. Moreover, the anaerobic methanotroph Candidatus Methylomirabilis oxyfera contains the entire pathway for aerobic methane oxidation but lacks key genes for anaerobic methane and hydrocarbon degradation, and activates methane in the presence of nitrite with oxygen and nitrogen formation22. Likewise, the alkane-degrading facultative denitrifying γ-proteobacterium strain HdN1 lacks genes for anaerobic alkane degradation but contains genes encoding monooxygenases25. However, in contrast to D. aromatica strain RCB, both Candidatus M. oxyfera and γ-proteobacterium strain HdN1 contain highly identical putative Nod78. These findings suggest a yet unknown pathway for oxygen formation from nitrate/nitrite that can be used for aerobic hydrocarbon degradation under anoxic conditions.

Transcripts for oxygenases associated with oxidation of monoaromatic compounds, particularly genes of benzoyl-CoA oxygenases (box genes), were also reported during growth on benzene and benzoate in a nitrate-reducing enrichment culture42. The box genes expressed under anoxic conditions in benzoate-degrading Azoarcus cultures were proposed to constitute an alternative oxygen-scavenging mechanism79 and may assist in a strategy to rapidly shift to aerobic degradation if oxygen levels become higher4,79.

Compound specific isotope analysis (CSIA) might help to further elucidate benzene biodegradation mechanisms. Interestingly, a recent combined carbon (C) and hydrogen (H) CSIA showed that isotope enrichment in a benzene-degrading nitrate-reducing enrichment culture (ΛC/H = 12 ± 3)80 was distinct from the same culture grown under sulfate-reducing condition (ΛC/H = 28 ± 3)81. In turn, it was similar to the isotope fractionation patterns of aerobic benzene degraders employing monooxygenase i.e. Cupriavidus necator ATCC 17697 (ΛC/H = 11 ± 6) and Alicycliphilus denitrificans strain BC (ΛC/H = 10 ± 4)81. This suggests involvement of monooxygenase-mediated degradation under nitrate-reducing condition80. Unfortunately, we were unable to grow our continuous culture in batch cultures for CSIA even when biofilm material was used as inoculum.

Transcription of genes involved in nitrate metabolism

We found transcripts from a number of genes involved in nitrate reduction (narGHI/nrxAB, nirK, norB, nosZ, nrfAH), including both denitrification and dissimilatory nitrate reduction to ammonium (DNRA). Interestingly, among the genes necessary for stepwise denitrification, transcription of the narGHI and nirK genes (mediating reduction of nitrate - > nitrite - > nitric oxide) was higher than that of the downstream norB and nosZ genes (mediating reduction of nitric oxide - > nitrous oxide - > dinitrogen) (Figure S4, Table S4). This suggests that nitrous oxide is not likely the main product of nitric oxide reduction. We also identified transcripts for assimilatory nitrate reduction (nsaA, narB), nitrogen fixation (nifDH) and nitrification (amoAB) (Figure S4, Table S4). The latter might also indicate oxygen presence in the culture.

In summary, our metatranscriptomic study of a benzene-degrading nitrate-reducing continuous culture provides insights into benzene degradation mechanisms. This culture appears to activate benzene predominantly via carboxylation, and employs ATP-independent BCR similar to what has been reported for strict anaerobes. The downstream pathway resembles that found in facultative anaerobes except for a non-decarboxylating glutaryl-CoA dehydrogenase that might enable energy conservation similar to strict anaerobes.

The likelihood of oxygen production from nitrate reduction proposed in our study and elsewhere80 is in agreement with field data. For example, a recent study showed unexpected diversity and high abundance of putative nod genes in BTEX-contaminated aquifers82. Interestingly, ample nod sequences were retrieved from the highly reduced core of an anoxic BTEX plume82 for which high abundance of tmoA genes had previously been revealed83. Likewise, a metagenomic study of anoxic hydrocarbon resource environments that had been subjected to nitrate injection showed high proportions of genes for enzymes involved in aerobic hydrocarbon metabolism84. Oxygenic denitrifiers may offer ecological advantages by enabling the aerobic microbes to thrive in hydrocarbon-contaminated anoxic subsurface environments.

Methods

Enrichment culture

A chemostat (Applikon, Schiedam, the Netherlands) culture that originated from soil samples obtained from a benzene-contaminated site located in the northern part of the Netherlands has been maintained with benzene as electron donor and nitrate as electron acceptor for more than 15 years38. Details of media composition and culture conditions were described previously40.

Sampling, RNA extraction and sequencing

Biofilms grown on the glass wall of the reactor had different morphologies40. Four suspended biofilm samples were taken from the areas with white biofilm: three on 31st October 2014 and one on 3rd November 2014. Moreover, two suspended biofilm samples were taken from the areas with brown biofilm on 3rd November 2014 (Table S1). Defined areas of biofilm attached to the glass wall were scraped off under a constant N2/CO2 (80/20%) flow. The liquid phase in the vessel was stirred for 5 minutes at 200 rpm to dislodge the biofilm aggregates followed by liquid phase sampling as described previously40. The samples were immediately stored at −80 °C. DNA and RNA co-extraction and purification was done as described previously85. The DNA samples were used for community analysis using MiSeq sequencing and quantification of key benzene degradation genes as described elsewhere40. The RNA samples were used for metatranscriptomic analysis in this study. Removal of rRNA, synthesis of cDNA and adding indices for Illumina library preperation were performed using the ScriptSeqTM Complete Kit (Bacteria) (Epicentre) following the manufacturer’s protocol. Single read sequencing was done with an Illumina HiSeq. 2500 (GATC-Biotech, Konstanz, Germany) generating reads between 6.02 to 46.4 M per sample. The read length was 150 bp.

Data quality assessment and filtering

SortMeRNA v1.986 was used to remove rRNA reads. Trueseq adapters were trimmed with cutadapt v1.2.187 with the –b settings. Quality trimming was performed with PRINSEQ Lite v0.20.288, with a minimum sequence length of 40 bp and a minimum quality of 30 on both ends of the read and as mean quality. All reads with non-IUPAC characters were discarded as well as reads containing more than three Ns.

Assembly and annotation

All reads which passed the quality assessment were pooled and cross-assembled with IDBA_UD version 1.1.1 with standard parameters89. All contigs, which contained more than 90% of a single base, more than 90% GC or AT, or which contained 50 or more bases of the same type in a row, were removed from further processing. On the assembled meta-transcriptome, Prodigal v2.5 was used for prediction of protein coding DNA sequences (CDS) with the option for meta samples90. Reads were mapped to the meta-transcriptome with Bowtie2 v2.0.691 using default settings. BAM files were converted with SAMtools v0.1.1892, and gene coverage was calculated with subread version 1.4.693.

The proteins were annotated with KAAS94, with SBH and ghostX as settings and with InterProScan 5.6-48.095. The annotation was further enhanced by adding EC numbers via PRIAM version March 06, 201396. Further EC numbers were derived by text mining and matching all InterproScan derived domain names against the BRENDA database (download 13.06.13)97. This text mining was done as outlined in supporting information. All EC and KO numbers were mapped with custom scripts onto the KEGG database98 and visualized using Python Scipy version 1.6.1 and NumPy version 0.9.099.

Taxonomic assignments

All assembled contigs were analysed with Blast 2.2.29100 against the NCBI NT database (download 22.01.2014) with standard parameters besides an e-value of 0.0001, the human microbiome (download 08.05.2014), the NCBI bacterial draft genomes (download 23.01.2014), the NCBI protozoa genomes (download 08.05.2014), and the human genome (download 30.12.2013, release 08.08.2013, NCBI Homo sapiens annotation release 105). Taxonomy was estimated with a custom version of the LCA algorithm as implemented in MEGAN101, but with changed default parameters. Only hits exceeding a bitscore of 50 were considered and of these only hits with a length of more than 100 nucleotides and that did not deviate more than 10% from the longest hit were used. All contigs, for which this did not result in any assignment, were again analysed with Blast using all the above mentioned databases, but with the –blastn option and the taxonomic assignment was calculated as mentioned.

Testing oxygen production

The oxygen production experiment was performed at a dilution rate of 0.1 day−1 at 25 °C with an influent benzene concentration of 100 µM as previously described40. The influent medium was similar to the medium used for metatranscriptomic analyses except that the vitamins were excluded and (NH4)2SO4 was replaced with 1.9 mM Na2SO4. The oxygen production was measured using an oxygen electrode submerged in the liquid phase of the continuous culture (AppliSens, Applikon). The oxygen electrode was calibrated by sparging nitrogen gas (0% O2) or air (100% O2) through demineralized water at 20 °C corresponding to 0 µM or 250 µM dissolved oxygen, respectively. The oxygen detection limit was 0.1% (0.25 µM). Headspace oxygen concentrations were measured with a Varian 3800 gas chromatographic (GC) system equipped with a thermal conductivity detector (TCD) and a tandem column (Molsieve 5 A/Porabond Q, Agilent, CA, USA). The TCD detector was set at 80 °C and the filament temperature was 160 °C. The oven temperature was constant at 45 °C for 8 min with helium as carrier gas. Headspace samples of 250 µl were taken from the continuous culture with a 250 µl Pressure-Lock gas syringe and a 0.6 × 25 mm sterile needle (Henke Sass Wolf, Tuttlingen, Germany) followed by 50 µl injection into the GC-TCD. Nitrite was added from a 1 M anoxic stock solution (NaNO2) to a final concentration of 0.5 mM. Formate was added from a 2 M anoxic stock solution (HCOONa) to a final concentration of 1 mM. Benzene was measured in 0.5 ml headspace samples of the reactor on a GC-FID system, as described previously40.

Sequence Data

All sequence data from this study were deposited at the European Bioinformatics Institute under the accession numbers ERS1670018 to ERS1670023. Further, all assigned genes, taxonomy, function, sequences of contigs, genes and proteins can be found in Table S3.

Electronic supplementary material

Dataset1 (7.2MB, xlsx)

Acknowledgements

This study was supported by a grant of BE-Basic-FES funds from the Dutch Ministry of Economic Affairs. The research of A.J.M. Stams is supported by an ERC grant (project 323009) and the gravitation grant “Microbes for Health and Environment” (project 024.002.002) of the Netherlands Ministry of Education, Culture and Science. F. Hugenholtz was supported by the same gravitation grant (project 024.002.002). B. Hornung is supported by Wageningen University and the Wageningen Institute for Environment and Climate Research (WIMEK) through the IP/OP program Systems Biology (project KB-17-003.02-023).

Author Contributions

H.S., J.G., A.J.M.S. and R.v.S. planned the research; S.A., M.J.v.d.W., U.N.d.R. and F.H. did the experiments; S.A., B.H., B.N. and D.M. did data analysis; and all authors wrote and reviewed the manuscript.

Competing Interests

The authors declare no competing interests.

Footnotes

Siavash Atashgahi and Bastian Hornung contributed equally to this work.

Electronic supplementary material

Supplementary information accompanies this paper at 10.1038/s41598-018-22617-x.

Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

References

  • 1.Dean BJ. Recent findings on the genetic toxicology of benzene, toluene, xylenes and phenols. Mutat. Res/Rev. Gen. Toxicol. 1985;154:153–181. doi: 10.1016/0165-1110(85)90016-8. [DOI] [PubMed] [Google Scholar]
  • 2.Vogt C, Kleinsteuber S, Richnow HH. Anaerobic benzene degradation by bacteria. Microb. Biotechnol. 2011;4:710–724. doi: 10.1111/j.1751-7915.2011.00260.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 3.Langenhoff AA, Zehnder AJ, Schraa G. Behaviour of toluene, benzene and naphthalene under anaerobic conditions in sediment columns. Biodegradation. 1996;7:267–274. doi: 10.1007/BF00058186. [DOI] [Google Scholar]
  • 4.Díaz E, Jiménez JI, Nogales J. Aerobic degradation of aromatic compounds. Curr. Opin. Biotechnol. 2013;24:431–442. doi: 10.1016/j.copbio.2012.10.010. [DOI] [PubMed] [Google Scholar]
  • 5.Fuchs G, Boll M, Heider J. Microbial degradation of aromatic compounds- From one strategy to four. Nat. Rev. Microbiol. 2011;9:803–816. doi: 10.1038/nrmicro2652. [DOI] [PubMed] [Google Scholar]
  • 6.Weelink SAB, van Eekert MHA, Stams AJM. Degradation of BTEX by anaerobic bacteria: physiology and application. Rev. Environ. Sci. Biotechnol. 2010;9:359–385. doi: 10.1007/s11157-010-9219-2. [DOI] [Google Scholar]
  • 7.Meckenstock RU, et al. Anaerobic degradation of benzene and polycyclic aromatic hydrocarbons. J. Mol. Microbiol. Biotechnol. 2016;26:92–118. doi: 10.1159/000441358. [DOI] [PubMed] [Google Scholar]
  • 8.Caldwell ME, Suflita JM. Detection of phenol and benzoate as intermediates of anaerobic benzene biodegradation under different terminal electron-accepting conditions. Environ. Sci. Technol. 2000;34:1216–1220. doi: 10.1021/es990849j. [DOI] [Google Scholar]
  • 9.Chakraborty R, Coates JD. Hydroxylation and carboxylation - Two crucial steps of anaerobic benzene degradation by Dechloromonas strain RCB. Appl. Environ. Microbiol. 2005;71:5427–5432. doi: 10.1128/AEM.71.9.5427-5432.2005. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 10.Grbic-Galic D, Vogel TM. Transformation of toluene and benzene by mixed methanogenic cultures. Appl. Environ. Microbiol. 1987;53:254–260. doi: 10.1128/aem.53.2.254-260.1987. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 11.Vogel TM, Grbic-Galic D. Incorporation of oxygen from water into toluene and benzene during anaerobic fermentative transformation. Appl. Environ. Microbiol. 1986;52:200–202. doi: 10.1128/aem.52.1.200-202.1986. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 12.Abu Laban N, Selesi D, Jobelius C, Meckenstock RU. Anaerobic benzene degradation by Gram-positive sulfate-reducing bacteria. FEMS Microbiol. Ecol. 2009;68:300–311. doi: 10.1111/j.1574-6941.2009.00672.x. [DOI] [PubMed] [Google Scholar]
  • 13.Kunapuli U, Griebler C, Beller HR, Meckenstock RU. Identification of intermediates formed during anaerobic benzene degradation by an iron-reducing enrichment culture. Environ. Microbiol. 2008;10:1703–1712. doi: 10.1111/j.1462-2920.2008.01588.x. [DOI] [PubMed] [Google Scholar]
  • 14.Phelps CD, Zhang X, Young LY. Use of stable isotopes to identify benzoate as a metabolite of benzene degradation in a sulphidogenic consortium. Environ. Microbiol. 2001;3:600–603. doi: 10.1046/j.1462-2920.2001.00228.x. [DOI] [PubMed] [Google Scholar]
  • 15.Musat F, Widdel F. Anaerobic degradation of benzene by a marine sulfate-reducing enrichment culture, and cell hybridization of the dominant phylotype. Environ. Microbiol. 2008;10:10–19. doi: 10.1111/j.1462-2920.2007.01425.x. [DOI] [PubMed] [Google Scholar]
  • 16.Ulrich AC, Beller HR, Edwards EA. Metabolites detected during biodegradation of 13C6-benzene in nitrate-reducing and methanogenic enrichment cultures. Environ. Sci. Technol. 2005;39:6681–6691. doi: 10.1021/es050294u. [DOI] [PubMed] [Google Scholar]
  • 17.Holmes DE, Risso C, Smith JA, Lovley DR. Anaerobic oxidation of benzene by the hyperthermophilic archaeon Ferroglobus placidus. Appl. Environ. Microbiol. 2011;77:5926–5933. doi: 10.1128/AEM.05452-11. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 18.Zhang T, et al. Anaerobic benzene oxidation via phenol in Geobacter metallireducens. Appl. Environ. Microbiol. 2013;79:7800–7806. doi: 10.1128/AEM.03134-13. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 19.Zhang T, et al. Identification of genes specifically required for the anaerobic metabolism of benzene in Geobacter metallireducens. Front. Microbiol. 2014;5:245. doi: 10.3389/fmicb.2014.00245. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 20.Weelink SAB, et al. Isolation and characterization of Alicycliphilus denitrificans strain BC, which grows on benzene with chlorate as the electron acceptor. Appl. Environ. Microbiol. 2008;74:6672–6681. doi: 10.1128/AEM.00835-08. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 21.Oosterkamp MJ, et al. Genome Analysis and Physiological Comparison of Alicycliphilus denitrificans Strains BC and K601T. PLoS ONE. 2013;8:e66971. doi: 10.1371/journal.pone.0066971. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 22.Ettwig KF, et al. Nitrite-driven anaerobic methane oxidation by oxygenic bacteria. Nature. 2010;464:543–548. doi: 10.1038/nature08883. [DOI] [PubMed] [Google Scholar]
  • 23.Mehboob F, et al. Genome and proteome analysis of Pseudomonas chloritidismutans AW‐1T that grows on n‐decane with chlorate or oxygen as electron acceptor. Environ. Microbiol. 2016;18:3247–3257. doi: 10.1111/1462-2920.12880. [DOI] [PubMed] [Google Scholar]
  • 24.Peng P, et al. Concurrent haloalkanoate degradation and chlorate reduction by Pseudomonas chloritidismutans AW-1T. Appl. Environ. Microbiol. 2017;83:e00325–00317. doi: 10.1128/AEM.00325-17. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 25.Zedelius J, et al. Alkane degradation under anoxic conditions by a nitrate-reducing bacterium with possible involvement of the electron acceptor in substrate activation. Env. Microbiol. Rep. 2011;3:125–135. doi: 10.1111/j.1758-2229.2010.00198.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 26.Coates JB, et al. Anaerobic benzene oxidation coupled to nitrate reduction in pure culture by two strains of Dechloromonas. Nature. 2001;411:1039–1043. doi: 10.1038/35082545. [DOI] [PubMed] [Google Scholar]
  • 27.Meckenstock RU, Mouttaki H. Anaerobic degradation of non-substituted aromatic hydrocarbons. Curr. Opin. Biotechnol. 2011;22:406–414. doi: 10.1016/j.copbio.2011.02.009. [DOI] [PubMed] [Google Scholar]
  • 28.Salinero KK, et al. Metabolic analysis of the soil microbe Dechloromonas aromatica str. RCB: Indications of a surprisingly complex life-style and cryptic anaerobic pathways for aromatic degradation. BMC Genomics. 2009;10:351. doi: 10.1186/1471-2164-10-351. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 29.Kasai Y, Takahata Y, Manefield M, Watanabe K. RNA-based stable isotope probing and isolation of anaerobic benzene-degrading bacteria from gasoline-contaminated groundwater. Appl. Environ. Microbiol. 2006;72:3586–3592. doi: 10.1128/AEM.72.5.3586-3592.2006. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 30.Herrmann S, et al. Functional characterization of an anaerobic benzene-degrading enrichment culture by DNA stable isotope probing. Environ. Microbiol. 2010;12:401–411. doi: 10.1111/j.1462-2920.2009.02077.x. [DOI] [PubMed] [Google Scholar]
  • 31.Kleinsteuber S, et al. Molecular characterization of bacterial communities mineralizing benzene under sulfate-reducing conditions. FEMS Microbiol. Ecol. 2008;66:143–157. doi: 10.1111/j.1574-6941.2008.00536.x. [DOI] [PubMed] [Google Scholar]
  • 32.Kunapuli U, Lueders T, Meckenstock RU. The use of stable isotope probing to identify key iron-reducing microorganisms involved in anaerobic benzene degradation. ISME J. 2007;1:643–653. doi: 10.1038/ismej.2007.73. [DOI] [PubMed] [Google Scholar]
  • 33.Liou JSC, Derito CM, Madsen EL. Field-based and laboratory stable isotope probing surveys of the identities of both aerobic and anaerobic benzene-metabolizing microorganisms in freshwater sediment. Environ. Microbiol. 2008;10:1964–1977. doi: 10.1111/j.1462-2920.2008.01612.x. [DOI] [PubMed] [Google Scholar]
  • 34.Luo F, Devine CE, Edwards EA. Cultivating microbial dark matter in benzene-degrading methanogenic consortia. Environ. Microbiol. 2016;18:2923–2936. doi: 10.1111/1462-2920.13121. [DOI] [PubMed] [Google Scholar]
  • 35.Oka AR, et al. Identification of critical members in a sulfidogenic benzene-degrading consortium by DNA stable isotope probing. Appl. Environ. Microbiol. 2008;74:6476–6480. doi: 10.1128/AEM.01082-08. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 36.Taubert M, et al. Protein-SIP enables time-resolved analysis of the carbon flux in a sulfate-reducing, benzene-degrading microbial consortium. ISME J. 2012;6:2291–2301. doi: 10.1038/ismej.2012.68. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 37.Ulrich AC, Edwards EA. Physiological and molecular characterization of anaerobic benzene-degrading mixed cultures. Environ. Microbiol. 2003;5:92–102. doi: 10.1046/j.1462-2920.2003.00390.x. [DOI] [PubMed] [Google Scholar]
  • 38.van der Zaan BM, et al. Anaerobic benzene degradation under denitrifying conditions: Peptococcaceae as dominant benzene degraders and evidence for a syntrophic process. Environ. Microbiol. 2012;14:1171–1181. doi: 10.1111/j.1462-2920.2012.02697.x. [DOI] [PubMed] [Google Scholar]
  • 39.Weelink SAB, et al. Physiological and phylogenetic characterization of a stable benzene-degrading, chlorate-reducing microbial community. FEMS Microbiol. Ecol. 2007;60:312–321. doi: 10.1111/j.1574-6941.2007.00289.x. [DOI] [PubMed] [Google Scholar]
  • 40.van der Waals MJ, et al. Benzene degradation in a denitrifying biofilm reactor: activity and microbial community composition. Appl. Microbiol. Biotechnol. 2017;101:5175–5188. doi: 10.1007/s00253-017-8214-8. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 41.Abu Laban N, Selesi D, Rattei T, Tischler P, Meckenstock RU. Identification of enzymes involved in anaerobic benzene degradation by a strictly anaerobic iron-reducing enrichment culture. Environ. Microbiol. 2010;12:2783–2796. doi: 10.1111/j.1462-2920.2010.02248.x. [DOI] [PubMed] [Google Scholar]
  • 42.Luo F, et al. Metatranscriptome of an anaerobic benzene-degrading, nitrate-reducing enrichment culture reveals involvement of carboxylation in benzene ring activation. Appl. Environ. Microbiol. 2014;80:4095–4107. doi: 10.1128/AEM.00717-14. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 43.Frias-Lopez J, et al. Microbial community gene expression in ocean surface waters. Proc. Natl. Acad. Sci. 2008;105:3805–3810. doi: 10.1073/pnas.0708897105. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 44.Shi Y, Tyson GW, Eppley JM, Delong EF. Integrated metatranscriptomic and metagenomic analyses of stratified microbial assemblages in the open ocean. ISME J. 2011;5:999–1013. doi: 10.1038/ismej.2010.189. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 45.Chen LX, et al. Comparative metagenomic and metatranscriptomic analyses of microbial communities in acid mine drainage. ISME J. 2015;9:1579–1592. doi: 10.1038/ismej.2014.245. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 46.Didonato RJ, Jr, et al. Genome sequence of the deltaproteobacterial strain NaphS2 and analysis of differential gene expression during anaerobic growth on naphthalene. PLoS ONE. 2010;5:e14072. doi: 10.1371/journal.pone.0014072. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 47.Butler JE, et al. Genomic and microarray analysis of aromatics degradation in Geobacter metallireducens and comparison to a Geobacter isolate from a contaminated field site. BMC Genomics. 2007;8:180. doi: 10.1186/1471-2164-8-180. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 48.Peters F, Heintz D, Johannes J, Van Dorsselaer A, Boll M. Genes, enzymes, and regulation of para-cresol metabolism in Geobacter metallireducens. J. Bacteriol. 2007;189:4729–4738. doi: 10.1128/JB.00260-07. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 49.Dong, X. et al. Reconstructing metabolic pathways of a member of the genus Pelotomaculum suggesting its potential to oxidize benzene to carbon dioxide with direct reduction of sulfate. FEMS Microbiol. Ecol., fiw254 (2016). [DOI] [PubMed]
  • 50.Mouttaki H, Johannes J, Meckenstock RU. Identification of naphthalene carboxylase as a prototype for the anaerobic activation of non-substituted aromatic hydrocarbons. Environ. Microbiol. 2012;14:2770–2774. doi: 10.1111/j.1462-2920.2012.02768.x. [DOI] [PubMed] [Google Scholar]
  • 51.Musat F, et al. Anaerobic degradation of naphthalene and 2-methylnaphthalene by strains of marine sulfate-reducing bacteria. Environ. Microbiol. 2009;11:209–219. doi: 10.1111/j.1462-2920.2008.01756.x. [DOI] [PubMed] [Google Scholar]
  • 52.Bergmann F, et al. Genomic insights into the metabolic potential of the polycyclic aromatic hydrocarbon degrading sulfate-reducing Deltaproteobacterium N47. Environ. Microbiol. 2011;13:1125–1137. doi: 10.1111/j.1462-2920.2010.02391.x. [DOI] [PubMed] [Google Scholar]
  • 53.Boll M, Löffler C, Morris BEL, Kung JW. Anaerobic degradation of homocyclic aromatic compounds via arylcarboxyl-coenzyme A esters: Organisms, strategies and key enzymes. Environ. Microbiol. 2014;16:612–627. doi: 10.1111/1462-2920.12328. [DOI] [PubMed] [Google Scholar]
  • 54.Ebenau-Jehle C, et al. An unusual strategy for the anoxic biodegradation of phthalate. ISME J. 2017;11:224–236. doi: 10.1038/ismej.2016.91. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 55.Carmona M, et al. Anaerobic catabolism of aromatic compounds: a genetic and genomic view. Microbiol. Mol. Biol. Rev. 2009;73:71–133. doi: 10.1128/MMBR.00021-08. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 56.Egland PG, Harwood CS. BadR, a new MarR family member, regulates anaerobic benzoate degradation by Rhodopseudomonas palustris in concert with AadR, an Fnr family member. J. Bacteriol. 1999;181:2102–2109. doi: 10.1128/jb.181.7.2102-2109.1999. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 57.Schühle K, et al. Benzoate-coenzyme a ligase from Thauera aromatica: An enzyme acting in anaerobic and aerobic pathways. J. Bacteriol. 2003;185:4920–4929. doi: 10.1128/JB.185.16.4920-4929.2003. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 58.Egland PG, Harwood CS. HbaR, a 4-hydroxybenzoate sensor and FNR-CRP superfamily member, regulates anaerobic 4-hydroxybenzoate degradation by Rhodopseudomonas palustris. J. Bacteriol. 2000;182:100–106. doi: 10.1128/JB.182.1.100-106.2000. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 59.Holmes DE, Risso C, Smith JA, Lovley DR. Genome-scale analysis of anaerobic benzoate and phenol metabolism in the hyperthermophilic archaeon Ferroglobus placidus. ISME J. 2012;6:146–157. doi: 10.1038/ismej.2011.88. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 60.Tan B, Dong X, Sensen CW, Foght J. Metagenomic analysis of an anaerobic alkane-degrading microbial culture: potential hydrocarbon-activating pathways and inferred roles of community members. Genome. 2013;56:599–611. doi: 10.1139/gen-2013-0069. [DOI] [PubMed] [Google Scholar]
  • 61.Tan B, et al. Comparative analysis of metagenomes from three methanogenic hydrocarbon-degrading enrichment cultures with 41 environmental samples. ISME J. 2015;9:2028–2045. doi: 10.1038/ismej.2015.22. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 62.Top EM, Springael D. The role of mobile genetic elements in bacterial adaptation to xenobiotic organic compounds. Curr. Opin. Biotechnol. 2003;14:262–269. doi: 10.1016/S0958-1669(03)00066-1. [DOI] [PubMed] [Google Scholar]
  • 63.Boll M, Fuchs G. Benzoyl‐coenzyme A rrductase (Ddaromatizing), a key enzyme of anaerobic aromatic metabolism: ATP dependence of the reaction, purification and some properties of the enzyme from Thauera Aromatica strain K172. Eur. J. Biochem. 1995;234:921–933. doi: 10.1111/j.1432-1033.1995.921_a.x. [DOI] [PubMed] [Google Scholar]
  • 64.Kung JW, et al. Identification and characterization of the tungsten-containing class of benzoyl-coenzyme A reductases. Proc. Natl. Acad. Sci. 2009;106:17687–17692. doi: 10.1073/pnas.0905073106. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 65.Schmid G, Auerbach H, Pierik AJ, Schünemann V, Boll M. ATP-dependent electron activation module of benzoyl-coenzyme A reductase from the hyperthermophilic archaeon Ferroglobus placidus. Biochemistry. 2016;55:5578–5586. doi: 10.1021/acs.biochem.6b00729. [DOI] [PubMed] [Google Scholar]
  • 66.López Barragán MJ, et al. The bzd gene cluster, coding for anaerobic benzoate catabolism, in Azoarcus sp. strain CIB. J. Bacteriol. 2004;186:5762–5774. doi: 10.1128/JB.186.17.5762-5774.2004. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 67.Harrison FH, Harwood CS. The pimFABCDE operon from Rhodopseudomonas palustris mediates dicarboxylic acid degradation and participates in anaerobic benzoate degradation. Microbiology. 2005;151:727–736. doi: 10.1099/mic.0.27731-0. [DOI] [PubMed] [Google Scholar]
  • 68.Wischgoll S, et al. Decarboxylating and nondecarboxylating glutaryl-coenzyme A dehydrogenases in the aromatic metabolism of obligately anaerobic bacteria. J. Bacteriol. 2009;191:4401–4409. doi: 10.1128/JB.00205-09. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 69.Dimroth P, Schink B. Energy conservation in the decarboxylation of dicarboxylic acids by fermenting bacteria. Arch. Microbiol. 1998;170:69–77. doi: 10.1007/s002030050616. [DOI] [PubMed] [Google Scholar]
  • 70.McInerney MJ, et al. The genome of Syntrophus aciditrophicus: life at the thermodynamic limit of microbial growth. Proc. Natl. Acad. Sci. 2007;104:7600–7605. doi: 10.1073/pnas.0610456104. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 71.Tao Y, Fishman A, Bentley WE, Wood TK. Oxidation of benzene to phenol, catechol, and 1, 2, 3-trihydroxybenzene by toluene 4-monooxygenase of Pseudomonas mendocina KR1 and toluene 3-monooxygenase of Ralstonia pickettii PKO1. Appl. Environ. Microbiol. 2004;70:3814–3820. doi: 10.1128/AEM.70.7.3814-3820.2004. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 72.Shingler V, Powlowski J, Marklund U. Nucleotide sequence and functional analysis of the complete phenol/3, 4-dimethylphenol catabolic pathway of Pseudomonas sp. strain CF600. J. Bacteriol. 1992;174:711–724. doi: 10.1128/jb.174.3.711-724.1992. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 73.Duffner FM, Kirchner U, Bauer MP, Müller R. Phenol/cresol degradation by the thermophilic Bacillus thermoglucosidasius A7: cloning and sequence analysis of five genes involved in the pathway. Gene. 2000;256:215–221. doi: 10.1016/S0378-1119(00)00352-8. [DOI] [PubMed] [Google Scholar]
  • 74.Fukumori F, Saint CP. Complete nucleotide sequence of the catechol metabolic region of plasmid pTDN1. J. Gen. Appl. Microbiol. 2001;47:329–333. doi: 10.2323/jgam.47.329. [DOI] [PubMed] [Google Scholar]
  • 75.Sota M, et al. Genomic and functional analysis of the IncP-9 naphthalene-catabolic plasmid NAH7 and its transposon Tn4655 suggests catabolic gene spread by a tyrosine recombinase. J. Bacteriol. 2006;188:4057–4067. doi: 10.1128/JB.00185-06. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 76.Zhou N-Y, Fuenmayor SL, Williams PA. nag genes of Ralstonia (formerly Pseudomonas) sp. strain U2 encoding enzymes for gentisate catabolism. J. Bacteriol. 2001;183:700–708. doi: 10.1128/JB.183.2.700-708.2001. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 77.Atashgahi S, et al. Geochemical parameters and reductive dechlorination determine aerobic cometabolic vs aerobic metabolic vinyl chloride biodegradation at oxic/anoxic interface of hyporheic zones. Environ. Sci. Technol. 2017;51:1626–1634. doi: 10.1021/acs.est.6b05041. [DOI] [PubMed] [Google Scholar]
  • 78.Ettwig KF, et al. Bacterial oxygen production in the dark. Front. Microbiol. 2012;3:273. doi: 10.3389/fmicb.2012.00273. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 79.Valderrama JA, et al. Bacterial degradation of benzoate: cross-regulation between aerobic and anaerobic paathways. J. Biol. Chem. 2012;287:10494–10508. doi: 10.1074/jbc.M111.309005. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 80.Keller, A. H., Kleinsteuber, S. & Vogt, C. Anaerobic benzene mineralization by nitrate-reducing and sulfate-reducing microbial consortia enriched from the same site: Comparison of community composition and degradation characteristics. Microbiol. Ecol., 1–13 (2017). [DOI] [PubMed]
  • 81.Fischer A, et al. Combined carbon and hydrogen isotope fractionation investigations for elucidating benzene biodegradation pathways. Environ. Sci. Technol. 2008;42:4356–4363. doi: 10.1021/es702468f. [DOI] [PubMed] [Google Scholar]
  • 82.Zhu B, et al. Unexpected diversity and high abundance of putative nitric oxide dismutase (Nod) genes in contaminated aquifers and wastewater treatment systems. Appl. Environ. Microbiol. 2017;83:e02750–02716. doi: 10.1128/AEM.02750-16. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 83.Larentis M, Hoermann K, Lueders T. Fine‐scale degrader community profiling over an aerobic/anaerobic redox gradient in a toluene‐contaminated aquifer. Env. Microbiol. Rep. 2013;5:225–234. doi: 10.1111/1758-2229.12004. [DOI] [PubMed] [Google Scholar]
  • 84.An D, et al. Metagenomics of hydrocarbon resource environments indicates aerobic taxa and genes to be unexpectedly common. Environ. Sci. Technol. 2013;47:10708–10717. doi: 10.1021/es4020184. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 85.Rajeev L, et al. Dynamic cyanobacterial response to hydration and dehydration in a desert biological soil crust. ISME J. 2013;7:2178–2191. doi: 10.1038/ismej.2013.83. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 86.Kopylova E, Noe L, Touzet H. SortMeRNA: fast and accurate filtering of ribosomal RNAs in metatranscriptomic data. Bioinformatics. 2012;28:3211–3217. doi: 10.1093/bioinformatics/bts611. [DOI] [PubMed] [Google Scholar]
  • 87.Martin M. Cutadapt removes adapter sequences from high-throughput sequencing reads. EMBnet Journal. 2011;17:10–12. doi: 10.14806/ej.17.1.200. [DOI] [Google Scholar]
  • 88.Schmieder R, Edwards R. Quality control and preprocessing of metagenomic datasets. Bioinformatics. 2011;27:863–864. doi: 10.1093/bioinformatics/btr026. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 89.Peng Y, Leung HC, Yiu SM, Chin FY. IDBA-UD: A de novo assembler for single-cell and metagenomic sequencing data with highly uneven depth. Bioinformatics. 2012;28:1420–1428. doi: 10.1093/bioinformatics/bts174. [DOI] [PubMed] [Google Scholar]
  • 90.Hyatt D, et al. Prodigal: prokaryotic gene recognition and translation initiation site identification. BMC bioinformatics. 2010;11:119. doi: 10.1186/1471-2105-11-119. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 91.Langmead B, Salzberg SL. Fast gapped-read alignment with Bowtie 2. Nature methods. 2012;9:357–359. doi: 10.1038/nmeth.1923. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 92.Li H, et al. The sequence alignment/map format and SAMtools. Bioinformatics. 2009;25:2078–2079. doi: 10.1093/bioinformatics/btp352. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 93.Liao Y, Smyth GK, Shi W. The Subread aligner: fast, accurate and scalable read mapping by seed-and-vote. Nucleic Acids Res. 2013;41:e108. doi: 10.1093/nar/gkt214. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 94.Moriya Y, Itoh M, Okuda S, Yoshizawa AC, Kanehisa M. KAAS: an automatic genome annotation and pathway reconstruction server. Nucleic Acids Res. 2007;35:W182–185. doi: 10.1093/nar/gkm321. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 95.Hunter S, et al. InterPro in 2011: new developments in the family and domain prediction database. Nucleic Acids Res. 2012;40:D306–312. doi: 10.1093/nar/gkr948. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 96.Claudel-Renard C, Chevalet C, Faraut T, Kahn D. Enzyme-specific profiles for genome annotation: PRIAM. Nucleic Acids Res. 2003;31:6633–6639. doi: 10.1093/nar/gkg847. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 97.Chang A, et al. BRENDA in 2015: exciting developments in its 25th year of existence. Nucleic Acids Res. 2015;43:D439–446. doi: 10.1093/nar/gku1068. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 98.Kanehisa M, Goto S, Sato Y, Furumichi M, Tanabe M. KEGG for integration and interpretation of large-scale molecular data sets. Nucleic Acids Res. 2012;40:D109–114. doi: 10.1093/nar/gkr988. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 99.van der Walt S, Colbert C, Varoquaux G. The NumPy Array: a structure for efficient numerical computation. Comput. Sci. Engin. 2011;13:22–30. doi: 10.1109/MCSE.2011.37. [DOI] [Google Scholar]
  • 100.Altschul SF, Gish W, Miller W, Myers EW, Lipman DJ. Basic local alignment search tool. J. Mol. Biol. 1990;215:403–410. doi: 10.1016/S0022-2836(05)80360-2. [DOI] [PubMed] [Google Scholar]
  • 101.Huson DH, Mitra S, Ruscheweyh HJ, Weber N, Schuster SC. Integrative analysis of environmental sequences using MEGAN4. Genome Res. 2011;21:1552–1560. doi: 10.1101/gr.120618.111. [DOI] [PMC free article] [PubMed] [Google Scholar]

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