Thuricin CD is a two-component bacteriocin produced by Bacillus thuringiensis that kills a wide range of clinically significant Clostridium difficile. This bacteriocin has recently been characterized and consists of two distinct peptides, Trnβ and Trnα, which both possess 3 intrapeptide sulphur to α-carbon bridges and act synergistically. Indeed, thuricin CD and subtilosin A are the only antimicrobials known to possess these unusual structures and are known as the sactibiotics (sulplur to alpha carbon-containing antibiotics). Analysis of the thuricin CD-associated gene cluster revealed the presence of genes encoding two highly unusual SAM proteins (TrnC and TrnD) which are proposed to be responsible for these unusual post-translational modifications. On the basis of the frequently high conservation among enzymes responsible for the post-translational modification of specific antimicrobials, we performed an in silico screen for novel thuricin CD–like gene clusters using the TrnC and TrnD radical SAM proteins as driver sequences to perform an initial homology search against the complete non-redundant database. Fifteen novel thuricin CD–like gene clusters were identified, based on the presence of TrnC and TrnD homologues in the context of neighbouring genes encoding potential bacteriocin structural peptides. Moreover, metagenomic analysis revealed that TrnC or TrnD homologs are present in a variety of metagenomic environments, suggesting a widespread distribution of thuricin-like operons in a variety of environments. In-silico analysis of radical SAM proteins is sufficient to identify novel putative sactibiotic clusters.
Citation: Murphy K, O'Sullivan O, Rea MC, Cotter PD, Ross RP, Hill C (2011) Genome Mining for Radical SAM Protein Determinants Reveals Multiple Sactibiotic-Like Gene Clusters. PLoS ONE 6(7): e20852. https://doi.org/10.1371/journal.pone.0020852
Editor: Timothy D. Read, Emory University, United States of America
Received: March 10, 2011; Accepted: May 10, 2011; Published: July 8, 2011
Copyright: © 2011 Murphy et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Funding: This work was supported by the Science Foundation of Ireland-funded Centre for Science, Engineering and Technology (SFI-CSET): the Alimentary Pharmabiotic Centre (APC), http://www.sfi.ie. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Competing interests: The authors have declared that no competing interests exist.
The ever-increasing issue of bacterial resistance to conventional antibiotics and consumer demands for safe minimally processed foods have stimulated research interest in natural antimicrobial agents such as bacteriocins , , . A variety of approaches can be employed to identify novel bacteriocins with the most traditional being the isolation of strains and a culture-based assessment of their ability to produce novel antimicrobials which have a broad antimicrobial spectra. In contrast, the discovery of thuricin CD was the result of the specific mining of the gut microbiota for potentially therapeutic bacteriocins with a narrow spectrum of activity . This alternative approach stems from the fact that in the clinical setting the use of broad spectrum antimicrobials has lead to the emergence of multi-drug resistant pathogens and the observation that the disruption of the colonic microbiota through administration of broad spectrum antibiotic treatment predisposes susceptible individuals to infection by the nosocomial pathogen Clostridium difficile , . Thuricin CD, produced by the human faecal isolate Bacillus thuringiensis DPC 6431, is a two peptide antimicrobial, composed of Trnα and Trnβ. The two thuricin CD peptides act synergistically, exhibiting a narrow spectrum of activity targeting mainly the spore forming genera - Bacillus and Clostridium. Interestingly thuricin CD kills a wide range of clinical C. difficile ribotypes commonly associated with Clostridium difficile associated diarrhoea (CDAD) including the hypervirulent strain B1/NAP1/027 . In a distal colon model thuricin CD, while killing C. difficile, had no significant impact on the composition of the microbiota unlike other broad spectrum antimicrobials . However to be used as an oral therapeutic for CDAD thuricin CD, because it is sensitive to proteolytic enzymes, will require the use of encapsulation technologies to ensure the delivery of biologically active peptides to the colon.
Both Trnα and Trnβ are post-translationally modified peptides which contain unusual sulphur to α-carbon linkages, and as a result thuricin CD has been classified as a sactibiotic (sulphur to alpha carbon antibiotic ). The thuricin CD-associated gene cluster has been identified and contains genes, trnC and trnD, predicted to encode two radical S'-adenosylmethionine (SAM) proteins. Radical SAM proteins are characteristically associated with unusual posttranslational modifications and are likely to be involved in the formation of the aforementioned cysteine to α-carbon linkages . Radical SAM-encoding genes are rare in bacteriocin-associated clusters, with subtilosin A and propionicin F being notable exceptions , . Propionicin F is not a modified peptide and in this instance it is thought that the associated radical SAM enzyme contributes to N-terminal cleavage . However, subtilosin A is a cyclic peptide which undergoes posttranslational modification involving a thiol linkage of sulphur to α-carbon and can therefore be classified as a sactibiotic. The mechanism associated with the formation of this unusual posttranslational modification has not been established but is thought to be due to the associated radical SAM enzyme, AlbA.
An alternative approach to the identification of novel post-translationally modified peptides has involved in silico screening to identify the most highly conserved component of the associated gene clusters i.e. the genes encoding the modification enzymes. This approach has been employed, for example, to identify novel type I and type II lantibiotics , , ,  and thiazole/oxazole-modified microcin (TOMMS; , , , , ). Here this approach has been adapted to identify novel thuricin CD-like gene clusters. More specifically, an in silico screen of databases was undertaken, using TrnC and TrnD as driver sequences, to identify similar gene clusters. The search revealed 100 TrnC homologs and 53 TrnD homologs, which upon further investigation led to the identification of 15 novel putative thuricin CD-like clusters, i.e. clusters containing genes encoding TrnC and TrnD homologs as well as at least one structural peptide, across three phyla.
In silico screen for TrnC and TrnD Protein
The sequences of TrnC and TrnD, radical SAM proteins encoded within the thuricin CD gene cluster , were used as driver sequences to perform a homology search against the complete non-redundant database (November 2010). The search revealed 100 TrnC homologs and 54 TrnD homologs (homology being defined as BLASTP E-value <10-6), in 112 unique genomes. Tables S1 and S2 provide a full list of TrnC and TrnD homologs, which were found in the genomes of sequenced microorganisms. In each case the corresponding bacterial genomes were viewed and the regions containing the genes of interest were located. None of the strains identified have previously been associated with a bacteriocin producing phenotype.
A more detailed examination of these gene clusters involved an analysis of the regions flanking the trnC and trnD determinants for other open reading frames (ORFs) potentially involved in the biosynthesis of, or immunity to, bacteriocins. The presence of a second nearby Radical SAM gene (including those encoding another TrnC or TrnD homolog) was screened for in each case. Putative Radical SAM proteins were examined for the presence of signature motifs. Enzymes of the Radical SAM superfamily generate radicals by combining a 4Fe-4S cluster and S-adenosylmethionine (SAM) in close proximity. The Radical SAM signature motif, C-X3-C-X2-C, which coordinates the iron-sulphur and SAM in close proximity was screened for, as were the putative SAM binding sequence motifs, GGEPLL and TNG.
Particular focus was placed on screening the aforementioned clusters for genes potentially encoding structural peptides which, given the variable nature of the structural peptides encoded within modified bacteriocin associated gene clusters, may or may not resemble the very similar Trnα and Trnβ peptides. One feature that was screened for was the presence of a conserved double-glycine (GG) motif, which is a common feature among bacteriocins that are synthesized as biologically inactive precursor peptides (prepeptides) and plays a key role in secretion and activation , . Interestingly, in thuricin CD cleavage occurs between the GG residues rather than after which is the norm. The Trnα and Trnβ peptides consist of a cysteine-less leader region characterised by a high frequency of Glu and Asp residues . Both genes are preceded by perfect ribosomal binding sequences (RBS) identical to that of the Shine-Dalgarno consensus that are embedded within identical stretches of nucleotides (AAAAATAAGGAGGAATTATC). Also screened for was the presence of conserved cysteine residues such as those that occur at positions +5, +9 and +13 in Trnα and Trnβ, forming a CX3CX3C formation. Cys +5 is flanked by small hydrophobic amino acids Ala and Val, and those at positions +9 and +13 are coupled with variant small hydrophobic residues. A conserved Ser residue is present at position +15. Additionally, Gly residues occur at positions +17 and +19, which are followed by variant hydrophobic and hydrophilic residues, respectively .
Sequencing had revealed that Trnα and Trnβ are post-translationally modified at their respective 21st, 25th and 28th residues . It is believed that each peptide has three sulphur to α-carbon thioether linkages between the cysteine side chains and the α-carbons of the modified residues. These unusual sulphur to α-carbon linkages have also been reported in the antimicrobial subtilosin A . Notably, a SAM-containing enzyme is thought to be responsible for forming the thioether linkages in subtilosin A . This protein bears some resemblance to the SAM-containing enzymes encoded within the thuricin CD operon . Other features that were specifically screened for were the presence of other genes predicted to encode bacteriocin associated proteins, including those involved in transport and processing.
Following this screen, 15 gene clusters from 15 different bacterial strains were deemed worthy of closer analysis. Of these, 10 were gene clusters that contained both TrnC and TrnD encoding genes with putative prepeptide-encoding genes. The remaining 5 contained either a TrnC or a TrnD encoding gene but were deemed noteworthy as the majority of the other thuricin CD operon-associated features were present. Thirteen of these 15 total gene clusters were in the genomes of strains within the phylum Firmicutes. The other 2 strains were Bacteroides sp. 3_1_19 of the phylum Bacteroidetes and Petrotoga mobilis SJ95 of the phylum Thermotogae. These 15 clusters are described below and are grouped according to the phylum and genus of the associated strain. Arrow diagrams representing each of these clusters are depicted in Figure 1.
Gene clusters in Firmicutes
Identification of novel Bacillus-associated bacteriocin gene clusters.
Bacillus is a large and diverse genus which contains both free living and pathogenic species. Members are Gram-positive, rod-shaped, sporulating and are known to produce a wide range of antimicrobial substances including bacteriocins. Many of the Bacillus bacteriocins are lantibiotics, a category of post-translationally modified peptides which are grouped as a consequence of the presence of (β-methyl) lanthionine structures. Examples include subtilin , ericin S and ericin A , haloduracin ,  and lichenicidin . Our in silico screen highlighted the presence of thuricin CD-like gene clusters in the genomes of three Bacillus strains, i.e. B. cereus 95/8201, B. thuringiensis serovar pulsiensis BGSC 4CC1 and B. thuringiensis serovar huazhongensis BGSC 4BD1.
B. cereus 95/8201.
Strains of B. cereus are frequently isolated from soil but also found in foods of plant and animal origin. B. cereus is an opportunistic pathogen and has frequently been associated with human food poisoning .
B. cereus strain 95/8201 (GenBank accession ACMF00000000) was isolated from a human patient with endocarditis (Bacillus cereus group Tourasse-Helgason MLST Database) and sequenced by the Naval Medical Research Centre in 2009. A gene cluster was identified in this strain which is very similar to the thuricin CD gene cluster in B. thuringiensis DPC 6431. Bcere0016_53380 (499 residues) resembles TrnC (506 amino acids). The C-X3-C- X2-C motif occurs as CNLRCEYC at Cys107 in Bcere0016_53380 and is identical to the corresponding region in TrnC. Putative SAM binding sequence motifs, GGEPLL (identified at Gly165) and TNG (identified at Thr195) are also conserved between Bcere0016_53380 and TrnC. Bcere0016_53390 (408 amino acids) resembles TrnD (414 residues). The signature motif occurs as CMNMCKHC (at Cys103 in Bcere0016_53390) in both. The GGEPFL (Gly158) and TNG (T187) motifs in Bcere0016_53390 are identical to those in TrnD. Bcere0016_53360 and Bcere0016_53370 are the predicted structural genes and are 100% identical to B. thuringiensis DPC 6431 structural genes, trnβ and trnα respectively. Other genes of note in this cluster are those encoding a putative ABC transporter (Bcere0016_53350) and a C-terminal protease (Bcere0016_53400). The ABC transporter may be responsible for the export of the bacteriocin from the cytoplasm and the peptidase may have a role in immunity or leader cleavage.
B. thuringiensis serovar pulsiensis BGSC 4CC1.
B. thuringiensis are noted for their ability to produce a parasporal crystal upon sporulation. Due to its insecticidal properties it has been used commercially as a biological insecticide . B. thuringiensis serovar pulsiensis BGSC 4CC1 (Accession NZ_ACNJ00000000) was sequenced by the Naval Medical Research Centre in 2009. Within this genome, putative TrnC (Bthur0012_58010) and TrnD (Bthur0012_58000) encoding genes were identified which are surrounded by other genes associated with bacteriocin synthesis. The TrnC homolog (e-value 5e-30) encoded by Bthur0012_58010 contains the GGEPLL motif at Gly35 while the TrnD homolog (e-value 8e-23) encoded by Bthur0012_58000 has a GGDPLL at Gly167 and a C-X3-C- X2-C motif (CNKNCIHC) at Cys116. Bthur0012_58020 and Bthur0012_58030 appear to be two identical structural genes consisting of 47 amino acids. However, whilst they have a C-X3-C- X3-C motif (CALKCAGPC) at Cys12 the GG motif is at Gly44, making the resulting peptide only 3 peptides long. This suggests that there may be alternative structural peptides in this operon we have failed to recognise or alternatively cleavage in this peptide may occur at a different site. Surrounding genes of note encode three ABC transporters (Bthur0012_57970, Bthur0012_57980 and Bthur0012_57990).
B. thuringiensis serovar huazhongensis BGSC 4BD1.
B. thuringiensis serovar huazhongensis BGSC 4BD1 (Accession NZ_ACNI00000000) was also sequenced by the Naval Medical Research Centre in 2009. The thuricin CD-like gene cluster identified here is very similar to those found in the other Bacillus species listed above. The BGSC 4BD1-associated cluster contains two putative Radical SAM encoding genes, Bthur0011_60820 and Bthur0011_60830. Bthur0011_60820 encodes a TrnC homolog (e-value 6e-30), contains 359 amino acids and a GGEPLL motif at Gly35. The TrnD homolog (e-value 2e-23), encoded by Bthur0011_60830, is 409 amino acids, has a GGDPLL motif at Gy167 and a TNG motif at Thr198. Interestingly, the two predicted structural genes, Bthur0011_60810 and Bthur0011_60800 are identical to those found in B. thuringiensis serovar pulsiensis BGSC 4CC1 described above. Adjacent genes potentially of relevance are predicted to encode an ABC-type transporter (Bthur0011_60840) and a permease (Bthur0011_60850).
Identification of novel Clostridium- and Clostridia-associated bacteriocin gene clusters
Clostridium (family Clostridiaceae) is a genus of gram positive, anaerobic, endospore-forming, Firmicutes, of which there are approximately 100 species. These include important pathogens such as C. difficile, C. perfringens and C. tetani. Several Clostridium-associated bacteriocins have been characterised from this genus, including boticin B  and bacteriocin 28 . Bioinformatic analysis revealed the presence of thuricin CD-like clusters in genomes of the genus Clostridium, specifically within the genomes of, C. cellulolyticum H10, C. papyrosolvens DSM 2782, C. thermocellum ATCC 27405 C. difficile QCD-63q42, C. difficile 630 and C. difficile QCD-32g58. Four further clusters were identified within the broader class Clostridia. They included two clusters identified in the genus Anaerococcus (family Curculionoidea); Anaerococcus tetradius ATCC 35098 and Anaerococcus prevotti DSM 20548-plasmid pAPRE01. Thuricin CD like clusters were also identified in Thermoanaerobacter mathranii A3 (family Thermoanaerobacteraceae) and Caldicellulosiruptor kristjanssonii 177R1B (family Thermoanaerobacterales).
C. cellulocyticum H10.
C. cellulocyticum H10 (Accession YP_002504697) is a mesophilic cellulolytic bacterium that was originally isolated from decayed grass compost . The ability of this species to degrade cellulose is an active area of interest as the products of this degradation, ethanol and hydrogen, may be used an alternative form of energy . The C. cellulocyticum H10 sequence was published in 2009 by US DOE Joint Genome Institute. Within the thuricin CD-like cluster of this strain, Ccel_0328 encodes an apparent TrnC homolog (e-value 7e-30). This 486 amino acid protein contains a GGEPLL motif at Gly145, a TNG motif at Thr177 and a C-X3-C-X2-C motif, CNLRCNYC, at Cys94. Ccel_0328 was also predicted to encode a TrnD homolog (e-value 2e-6). An adjacent gene also expressed low level homology with TrnD (e-value 0.81). Two possible structural genes, Ccel_0331 and Ccel_0332, were identified. These are predicted to encode peptides 32 amino acids and 63 amino acids in length, respectively. Both contain GG motifs and cysteine residues, albeit not in the C-X3-C-X3-C formation. Other adjacent genes are predicted to encode a glycosyl transferase, Ccel_0333 and an AAA-type ATPase (ATPases associated with diverse cellular activities), Ccel_0327.
C. papyrosolvens DSM 2782.
C. papyrosolvens DSM 2782 (Accession NZ_ACXX00000000) was isolated from intertidal mud from the Don River in Scotland  and sequenced in 2009 by the US DOE Joint Genome Institute. The gene cluster of note examined here contains a putative TrnC (482 amino acid) encoding gene, CpapDRAFT_0066 (e-value 4e-28). CpapDRAFT_0066 has a GGEPLL at Gly154 and a C-X3-C-X2-C (CNLRCKYC) motif at Cys103. The protein (375 amino acids) encoded by the adjacent gene bears some slight resemblance to TrnD (e-value 2.8). CpapDRAFT_0064 may encode a structural peptide with a GG motif at Gly78. Other bacteriocin-associated genes include those encoding a dipeptidase (CpapDRAFT_0068) and two branched chain amino acid transporters (CpapDRAFT_0062 and CpapDRAFT_0063).
C. thermocellum ATCC 27405.
C. thermocellum is a thermophilic, cellulolytic bacterium capable of directly converting cellulosic substrate into ethanol. The ATCC 27405 strain (Accession NC_009012) was sequenced in 2007 by the US DOE Joint Genome Institute. While this particular gene cluster only contains one Radical SAM protein and one putative structural peptide encoding gene, the high similarity of their sequences to those found in the other clusters is noteworthy. As a consequence the cluster was the focus of closer inspection. The Radical SAM-encoding gene identified, Cthe_0906, resembles both TrnC (e-value 3e-16) and TrnD (e-value 3e-5). This protein contains 450 amino acids, a GGEPMM motif at Gly153 and a TNG motif at Thr87. A C-X3-C-X2-C motif, namely CNLRCKYC, is identified at Cys104. Interestingly, the CNLRCKYC sequence was also observed in Calkr_0222, a TrnC homolog in C. kristjanssonii 177R1B. Cthe_0907 is believed to encode a structural gene. It is 46 amino acids long, contains a GG motif at Gly19 and a C-X3-C-X3-C motif (CQTSCQSAC) at Cys24. Within this cluster other genes potentially of relevance include secD, a gene involved in protein export (Cthe_0904) and also a signal peptidase-encoding gene (Cthe_0909).
C. difficile QCD-63q42.
C. difficile is the leading cause of nosocomial infections associated with antibiotic use and is responsible for substantial morbidity and mortality worldwide . C. difficile QCD-63q42 is one of three C. difficile strains in which thuricin CD-like gene clusters were identified in this study. C. difficile QCD-63q42 (Accession NZ_ABHD00000000) was isolated from a 67 year old male patient with severe C. difficile Associated Disease (CDAD) and was sequenced in 2007 by McGill University. Like the aforementioned C. thermocellum ATCC 27405 gene cluster, the QCD-63q42 gene cluster is lacking a TrnD homolog and only has one structural gene but was included for the same reasons. The TrnC homolog encoded by CdifQCD-6_020200015426 (e-value 4e-21) contains 475 amino acids, a GGEPLL motif at Gly148 and the C-X3-C-X2-C motif (CNLHCDYC) at Cys97. The proposed structural peptide, encoded by CdifQCD-6_020200015431, is larger than those previously observed (79 amino acids) but does contain two GG motifs, at Gly 21 and Gly 39, and also a C-X3-C-X3-C motif, CGALCANLC, at Cys25. Nearby genes include those encoding a hydrolase (CdifQCD-6_020200015426) and an ABC transporter (CdifQCD-6_020200015451).
C. difficile 630.
The complete genome sequence of C. difficile strain 630 (Accession NC_009089) was sequenced in 2006 by the Sanger Institiute . The strain was isolated from a patient with severe pseudomembranous colitis in Switzerland and is a virulent, highly transmissible, drug resistant strain. CD0162 is a homolog of both TrnC and TrnD (e-values of 5e-30 and 2e-8, respectively). While the adjacent CD0163 was annotated as hypothetical, alignment of its sequence with TrnD confirmed it is a TrnD homolog (e-value 1e-12). Both CD0162 (473 amino acids) and CD0163 (356 amino acids) lack the signature C-X3-C- X2-C motif but both possess a GG motif.
CD0163B is thought to encode a potential structural gene of 67 amino acids containing a GG motif at Gly47 and a C-X3-C-X3-C motif (CTIMCPYTC) at Cys20. This gene cluster also contains genes that code for an ABC transporter (CD0161) and a two-component response regulator (CD0159 and CD0160).
C. difficile QCD-32g58.
C. difficile QCD-32g58 (Accession NZ_AAML00000000) was sequenced in 2007 by Washington University. This hyper-virulent strain was responsible for a multi-institutional outbreak of CDAD in Quebec, Canada . Analysis of this genome revealed the presence of a TrnC homolog-encoding gene, CdifQ_040500000917 (e-value 6e-30). The corresponding protein contains a GGEPLL motif at Gly153 and a C-X3-C-X2-C motif, CNLRCDYC. As is the case with some of the other Clostridia-associated clusters strains examined, an adjacent gene, CdifQ_040500000922, was found to encode a protein (356 amino acids) that does not significantly resemble TrnD (e-value 4.5). A screen for potential structural genes revealed the presence of three adjacent genes of relevant size. Upon further analysis, the 67 amino acid CdifQ_040500000932 was determined to be most likely to be the structural peptide-encoding gene as its product is predicted to contain a GG motif at Gly47 and a C-X3-C-X3-C motif, CTIMCPYTC at Cys20. Surrounding genes of note include those encoding an ABC transporter (CdifQ_040500000912) and a response regulator (CdifQ_040500000907).
Anaerococcus tetradius ATCC 35098.
A. tetradius is a strictly anaerobic bacterium, usually found in fresh water and hot springs. Lantibiotics have previously been associated with related microbes, such as ruminococcin A produced by Ruminococcus gnavus . A. tetradius ATCC 35098 (Accession ACGC00000000) was sequenced in 2009 by Baylor College of Medicine. The gene cluster of interest within this genome may contain as many as 11 genes, including a number of apparently bacteriocin-associated genes. BLAST searches revealed that the proteins encoded by HMPREF0077_1416 (e value 3e-17) and HMPREF0077_1424 (e value 3e-23) are TrnC homologs. HMPREF0077_1416 contains 728 amino acids, a GGEPLL motif at Gly79, a TNG at Thr117 and a C-X3-C- X2-C motif (CNLRCSYC). HMPREF0077_1424 also contains a GGEPLL motif at Gly151, a TNG at Thr181 and CNLKCKYC at Cys104 and has 457 amino acids. Another protein annotated as a Radical SAM, HMPREF0077_1421, and containing 323 amino acids was examined. It contained a C-X3-C- X2-C motif, CNFSCLHC, at Cys18 but lacked GGEPLL and TNG motifs. A sequence alignment with TrnD showed a good agreement and gave an e value of 4e-4. While this is outside the threshold set at e-value <10−6, its presence remains noteworthy. In addition to the predicted radical SAM proteins, a hypothetical protein associated with this cluster shares homology with a methylase (HMPREF0077_1423). Methylases contribute to the production of a number of non-ribosomal antibiotics . HMPRE0077_1413 and HMPRE0077_1414 encode homologues of the SalRK two component signal transduction system associated with the production of the lantibiotic salivaricin A2, produced by Streptococcus salivarius K12 . In close proximity are genes encoding a response regulator (HMPREF0077_1414) and two ABC transporters (HMPREF0077_1418 and HMPREF0077_1426).
A. prevotti DSM 20548.
A. prevotii is an anaerobic, mesophilic, non-motile, non-sporulating bacterium. It is an opportunistic pathogen found in the microflora of the mouth, skin or vagina of the host . Strain DSM 20548 (Accession CP001709) was isolated from a human plasma sample and was sequenced in 2009 by the US DOE Joint Genome Institute. It contains a thuricin CD-like gene-cluster of interest on its plasmid pAPRE01. A putative TrnC (e-value 8e-37)-encoding gene, Apre_1837, was identified in this cluster. The corresponding 518 amino acid protein is predicted to contain a GGEPLI motif at Gly184 and a C-X3-C-X2-C motif, CNLRCKYC at Cys132. A CNLRCKYC motif was also observed in TrnC homologs encoded by gene clusters in C. kristjanssonii 177R1B, C. papyrosolvens DSM 2782 and C. thermocellum ATCC 27405. A hypothetical gene, Apre_1836, adjacent to the putative TrnC, of 426 amino acids was aligned with TrnD but no significant similarity was revealed. There are two potential structural genes, Apre_1838 and Apre_1839. Apre_1838 encodes a 65 AA protein, with a GA site at Gly14 and several cysteine residues. The product of Apre_1839 has a GG motif at Gly182 and C-terminal cysteines but is much larger than typical bacteriocin pre-peptides, consisting of 409 amino acids. The flanking region also contains genes encoding a histidine kinase (Apre_1834) and two ABC transporters (Apre_1835 and Apre_1840).
Thermoanaerobacter mathranii A3.
T. mathranii A3 (Accession NC_014209) is a rod-shaped, motile, ethanol-producing, extremely thermophilic, anaerobic bacterium isolated from a hot spring in Iceland . This strain was recently sequenced in 2010 by the US DOE Joint Genome Institute and contains a putative bacteriocin gene cluster. The T. mathranii A3 genome contains two radical SAM-encoding genes, the TrnC homolog-encoding Tmath_1971 (e value 3e-18) and the TrnD homolog-encoding Tmath_1976 (e value 3e-6). Tmath_1971 contains 461 residues, a GGEPLL at Gly153 and interestingly a C-X3-C- X2-C motif, namely CNLRCKYC, at Cys104, which has been observed in other TrnC homologs mentioned previously. Tmath_1976 is 453 amino acids long and contains a GGEPLL motif at Gly151, a TNG at Thr185 and a C-X3-C- X2-C motif, CNLKCEYC, at Cys101. A putative structural gene, Tmath_1977, was also identified. The corresponding peptide is predicted to contain 32 residues, a GG motif at Gly14 and two C-terminal cysteine residues. Other surrounding genes of note include those encoding two ABC transporters (Tmath_1974 and Tmath_1975) and secD, a gene involved in protein export (Tmath_1973).
Caldicellulosiruptor kristjanssonii 177R1B.
Caldicellulosiruptor is a genus of anaerobic, extreme thermophilic bacteria . C. kristjanssonii 177R1B (Accession NC_014721) was isolated from a hot spring biomat in Iceland and sequenced in 2010 by the US DOE Joint Genome Institute. The 177R1B thuricin CD-like gene cluster contains a number of thuricin CD-associated features. Calkr_0222 encodes a 492 amino acid TrnC homolog (e-value of 5e-77) that contains a GGEPLL motif at Gly172, a TNG motif at Thr193 and a C-X3-C- X2-C motif (CNLRCKYC) at Cys114. The TrnD homolog, encoded by Calkr_0223, contains 421 amino acids (e-value of 7e-61). A GGEPFI motif at Gly164, a TNG motif at Thr193 and a C-X3-C- X2-C motif (CNFDCKFC) at Cys110 were identified. Two possible structural peptides, encoded by Calkr_0221 and Calkr_0220, contain features associated with Trnβ and Trnα. Calkr_0221 contains 41 residues, a GG motif at Gly14 and a C-X3-C- X3-C motif (CWIGCGSFC) at Cys19. Calkr_0220 is 45 amino acids long and contains two possible GG cleavage sites at Gly14 and Gly25 and also a C-X3-C- X2-C motif (CLIACVGGC) at Cys19. There are also adjacent peptidase- (Calkr_0224) and ABC transporter- (Calkr_0226) encoding genes.
Gene clusters in non-Firmicutes
The final two thuricin CD-like gene clusters of note were identified in strains that were non Firmicutes, i.e. Petrotoga mobilis SJ95 of the phylum Thermotogae phylum and Bacteroides sp. 3_1_19 of the phylum Bacteroidetes. These are described below.
Petrotoga mobilis SJ95.
P. mobilis SJ95 (Accession NC_010003) is a rod-shaped, gram-negative, thermophilic bacterium from the order Thermotogales. It is able to reduce elemental sulphur to hydrogen sulfide and was isolated from the hot oilfield water of a North Sea oil reservoir . There have been no reports to date of bacteriocin production by this species. Strain SJ95 was sequenced in 2007 by the US DOE Joint Genome Institute. A gene cluster of note was identified in this strain, which contains a number of potential bacteriocin-associated genes in close proximity to putative trnC and trnD determinants, Pmob_0678 (e-value 3e-36) and Pmob_0677 (e-value 1e-18) respectively. Pmob_0678 is a 464 amino acid protein with a GGEPLL motif at Gly136, a TNG motif at Thr168 and a C-X3-C-X2-C motif, CNLQCRYC at Cys78. Pmob_0677 contains 430 residues and the only observable motifs were a GG at Gly 173 and Gly332. A putative ABC transporter, Pmob_0676, was also observed nearby. The probable structural peptide is the 197 aa long hypothetical protein Pmob_0674, with GG motifs at Gly92 and Gly111, however it lacks any cysteine residues.
Bacteroides sp. 3_1_19.
Bacteriodes are a genus of gram-negative, anaerobic, rod-shaped bacteria that are normal inhabitants of the oral, respiratory, intestinal, and urogenital cavities of humans and animals. Some species can cause potentially fatal abscesses and bacteremias . Bacteriodes sp. 3_1_19 (Accession NZ_ADCJ00000000) was isolated from the gastrointestinal tract of a healthy 59-year-old female and was sequenced in 2010 by the The Broad Institute Genome Sequencing Platform. The genome of Bacteriodes sp. 3_1_19 contains a thuricin CD-like gene cluster. A TrnC homolog, encoded by HMPREF0104_00298, (e-value 2e-17) was identified. This 471 amino acid protein contains a GGEPLL motif at Gly143 and a C-X3-C- X2-C motif, CNLQCTYC, at Cys85. A potential TrnD-like protein, HMPREF0104_00299, which had been annotated as a hypothetical protein was examined further. Its size is 415 amino acids, has a GG motif at Gly183 and also has a C-X3-C- X2-C motif, CTFDCQHC, at Cys136. An alignment of this sequence to that of TrnD agreed well, with an e-value of 6e-5, and is likely to be a TrnD homolog. There are also genes encoding a predicted structural peptide (HMPREF0104_00296) with 54 residues, a GG motif at Gly27 and cysteine residues and an ABC transporter (HMPREF0104_00300).
A search for putative TrnD and TrnC-encoding genes was also performed against metagenomic DNA. The search revealed 365 TrnC and 151 TrnD homologs in metagenomic databases (homology being defined as BLASTP e-value <106) (Tables S3 and S4). This analysis revealed the presence of potential TrnC and TrnD-encoding genes in such diverse environments as the Indian Ocean , hypersaline lagoons from the Galapagos Islands, coastal sea water from the Gulf of Mexico , , farm soil from Waseca County, USA  and a coral reef from French Polynesia . This search provides further insight into the diverse distribution of microorganisms potentially capable of producing thuricin CD-like products.
Alignment of TrnC and TrnD- like Radical SAM proteins
The availability of a significant number of TrnC- and TrnD-like radical SAM protein sequences enabled further in silico analysis to identify conserved motifs and residues. Alignment of TrnD and 9 homologs (Fig. 2) reveals a number of completely conserved motifs and residues, which are summarized in Table 1. A radical SAM superfamily signature motif CX3-CX2-C was identified in 8 sequences. B. thuringiensis serovar huazhongensis BGSC 4BD1 Bthur0011_60830 and C. difficile 630 CD0163 did not contain this motif. Radical SAM enzymes generate catalytic radicals by combining a 4Fe-4S cluster and S-adenosylmethionine (SAM) in close proximity. The reaction requires the input of one electron, which is supplied by the 4Fe-4S cluster that is bound to the protein via cysteine ligands that reside in the CX3-CX2-C motif . Kaminska et al  demonstrated that mutation of this motif abolishes activity of Cfr, a member of radical SAM superfamily which encodes a methyltransferase. Conserved cysteine residues are also located in a CX2-CX5-C conformation starting at alignment position 456. Another feature common to all radical SAM proteins is a glycine-rich sequence motif proposed to be the SAM-binding site. Both GGE/DP and TNG/A motifs were identified in 60% and 50% of radical SAM proteins respectively. These putative SAM binding sequence motifs have also been observed in AtsB, a Fe-S oxidoreductase arylsulfatase regulatory protein . In addition to these, other motifs of note included a YD/N motif present in 60% of the aligned proteins, a CN motif also found in 60% of the alignments and a PC/S motif present in 50%. A number of conserved single residues were identified including a number of aromatic residues. Alignment of the TrnC homologs (Fig. 3) also revealed several conserved regions summarized in Table 2. As with the TrnD homologs, the heterogeneity of TrnC homologs is most pronounced within the C-terminal regions which are believed to be responsible for binding of substrates and auxiliary cofactors, whereas the sequences of the N-termini are well conserved. The characteristic CX3-CX2-C motif was found in 12 TrnC homologs; B. thuringiensis serovar pulsiensis BGSC 4CC1 Bthur0012_58010, Thermoanaerobacter mathranii A3 Tmath_1971 and Clostridium difficile QCD-63q42 CdifQCD-6_020200015426 did not contain the motif. Tmath_1971 and CdifQCD-6_020200015426 were also lacking the GGE/DP and CX2CX5CX4C motif. Bthur0012_58010 did contain the GGEPLL and the CX2CX5CX4C motif. Other motifs of note include a SXDG motif located starting at alignment position 340 and conserved in 89% of the strains. A CEK/R and a MX2D/E motif were conserved in 68.75% of the proteins. Highly conserved single residues included, again, a number of highly conserved aspartic acid residues. One of four conserved aspartic acid residues was found to be adjacent to a glycine in TrnC and 7 other homologs. These are likely to be important for the maintenance of the SAM binding site .
The conserved nature of these TrnC and Trn D homologs facilitated a phylogenetic analysis of their relatedness. A neighbour-joining tree generated from aligned conserved regions on the basis of percent identity was constructed for both sets of homologs. The unrooted cladogram of the Trn D homologs showed that B. thuringiensis DPC 6431 TrnD is most closely related to its homolog in B. cereus 95/8201, clustering together in the same branch (Fig. 4) This supports the findings from the in-silico screen. The cladogram of Trn C homologs (Fig. 5) is quite similar to that of the Trn D homologs. Once again B. thuringiensis DPC 6431 is shown to be most closely related to B. cereus 95/8201.
Cladogram was generated using the R package and visualised in DENDROSCOPE.
Thuricin CD, a bacteriocin with a narrow spectrum of activity which includes C. difficile, was recently identified as providing a potential therapeutic solution to this important pathogen . C. difficile infection (CDI) is the leading cause of nosocomial infections associated with antibiotic use and is responsible for substantial morbidity and mortality world-wide . The posttranslational modifications found in thuricin CD are unusual, and had not previously been associated with a two–peptide bacteriocin. In addition to potentially providing a treatment for CDAD, it, together with subtilosin A, may also represent a previously undefined structural class of bacteriocins, the sactibiotics. Bearing this in mind an in-silico approach was used to identify other thuricin CD-like gene clusters. An in-silico approach to identify strains that may be capable of bacteriocin production has recently become a viable alternative to culture based approaches as a consequence of the increasing generation and availability of genomic and metagenomic sequence data. While in silico identification of gene clusters in a strain will not always be lead to the detection of an associated bacteriocin, previous studies have shown that there is a high correlation , .
The initial in silico strategy adopted here resulted in the initial identification of 99 TrnC and 53 TrnD homologs. Further analysis led to the identification of 15 novel clusters which prior to this study had not been identified as potential bacteriocin-like clusters. These gene clusters are predominantly within the Firmicutes, with all but two gene clusters from species within this phylum. It was interesting to also find gene clusters within the Bacteroidetes phylum, namely Bacteriodes sp 3_1_19, and also within the Thermatogae phylum, namely Petrotoga mobilis SJ95, because bacteriocin production within these phyla is quite rare. The availability in the future of additional species corresponding to these genera will reveal whether these gene clusters are exceptional or not. The analysis of metagenomic sequence data further highlighted the distribution of gene clusters containing TrnC and TrnD-like genes. While at present it is not possible to predict definitively if these metagenomic homologues are encoded with bacteriocin-like gene clusters, the possibility that at least a portion of these encode novel sactibiotics is a fascinating prospect. Indeed, the harnessing of such novel antimicrobials from genomic/metagenomic material through heterologous expression or through isolation and investigation of corresponding natural producers should greatly expand the collection of sactibiotics at our disposal.
The importance of thuricin CD as a potential therapeutic against pathogenic C.difficile has previously been reported ; locating thuricin CD –like bacteriocins may have huge benefits to the field. Genomic mining with TrnC and TrnD from the Thuricin CD operon revealed 100 and 54 homologs respectively; resulting in the identification of 15 with novel potential sactibiotic-encoding gene clusters. The identification of additional clusters from diverse metagenomic samples highlights the broad distribution of potential sactibiotic gene clusters.
Materials and Methods
The protein sequences of TrnC and TrnD from Bacillus thuringiensis DPC 6431 were used as driver sequences to mine bacterial genomes using the BLASTP web server on NCBI (www.ncbi.nlm.nih/BLAST) using default parameters . Homology was defined as an e-value greater than 1e-6 and greater than 20% identity. Genes surrounding the TrnC and TrnD homologs were examined using the genome viewer on NCBI and also using the DNA sequence viewer ARTEMIS .
Protein alignments were generated by MUSCLE . A phylogenetic tree was constructed using the TrnC and TrnD homologs identified in the screen. Protein trees were built using the R statistical package (http://cran.r-project.org) and the resultant phylogenetic trees were visualised using the DENDROSCOPE package .
The TrnC and TrnD protein sequences were used as driver sequences to search for homologs in metagenomic datasets. The metagenomic portal CAMERA (http://web.camera.calit2.net)  was used to BLAST against all publicly available metagenomic datasets. The criterion for homolog detection was a threshold of 1e-6 and greater than 20% identity.
Bacterial genomes in which TrnC homologs were identified.
Bacterial genomes in which TrnD homologs were identified.
TrnC homologs in metagenomic databases.
Conceived and designed the experiments: OOS PC. Performed the experiments: KM. Analyzed the data: KM OOS. Wrote the paper: KM OOS PC MR. Principal investigator and intellectual input: RPR CH.
- 1. Lawton E, Ross R, Hill C, Cotter P (2007) Two-peptide lantibiotics: a medical perspective. Mini Reviews in Medicinal Chemistry 7: 1236–1247.
- 2. Pag U, Sahl HG (2002) Multiple activities in lantibiotics—models for the design of novel antibiotics? Curr Pharm Des 8: 815–833.
- 3. O'Sullivan L, Ross RP, Hill C (2002) Potential of bacteriocin-producing lactic acid bacteria for improvements in food safety and quality. Biochimie 84: 593–604.
- 4. Rea MC, Sit CS, Clayton E, O'Connor PM, Whittal RM, et al. (2010) Thuricin CD, a posttranslationally modified bacteriocin with a narrow spectrum of activity against Clostridium difficile. Proc Natl Acad Sci U S A 107: 9352–9357.
- 5. Walk ST, Young VB (2008) Emerging Insights into Antibiotic-Associated Diarrhea and Clostridium difficile Infection through the Lens of Microbial Ecology. Interdisciplinary Perspectives on Infectious Diseases 2008: 12508.
- 6. Jernberg C, Lofmark S, Edlund C, Jansson JK (2010) Long-term impacts of antibiotic exposure on the human intestinal microbiota. Microbiology 156: 3216–3223.
- 7. Rea MC, Sit CS, Clayton E, O'Connor PM, Whittal RM, et al. (2010) Thuricin CD, a posttranslationally modified bacteriocin with a narrow spectrum of activity against Clostridium difficile. Proceedings of the National Academy of Sciences of the United States of America 107: 9352–9357.
- 8. Rea MC, Dobson A, O'Sullivan O, Crispie F, Fouhy F, et al. (2011) Effect of broad- and narrow-spectrum antimicrobials on Clostridium difficile and microbial diversity in a model of the distal colon. Proc Natl Acad Sci U S A 108: Suppl 14639–4644.
- 9. Rea MC, Cotter PD, Hill C, Ross RP (2011) Classification of Bacteriocins from Gram Positive Bacteria. In: Drider D, Rebuffat S, editors. Prokaryotic Antimicrobial Peptides—From Genes to Applications. New York: Springer. pp. 29–53.
- 10. Kaminska KH, Purta E, Hansen LH, Bujnicki JM, Vester B, et al. (2010) Insights into the structure, function and evolution of the radical-SAM 23S rRNA methyltransferase Cfr that confers antibiotic resistance in bacteria. Nucleic Acids Research 38: 1652–1663.
- 11. Zheng GL, Hehn R, Zuber P (2000) Mutational analysis of the sbo-alb locus of Bacillus subtilis: Identification of genes required for subtilosin production and immunity. Journal of Bacteriology 182: 3266–3273.
- 12. Brede DA, Faye T, Johnsborg O, Odegard I, Nes IF, et al. (2004) Molecular and genetic characterization of propionicin F, a bacteriocin from Propionibacterium freudenreichii. Appl Environ Microbiol 70: 7303–7310.
- 13. Begley M, Cotter PD, Hill C, Ross RP (2009) Identification of a Novel Two-Peptide Lantibiotic, Lichenicidin, following Rational Genome Mining for LanM Proteins. Appl Environ Microbiol 75: 5451–5460.
- 14. Lawton E, Cotter P, Hill C, Ross R (2007) Identification of a novel two-peptide lantibiotic, haloduracin, produced by the alkaliphile Bacillus halodurans C-125. FEMS Microbiol Lett 267: 64–71.
- 15. Marsh AJ, O'Sullivan O, Ross RP, Cotter PD, Hill C (2010) In silico analysis highlights the frequency and diversity of type 1 lantibiotic gene clusters in genome sequenced bacteria. BMC Genomics 11: 679.
- 16. McClerren AL, Cooper LE, Quan C, Thomas PM, Kelleher NL, et al. (2006) Discovery and in vitro biosynthesis of haloduracin, a two-component lantibiotic. PNAS 103: 17243–17248.
- 17. Cotter PD, Draper LA, Lawton EM, Daly KM, Groeger DS, et al. (2008) Listeriolysin S, a novel peptide haemolysin associated with a subset of lineage I Listeria monocytogenes. PLoS Pathog 4: e1000144.
- 18. Lee SW, Mitchell DA, Markley AL, Hensler ME, Gonzalez D, et al. (2008) Discovery of a widely distributed toxin biosynthetic gene cluster. Proc Natl Acad Sci U S A 105: 5879–5884.
- 19. Gonzalez DJ, Lee SW, Hensler ME, Markley AL, Dahesh S, et al. (2010) Clostridiolysin S, a post-translationally modified biotoxin from Clostridium botulinum. J Biol Chem 285: 28220–28228.
- 20. Haft DH, Basu MK, Mitchell DA (2010) Expansion of ribosomally produced natural products: a nitrile hydratase- and Nif11-related precursor family. BMC Biol 8: 70.
- 21. Scholz R, Molohon KJ, Nachtigall J, Vater J, Markley AL, et al. (2010) Plantazolicin, a novel microcin B17/streptolysin S-like natural product from Bacillus amyloliquefaciens FZB42. J Bacteriol 193: 215–224.
- 22. Diep DB, Skaugen M, Salehian Z, Holo H, Nes IF (2007) Common mechanisms of target cell recognition and immunity for class II bacteriocins. Proc Natl Acad Sci U S A 104: 2384–2389.
- 23. Nes IF, Diep DB, Havarstein LS, Brurberg MB, Eijsink V, et al. (1996) Biosynthesis of bacteriocins in lactic acid bacteria. Antonie Van Leeuwenhoek 70: 113–128.
- 24. Kawulka KE, Sprules T, Diaper CM, Whittal RM, McKay RT, et al. (2004) Structure of Subtilosin A, a Cyclic Antimicrobial Peptide from Bacillus subtilis with Unusual Sulfur to Carbon Cross-Links:Formation and Reduction of Thio-Amino Acid Derivatives. Biochemistry 43: 3385–3395.
- 25. Nishio C, Komura S, Kurahashi K (1983) Peptide Antibiotic Subtilin Is Synthesized Via Precursor Proteins. Biochemical and Biophysical Research Communications 116: 751–758.
- 26. Stein T, Borchert S, Conrad B, Feesche J, Hofemeister B, et al. (2002) Two different lantibiotic-like peptides originate from the ericin gene cluster of Bacillus subtilis A1/3. Journal of Bacteriology 184: 1703–1711.
- 27. Granum PE, Lund T (1997) Bacillus cereus and its food poisoning toxins. FEMS Microbiol Lett 157: 223–228.
- 28. Schnepf E, Crickmore N, Van Rie J, Lereclus D, Baum J, et al. (1998) Bacillus thuringiensis and its pesticidal crystal proteins. Microbiol Mol Biol Rev 62: 775–806.
- 29. Dineen SS, Bradshaw M, Johnson EA (2000) Cloning, nucleotide sequence, and expression of the gene encoding the bacteriocin boticin B from Clostridium botulinum strain 213B. Applied and Environmental Microbiology 66: 5480–5483.
- 30. Li AW, Verpoorte JA, Lewis RG, Mahony DE (1982) Characterization of Bacteriocin 28 Produced by Clostridium-Perfringens. Canadian Journal of Microbiology 28: 860–873.
- 31. Giallo J, Gaudin C, Belaich JP, Petitdemange E, Caillet-Mangin F (1983) Metabolism of glucose and cellobiose by cellulolytic mesophilic Clostridium sp. strain H10. Appl Environ Microbiol 45: 843–849.
- 32. Guedon E, Payot S, Desvaux M, Petitdemange H (1999) Carbon and electron flow in Clostridium cellulolyticum grown in chemostat culture on synthetic medium. J Bacteriol 181: 3262–3269.
- 33. Madden RH, Bryder MJ, Poole NJ (1982) Isolation and Characterization of an Anaerobic, Cellulolytic Bacterium, Clostridium papyrosolvens sp. nov. Int J Syst Bacteriol 32: 87–91.
- 34. Sebaihia M, Wren BW, Mullany P, Fairweather NF, Minton N, et al. (2006) The multidrug-resistant human pathogen Clostridium difficile has a highly mobile, mosaic genome. Nat Genet 38: 779–786.
- 35. Loo VG, Poirier L, Miller MA, Oughton M, Libman MD, et al. (2005) A predominantly clonal multi-institutional outbreak of Clostridium difficile-associated diarrhea with high morbidity and mortality. N Engl J Med 353: 2442–2449.
- 36. Dabard J, Bridonneau C, Phillipe C, Anglade P, Molle D, et al. (2001) Ruminococcin A, a new lantibiotic produced by a Ruminococcus gnavus strain isolated from human feces. Applied and Environmental Microbiology 67: 4111–4118.
- 37. Li SY, Anzai Y, Kinoshita K, Kato F, Sherman DH (2009) Functional Analysis of MycE and MycF, Two O-Methyltransferases Involved in the Biosynthesis of Mycinamicin Macrolide Antibiotics. Chembiochem 10: 1297–1301.
- 38. Hyink O, Wescombe PA, Upton M, Ragland N, Burton JP, et al. (2007) Salivaricin A2 and the novel lantibiotic salivaricin B are encoded at adjacent loci on a 190-kilobase transmissible megaplasmid in the oral probiotic strain Streptococcus salivarius K12. Applied and Environmental Microbiology 73: 1107–1113.
- 39. Labutti K, Pukall R, Steenblock K, Glavina Del Rio T, Tice H, et al. (2009) Complete genome sequence of Anaerococcus prevotii type strain (PC1). Stand Genomic Sci 1: 159–165.
- 40. Larsen L, Nielsen P, Ahring BK (1997) Thermoanaerobacter mathranii sp. nov., an ethanol-producing, extremely thermophilic anaerobic bacterium from a hot spring in Iceland. Arch Microbiol 168: 114–119.
- 41. Bredholt S, Sonne-Hansen J, Nielsen P, Mathrani IM, Ahring BK (1999) Caldicellulosiruptor kristjanssonii sp. nov., a cellulolytic, extremely thermophilic, anaerobic bacterium. Int J Syst Bacteriol 49 Pt 3: 991–996.
- 42. Lien T, Madsen M, Rainey FA, Birkeland NK (1998) Petrotoga mobilis sp. nov., from a North Sea oil-production well. Int J Syst Bacteriol 48 Pt 3: 1007–1013.
- 43. Wexler HM (2007) Bacteroides: the Good, the Bad, and the Nitty-Gritty. Clin Microbiol Rev 20: 593–621.
- 44. Seshadri R, Kravitz SA, Smarr L, Gilna P, Frazier M (2007) CAMERA: A Community Resource for Metagenomics. PLoS Biol 5: e75.
- 45. Natalya Y, Marcelino TS, Hanno T, Marc W, Venter JC, et al. (2007) Assessing diversity and biogeography of aerobic anoxygenic phototrophic bacteria in surface waters of the Atlantic and Pacific Oceans using the Global Ocean Sampling expedition metagenomes. Environmental Microbiology 9: 1464–1475.
- 46. Rusch DB, Halpern AL, Sutton G, Heidelberg KB, Williamson S, et al. (2007) The Sorcerer II Global Ocean Sampling Expedition: Northwest Atlantic through Eastern Tropical Pacific. PLoS Biol 5: e77.
- 47. Tringe SG, von Mering C, Kobayashi A, Salamov AA, Chen K, et al. (2005) Comparative Metagenomics of Microbial Communities. Science 308: 554–557.
- 48. Sofia HJ, Chen G, Hetzler BG, Reyes-Spindola JF, Miller NE (2001) Radical SAM, a novel protein superfamily linking unresolved steps in familiar biosynthetic pathways with radical mechanisms: functional characterization using new analysis and information visualization methods. Nucleic Acids Research 29: 1097–1106.
- 49. Niewmierzycka A, Clarke S (1999) S-adenosylmethionine-dependent methylation in Saccharomyces cerevisiae - Identification of a novel protein arginine methyltransferase. Journal of Biological Chemistry 274: 814–824.
- 50. Hamahata A, Takata Y, Gomi T, Fujioka M (1996) Probing the S-adenosylmethionine-binding site of rat guanidinoacetate methyltransferase - Effect of site-directed mutagenesis of residues that are conserved across mammalian non-nucleic acid methyltransferases. Biochemical Journal 317: 141–145.
- 51. Redelings MD, Sorvillo F, Mascola L (2007) Increase in Clostridium difficile-related mortality rates, United States, 1999-2004. Emerg Infect Dis 13: 1417–1419.
- 52. Dischinger J, Josten M, Szekat C, Sahl HG, Bierbaum G (2009) Production of the novel two-peptide lantibiotic lichenicidin by Bacillus licheniformis DSM 13. PLoS One 4: e6788.
- 53. Altschul SF, Madden TL, Schaffer AA, Zhang J, Zhang Z, et al. (1997) Gapped BLAST and PSI-BLAST: a new generation of protein database search programs. Nucleic Acids Res 25: 3389–3402.
- 54. Rutherford K, Parkhill J, Crook J, Horsnell T, Rice P, et al. (2000) Artemis: sequence visualization and annotation. Bioinformatics 16: 944–945.
- 55. Edgar RC (2004) MUSCLE: a multiple sequence alignment method with reduced time and space complexity. BMC Bioinformatics 5: 1–19.
- 56. Huson D, Richter D, Rausch C, Dezulian T, Franz M, et al. (2007) Dendroscope: An interactive viewer for large phylogenetic trees. BMC Bioinformatics 8: 460.