- Open Access
Comparative genomic analysis of the DUF71/COG2102 family predicts roles in diphthamide biosynthesis and B12 salvage
© de Crécy-Lagard et al.; licensee BioMed Central Ltd. 2012
- Received: 17 July 2012
- Accepted: 18 September 2012
- Published: 26 September 2012
The availability of over 3000 published genome sequences has enabled the use of comparative genomic approaches to drive the biological function discovery process. Classically, one used to link gene with function by genetic or biochemical approaches, a lengthy process that often took years. Phylogenetic distribution profiles, physical clustering, gene fusion, co-expression profiles, structural information and other genomic or post-genomic derived associations can be now used to make very strong functional hypotheses. Here, we illustrate this shift with the analysis of the DUF71/COG2102 family, a subgroup of the PP-loop ATPase family.
The DUF71 family contains at least two subfamilies, one of which was predicted to be the missing diphthine-ammonia ligase (EC 184.108.40.206), Dph6. This enzyme catalyzes the last ATP-dependent step in the synthesis of diphthamide, a complex modification of Elongation Factor 2 that can be ADP-ribosylated by bacterial toxins. Dph6 orthologs are found in nearly all sequenced Archaea and Eucarya, as expected from the distribution of the diphthamide modification. The DUF71 family appears to have originated in the Archaea/Eucarya ancestor and to have been subsequently horizontally transferred to Bacteria. Bacterial DUF71 members likely acquired a different function because the diphthamide modification is absent in this Domain of Life. In-depth investigations suggest that some archaeal and bacterial DUF71 proteins participate in B12 salvage.
This detailed analysis of the DUF71 family members provides an example of the power of integrated data-miming for solving important “missing genes” or “missing function” cases and illustrates the danger of functional annotation of protein families by homology alone.
This article was reviewed by Arcady Mushegian, Michael Galperin and L. Aravind.
- Vitamin B12
- Comparative genomics
Using a combination of comparative genomic approaches, we set out to identify a candidate gene for this orphan enzyme family. Based on taxonomic distribution, domain organization of gene fusions, physical clustering on chromosomes, atomic structural data, co-expression, and phenotype data, a promising candidate was identified, the family called Domain of Unknown Function family DUF71(IPR002761) in Interpro . This family is also called ATP_bind_4 (PF01902) in Pfam or Predicted ATPases of PP-loop superfamily (COG2102) in the Cluster of Ortholous Group database . However, detailed analysis of the DUF71 family revealed that this family is almost surely not isofunctional. Some Archaea contain two very divergent copies of the gene, while homologs are found in Bacteria, which are known to lack diphthamide. This observation suggests that some DUF71 members have different functions and probably participate in different biochemical pathways.
The BLAST tools  and resources at NCBI (http://0-www.ncbi.nlm.nih.gov.brum.beds.ac.uk/) were routinely used. Multiple sequence alignments were built using ClustalW  or Multialin . Protein domain analysis was performed using the Pfam database tools (http://pfam.janelia.org/) . Analysis of the phylogenetic distribution and physical clustering was performed in the SEED database . Results are available in the “Diphthamide biosynthesis” and “DUF71-B12” subsystem on the public SEED server (http://pubseed.theseed.org/SubsysEditor.cgi). Phylogenetic profile searches were performed on the IMG platform  using the phylogenetic query tool (http://img.jgi.doe.gov/cgi-bin/w/main.cgi?section=PhylogenProfiler%26page=phyloProfileForm). Physical clustering was analyzed with the SEED subsystem coloring tool or the Seedviewer Compare region tool  as well as on the MicrobesOnline (http://www.microbesonline.org/) tree based genome browser . The SPELL microarray analysis resource  was used through the Saccharomyces Genome Database (SGD) (http://www.yeastgenome.org/) to analyze yeast gene coexpression profiles. Clustering of yeast deletion mutants based on phenotype analysis was analyzed through the yeast fitness database available at http://fitdb.stanford.edu/[25, 26]. Mapping of gene distribution profile to taxonomic trees were generated using the iTOL suite (http://itol.embl.de/index.shtml) . Sequence logos were derived using the WebLogo platform .
Visualization and comparison of protein structures and manual docking of ligand molecules were performed using PyMol (The PyMOL Molecular Graphics System, Version 1.4.1, Schrödinger, LLC). XtalView  was used for the protein docking exercises.
The survey of the 1996 complete prokaryotic genomes available at the NCBI (http://0-www.ncbi.nlm.nih.gov.brum.beds.ac.uk/) using BLASTP  (default parameters) allowed identification of 119 bacterial and 144 archaeal DUF71 homologs in addition to the 182 eukaryotes homologs identified in the RefSeq database at the NCBI  (Additional file 1: Table S1). The retrieved sequences were aligned using MAFFT  and the resulting alignment was visually inspected using ED, the alignment editor of the MUST package . The phylogenetic analysis of the 445 sequence was performed using the neighbor-joining distance method implemented in SeaView . The robustness of the resulting tree was assessed by the non-parametric bootstrap method (100 replicates of the original dataset) implemented in SeaView. A second phylogenetic analysis restricted to 50 archaeal and eukaryotic homologs representative of the genetic and genomic diversity of these two Domains was performed using the Bayesian approach implemented in Phylobayes  with a LG model.
Comparative genomics points to DUF71/COG2102 as a strong candidate for the missing diphthamide synthase family
Using the neighborhood analysis tool of the SEED database , physical clustering was generally not observed between the dph2, dph5 and DUF71 genes except in three Methanosarcina genomes where the dph5 is located in the vicinity of DUF71 genes (Figure 2B). If members of the DUF71 catalyze the last step of diphthamide synthesis they should bind ATP . Structural analysis of the DUF71 protein from Pyrococcus furiosus (PF0828) reveals the presence of two distinct domains: an N-terminal HUP domain that contains a highly conserved PP-motif that interacts with ATP (PDB id: 3RK1) and AMP (PDB id: 3RK0), and a C-terminal 100-residue domain belonging to a novel fold with a highly conserved motif GEGGEF/YE188T/S (P. furiosus numbering) that is probably involved in substrate binding and recognition .
Coexpression, phenotype and structural data link the yeast DUF71 to translation and diphthamide biosynthesis
YLR143w is the only S. cerevisiae DUF71 family member. Using YLR143w as input in the SPELL co-expression query tool  showed that nearly all co-expressed genes were involved in translation and ribosome biogenesis (Additional file 2: Table S2). This observation suggested that the DUF71 protein family has a role in translation as expected for a protein modifying EF-2. Like all known diphthamide synthesis genes, YLR143w is also not essential. More specifically, deletion of any of the five known diphthamide genes confers sordarin resistance in yeast [34, 35] and ylr143wΔ strain was shown to be as resistant to this compound as the diphthamide deficient strains (see supplemental data in ). Furthermore, in a recent complete analysis of relationships between gene fitness profiles (co-fitness) and drug inhibition profiles (co-inhibition) from several hundred chemogenomic screens in yeast [25, 26] available at http://fitdb.stanford.edu/, it was found that among the top ten interactors with YLR143w by homozygous co-sensitivity are DPH5, DPH2, DPH4 (or JJJ3) and the newly identified DPH7 (or YBR246w) (Additional file 3: Figure S1). Both the coexpression and phenotype data thereby strongly support the hypothesis that YLR143w catalyzes the missing last step of diphthamide biosynthesis, even if one cannot rule out at this stage that other catalytic subunits yet to be identified may also be required.
The modeling also showed that the carboxyl group of diphthine resides near the α-phosphate of ATP and carboxylate group of residue Glu188, suggesting that nucleophilic attack by diphthine on the α-phosphate of ATP is highly feasible (Figure 3B). As shown in Figure 3B, the modelling also shows that several residues which are highly conserved among archaeal and eukaryotic PF0828 and YLR143w orthologs beside E188, including S44, Y45, E78, Y103, Q104, A149, E183 and E186 (Additional file 3: Figure S2), are at the interface of the modelled complex of PF0828 with EF-2, supporting the hypothesis that they play important roles in EF-2 recognition (Figure 3B).
Linking DUF71 family members to ammonia transfer reactions
The diphthine ammonia lyase reaction requires a source of NH3. Domain fusions involving members of the DUF71 family in the Pfam database  suggests the source of NH3 might vary depending on the organism. For example, in a few Archaea (e.g. Methanohalophilus mahii DSM 5219, Methanosalsum zhilinae DSM 4017 or ‘Candidatus Nanosalinarum sp. J07AB56′), a COG0367/AsnB asparagine synthetase [glutamine-hydrolyzing] (EC 220.127.116.11) domain is found at the N-terminus of the DUF71 domain (Figure 2C). This AsnB domain can be further separated into two subdomains, an N-terminal class-II glutamine amidotransferase domain (GAT-II)  and an Asn_Synthase_B_C PP-loop ATPase domain (Figure 2C) . This domain organization suggests that in this subset of enzymes, the hydrolysis of glutamine catalyzed by the GAT-II domain could provide the NH3 moiety to both the DUF71 and the Asn_Synthase_B_C enzymes. On the other hand, in many eukaryotes such as yeast and Arabidopsis thaliana, two YjgF-YER057c-UK114-like domains are fused to the C-terminus of the DUF71 protein as previously noted by Aravind et al.  (Figure 2C). The stand-alone members of the YjgF-YER057c-UK114 family, now called the RidA family (for reactive intermediate/imine deaminase A), have been shown to deaminate products generated by PLP-dependent enzymes, which results in the release of NH3. The RidA domains fused to DUF71 could therefore be involved in providing the NH3 ammonium moiety for diphthamide synthesis.
The Duf71 family is not monofunctional
Taxonomic distribution of DUF71 homologs in archaeal and bacterial genomes
Nb (%) genomes
Nb (%) genomes
Nb (%) genomes
This second group emerged from within the archaeal sequences of the first cluster and showed various contradictions with the currently recognized taxonomy because bacterial sequences from distantly related lineages appeared intermixed in the tree (Figure 4). These observations together with the extremely patchy distribution of DUF71 in bacteria strongly supports the hypothesis that the bacterial DUF71 was of archaeal origin and spread through this domain mainly by HGT. Interestingly, the second homologs present in a few archaeal genomes emerged from bacterial sequences, suggesting that secondary HGT occurred from Bacteria to Archaea allowing them acquiring a second DUF71 homolog.
In contrast, a phylogenetic analysis focused on archaeal and eukaryotic sequences strongly supported the separation between these two Domains (posterior probabilities (PP) = 1). Moreover it recovered the monophyly of most eukaryotic and archaeal major lineages (most PP > 0.95, Additional file 3: Figure S3), suggesting that DUF71 was present in their ancestors. However, as expected given the small number of amino acid positions analyzed (182 positions), the relationships among these lineages were mainly unresolved (most PP < 0.95) precluding the in-depth analysis of the ancient evolutionary history of DUF71 in Archaea and Eucarya (Additional file 3: Figure S3). Nevertheless, the wide distribution of DUF71 in these two Domains (even in highly derived parasites such as Microsporidia, Cryptosporidium, Entamoeba or Nanoarchaeum equitans, not shown) and its ancestral presence in most of their orders/phyla suggested that this gene was present in the last common ancestor of these two Domains. This inference does not imply, however, that no HGT occurred in these Domains. Indeed, some incongruence between the DUF71 phylogeny and the reference phylogeny of organisms  suggested putative cases of HGT. For instance, it was observed for the Thermofilum pendens DUF71 that robustly groups with Methanomicrobia (Euryarchaeota) and not with other Thermoproteales (Additional file 3: Figure S3).
Finally, some bacterial DUF71 proteins might also have other functions because a set of bacteria such as Clostridium perfringens have two or more DUF71 homologs (Figure 4 and Additional file 1: Table S1). The most extreme example is Dehalococcoides sp. CBDB1, which encodes five DUF71 homologs in its genome. In the case of C. perfringens ATCC 13124 and SM101, one homolog (YP_695745 and YP_698440) clusters both physically and phylogenetically (Figure 4 and 5A) with the B12 subgroup proteins, whereas the second homolog (YP_695178 and YP_698039) is related to Acinetobacter baumanii (Cluster 3, Figure 4) and is not found associated to gene clusters related to B12 salvage (data not shown).
Therefore, based on phylogenetic and physical clustering the DUF71 proteins were split into: the Dph6 and the DUF71-B12 subgroups that were annotated as such and captured in the “Diphthamide biosynthesis” and “Duf71-B12” subsystems in the SEED database.
Predicting the function of members of the DUF71-B12 subgroup
As members of the DUF71-B12 subgroup clustered strongly with B12 transport genes and with cbiB (Figure 5B), we focused on the early steps on B12 salvage, which are quite diverse because several forms of cobamides [cobalamin-like or Cbl-like compounds] can be salvaged (Figure 5A). Cobinamide (Cbi) is adenylated after transport to form adenosylcobinamide (AdoCbi). In most bacteria, AdoCbi is directly phosphorylated by CobU before being transformed after several steps into adenosylcobalamin (AdoCbl or coenzyme B12), in which the lower ligand is 5,6-dimethylbenzimidazole (DMB) (see  for review) (Figure 5A). Archaea use a different salvage route in which AdoCbi is converted to adenosylcobyric acid (AdoCby), an intermediate of the de novo pathway, by an amidohydrolase, aCbiZ  (Figure 5A). AdoCby is then converted directly to adenosylcobinamide-phosphate (AdoCbi-P) by CbiB. Finally some bacteria have CbiZ homologs (bCbiZ) that hydrolyze adenosylpseudocobalamin (Ado-Pseudo-B12) , which contains an adenine instead of DMB as its lower ligand (Figure 1C and 5A).
Detailed analysis of the signature motifs of the two subfamilies reveal that the strictly conserved EGGE/DXE188 motif (P. furiosus PF0828 numbering) in Dph6 proteins is replaced by a ENGEF/YH188 motif in the DUF71-B12 proteins (Additional file 3: Figure S2 and Additional file 3: Figure S4). In the Dph6 family, E188 is located near the predicted diphthine binding site and is predicted to be involved in catalysis (Figure 3B). The replacement of the strictly conserved E188 residue by a Histidine residue strongly suggest a change in the reaction catalyzed by the DUF71-B12 subfamily compared to the Dph6 family. The structure based comparison between the two subfamilies also strongly supports the hypothesis that their substrates are different, because all residues predicted to be involved in EF-2 binding (Figure 3B see section above) are different in the DUF71-B12 subfamily but mostly conserved within this subfamily (Additional file 3: Figure S2 and residues in green in Figure 3C). Residues that are conserved between the two DUF71 subfamilies (Additional file 3: Figure S2 and residues in blue in Figure 3C) are found around the phosphate groups of ATP, including S12, G13, G14, K15, D16, H48, and T189 (PF0828 sequence numbering) or belong to the C-terminal conserved sequence motif (EGGE/D-X-E188) such as G182, G184, G185, E186, F187 (Additional file 3: Figure S2 and Figure 3C). Further experimental studies will be required to determine whether DUF71-B12 proteins are Ado-pseudo-B12 amidohydrolases or have another role in Ado-pseudo-B12 salvage.
Our detailed analyses of the DUF71 family members presented here provide an example of the power of comparative genomic approaches for solving important “missing genes” or “missing function” cases. These analyses simultaneously illustrate the difficulties inherent in accurately annotating gene families. On one hand, the evidence identifying a candidate for the missing Dph6 gene family derived from genomic evidence (mainly phylogenetic distribution and gene fusions) and post-genomic evidence (structure, co-expression analysis and genome-wide phenotype experiments) is so strong that it could be used as an example where the functional annotation of a protein of unknown function could be derived from comparative genomic alone. On the other hand our analyses show that a subgroup of the DUF71 family is most certainly involved in a metabolic pathway unrelated to diphthamide synthesis and that transferring functional annotations from homology scores alone would be inappropriate in this case. We believe that this integrated functional annotation approach will play an important role in future pipelines for annotation of protein families.
Reviewer number 1: Arcady Mushegian
Stowers Institute for Medical Research, 1000 E 50 th Street, Kansas City, Missouri 64110
The study by de Crecy-Lagard and co-authors pinpoints the DUF71/COG2102 asthe most likely archaeal/eukaryotic ATP-dependent diphthine-ammonia ligase,the so far unaccounted-for enzyme in the pathway of diphtamide biosynthesis, which pathway is responsible for the formation of unique derivative of the conserved histidine within the translation elongation factor 2. A distinct subfamily of this protein family appears to play another role in bacteria and a subset of archaea, most likely in the salvage of an intermediate of cobalamine biosynthesis. The evidence presented in the paper consists of genome context information, sequence-structure prediction and the data from yeast concerning gene expression and chemical-genomics profiling. Taken together, the evidence seems compelling to me. The data from yeast represent partial functional validation of predictions made for prokaryotes. I would recommend only to tone down the suggestion that all this is a “novel paradigm” in analysis of gene function: researchers have been inferring gene functions from phenotypes, as well as from directly detected changes in genotype, for a long, long time, and the current study is a logical extension of these approaches. What is different in the last 15 years is that we can compare these properties across many species with completely sequenced genomes; but even this is a logical extension of the previous work (compare, for example, with work from Yanofskyand Jensen labs on biosynthesis of aromatic amino acids) - it was not any prescription of a previous scientific paradigm that constrained the work, but rather the lack of the data.
Response: The references to a “novel paragdim” were eliminated in the abstract and the introduction as suggested.
Reviewer number 2: Michael Galperin
NCBI, NLM, NIH Computational Biology Branch, 8600 Rockville Pike MSC 6075, Building 38A, Room 6N601, Bethesda, MD 20894-6075
The paper by de Crecy-Lagard and colleagues is a fine example of using comparative genomics to patch the remaining holes in the metabolic pathways. The key conclusion of this work, prediction of the participation of the members of the DUF71/COG2102 family in diphtamide biosynthesis in archaea and eukaryotes and in B12 metabolism in some bacteria and archaea, is extremely convincing and hardly even needs an experimental verification. The second conclusion, that ammonia used in the diphthine ammonia lyase-catalyzed reaction in different organisms could use generated by two different enzymes, asparagine synthetase and the RidA domain, also sounds convincing. However, proving beyond reasonable doubt that DUF71/COG2102 family members with their ATP-pyrophosphatase activity comprise the key part of diphthine ammonia lyase does not prove that they are the only subunits of this enzyme. Even if the proposed reaction scheme (Figure 1B) is correct, there still might be a need for a ligase subunit that couple removal of the AMP moiety from EF2 with its amidation. There is a definite possibility that DUF71/COG2102 family members catalyze all these individual reactions, e.g. using its unique C-terminal 100-aa domain, but that would have to be proven experimentally. The reported involvement of the likely scaffold protein YBR246w (DPH7) appears to support the idea that diphthine ammonia lyase consists of more than one type of subunits. Otherwise, it is a great paper that vividly demonstrates the power of comparative-genomics approaches.
We added a phrase stating that “even if one cannot rule out at this stage that other catalytic subunits yet to be identified may also be required”.
Reviewer number 3: L. Aravind
NCBI, NLM, NIH Computational Biology Branch, 8600 Rockville Pike MSC 6075, Building 38A, Room 6N601, Bethesda, MD 20894-6075
This work uses contextual information to identify the diphthine-ammonia ligase in archaea and eukaryotes. It also shows that the yeast protein YBR246W is indeed not the correct ligase, but rather the MJ0570-like PP-loop ATPases. The authors also show that this family has been transferred to certain bacteria where they infer that it is likely to have undergone a functional shift to participate in B12 salvage. They cautiously propose that it might function as a replacement for CbiZ to function as an amidohydrolase (the reverse of the typical PP-loop ATPase reaction) as against a ligase. The conclusions are definitive and the article makes a useful contribution to the understanding of protein modification and cofactor biosynthesis. This said, there are certain issues with the current form of the article that authors necessarily need to address in their revision: 1) (pg 8) The authors state that the MJ0570-like enzymes have a HUP domain followed by a distinct C-terminal domain. They do not explain the meaning of this properly nor cite the reference of the paper (PMID: 12012333) pertaining to the HUP domains where this family was identified as a PP-loop ATPase, along with the observations (Table 1 in that reference) that it has a primarilyarchaeo-eukaryotic phyletic pattern, and that eukaryotic versions might be fused to two C-terminal domains of the YabJ-like chorismate lyase fold (now termed RidA). It should be stated that the N-terminus is a PP-loop ATPase domain of the HUP class of Rossmannoid domains - not all HUP domains are ligases - only the PP-loop and the HIGH nucleotidyltransferases . This clarifies that it is related to other ATP-utilizing amidoligases such as NAD synthethase, GMP synthetase and asparagine synthetase. This would place their inferred amidoligase activity in the context of comparable, known amidoligase activities of related enzymes. In fact it would be advisable to place the fact that these are PP-loop enzymes in the abstract itself.
The authors persistently refer to the domain as DUF71. This name is no longer current in Pfam and it has long been recognized as mentioned in the reference noted above that these proteins are not “domains of unknown function” but PP-loop ATPases. The domain is correctly termed ATP_bind_4 (PF01902) in Pfam. This Pfam (not the misleading DUF71) name and Pfam number should be indicated with just a statement in the introduction that it was formerly DUF71.
This domain is currently called “Domain of unknown function DUF71, ATP-binding domain” in the InterPro database (IPR002761) even if it is called ATP_bind_4 (PF01902) in Pfam. It is much shorter to use (as well as easier for the reader to follow) the DUF71 abbreviation rather than the ATP_bind_4 abbreviation. We therefore prefer to keep DUF71. We however introduced a statement giving the different names of this domain in the InterPro, Pfam and COG databases at the end of the introduction.
3) The authors apparently have a misapprehension regarding the Methanohalophilus mahii protein both in the text and the domain architecture rendered in the figure. First, these proteins have two N-terminal domains fused tothe MJ0570-like module: namely a N-terminal class-II glutamineamidotransferase (GAT-II, e.g. see PMID: 20023723) and second PP-loop ATPase domain thereafter (i.e. one related to asparagine synthetase). This GAT domain as in the case of other PP-loop enzymes could supply ammonia by cleaving it off glutamine. But this does not explain which PP-loop domain utilizes it. In the case of the Asn-synthetase it is used by the cognate PP-loop domain. In this case the presence of two PP-loop domains suggests that it is either utilized by both for different reactions or else the second domain does not receive the NH3 from this GAT. This also leads to the question what reaction is the Asn synthetase like PP-loop domain catalyzing?
Quality of written English: Acceptable
Based on phyletic complementarity the authors suggest that bacterial CbiZ might be displaced by the bacterial MJ0570-like enzymes. This seems unusual - Why utilize a PP-loop ATPase for the reverse reaction, i.e. amidohydrolase? Typically there is little overlap between the families involved in amidohydrolase as opposed to ATP-dependent ligase activity. Of the almost 12 distinct major inventions of amidoligase activity, hardly any representatives of these superfamilies have been reused as amidohydrolases. So do the authors note anything special in the case of the bacterial representatives that might support such a functional shift?
This hypothesis is derived from phylogenetic distribution and it is not unprecedented that ligases and hydrolases are found in the same family (see example in PMID:12359880). However, we agree that this hypothesis derives mainly from phylogenetic patterns analysisand beyond the differences in the predicted substrate binding pocket found in the DUF71-B12 family we did not identify specify changes that could point to a shift to hydrolase, hence our caution in our prediction as stated in the text.
Quality of written English: Acceptable
This work was supported by the US National Science Foundation (grant MCB-1153413 to V. dC-L), the US National Institutes of Health (grant U54GM094597 to G.T. Montelione and the Northeast Structural Genomics Consortium) and the Agence Nationale pour la Recherche (grant ANR-10-BINF-01-0127 Ancestrome) to C. B-A. We thank Raffael Schaffrath and Mike Stark for sharing for sharing unpublished diphthamide related data and critical evaluation of manuscript parts. We thank for Jorge Escalante-Semerena for sharing his immense knowledge on B12 salvage pathways, Diana Downs for disclosing unpublished results on RidA function, Manal Swairjo for chemical insight, and Andrew Hanson for helpful input on the manuscript.
- Greganova E, Altmann M, Bütikofer P: Unique modifications of translation elongation factors. FEBS J. 2011, 278 (15): 2613-2624.PubMedView ArticleGoogle Scholar
- Van Ness BG, Howard JB, Bodley JW: ADP-ribosylation of elongation factor 2 by diphtheria toxin. Isolation and properties of the novel ribosyl-amino acid and its hydrolysis products. J Biol Chem. 1980, 255 (22): 10717-10720.PubMedGoogle Scholar
- Van Ness BG, Howard JB, Bodley JW: ADP-ribosylation of elongation factor 2 by diphtheria toxin. NMR spectra and proposed structures of ribosyl-diphthamide and its hydrolysis products. J Biol Chem. 1980, 255 (22): 10710-10716.PubMedGoogle Scholar
- Zhang Y, Zhu X, Torelli AT, Lee M, Dzikovski B, Koralewski RM, Wang E, Freed J, Krebs C, Ealick SE, et al: Diphthamide biosynthesis requires an organic radical generated by an iron–sulphur enzyme. Nature. 2010, 465 (7300): 891-896.PubMedPubMed CentralView ArticleGoogle Scholar
- Zhu X, Dzikovski B, Su X, Torelli AT, Zhang Y, Ealick SE, Freed JH, Lin H: Mechanistic understanding of Pyrococcus horikoshii Dph2, a [4Fe-4S] enzyme required for diphthamide biosynthesis. Mol Biosyst. 2011, 7 (1): 74-81.PubMedPubMed CentralView ArticleGoogle Scholar
- Lartillot N, Lepage T, Blanquart S: PhyloBayes 3: a Bayesian software package for phylogenetic reconstruction and molecular dating. Bioinformatics. 2009, 25 (17): 2286-2288.PubMedView ArticleGoogle Scholar
- McRee DE: XtalView/Xfit—A versatile program for manipulating atomic coordinates and electron density. J Struct Biol. 1999, 125 (2–3): 156-165.PubMedView ArticleGoogle Scholar
- Katoh K, Misawa K, Kuma K-I, Miyata T: MAFFT: a novel method for rapid multiple sequence alignment based on fast Fourier transform. Nucleic Acids Res. 2002, 30 (14): 3059-3066.PubMedPubMed CentralView ArticleGoogle Scholar
- Webb TR, Cross SH, McKie L, Edgar R, Vizor L, Harrison J, Peters J, Jackson IJ: Diphthamide modification of eEF2 requires a J-domain protein and is essential for normal development. J Cell Sci. 2008, 121 (19): 3140-3145.PubMedPubMed CentralView ArticleGoogle Scholar
- Zhu X, Kim J, Su X, Lin H: Reconstitution of diphthine synthase activity in vitro. Biochemistry. 2010, 49 (44): 9649-9657.PubMedPubMed CentralView ArticleGoogle Scholar
- Mattheakis LC, Shen WH, Collier RJ: DPH5, a methyltransferase gene required for diphthamide biosynthesis in Saccharomyces cerevisiae. Mol Cell Biol. 1992, 12 (9): 4026-4037.PubMedPubMed CentralView ArticleGoogle Scholar
- Moehring TJ, Danley DE, Moehring JM: In vitro biosynthesis of diphthamide, studied with mutant Chinese hamster ovary cells resistant to diphtheria toxin. Mol Cell Biol. 1984, 4 (4): 642-650.PubMedPubMed CentralView ArticleGoogle Scholar
- Su X, Chen W, Lee W, Jiang H, Zhang S, Lin H: YBR246W is required for the third step of diphthamide biosynthesis. J Am Chem Soc. 2011, 134 (2): 773-776.PubMedPubMed CentralView ArticleGoogle Scholar
- Hunter S, Jones P, Mitchell A, Apweiler R, Attwood TK, Bateman A, Bernard T, Binns D, Bork P, Burge S, et al: InterPro in 2011: new developments in the family and domain prediction database. Nucleic Acids Res. 2012, 40 (D1): D306-D312.PubMedPubMed CentralView ArticleGoogle Scholar
- Finn RD, Mistry J, Tate J, Coggill P, Heger A, Pollington JE, Gavin OL, Gunasekaran P, Ceric G, Forslund K, et al: The Pfam protein families database. Nucleic Acids Res. 2010, 38 (suppl_1): D211-D222.PubMedPubMed CentralView ArticleGoogle Scholar
- Tatusov R, Fedorova N, Jackson J, Jacobs A, Kiryutin B, Koonin E, Krylov D, Mazumder R, Mekhedov S, Nikolskaya A, et al: The COG database: an updated version includes eukaryotes. BMC Bioinforma. 2003, 4 (1): 41-View ArticleGoogle Scholar
- Altschul SF, Madden TL, Schaffer AA, Zhang J, Zhang Z, Miller W, Lipman DJ: Gapped BLAST and PSI-BLAST: a new generation of protein database search programs. Nucleic Acids Res. 1997, 25 (17): 3389-3402.PubMedPubMed CentralView ArticleGoogle Scholar
- Larkin MA, Blackshields G, Brown NP, Chenna R, McGettigan PA, McWilliam H, Valentin F, Wallace IM, Wilm A, Lopez R, et al: Clustal W and Clustal X version 2.0. Bioinformatics. 2007, 23 (21): 2947-2948.PubMedView ArticleGoogle Scholar
- Corpet F: Multiple sequence alignment with hierarchical clustering. Nucleic Acids Res. 1988, 16 (22): 10881-10890.PubMedPubMed CentralView ArticleGoogle Scholar
- Overbeek R, Begley T, Butler RM, Choudhuri JV, Chuang HY, Cohoon M, de Crécy-Lagard V, Diaz N, Disz T, Edwards R, et al: The subsystems approach to genome annotation and its use in the project to annotate 1000 genomes. Nucleic Acids Res. 2005, 33 (17): 5691-5702.PubMedPubMed CentralView ArticleGoogle Scholar
- Markowitz VM, Chen I-MA, Palaniappan K, Chu K, Szeto E, Grechkin Y, Ratner A, Anderson I, Lykidis A, Mavromatis K, et al: The integrated microbial genomes system: an expanding comparative analysis resource. Nucleic Acids Res. 2010, 38 (suppl 1): D382-D390.PubMedPubMed CentralView ArticleGoogle Scholar
- Alm EJ, Huang KH, Price MN, Koche RP, Keller K, Dubchak IL, Arkin AP: The MicrobesOnline web site for comparative genomics. Genome Res. 2005, 15 (7): 1015-1022.PubMedPubMed CentralView ArticleGoogle Scholar
- Hibbs MA, Hess DC, Myers CL, Huttenhower C, Li K, Troyanskaya OG: Exploring the functional landscape of gene expression: directed search of large microarray compendia. Bioinformatics. 2007, 23 (20): 2692-2699.PubMedView ArticleGoogle Scholar
- Cherry JM, Hong EL, Amundsen C, Balakrishnan R, Binkley G, Chan ET, Christie KR, Costanzo MC, Dwight SS, Engel SR, et al: Saccharomyces genome database: the genomics resource of budding yeast. Nucleic Acids Res. 2012, 40 (D1): D700-D705.PubMedPubMed CentralView ArticleGoogle Scholar
- Hillenmeyer M, Ericson E, Davis R, Nislow C, Koller D, Giaever G: Systematic analysis of genome-wide fitness data in yeast reveals novel gene function and drug action. Genome Biol. 2010, 11 (3): R30-PubMedPubMed CentralView ArticleGoogle Scholar
- Hillenmeyer ME, Fung E, Wildenhain J, Pierce SE, Hoon S, Lee W, Proctor M, St.Onge RP, Tyers M, Koller D, et al: The chemical genomic portrait of yeast: uncovering a phenotype for all genes. Science. 2008, 320 (5874): 362-365.PubMedPubMed CentralView ArticleGoogle Scholar
- Letunic I, Bork P: Interactive Tree Of Life (iTOL): an online tool for phylogenetic tree display and annotation. Bioinformatics. 2007, 23 (1): 127-128.PubMedView ArticleGoogle Scholar
- Crooks GE, Hon G, Chandonia J-M, Brenner SE: WebLogo: a sequence logo generator. Genome Res. 2004, 14 (6): 1188-1190.PubMedPubMed CentralView ArticleGoogle Scholar
- Pruitt KD, Tatusova T, Brown GR, Maglott DR: NCBI Reference sequences (RefSeq): current status, new features and genome annotation policy. Nucleic Acids Res. 2012, 40 (D1): D130-D135.PubMedPubMed CentralView ArticleGoogle Scholar
- Philippe H: MUST, a computer package of management utilities for sequences and trees. Nucleic Acids Res. 1993, 21 (22): 5264-5272.PubMedPubMed CentralView ArticleGoogle Scholar
- Gouy M, Guindon S, Gascuel O: SeaView Version 4: a multiplatform graphical user interface for sequence alignment and phylogenetic tree building. Mol Biol Evol. 2010, 27 (2): 221-224.PubMedView ArticleGoogle Scholar
- Aravind L, Anantharaman V, Koonin EV: Monophyly of class I aminoacyl tRNA synthetase, USPA, ETFP, photolyase, and PP-ATPase nucleotide-binding domains: implications for protein evolution in the RNA world. Proteins: Structure, Funct Bioinform. 2002, 48 (1): 1-14.View ArticleGoogle Scholar
- Forouhar F, Saadat N, Hussain M, Seetharaman J, Lee I, Janjua H, Xiao R, Shastry R, Acton TB, Montelione GT, et al: A large conformational change in the putative ATP pyrophosphatase PF0828 induced by ATP binding. Acta Crystallogr Sect F Struct Biol Cryst Commun. 2011, 67 (11): 1323-1327.PubMedPubMed CentralView ArticleGoogle Scholar
- Botet J, Rodriguez-Mateos M, Ballesta JPG, Revuelta JL, Remacha M: A chemical genomic screen in Saccharomyces cerevisiae reveals a role for diphthamidation of translation Elongation Factor 2 in inhibition of protein synthesis by Sordarin. Antimicrob Agents Chemother. 2008, 52 (5): 1623-1629.PubMedPubMed CentralView ArticleGoogle Scholar
- Bär C, Zabel R, Liu S, Stark MJR, Schaffrath R: A versatile partner of eukaryotic protein complexes that is involved in multiple biological processes: Kti11/Dph3. Mol Microbiol. 2008, 69 (5): 1221-1233.PubMedGoogle Scholar
- Jorgensen R, Wang Y, Visschedyk D, Merrill AR: The nature and character of the transition state for the ADP-ribosyltransferase reaction. EMBO Rep. 2008, 9 (8): 802-809.PubMedPubMed CentralView ArticleGoogle Scholar
- Iyer LM, Abhiman S, Maxwell Burroughs A, Aravind L: Amidoligases with ATP-grasp, glutamine synthetase-like and acetyltransferase-like domains: synthesis of novel metabolites and peptide modifications of proteins. Mol BioSys. 2009, 5 (12): 1636-1660.View ArticleGoogle Scholar
- Lambrecht JA, Flynn JM, Downs DM: Conserved YjgF protein family deaminates reactive enamine/imine intermediates of Pyridoxal 5′-Phosphate (PLP)-dependent enzyme reactions. J Biol Chem. 2012, 287 (5): 3454-3461.PubMedPubMed CentralView ArticleGoogle Scholar
- Brochier-Armanet C, Forterre P, Gribaldo S: Phylogeny and evolution of the Archaea: one hundred genomes later. Curr Opin Microbiol. 2011, 14 (3): 274-281.PubMedView ArticleGoogle Scholar
- Borths EL, Poolman B, Hvorup RN, Locher KP, Rees DC: In vitro functional characterization of BtuCD-F, the Escherichia coli ABC transporter for vitamin B12 uptake. Biochemistry. 2005, 44 (49): 16301-16309.PubMedView ArticleGoogle Scholar
- Zayas CL, Claas K, Escalante-Semerena JC: The CbiB protein of Salmonella enterica is an integral membrane protein involved in the last step of the de novo corrin ring biosynthetic pathway. J Bacteriol. 2007, 189 (21): 7697-7708.PubMedPubMed CentralView ArticleGoogle Scholar
- Escalante-Semerena JC: Conversion of cobinamide into adenosylcobamide in bacteria and archaea. J Bacteriol. 2007, 189 (13): 4555-4560.PubMedPubMed CentralView ArticleGoogle Scholar
- Woodson JD, Escalante-Semerena JC: CbiZ, an amidohydrolase enzyme required for salvaging the coenzyme B12 precursor cobinamide in archaea. Proc Natl Acad Sci USA. 2004, 101 (10): 3591-3596.PubMedPubMed CentralView ArticleGoogle Scholar
- Gray MJ, Escalante-Semerena JC: The cobinamide amidohydrolase (cobyric acid-forming) CbiZ enzyme: a critical activity of the cobamide remodelling system of Rhodobacter sphaeroides. Mol Microbiol. 2009, 74 (5): 1198-1210.PubMedPubMed CentralView ArticleGoogle Scholar
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