- Open Access
The prokaryotic antecedents of the ubiquitin-signaling system and the early evolution of ubiquitin-like β-grasp domains
Genome Biology volume 7, Article number: R60 (2006)
Ubiquitin (Ub)-mediated signaling is one of the hallmarks of all eukaryotes. Prokaryotic homologs of Ub (ThiS and MoaD) and E1 ligases have been studied in relation to sulfur incorporation reactions in thiamine and molybdenum/tungsten cofactor biosynthesis. However, there is no evidence for entire protein modification systems with Ub-like proteins and deconjugation by deubiquitinating enzymes in prokaryotes. Hence, the evolutionary assembly of the eukaryotic Ub-signaling apparatus remains unclear.
We systematically analyzed prokaryotic Ub-related β-grasp fold proteins using sensitive sequence profile searches and structural analysis. Consequently, we identified novel Ub-related proteins beyond the characterized ThiS, MoaD, TGS, and YukD domains. To understand their functional associations, we sought and recovered several conserved gene neighborhoods and domain architectures. These included novel associations involving diverse sulfur metabolism proteins, siderophore biosynthesis and the gene encoding the transfer mRNA binding protein SmpB, as well as domain fusions between Ub-like domains and PIN-domain related RNAses. Most strikingly, we found conserved gene neighborhoods in phylogenetically diverse bacteria combining genes for JAB domains (the primary de-ubiquitinating isopeptidases of the proteasomal complex), along with E1-like adenylating enzymes and different Ub-related proteins. Further sequence analysis of other conserved genes in these neighborhoods revealed several Ub-conjugating enzyme/E2-ligase related proteins. Genes for an Ub-like protein and a JAB domain peptidase were also found in the tail assembly gene cluster of certain caudate bacteriophages.
These observations imply that members of the Ub family had already formed strong functional associations with E1-like proteins, UBC/E2-related proteins, and JAB peptidases in the bacteria. Several of these Ub-like proteins and the associated protein families are likely to function together in signaling systems just as in eukaryotes.
The ubiquitin (Ub) system is one of the most remarkable protein modification systems of eukaryotes, which appears to distinguish them from model prokaryotic systems. The modification of proteins by Ub or related polypeptides (Ubls) has been detected in all eukaryotes studied to date and is comprised of conserved machineries that both add Ub and remove it [1, 2]. The Ub-conjugating system consists of a three-step cascade beginning with an E1 enzyme that uses ATP to adenylate the terminal carboxylate of Ub/Ubl and subsequently transfers this adenylated intermediate to a conserved internal cysteine in the form of a thioester linkage. The E1 enzyme then transfers this cysteine-linked Ub to the conserved cysteine of the E2 enzyme, which is the next enzyme in the cascade. Finally, the E2 enzyme transfers the Ub/Ubl to the target polypeptide with the help of an E3 enzyme [1, 3]. The E3 enzymes of the HECT domain superfamily contain a conserved internal cysteine, which accepts the Ub/Ubl through a thioester linkage and finally transfers it to the ε-amino group of a lysine on the target protein. The E3 ligases of the treble-clef fold, namely the RING and A20 finger superfamilies, appear to facilitate directly the transfer of Ub to the lysine of target protein, without forming a covalent link with Ub/Ubl (Figure 1) [4, 5].
The proteins modified by ubiquitination might have different fates depending both on the specific Ub or Ubl used, and the type of modification they undergo [6, 7]. Mono-ubiquitination and poly-ubiquitination via G76-K63 linkages play regulatory roles in diverse systems such as signaling cascades, chromatin dynamics, DNA repair, and RNA degradation. Poly-ubiquitination via G76-K48 linkages is one of the major types of modification that results in targeting the polypeptide for proteasomal degradation . Other polyubiquitin chains formed by linkages to K29, K6, and K11 are relatively minor species in model organisms and are poorly understood in functional terms. Similarly, modification by Ubls such as SUMO, Nedd8, URM1, Apg8/Apg12, and ISG15 have specialized regulatory roles in the context of chromatin dynamics, RNA processing, oxidative stress response, autophagy, and signaling [8, 9]. The Ub modification is reversed by a variety of deubiquitinating peptidases (DUBs) belonging to various superfamilies of the papain-like fold and pepsin-like, JAB, and Zincin-like metalloprotease superfamilies [10–16]. Of these the most conserved are certain versions of the papain-like fold and the JAB superfamily metallo-peptidases, which are components of the proteasomal lid and signalosome [17–20]. The JAB peptidases are critical for removing the Ub chains before the targeted proteins are degraded in the proteasome [21, 22].
Although the entire Ub system with the apparatus for conjugation and deconjugation has only been observed in the eukaryotes, several structural and biochemical studies have thrown light on prokaryotic antecedents of this system. Most of these studies are related to the experimental characterization of the key sulfur incorporation steps in the biosynthetic pathways for thiamine and molybdenum/tungsten cofactors (MoCo/WCo). Both these pathways involve a sulfur carrier protein, ThiS or MoaD, which is closely related to the eukaryotic URM1 and bears the sulfur in the form of a thiocarboxylate of a terminal glycine, just as the thioester linkages of Ub/Ubls formed in the course of their conjugation [23, 24]. Furthermore, both ThiS and MoaD are adenylated by the enzymes ThiF and MoeB, respectively, prior to sulfur acceptance from the donor cysteine [25–29]. ThiF and MoeB are closely related to the Ub-conjugating E1 enzymes, and all of them exhibit a characteristic architecture, with an amino-terminal Rossmann-fold nucleotide-binding domain and a carboxyl-terminal β-strand-rich domain containing conserved cysteines . Interestingly, in the case of the thiamine pathway, it has been shown that ThiS also gets covalently linked to a conserved cysteine in the ThiF enzyme, albeit via an acyl-persulfide linkage, unlike the direct thioester linkage of the E1-Ub covalent complex [26, 27] (Figure 1). However, no equivalent covalent linkage between MoaD and MoeB has been reported  (Figure 1). There are other specific similarities between the eukaryotic Ub/Ubls and ThiS/MoaD, such as the presence of a conserved carboxyl-terminal glycine and the mode of interaction with their respective adenylating enzymes [23, 25]. These observations indicated that core components of the eukaryotic Ub-signaling system and the interactions between them were already in place in the prokaryotic sulfur transfer systems, and implied direct evolutionary connection between them [25, 31].
Homologs of other central components of the eukaryotic Ub-signaling pathway have also been detected in bacteria, such as the TS-N domain found in prokaryotic translation factors, which is the precursor of the helical Ub-binding UBA domain [32–34]. Similarly, members of the papain-like fold, zincin-like metallopeptidases, and the JAB domain superfamilies are also abundantly represented in prokaryotes [10–16, 35]. However, to date there is no reported evidence of functional interactions of any of the prokaryotic versions of these domains with endogenous co-occurring counterparts of Ub/Ubls and their ligases in potential pathways analogous to eukaryotic Ub signaling. Thus, despite a reasonably clear understanding of the possible precursors of Ub/Ubls and the E1 enzymes, the evolutionary process by which the complete eukaryotic Ub-signaling system as an apparatus for protein modification was pieced together remains murky. To address this problem we conducted a systematic comparative genomic analysis of the Ub-like (also referred to as the β-grasp fold in the SCOP database ) fold in prokaryotes to decipher its early evolutionary radiations. We then utilized the vast dataset of contextual information derived from newly sequenced prokaryotic genomes to identify systematically the potential functional connections of the relevant members of the Ub-like fold and other functionally associated enzymes such as the E1/MoeB/ThiF (E1-like) family.
As a result of this analysis we were able to identify several new members of the Ub-like fold in prokaryotes as well as functionally associated components such as E1-like enzymes, JAB hydrolases, and E2-like enzymes, which appear to interact even in prokaryotes to form novel pathways related to eukaryotic Ub signaling. We not only present evidence that there are multiple adenylating systems of Ub-related proteins in prokaryotes, but also we predict intricate pathways using JAB-like peptidases and E2-like enzymes in the context of diverse Ub-related proteins.
Results and discussion
Identification of novel prokaryotic ubiquitin-related proteins
We investigated the origin of Ub and the Ub signaling system as a part of a comprehensive investigation into the evolutionary history of the Ub-like (β-grasp) fold (unpublished data). Earlier studies had shown that ThiS and MoaD are the closest prokaryotic relatives of the eukaryotic Ub/Ubls both in structural and in functional terms [27, 28]. Structural similarity-based clustering using the pair-wise structural alignment Z-scores derived from the DALI program, as well morphologic examination of the structures, showed that several additional members of the β-grasp fold prevalent in prokaryotes are equally closely related to the eukaryotic Ub/Ubls. The most prominent of these was the RNA-binding TGS domain, which was previously reported by us as being fused to several other domains in multidomain proteins such as the threonyl tRNA synthetase, OBG-family GTPases, and the SpoT/RelA like ppGppp phosphohydrolases  (also see SCOP database ). The β-grasp ferredoxin, a widespread metal-chelating domain, is also closely related, but it is distinguished by the insertions of unique cysteine-containing flaps within the core β-grasp fold that chelate iron atoms . Other versions of the β-grasp fold closely related to the Ub-like proteins are the subunit B of the toluene-4-mono-oxygenase system (for example, PDB: 1t0q) , which is sporadically encountered in several proteobacteria and actinobacteria, and the YukD protein of Bacillus subtilis and related bacteria (PDB: 2bps)  Table 1.
In order to identify novel prokaryotic Ub-related members of the β-grasp fold we initiated transitive PSI-BLAST searches, run to convergence, using multiple representatives from each of the above mentioned structurally characterized versions. Searches with the TGS domains and ThiS or MoaD proteins were considerably effective in recovering diverse homologs with significant expect (e) values (e ≤ 0.01). Searches from these starting points were reasonably symmetric; thus, searches initiated with various ThiS or MoaD proteins detected eukaryotic URM1, representatives of the TGS domain, as well as the β-grasp ferredoxins. Likewise, searches initiated with different representatives of the TGS domains also recovered ThiS, MoaD, and representatives of the β-grasp ferredoxins. These searches also recovered several previously uncharacterized prokaryotic proteins in addition to the above-stated previously known representatives of the Ub-like fold. These included several divergent small proteins equally related to both ThiS and MoaD, the amino-terminal regions of a group of ThiF/MoeB-related (E1-like) proteins from various bacteria, the amino-terminal regions of a family of bacterial RNAses with the Mut7-C domain, the amino-terminal region of the family of tail assembly protein I of the lambdoid and T1-like bacteriophages, and the RnfH family, which is highly conserved in numerous bacteria.
For example, searches initiated with the Thermus thermophilus MoaD homolog (gi: 46200137) recovered the tail protein I of the diverse caudate bacteriophages belonging to the lambda and T1 groups (for example, lambda tail protein I, e = 10-3, iteration 2). A search using the Desulfovibrio desulfuricans MoaD homolog (gi: 78219906) recovered the amino-terminal domains of an Azotobacter Mut7-C RNase (e = 10-8, iteration 2; gi: 67154055), the TGS domain of Chlamydophila threonyl tRNA synthetase (iteration 3, e = 10-3; gi: 15618715), RnfH from Azoarcus (iteration 3, e = 10-3; gi: 56312934), and a E1-like protein from Campylobacter jejuni (e = 0.01, iteration 11; gi: 57166736). Searches with the YuKD protein from low GC Gram-positive bacteria consistently recovered a homologous domain in large actinobacterial membrane proteins (e = 10-3-10-4 in iteration 4).
We prepared individual multiple alignments of all of the novel families of proteins containing regions of similarity to the Ub-like β-grasp domains and predicted their secondary structures using the JPRED method, which combines information from Hidden Markov models (HMMs), PSI-BLAST profiles, and amino acid frequency distributions derived from the alignments. In each case the predicted secondary structure of the region detected in the searches exhibited a characteristic pattern with two amino-terminal strands, followed by a helical segment and another series of around three consecutive strands. This pattern is congruent with that observed in the Ub-like β-grasp proteins (see SCOP database ) and was used as a guide, along with the overall sequence conservation, to prepare a comprehensive multiple alignment that included all of the major prokaryotic representatives of the Ub-like β-grasp domains (Figure 2). Examination of the sequence across the different families revealed a similar pattern of hydrophobic residues that are likely to form the core of the β-grasp domain, as suggested by the structures of ThiS, MoaD and URM1, and a highly conserved alcohol group containing residue (serine or threonine) before helix-1. A similar secondary structure and conservation pattern was also found in two additional Ub-related protein families that we recovered using contextual information from analysis of gene neighborhoods and domain fusions (Figure 2; see the following two sections for details). Taken together, these observations strongly support the presence of an Ub-related β-grasp fold in all of the above-detected groups of proteins.
Like the ThiS, MoaD, and URM1 proteins, the phage tail assembly protein I (TAPI) and one of the other newly detected Ub-related families also exhibited a highly conserved glycine at the carboxyl-terminus of the β-grasp domain, suggesting that they might participate in similar functional interactions with other proteins or undergo thiolation (Figure 2). The remaining newly detected members, while exhibiting similar overall conservation to that of the above families, do not contain the glycine or any other highly conserved residue at the carboxyl-terminus of the domain. Individual families also possess their own exclusive set of highly conserved residues, suggesting that each might participate in their own specific conserved interactions with other proteins or nucleic acids.
Identification of contextual associations of prokaryotic ubiquitin-related proteins and their functional partners
Detection of architectures and conserved gene neighborhoods
Different types of contextual information can be obtained by means of prokaryotic comparative genomics and used to elucidate functionally uncharacterized proteins. First, fusions of uncharacterized domains or genes to functionally characterized domains or genes suggest participation of the former in processes similar to those of the latter. Second, clustering of genes in operons usually implies coordinated gene expression, and conserved prokaryotic gene neighborhoods are a strong indication of functional interaction, especially through physical interactions of the encoded protein products. The power of contextual inference, especially for the less prevalent protein families, has been considerably boosted due to the enormous increase in data from the various microbial genome sequencing projects [41, 42] and the development of publicly available resources such as WIT2/PUMA2 and STRING/SMART that integrate a variety of contextual information [43–46].
Accordingly, we set up a protocol to identify comprehensively the network of contextual connections centered on the prokaryotic Ub-related proteins detected in the above searches, and used it to infer the functional pathways in which they participate. We first determined the complete domain architectures of all the Ub-like proteins using a combination of case-by-case PSI-BLAST searches and searches against libraries of position specific score matrices (PSSMs) or HMMs of previously characterized protein domains. We then established the gene neighborhoods (see Materials and methods, below) for these Ub-like proteins and found a number of conserved neighborhoods containing genes for specific protein families often co-occurring with the Ub-like proteins. Each of the families belonging to the conserved neighborhoods were used as starting points for further PSI-BLAST searches to identify homologous proteins in prokaryotic genomes. These homologs were then used as foci to identify any conserved gene neighborhoods occurring with them. This way we built up a comprehensive set of conserved gene neighborhoods for the Ub-like proteins as well as their putative functional partners and their homologs, which were identified via contextual analysis. As a result we identified several persistent architectural and gene neighborhood themes associated with the prokaryotic Ub-like proteins. We discuss below the most prominent of these, especially those with relevance to the early evolution of the Ub-signaling related pathways.
Common architectural themes in prokaryotic ubiquitin-like proteins
Several families of prokaryotic Ub-like proteins, namely ThiS, MoaD, RnfH, TmoB, and a newly detected family typified by Ralstonia solanacearum RSc1661 (gi: 17428677; see below), are characterized by a single standalone Ub-like domain. In several cases the ThiS and MoaD are fused to ThiG and MoaE (Figure 3), which respectively are their functional partners in the transfer of sulfur to the substrates (Figure 1). We also noted that a distinct version of ThiS is fused to the carboxyl-terminus of the sulfite reductase in certain actinobacteria (for example, Nocardiodes and Acidothermus cellulolyticus), whereas MoaD might be fused to aldehyde ferredoxin oxidoreductase (Azoarcus; Figure 3). Another newly characterized family of Ub-domains typified by the protein mlr6139 from Mesorhizobium loti (gi: 14025878) is characterized by three tandem repeats of the Ub-like domain (Figure 3; see below for details).
A family of Ub-like domains, distinct from ThiS, is found fused to the amino-terminus of the adenylating Rossmann fold domain of certain ThiF proteins, such as that from Campylobacter jejuni (gi: 57166736; Figure 3). In the lambda and T1 phage TAPI proteins, the Ub-like domain is fused to another small globular carboxyl-terminal domain via a glycine-rich low complexity linker. In some cases the TAPI protein itself may be fused to the tail-assembly protein J (TAPJ) or K (TAPK), which contain two peptidase domains, namely the JAB domain and NlpC/P60 domain with the papain-like fold (Figure 3) .
In the proteins typified by the Thermotoga maritima TM_0779, the amino-terminal Ub-like domain is linked to a carboxyl-terminal Mut7-C RNAse domain and a zinc ribbon domain (Figure 3) . Iterative sequence profile searches with the Mut7-C domain as a query recovered the previously characterized PIN (PilT-N) RNAse domains with significant e values (e < 10-3). The two domains share an identical pattern of conserved catalytic residues, suggesting a similar enzymatic mechanism . In the actinobacteria, the YukD-like β-grasp domain is fused to an integral membrane domain with 12 transmembrane helices (Figure 3). The TGS domain, as previously reported, was almost always found in various RNA-binding multidomain proteins; hence it is not discussed here in detail . Likewise, the architectures of β-grasp ferredoxins, which are typically found as a part of multidomain oxido-reductases, have previously been considered in depth and are not dwelt upon in detail here .
Conserved gene neighborhoods related to the thiamine biosynthesis pathway
The multistep biosynthetic pathways for the major cofactor thiamine is the experimentally best characterized of the prokaryotic systems involving Ub-like sulfur transfer proteins and associated E1-like enzymes. Furthermore, there has also been a comprehensive comparative genomics analysis of the components of the prokaryotic thiamine biosynthetic pathway . In the present report we focus only on associations in these systems that are pertinent to the evolution of the Ub-signaling related pathways and previously unnoticed features of the distribution and gene neighborhoods of the ThiS genes.
The ThiS protein is highly conserved in all of the major bacterial and archaeal lineages, suggesting that it may be traced back to the last universal common ancestor (LUCA). In most bacterial lineages ThiS is encoded within a large operon including several other genes for thiamine biosynthesis. These include genes encoding proteins for both the major branches of the thiamine biosynthetic pathway (for instance, the aminoimidazole ribotide utilizing branch with ThiC and ThiD, and the sulfur transfer and hydroxyl-ethyl-thiazole forming branch with ThiS, ThiG, ThiO, ThiH) and the stem combining the products of branches to form thiamine phosphate (ThiE; Figure 4) .
Although the individual genes occurring in this conserved gene neighborhood exhibit some variability across different bacteria, ThiS is most strongly coupled with ThiG (approximately 80%) - its physically interacting functional partner within the operon. The next strongest coupling of ThiS in bacteria is with its other complex forming partner, namely the adenylating enzyme ThiF (approximately 20%). This is not surprising, given that ThiF and ThiG compete for ThiS to catalyze two successive steps in the sulfur incorporation process [25, 51]. Very rarely, ThiS may also be coupled with ThiC (for example, Cytophaga hutchinsonii). The genes for the group of ThiF proteins containing a fused Ub-like domain at their amino-termini (see above) typically co-occur in predicted operons with standalone ThiS genes (Figure 4). This suggests that their fused Ub-like domain plays a role different from the standalone ThiS protein. However, in a single case (Pelobacter propionicus), the Ub-like domain-ThiF fusion proteins do not occur in an operon with other thiamine biosynthesis genes, instead co-occurring with O-acetylhomoserine sulfhydrylase and cysteine synthase (Figure 4). Similar operonic association of ThiS alone, or ThiS and ThiG with genes for cysteine biosynthesis such as cysteine synthase, and sulfite transporter genes are also seen in Pelodictyon and Chlorobium (Figure 4 and Additional data file 1). These represent multiple independent associations of thiamine biosynthetic genes with sulfur assimilation and cysteine biosynthesis genes, which is consistent with the fact that cysteine is the sulfur donor for the ThiS thiocarboxylate.
The genes of the archaeal ThiS orthologs are not found in any conserved gene neighborhoods, and this is consistent with the previously noted absence of ThiF and ThiG orthologs in the archaea, and the presence of an alternative branch for hydroxyl-ethyl-thiazole biosynthesis . This observation suggests that the archaeal ThiS genes might even have been recruited for a sulfur transfer process distinct from thiamine biosynthesis.
Conserved gene neighborhoods related to molybdenum and tungsten cofactor biosynthesis
The MoaD-MoeB system in molybdenum and tungsten cofactor biosynthesis mirrors the ThiS-ThiF system in thiamine biosynthesis. MoaD is also conserved across all major archaeal and bacterial lineages, suggesting that it existed in the LUCA. Unlike ThiS, MoaD is present in Mo/W cofactor biosynthesis operons in both bacteria and archaea (Table 1). This implies that both ThiS and MoaD had probably diverged from each other by the time of the LUCA, but the recruitment of ThiS for a sulfur transfer system in thiamine biosynthesis emerged early in the bacterial lineage, only after it had split from the archaeal lineage. In contrast, the deployment of MoaD in Mo/W cofactor biosynthesis appears to have happened in the LUCA itself. The Mo/W cofactor biosynthesis operons from different bacteria encode a variety of proteins, including those involved in using the GTP precursor (MoaA and MoaC); the MoeB, MoaD and MoaE products, which are downstream of the former and involved in molybdopterin biosynthesis; and MoeE, MogA, MobD, and the MOSC domain proteins, which are involved in formation of MoCo/WCo and its terminal derivatives (Figure 4, Table 1 and Additional data file 1) [52–54]. Although the predicted operons exhibit variability across prokaryotes in terms of the different genes included in them, the core conserved gene neighborhood in bacteria contains the genes for MoaD and MoaE, which together constitute the molybdopterin (MPT) synthase, which transfers the sulfur from the MoaD thiocarboxylate to the precursor Z (cyclic pyranopterin monophosphate) to form MPT [52, 55] (Figures 1 and 4). In a few cases MoaD may be adjacent to the gene for MoeA, which acts on the product downstream of the reaction catalyzed by the MPT synthase. MoaD, unlike ThiS, is rarely found immediately adjacent to the gene for its adenylating enzyme, MoeB (Figure 4). This distinction may be related to experimental results, which indicate that MoaD and MoeB do not form a covalently linked persulfide or thioester complex, unlike ThiS and ThiF or the Ub/Ubl and the E1s (Figure 1) .
A distinct set of MoaD genes are found strictly adjacent to genes encoding an aldehyde ferredoxin oxidoreductase (AOR) in a sporadic group of phylogenetically distant archaea and bacteria (Table 1), suggesting that they might constitute a mobile gene cluster. Additionally, these gene neighborhoods often include MoeB and occasionally other cofactor biosynthesis genes such as MoaA and MoaE, and a pyridine disulfide oxidoreductase in close vicinity to MoaD and the AOR genes (Figure 4). In some organisms this MoaD containing gene cluster is distinct from the MoCo biosynthesis operon found elsewhere in the genome of the same organism. Experimentally characterized versions of these AORs have been shown to utilize a tungsten-containing variant of the cofactor . Taken together, these observations suggest that these AOR linked MoaD genes might specifically participate in the synthesis of molybdopterin for WCo generation for the AORs.
Other potential novel pathways involving ThiS/MoaD-like proteins and E1-like enzymes
Beyond the above-stated predicted operons, with the bona fide ThiS/MoaD and the ThiF/MoeB enzymes involved in conventional thiamine and MoCo/WCo biosynthesis, we also recovered several other predicted bacterial operons encoding homologous proteins. These gene clusters typically encode a ThiS/MoaD related protein and an E1-like enzyme related to ThiF/MoeB with a carboxyl-terminal rhodanese domain, but they do not contain any genes encoding other components of the two cofactor biosynthesis pathways (Figures 3 and 4, and Table 1). The bacteria that contain these predicted operons also contain independent thiamine or molybdenum operons, highlighting the functional distinctness of the pathways encoded by these gene neighborhoods (Table 1). Interestingly, this class of predicted operons also often contains a gene encoding a standalone version of the JAB metallopeptidase, which forms a monophyletic clade within the tree of all JAB domains (Figures 4 and 5; see Materials and methods, below, for details). There are at least five distinct subtypes of this class of gene neighborhoods, which exhibit a sporadic distribution across phylogenetically diverse bacteria, suggesting possible dispersion through lateral gene transfer (Table 1 rows 4a-4e and Figure 4). One of these subtypes of gene clusters has been shown to encode components of the biosynthetic pathway for the siderophores and secreted protective compounds PDTC (pyridine-2,6-bis[thiocarboxylic acid]) and quinolobactin in Pseudomonas stutzeri/P. putida and P. fluorescens, respectively [57, 58]. Our analysis of gene neighborhoods revealed that related conserved gene neighborhoods are also found in several distantly related proteobacteria, such as Ralstonia solanacearum and Nitrosomonas europaea, suggesting that such compounds might be widely produced (Table 1 row 4a and Figure 4).
There are considerable differences in the genes and corresponding biosynthetic pathways (related to amino acid biosynthetic pathways) producing the basic molecular skeleton of each of these metabolites. For example, in the case of quinolobactin a xanthurenic acid skeleton is used, whereas in the case of PDTC a dipicolinic acid skeleton is used (Figure 1) [57, 58]. However, all of these operons contain a conserved core of genes whose products catalyze the critical sulfurylation step required for the production of all of these compounds [57, 58]. This core group encodes a carboxylate AMP ligase, which adenylates a carboxylate group on the precursor, and proteins for a sulfur transfer system that forms a thiocarboxylate group from the carboxy adenylate produced by the AMP ligase (Figure 1). The proteins of the sulfur transfer system include an E1-like protein with a carboxyl-terminal rhodanese domain, a ThiS/MoaD-like protein, and a protein with a JAB metallopeptidase domain (Figure 4). The first two enzymes are likely to participate in a sulfur transfer pathway similar to those seen in the conventional thiamine and MoCo/WCo pathways, with the rhodanese domain probably abstracting the sulfur from a small molecule donor such as cysteine (as in the case of ThiI), and the E1-like protein adenylating and transferring the sulfur to the ThiS/MoaD-like protein to form a terminal thiocarboxylate (Figure 1).
Most other predicted operon subtypes of this class appear to exhibit different variants of the core sulfur transfer system seen in the above-described siderophore biosynthesis gene clusters (Table 1 and Figure 4). A simple subtype seen in a wide range of bacteria contains just three genes encoding a ThiS/MoaD-like protein, a protein combining an E1-like module and a rhodanese domain, and JAB domain peptidase. Derivatives of this basic subtype might simply contain genes for the JAB domain peptidase and E1 + rhodanese protein (Table 1 row 4b and Figure 4). Another subtype additionally combines the cysteine synthase with the three genes of the basic operon, suggesting that they might couple sulfur transfer to production of the major cellular sulfur donor cysteine (Table 1 row 4c and Figure 4). A variant of the cysteine synthase containing operon subtype, which is particularly prevalent in the actinobacteria, includes ClpS that is involved in degradation of proteins through the Clp system and an uncharacterized helical protein that is almost exclusively encoded in this predicted operon subtype (Table 1 row 4d and Figure 4). Other links to sulfur metabolism are hinted at by another major subtype of this class of gene neighborhoods, where genes for the ThiS/MoaD, JAB, and E1-like proteins are combined with genes coding sulfite/sulfate ABC transporters, PAPS reductase, ATP sulfurylase, sulfite reductase, O-acetylhomoserine sulfhydrylase, and adenylylsulfate kinase. The E1-like protein of these predicted operons always lacks the carboxyl-terminal rhodanese-like domain. However, these gene neighborhoods always contain a SirA (cysteine containing domain 1 [CCD1]) protein, which was predicted to play a role similar to that of rhodanese  (Table 1 row 4e and Figure 4). These observations suggest that these gene clusters are principally involved in the assimilation of sulfur from sulfate/sulfite and that this sulfur might be terminally transferred to the ThiS/MoaD-like proteins encoded by them.
The tail assembly gene neighborhoods of Lambdoid and T1-like phages
The genomes of lambdoid and T1-like phages are known to contain related tail assembly gene complexes . In a large number of phages this complex encodes a protein TAPI that contains an Ub-like domain related to ThiS/MoaD (Figure 2). The exact function of this protein tail assembly is unclear, but it is not incorporated into the mature tail. Analysis of the gene neighborhoods revealed that TAPI is most often flanked by the genes encoding the TAPK protein, with JAB and NlpC/P60 peptidase domains, and the TAPJ protein, which is required for host specificity (Table 1 row 5 and Figure 4). The JAB domains found in these gene associations are also a part of the monophyletic clade, including those from the above-described class of gene neighborhoods. Variants of this organization lacking either of the two flanking genes are seen in a few phages/prophages, and in a small group of phages TAPI is flanked by a version of TAPK containing only an NlpC/P60 peptidase domain (Figure 4). It is possible that the latter versions are actually degenerate variants of the former versions and are typical of integrated prophages.
Predicted gene clusters coding E1-like proteins, E2 (UBC)-like proteins, JAB peptidase, and novel Ub-like proteins
A number of sets of predicted operons, each with a distinctive sporadic distribution across several phylogenetically distant bacteria and encoding proteins with JAB domain and E1-like enzymes, were recovered in our search for conserved gene neighborhoods. E1-like enzymes in these gene neighborhoods never contained a carboxyl-terminal rhodanese domain. However, they were typically fused, either at the amino-terminus or the carboxyl-terminus, to the JAB domain. In the instances in which they were not fused to the JAB domain, there was always a JAB domain protein encoded by the immediately adjacent gene in the predicted operon (Table 1 rows 6a-6e and Figure 4). One group of proteins, typified by an E1-like protein fused to a JAB domain at the carboxyl-terminus, also contained an additional conserved amino-terminal domain, with a conserved histidine and cysteine (for example, Mdeg02000735 from Microbulbifer degradans, gi: 48864353; Table 1 row 6a and Figure 3). Iterative PSI-BLAST searches with the alignment of this domain as a seed recovered eukaryotic E2 (ubiquitin conjugating enzymes [UBC]) enzymes as hits with significant e values (e = 10-3, iteration 3). The predicted secondary structure of these domains was congruent with that of eukaryotic E2 domains, with a four-strand β-meander and two flanking helices on either side . Furthermore, the conserved histidine and cysteine of the bacterial proteins also precisely matched the cognate active site residues of the eukaryotic E2 enzymes, suggesting that the amino-terminal domains of the bacterial domain are homologs of the E2 enzymes and likely to possess similar activity (Figure 6).
In addition, each set of these predicted operons contained a distinct group of genes that almost exclusively co-occurred with a particular operon type. Based on the different groups of co-occurring genes, we were able identify at least five major operon types (Table 1 rows 6a-6e and Figure 4). These groups of co-occurring genes encoded several conserved uncharacterized proteins, whose evolutionary relationships we systematically investigated using sequence profile searches, secondary structure prediction, and matches to libraries of profiles and HMMs for various previously characterized domains.
The first of these operon types exhibited a very simple organization, usually with two genes. One of them encoded the triple module protein, with amino-terminal E2-like and E1-like domains followed by a carboxyl-terminal JAB domain (Figure 3). The second gene in the operon encoded a specialized version of the metallo-β-lactamase domain (Table 1 row 6a and Figure 4). Another operon group typified by a conserved gene neighborhood from the Escherichia coli integrative and conjugative element (ICE)  and related mobile elements was found to contain a nucleotidyl transferase of the polymerase β-fold , in addition to the genes encoding the E1-like and JAB domain proteins (Table 1 row 6b and Figure 4). Like the E1-like proteins from the first group of conserved gene clusters the E1-like proteins of this group also show a fusion to an E2-related domain with a conserved active site cysteine (Figure 6). Similarly, a conserved operon group prototyped by a gene neighborhood from the megaplasmid NGR234 of Rhizobium sp. contains genes encoding two conserved uncharacterized proteins, one of which is predicted to contain a metal-binding domain based on the conserved pattern of two cysteines, a histidine, and an acidic residue (Table 1 row 6c and Figure 4). We observed that the E1-like proteins encoded by both of these operon types contained an additional amino-terminal domain with a conserved cysteine. Sequence searches with this amino-terminal region recovered the UBC-like E2 domains from a variety of eukaryotes. The best hit to these domains was from a profile of the E2-like proteins and included a match to the conserved cysteine (P < 10-5 match for this cysteine containing motif in a Gibbs sampling search, with the MACAW program, including a wide range of known E2 domains). Secondary structure prediction for this conserved domain also showed complete congruence with the known structure of the E2 fold, suggesting that these amino-terminal domains fused to the E1-like enzymes are also homologs of the eukaryotic E2 ubiquitin conjugating enzymes (Figure 6).
A fourth operon type found in several diverse bacteria (Table 1 row 6d) typically contained three additional genes in the conserved gene neighborhood, in addition to the genes of the JAB domain and E1-like proteins (Figure 4). Furthermore, the JAB domain has an amino-terminal α + β domain that has a strictly conserved arginine and tryptophan residue (JAB-N; Figure 3). The first of these encodes a small protein with a highly conserved glycine at the carboxyl-terminus. Secondary structure prediction revealed that this small protein has a progression of structural elements identical to that seen in the β-grasp fold (Figure 2). The conservation pattern in this protein also strongly resembles that seen in the known β-grasp domains, and sequence-structure threading using the PHYRE program also recovered β-grasp proteins (for example, ThiS and PDB: 1tyg) as the best hits, suggesting that these are small standalone Ub-like proteins. The second protein encoded by this operon type was found to encode a largely α-helical protein with absolutely conserved charged and polar residues, suggesting that it might be an uncharacterized enzyme. The third conserved protein from these gene neighborhoods contained a conserved cysteine and gave significant hits to the profiles of the E2 Ub-conjugating enzymes, with the alignments spanning the conserved cysteine (Figure 6). This relationship was also supported by their predicted secondary structure and general conservation pattern. Although these proteins did not have the conserved histidine at the position often encountered in most E2 enzymes, they had an absolute conserved histidine further downstream (Figure 6). Mapping of the sequences of representatives of this family of proteins on the structures of E2 enzymes showed that this downstream histidine from the helix would be positioned very close to the active site histidine of the classical E2 enzymes (Figure 6). This would mean that these proteins are likely to effectively contain an active site similar to the classical E2 enzymes.
The fifth operon type is found sporadically in most proteobacterial lineages, cyanobacteria, and certain actinobacteria (Table 1 row 6e). Usually these gene neighborhoods contain two or three genes in addition to the central gene for an E1-like enzyme, which in most cases contains a JAB domain fused to the amino-terminus of the E1-like module. However, in a subset of bacteria the E1-like protein contains a fusion to an uncharacterized amino-terminal domain in place of the JAB domain (Figure 2). The conservation pattern of this domain is unrelated to that of the JAB domain, but it contains several conserved charged residues, making it tempting to speculate that it might perform a function analogous to the JAB domains. The other gene found in all gene neighborhoods of this type encodes a protein containing one to three repeats of an approximately 70-75 amino acid domain. The conservation pattern is similar to that seen in Ubls, and the predicted secondary structure of this domain exhibits a progression completely congruent to other β-grasp fold domains (Figure 2). Consistent with this, sequence-structure threading with the PHYRE program recovered the structures of the ThiS/MoaD proteins as the top hits (for example, PDB: 1tyg). These observations strongly suggest that this group of proteins is comprised of one or more Ub-like domains Table 1.
Furthermore, we noted that these predicted β-grasp domain proteins might also be fused with either of two unrelated carboxyl-terminal domains (Table 1). The first of these domains is a small domain of about 75 residues exhibiting a conservation pattern and secondary structure progression similar to the Ubls (Figure 2). These domains also recovered ThiS/MoaD as their best hits in sequence-structure threading with the PHYRE program, implying that it might form the third Ub-like domain in a subset of these proteins. The second carboxyl-terminal domain found in a mutually exclusive subset of these proteins also occasionally occurs as a standalone protein encoded by a separate gene sandwiched between the genes for the multi-β-grasp domain protein and the JAB + E1 domain proteins (Figure 3). Profile searches with an alignment of this domain recovered hits to the E2 enzymes and the eukaryotic RWD domain [61, 64], which contains a catalytically inactive version of the E2 fold as the best hits (e about 0.01-0.005). This relationship was also supported by the congruence of the predicted secondary structure of these domains with that of the E2 and RWD domains . Like the eukaryotic RWD domains, these bacterial domains also lacked the conserved cysteine residue, implying that they are likely to be catalytically inactive representatives of the E2-like fold (Figure 6). The above operon type was also seen to encode another conserved protein with a C-x(3)-C-x(35-38)-H-x(2)-C signature (Figure 4). The predicted secondary structure of this potential metal-binding signature is consistent with proteins containing a Zn finger domain, perhaps of the treble-clef fold.
The RnfH associated conserved gene neighborhoods and other miscellaneous conserved gene neighborhoods
The RnfH protein is highly conserved across the β/γ proteobacteria (Table 1 row 8), and in each of these instances it occurs in a strongly conserved gene neighborhood also containing genes for a START domain protein, the transfer mRNA (tmRNA) binding protein SmpB, and a small membrane protein of unknown function SmpA. In this gene neighborhood we observed that the predicted promoter (or transcriptional regulatory regions) for the SmpB, the START domain protein, and RnfH appear to be shared in a small intergenic segment, with the former gene being transcribed in the opposite direction to the latter two (Figure 4). This neighborhood is of particular interest, given that the SmpB-tmRNA complex is used in bacteria to tag proteins from mRNAs lacking stop codons with small peptide. This tag targets proteins for degradation analogous to the eukaryotic Ub system . A second type of conserved gene neighborhood containing an RnfH gene is found sporadically in a few proteobacteria, where it is linked to group of Rnf genes whose products form a membrane associated complex involved in transporting electrons for various reductive reactions such as nitrogen fixation .
In addition to this, there other gene clusters encoding Ub-related β-grasp domain proteins, such as the Tmo and YukD associated conserved gene neighborhoods. The Tmo operon encodes the toluene monooxygenase complex in several bacteria (Figure 4, Table 1 row 10). TmoB, the Ub-related protein of this complex, has been shown to be a subunit of the toluene/o-xylene mono-oxygenase hydroxylase, which binds a distinct conserved exposed ridge on the catalytic subunit . However, it does not affect the activity of the enzyme in vitro and its exact role in the complex remains unknown. The predicted operons coding the Ub-like YukD proteins are found in several low GC Gram-positive bacteria, and we discovered additional homologs of them in actinobacteria (Figure 4, Table 1 row 11). In both of these bacterial taxa, the YukD protein is found in the neighborhood of the ESAT-6 export system (which at its core consists of a α-helical polypeptide), the virulence protein ESAT-6, and an FtsK-like ATPase that pumps these polypeptides outside the cell [67–69]. The actinobacterial YukD is always fused to a transmembrane domain consisting of 12 transmembrane helices. Additionally, the actinobacterial gene clusters contain a subtilisin-like protease (mycosin), members of the α-helical PE family, and the membrane-associated PPE family of proteins. The predicted operons of the low GC Gram-positive bacteria instead contain an S/T kinase and a membrane protein prototyped by the bacillus YueB protein (Figure 4). Experimental investigations showed that the YukD protein is not covalently conjugated with other proteins . Our analysis of the gene neighborhood suggests that they may be involved as an assembly factor or structural component of the ESAT-6 polypeptide export system that might export a range of virulence factors in mycobacteria and potential signaling molecules in low GC Gram-positive bacteria.
Functional implications of the prokaryotic systems with components related to eukaryotic to ubiquitin-signaling network
Much of the above-described diversity of prokaryotic functional systems involving Ub-signaling related proteins remains experimentally unexplored. However, the syntactical features of the domain architectures and conserved gene neighborhoods provide some hints regarding the general functional properties of these systems (Figures 4 and 7). One of the most striking features is the dichotomy in distribution, operon organization, and domain architectures of the versions involved in thiamine and MoCo/WCo biosynthesis and majority of other predicted operons (Table 1 and Figure 4). The former set of operons is highly conserved and is present across most bacterial and several archaeal lineages, which is suggestive of a pattern of vertical inheritance from LUCA or early in bacterial evolution. The other types of above-described predicted operons are instead sporadic in their distribution and found patchily across phylogenetically unrelated bacteria (Table 1). The former types do not contain a single instance of a gene encoding a JAB domain protein or a fusion to a JAB domain. In contrast to the thiamine and MoCo/Wco operons, the majority of other gene neighborhoods code a JAB domain protein along with an E1-like enzyme and/or Ub-like protein (Figure 4 and Table 1). A subset of these, namely those involved in the biosynthesis of siderophore-like compounds and those associated with sulfur assimilation and cysteine synthase, are linked with genes encoding metabolic enzymes. This suggests a role for them in the biochemistry of sulfur transfer, albeit in pathways that are likely to be distinct from the thiamine and MoCo/WCo (Figure 1). The other gene neighborhoods exhibit no major links to metabolic enzymes, suggesting that they might specify standalone regulatory pathways.
One of the most interesting features of these predicted functional systems is the presence of the JAB domain (Figure 5), which is universally conserved in eukaryotes and is the primary deubiqutinating peptidase/isopeptidase associated with the proteasome [21, 22] (Figure 6). The association of the JAB peptidase with just an Ub-like protein with a carboxyl-terminal glycine in the phage tail assembly gene clusters strongly implies that the two domains form a functional unit even in the prokaryotes. It is quite probable that the phage TAPI is processed by the peptidase domains of TAPK, with the JAB probably releasing the Ub-like domain by cleaving at the point of the carboxyl-terminal-most glycine of the Ub domain. A similar function may be envisaged for the JAB domain in the organisms where ThiS or MoaD is fused to some other proteins; it might cleave off the Ubl-like moiety and generate a free carboxyl-terminus for sulfur transfer. However, the strong association of the JAB with sporadically distributed operon types related to the Pseudomonas siderophore biosynthesis pathways is more mysterious. Based on the complete absence of JAB proteins in the thiamine and MoCo/WCo pathways, we predict that in the pathways in which the E1-like enzyme is found in association with the JAB domain it functions via a mechanism distinct from that used by classical ThiF or MoeB. This mechanism is likely to be closer to the Ub transfer reaction of bona fide eukaryotic E1s, wherein the ThiS/MoaD or any other associated Ub-like protein is directly linked to a cysteine in the E1-like enzyme by a thioester linkage. In this situation, it is likely that the E1-like enzyme also transfers the covalently linked Ub-like protein to amino groups of lysines in particular target proteins. These linkages (equivalent to the isopeptide linkages of eukaryotic Ub-modified proteins) could then be cleaved by the associated JAB domain proteins (Figure 1).
The potential regulatory pathways defined by conserved gene neighborhoods that combine JAB and E1-like domain proteins often encode their own Ub domain proteins and homologs of the eukaryotic Ub conjugating E2 enzymes. Given the presence of E2 homologs, it is quite likely that these are indeed dedicated protein-modifying systems that add the associated Ub-like proteins or the available ThiS/MoaD to target proteins. In these cases we predict that the JAB domain is likely to be important for both processing the Ub-like proteins and removing them from the target proteins, thus constituting a genuine bacterial version of the eukaryotic Ub-signaling system. The operon type prototyped by the E. coli ICE element also encodes a nucleotidyl transferase (Figure 4 and Table 1 row 6b), which might provide an additional protein modification like its homolog the uridylyl transferase, which modifies glutamine synthase [63, 70]. It is particularly interesting to note that some of these systems contain proteins with two to three tandem repeats of the Ub-like domain (reminiscent of the eukaryotic poly-ubiquitin) or RWD domain-like inactive versions of the E2-like fold, which probably bind the Ub moieties (Figures 1 and 6, and Table 1 row 6e). Some of the other uncharacterized proteins encoded specifically by these operon sets, such as the Zn finger protein (for example, sll6052 from Synechocystis), might be involved in recognizing specific target proteins for modification by these systems. The high mobility of these conserved gene clusters in bacteria is illustrated by their differential presence or absence even within closely related strains of same organism, and indeed some of them are borne by conjugative mobile elements (Table 1). This pattern of mobility is reminiscent of some other conserved operon systems such as the restriction-modification operons, the toxin-antitoxin systems, and the CRISPR system [68, 71–74].
The predicted biochemical functions of these systems and the mobile gene clusters encoding β-grasp or JAB domain proteins are entirely unrelated. However, it is quite possible that in a general sense, like the two former systems, these gene clusters also maintain themselves by providing the cell with oppositely directed activities. Accordingly, we speculate that the JAB domain and the E1 + E2 complex provides a system that uses an endogenous ThiS/MoaD protein or the distinct Ub-like protein encoded by the mobile operon to alternately modify or de-modify cellular target proteins. This system might provide a means of regulating target protein stability and maintains itself by either acting as an addiction system like the toxin-antitoxin systems or as a means of protection against invasive replicons as the restriction-modification systems.
Other tantalizing, but uncertain, links between components of the bacterial Ub-like systems and protein stability are suggested by some of the conserved gene neighborhoods. The operon that encodes a JAB domain protein, an Ub-like protein related to ThiS/MoaD and ClpS, is one such (Figure 4 and Table 1 row 4d). The ClpS domain recognizes the amino-terminal domain of proteins targeted for destruction and links them to the protein-degrading ClpAP machine in bacteria and the RING finger E3 ligase of the eukaryotic N-recognins [75, 76]. It is possible that this system may be involved in modification of proteins by an Ub-like modification before linkage by ClpS for degradation. A more enigmatic case is offered by the linkage between RnfH and SmpB; here apparently no Ub-like transfer system is involved. However, the tight neighborhood association with SmpB suggests that RnfH could in principle, under as yet unstudied conditions, interact with the tmRNA and influence protein stability.
Evolutionary implications of prokaryotic cognates of the ubiquitin-signaling system
The identification of numerous prokaryotic systems containing proteins related to ubiquitin, E1, E2, and the JAB domain, beyond the previously known versions found in the thiamine and MoCo/WCo biosynthesis operons, throw considerable light on the emergence of the eukaryotic Ub-signaling system (Figure 7). Among the oldest versions of the Ub-fold are the TGS domains that are traced back to LUCA and bind RNA [37, 77]. This suggests that the Ub-like versions of the β-grasp fold probably emerged before the LUCA as an RNA-binding domain. This is also supported by the observation that versions related to ThiS/MoaD, like the one fused to the Mut7-C RNAse domain (Figure 3), are also likely to participate in a RNA-binding function (Figure 7). Such a function might also hold for the RnfH protein, which is most closely related to the TGS domains (Figure 2). However, it is also clear that the MoaD and ThiS versions were also present in LUCA, implying that the divergence between sulfur carrier and RNA-binding versions occurred before the LUCA. The analysis of the phyletic patterns of the predicted operons suggests that the sulfur carrier version was a part of molybdenum metabolism in LUCA itself, whereas its recruitment for thiamine biosynthesis happened at the base of the bacterial tree. Likewise, at least a single representative of the E1-like enzymes had differentiated from the remaining Rossmann-type folds, through the acquisition of a distinct carboxyl-terminal module, by the time of the LUCA. Even in these two ancient pathways there appears to have been a progressive increase in the complexity of the reaction catalyzed by the E1-like enzyme on the Ub-like protein. Originally, it appears to have been merely an adenylation reaction, as has been suggested for the MoeB-MoaD pair . However, the ThiS-ThiF pair involved an additional formation of a covalent persulfide linkage between the E1-like enzyme and the Ub-like protein (Figure 1).
The operon and domain architecture evidence suggests that reaction mechanisms similar to the eukaryotic E1 enzymes emerged next in specialized versions of the E1-like/Ub-like protein pairs found in the prokaryotes. These systems also added a JAB domain protein, probably in a role similar to that of their eukaryotic counterparts. The sequence and organizational diversity of the E1-like, E2-like, and Ub-like proteins from these remarkable bacterial systems is much higher than that seen in their eukaryotic cognates. This suggests that these systems probably first diversified in bacteria, and were acquired by the eukaryotes during their emergence via the symbiotic process involving the α-proteobacterial precursor of the mitochondrion. This is consistent with the frequent presence of the more complex Ub-signaling related systems in α-proteobacteria (Table 1). On the face of it, the E3 enzymes such as the RING domain and the HECT domain appear to be eukaryotic innovations. However, it cannot be ruled out that the additional uncharacterized proteins, such as the above-described Zn finger protein encoded in the bacterial gene neighborhoods (Figure 4 and Table 1), act as E3-like adaptors. However, it is clear that the core of the Ub transfer system, as well as the main peptidase required for its removal, namely the JAB domain, were already linked as a functional complex in the bacteria, before the emergence of the eukaryotes. The bacteriophage tail assembly system contains an NlpC/P60 peptidase, typically fused to the JAB domain (Figure 3), which might also be involved in processing the Ub-related protein. Given that the NlpC/P60 peptidase contains a papain-like fold also found in most of the eukaryotic DUBs, it is possible that the functional association between Ub-like domains and the papain-like peptidase emerged in the prokaryotic world. Links between these prokaryotic systems and protein degradation via ATP-dependent proteolytic machines are less clear, although there are some hints that the prokaryotic Ub-like domains might even play a role in such a process.
By performing a systematic search for Ub-like domains in bacteria we identified several novel domains with diverse domain architectures. We present evidence that there are several predicted bacterial operons, beyond those specifying the previously well characterized thiamine and MoCo/WCo biosynthesis systems that encode Ub-related, JAB domain, and E1-like and E2-like proteins. These gene neighborhoods exhibit several distinct organizational themes, each of which is likely to specify a distinct functional system. Some of these systems are likely to possess the capacity to transfer Ub-like protein moieities onto target proteins via a relay of E1-like and E2-like proteins. This is the first report of a genuine prokaryotic ubiquitin-like signaling system, and we suggest that these systems were the precursors to the eukaryotic Ub-signaling system. We hope this report may stimulate experimental analysis of these bacterial systems and thereby throw light on the emergence of a signaling system that was hitherto considered the unique property of the eukaryotes.
Materials and methods
The nonredundant (NR) database of protein sequences (National Center for Biotechnology Information [NCBI], NIH, Bethesda, MA, USA) was searched using the BLASTP program . A complete list of these genomes and the predicted proteomes of prokaryotes used in this analysis in fasta format can be downloaded from the Complete Microbial Genomes database at the NCBI . Additional sequences, from microbial genomes that have been sequenced but not completely assembled and submitted to the GenBank database, were also used in this analysis. A list of these prokaryotic genomes, from which sequences have been deposited in GenBank, can be accessed from the Draft Assembly Sequences database at the NCBI website . Gene neighborhoods were determined using a custom script that uses completely sequenced genomes or whole genome shot gun sequences to derive a table of gene neighbors centered on a query gene. Then the BLASTCLUST program was used to cluster the products in the neighborhood and establish conserved co-occurring genes. These conserved gene neighborhood are then sorted as per a ranking scheme based on occurrence in at least one other phylogenetically distinct lineage ('phylum' in the NCBI Taxonomy database), complete conservation in a particular lineage ('phylum'), and physical closeness (<70 nucleotides) on the chromosome indicating sharing of regulatory -10 and -35 elements. Putative promoter regions were predicted if required by scanning for the consensus of the -10 and -35 elements in the predicted upstream regions.
Profile searches were conducted using the PSI-BLAST program with either a single sequence or an alignment used as the query, with a default profile inclusion expectation (e) value threshold of 0.01 (unless specified otherwise), and was iterated until convergence. For all searches involving membrane-spanning domains we used a statistical correction for compositional bias to reduce false positives due to the general hydrophobicity of these proteins . The library of profiles for various signaling domains was prepared by extracting all alignments from the PFAM database  and updating them by adding new members from the NR database. These updated alignments were then used to make HMMs with the HMMER package  or PSSMs with PSI-BLAST.
Multiple alignments were constructed using the T_Coffee, MUSCLE, and PCMA programs followed by manual adjustments based on PSI-BLAST results [84–86]. The GIBSS sampling method, as implemented in the MACAW program, was used for the identification and statistical evaluation of conserved motifs in multiple protein sequences [87, 88]. All large-scale sequence analysis procedures were carried out using the TASS package (Anantharaman V, Balaji S, Aravind L; unpublished data). Structural manipulations were carried out using the Swiss-PDB viewer program . Searches of the PDB database with query structures were conducted using the DALI program [90, 91]. Protein secondary structure was predicted using a multiple alignment as the input for the JPRED program, with information extracted from a PSSM, HMM, and the seed alignment itself . Similarity-based clustering of proteins was carried out using the BLASTCLUST program . Sequence-structure threading was carried out using the PHYRE and 3DPSSM programs . Phylogenetic analysis was carried out using the maximum-likelihood, neighbor-joining, and least squares methods [95–97]. Briefly, this process involved the construction of a least squares tree using the FITCH program or a neighbor joining tree using the NEIGHBOR program (both from the Phylip package) , followed by local rearrangement using the Protml program of the Molphy package  to arrive at the maximum likelihood tree. The statistical significance of various nodes of this maximum likelihood tree was assessed using the relative estimate of logarithmic likelihood bootstrap (Protml RELL-BP), with 10,000 replicates. Text versions of all alignments reported in this study can be obtained in the Additional data file 1.
Additional data files
The following additional data are included with the online version of this article: A text file containing a complete list of conserved gene neighborhoods, domain architectures, and alignments discussed in this article (Additional data file 1); a text file containing the complete list of all gi numbers for proteins encoded by conserved gene neighborhoods and their genomic position in various genomes (Additional data file 2); and a text file containing a list of major starting points for PSI-BLAST and HMMer searches and gi numbers detected in the searches conducted with them, along with e values (Additional data file 3).
The files are also available for download from the authors' FTP site .
Alberts B, Johnson A, Lewis J, Raff M, Roberts K, Walter P: Molecular Biology of the Cell, (book and CD-ROM). 2002, New York, NY: Garland Science Publishing, 4
Hershko A, Ciechanover A: The ubiquitin system. Annu Rev Biochem. 1998, 67: 425-479. 10.1146/annurev.biochem.67.1.425.
Ciechanover A, Orian A, Schwartz AL: Ubiquitin-mediated proteolysis: biological regulation via destruction. Bioessays . 2000, 22: 442-451. 10.1002/(SICI)1521-1878(200005)22:5<442::AID-BIES6>3.0.CO;2-Q.
Ardley HC, Robinson PA: E3 ubiquitin ligases. Essays Biochem. 2005, 41: 15-30.
Wertz IE, O'Rourke KM, Zhou H, Eby M, Aravind L, Seshagiri S, Wu P, Wiesmann C, Baker R, Boone DL, et al: De-ubiquitination and ubiquitin ligase domains of A20 downregulate NF-kappaB signalling. Nature. 2004, 430: 694-699. 10.1038/nature02794.
Pickart CM: Mechanisms underlying ubiquitination. Annu Rev Biochem. 2001, 70: 503-533. 10.1146/annurev.biochem.70.1.503.
Weissman AM: Themes and variations on ubiquitylation. Nat Rev Mol Cell Biol. 2001, 2: 169-178. 10.1038/35056563.
Schwartz DC, Hochstrasser M: A superfamily of protein tags: ubiquitin, SUMO and related modifiers. Trends Biochem Sci. 2003, 28: 321-328. 10.1016/S0968-0004(03)00113-0.
Hochstrasser M: Biochemistry. All in the ubiquitin family. Science. 2000, 289: 563-564. 10.1126/science.289.5479.563.
Iyer LM, Koonin EV, Aravind L: Novel predicted peptidases with a potential role in the ubiquitin signaling pathway. Cell Cycle . 2004, 3: 1440-1450.
Aravind L, Ponting CP: Homologues of 26S proteasome subunits are regulators of transcription and translation. Protein Sci. 1998, 7: 1250-1254.
Hofmann K, Bucher P: The PCI domain: a common theme in three multiprotein complexes. Trends Biochem Sci. 1998, 23: 204-205. 10.1016/S0968-0004(98)01217-1.
Anantharaman V, Aravind L: Evolutionary history, structural features and biochemical diversity of the NlpC/P60 superfamily of enzymes. Genome Biol. 2003, 4: R11-10.1186/gb-2003-4-2-r11.
Anantharaman V, Koonin EV, Aravind L: Peptide-N-glycanases and DNA repair proteins, Xp-C/Rad4, are, respectively, active and inactivated enzymes sharing a common transglutaminase fold. Hum Mol Genet . 2001, 10: 1627-1630. 10.1093/hmg/10.16.1627.
Makarova KS, Aravind L, Koonin EV: A superfamily of archaeal, bacterial, and eukaryotic proteins homologous to animal transglutaminases. Protein Sci. 1999, 8: 1714-1719.
Makarova KS, Aravind L, Koonin EV: A novel superfamily of predicted cysteine proteases from eukaryotes, viruses and Chlamydia pneumoniae. Trends Biochem Sci. 2000, 25: 50-52. 10.1016/S0968-0004(99)01530-3.
Guterman A, Glickman MH: Deubiquitinating enzymes are IN/(trinsic to proteasome function). Curr Protein Pept Sci. 2004, 5: 201-211. 10.2174/1389203043379756.
Nijman SM, Luna-Vargas MP, Velds A, Brummelkamp TR, Dirac AM, Sixma TK, Bernards R: A genomic and functional inventory of deubiquitinating enzymes. Cell. 2005, 123: 773-786. 10.1016/j.cell.2005.11.007.
Soboleva TA, Baker RT: Deubiquitinating enzymes: their functions and substrate specificity. Curr Protein Pept Sci. 2004, 5: 191-200. 10.2174/1389203043379765.
Wing SS: Deubiquitinating enzymes: the importance of driving in reverse along the ubiquitin-proteasome pathway. Int J Biochem Cell Biol. 2003, 35: 590-605. 10.1016/S1357-2725(02)00392-8.
Cope GA, Suh GS, Aravind L, Schwarz SE, Zipursky SL, Koonin EV, Deshaies RJ: Role of predicted metalloprotease motif of Jab1/Csn5 in cleavage of Nedd8 from Cul1. Science. 2002, 298: 608-611. 10.1126/science.1075901.
Verma R, Aravind L, Oania R, McDonald WH, Yates JR, Koonin EV, Deshaies RJ: Role of Rpn11 metalloprotease in deubiquitination and degradation by the 26S proteasome. Science. 2002, 298: 611-615. 10.1126/science.1075898.
Furukawa K, Mizushima N, Noda T, Ohsumi Y: A protein conjugation system in yeast with homology to biosynthetic enzyme reaction of prokaryotes. J Biol Chem. 2000, 275: 7462-7465. 10.1074/jbc.275.11.7462.
Goehring AS, Rivers DM, Sprague GF: Attachment of the ubiquitin-related protein Urm1p to the antioxidant protein Ahp1p. Eukaryot Cell. 2003, 2: 930-936. 10.1128/EC.2.5.930-936.2003.
Duda DM, Walden H, Sfondouris J, Schulman BA: Structural analysis of Escherichia coli ThiF. J Mol Biol. 2005, 349: 774-786. 10.1016/j.jmb.2005.04.011.
Lehmann C, Begley TP, Ealick SE: Structure of the Escherichia coli ThiS-ThiF complex, a key component of the sulfur transfer system in thiamin biosynthesis. Biochemistry. 2006, 45: 11-19. 10.1021/bi051502y.
Xi J, Ge Y, Kinsland C, McLafferty FW, Begley TP: Biosynthesis of the thiazole moiety of thiamin in Escherichia coli: identification of an acyldisulfide-linked protein-protein conjugate that is functionally analogous to the ubiquitin/E1 complex. Proc Natl Acad Sci USA. 2001, 98: 8513-8518. 10.1073/pnas.141226698.
Lake MW, Wuebbens MM, Rajagopalan KV, Schindelin H: Mechanism of ubiquitin activation revealed by the structure of a bacterial MoeB-MoaD complex. Nature. 2001, 414: 325-329. 10.1038/35104586.
Rudolph MJ, Wuebbens MM, Rajagopalan KV, Schindelin H: Crystal structure of molybdopterin synthase and its evolutionary relationship to ubiquitin activation. Nat Struct Biol. 2001, 8: 42-46. 10.1038/87531.
Leimkuhler S, Wuebbens MM, Rajagopalan KV: Characterization of Escherichia coli MoeB and its involvement in the activation of molybdopterin synthase for the biosynthesis of the molybdenum cofactor. J Biol Chem. 2001, 276: 34695-34701. 10.1074/jbc.M102787200.
Singh S, Tonelli M, Tyler RC, Bahrami A, Lee MS, Markley JL: Three-dimensional structure of the AAH26994.1 protein from Mus musculus, a putative eukaryotic Urm1. Protein Sci. 2005, 14: 2095-2102. 10.1110/ps.051577605.
Hofmann K, Bucher P: The UBA domain: a sequence motif present in multiple enzyme classes of the ubiquitination pathway. Trends Biochem Sci. 1996, 21: 172-173. 10.1016/0968-0004(96)30015-7.
Hofmann K, Falquet L: A ubiquitin-interacting motif conserved in components of the proteasomal and lysosomal protein degradation systems. Trends Biochem Sci. 2001, 26: 347-350. 10.1016/S0968-0004(01)01835-7.
Makarova KS, Aravind L, Galperin MY, Grishin NV, Tatusov RL, Wolf YI, Koonin EV: Comparative genomics of the Archaea (Euryarchaeota): evolution of conserved protein families, the stable core, and the variable shell. Genome Res. 1999, 9: 608-628.
Stephens RS, Kalman S, Lammel C, Fan J, Marathe R, Aravind L, Mitchell W, Olinger L, Tatusov RL, Zhao Q, et al: Genome sequence of an obligate intracellular pathogen of humans: Chlamydia trachomatis. Science. 1998, 282: 754-759. 10.1126/science.282.5389.754.
Andreeva A, Howorth D, Brenner SE, Hubbard TJ, Chothia C, Murzin AG: SCOP database in 2004: refinements integrate structure and sequence family data. Nucleic Acids Res. 2004, 32 (Database): D226-D229. 10.1093/nar/gkh039.
Wolf YI, Aravind L, Grishin NV, Koonin EV: Evolution of aminoacyl-tRNA synthetases: analysis of unique domain architectures and phylogenetic trees reveals a complex history of horizontal gene transfer events. Genome Res. 1999, 9: 689-710.
Vriend G, Sander C: Detection of common three-dimensional substructures in proteins. Proteins. 1991, 11: 52-58. 10.1002/prot.340110107.
Sazinsky MH, Bard J, Di Donato A, Lippard SJ: Crystal structure of the toluene/o-xylene monooxygenase hydroxylase from Pseudomonas stutzeri OX1. Insight into the substrate specificity, substrate channeling, and active site tuning of multicomponent monooxygenases. J Biol Chem. 2004, 279: 30600-30610. 10.1074/jbc.M400710200.
van den Ent F, Lowe J: Crystal structure of the ubiquitin-like protein YukD from Bacillus subtilis. FEBS Lett. 2005, 579: 3837-3841. 10.1016/j.febslet.2005.06.002.
Huynen M, Snel B, Lathe W, Bork P: Predicting protein function by genomic context: quantitative evaluation and qualitative inferences. Genome Res. 2000, 10: 1204-1210. 10.1101/gr.10.8.1204.
Wolf YI, Rogozin IB, Kondrashov AS, Koonin EV: Genome alignment, evolution of prokaryotic genome organization and prediction of gene function using genomic context. Genome Res. 2001, 11: 356-372. 10.1101/gr.GR-1619R.
Letunic I, Copley RR, Pils B, Pinkert S, Schultz J, Bork P: SMART 5: domains in the context of genomes and networks. Nucleic Acids Res. 2006, 34 (Database): D257-D260. 10.1093/nar/gkj079.
Maltsev N, Glass E, Sulakhe D, Rodriguez A, Syed MH, Bompada T, Zhang Y, D'Souza M: PUMA2: grid-based high-throughput analysis of genomes and metabolic pathways. Nucleic Acids Res. 2006, 34 (Database): D369-D372. 10.1093/nar/gkj095.
Overbeek R, Fonstein M, D'Souza M, Pusch GD, Maltsev N: The use of gene clusters to infer functional coupling. Proc Natl Acad Sci USA. 1999, 96: 2896-2901. 10.1073/pnas.96.6.2896.
Overbeek R, Larsen N, Pusch GD, D'Souza M, Selkov E, Kyrpides N, Fonstein M, Maltsev N, Selkov E: WIT: integrated system for high-throughput genome sequence analysis and metabolic reconstruction. Nucleic Acids Res. 2000, 28: 123-125. 10.1093/nar/28.1.123.
Aravind L, Koonin EV: A natural classification of ribonucleases. Methods Enzymol. 2001, 341: 3-28.
Anantharaman V, Aravind L: The NYN domains: Novel predicted RNAses with a PIN Domain-like fold. RNA Biology. 2006,
Anantharaman V, Koonin EV, Aravind L: Regulatory potential, phyletic distribution and evolution of ancient, intracellular small-molecule-binding domains. J Mol Biol. 2001, 307: 1271-1292. 10.1006/jmbi.2001.4508.
Rodionov DA, Vitreschak AG, Mironov AA, Gelfand MS: Comparative genomics of thiamin biosynthesis in procaryotes. New genes and regulatory mechanisms. J Biol Chem. 2002, 277: 48949-48959. 10.1074/jbc.M208965200.
Settembre EC, Dorrestein PC, Zhai H, Chatterjee A, McLafferty FW, Begley TP, Ealick SE: Thiamin biosynthesis in Bacillus subtilis: structure of the thiazole synthase/sulfur carrier protein complex. Biochemistry. 2004, 43: 11647-11657. 10.1021/bi0488911.
Schwarz G, Mendel RR: Molybdenum cofactor biosynthesis and molybdenum enzymes. Annu Rev Plant Biol. 2006, 57: 623-647. 10.1146/annurev.arplant.57.032905.105437.
Schwarz G: Molybdenum cofactor biosynthesis and deficiency. Cell Mol Life Sci. 2005, 62: 2792-2810. 10.1007/s00018-005-5269-y.
Anantharaman V, Aravind L: MOSC domains: ancient, predicted sulfur-carrier domains, present in diverse metal-sulfur cluster biosynthesis proteins including Molybdenum cofactor sulfurases. FEMS Microbiol Lett. 2002, 207: 55-61.
Rajagopalan KV: Biosynthesis and processing of the molybdenum cofactors. Biochem Soc Trans. 1997, 25: 757-761.
Johnson JL, Rajagopalan KV, Mukund S, Adams MW: Identification of molybdopterin as the organic component of the tungsten cofactor in four enzymes from hyperthermophilic Archaea. J Biol Chem. 1993, 268: 4848-4852.
Matthijs S, Baysse C, Koedam N, Tehrani KA, Verheyden L, Budzikiewicz H, Schafer M, Hoorelbeke B, Meyer JM, De Greve H, et al: The Pseudomonas siderophore quinolobactin is synthesized from xanthurenic acid, an intermediate of the kynurenine pathway. Mol Microbiol. 2004, 52: 371-384. 10.1111/j.1365-2958.2004.03999.x.
Cornelis P, Matthijs S: Diversity of siderophore-mediated iron uptake systems in fluorescent pseudomonads: not only pyoverdines. Environ Microbiol. 2002, 4: 787-798. 10.1046/j.1462-2920.2002.00369.x.
Koonin EV, Aravind L, Galperin MY: A comparative-genomic view of the microbial stress response. Bacterial Stress Response. Edited by: Storz G, Hengge-Aronis R. 2000, Washington, DC: ASM Press, 417-444.
Wietzorrek A, Schwarz H, Herrmann C, Braun V: The genome of the novel phage Rtp, with a rosette-like tail tip, is homologous to the genome of phage T1. J Bacteriol. 2006, 188: 1419-1436. 10.1128/JB.188.4.1419-1436.2006.
Nameki N, Yoneyama M, Koshiba S, Tochio N, Inoue M, Seki E, Matsuda T, Tomo Y, Harada T, Saito K, et al: Solution structure of the RWD domain of the mouse GCN2 protein. Protein Sci. 2004, 13: 2089-2100. 10.1110/ps.04751804.
Schubert S, Dufke S, Sorsa J, Heesemann J: A novel integrative and conjugative element (ICE) of Escherichia coli: the putative progenitor of the Yersinia high-pathogenicity island. Mol Microbiol. 2004, 51: 837-848. 10.1046/j.1365-2958.2003.03870.x.
Aravind L, Koonin EV: DNA polymerase beta-like nucleotidyltransferase superfamily: identification of three new families, classification and evolutionary history. Nucleic Acids Res. 1999, 27: 1609-1618. 10.1093/nar/27.7.1609.
Doerks T, Copley RR, Schultz J, Ponting CP, Bork P: Systematic identification of novel protein domain families associated with nuclear functions. Genome Res. 2002, 12: 47-56. 10.1101/gr.203201.
Karzai AW, Roche ED, Sauer RT: The SsrA-SmpB system for protein tagging, directed degradation and ribosome rescue. Nat Struct Biol . 2000, 7: 449-455. 10.1038/75843.
Jouanneau Y, Jeong HS, Hugo N, Meyer C, Willison JC: Overexpression in Escherichia coli of the rnf genes from Rhodobacter capsulatus: characterization of two membrane-bound iron-sulfur proteins. Eur J Biochem. 1998, 251: 54-64. 10.1046/j.1432-1327.1998.2510054.x.
Pallen MJ: The ESAT-6/WXG100 superfamily: and a new Gram-positive secretion system?. Trends Microbiol. 2002, 10: 209-212. 10.1016/S0966-842X(02)02345-4.
Iyer LM, Makarova KS, Koonin EV, Aravind L: Comparative genomics of the FtsK-HerA superfamily of pumping ATPases: implications for the origins of chromosome segregation, cell division and viral capsid packaging. Nucleic Acids Res. 2004, 32: 5260-5279. 10.1093/nar/gkh828.
Brodin P, Rosenkrands I, Andersen P, Cole ST, Brosch R: ESAT-6 proteins: protective antigens and virulence factors?. Trends Microbiol. 2004, 12: 500-508. 10.1016/j.tim.2004.09.007.
Rhee SG, Park SC, Koo JH: The role of adenylyltransferase and uridylyltransferase in the regulation of glutamine synthetase in Escherichia coli. Curr Top Cell Regul . 1985, 27: 221-232.
Makarova KS, Grishin NV, Shabalina SA, Wolf YI, Koonin EV: A putative RNA-interference-based immune system in prokaryotes: computational analysis of the predicted enzymatic machinery, functional analogies with eukaryotic RNAi, and hypothetical mechanisms of action. Biol Direct . 2006, 1: 7-10.1186/1745-6150-1-7.
Haft DH, Selengut J, Mongodin EF, Nelson KE: A guild of 45 CRISPR-associated (Cas) protein families and multiple CRISPR/Cas subtypes exist in prokaryotic genomes. PLoS Comput Biol. 2005, 1: e60-10.1371/journal.pcbi.0010060.
Anantharaman V, Aravind L: New connections in the prokaryotic toxin-antitoxin network: relationship with the eukaryotic nonsense-mediated RNA decay system. Genome Biol. 2003, 4: R81-10.1186/gb-2003-4-12-r81.
Roberts RJ, Vincze T, Posfai J, Macelis D: REBASE: restriction enzymes and DNA methyltransferases. Nucleic Acids Res. 2005, 33 (Database): D230-D232. 10.1093/nar/gki029.
Lupas AN, Koretke KK: Bioinformatic analysis of ClpS, a protein module involved in prokaryotic and eukaryotic protein degradation. J Struct Biol. 2003, 141: 77-83. 10.1016/S1047-8477(02)00582-8.
Erbse A, Schmidt R, Bornemann T, Schneider-Mergener J, Mogk A, Zahn R, Dougan DA, Bukau B: ClpS is an essential component of the N-end rule pathway in Escherichia coli. Nature . 2006, 439: 753-756. 10.1038/nature04412.
Sankaranarayanan R, Dock-Bregeon AC, Romby P, Caillet J, Springer M, Rees B, Ehresmann C, Ehresmann B, Moras D: The structure of threonyl-tRNA synthetase-tRNA(Thr) complex enlightens its repressor activity and reveals an essential zinc ion in the active site. Cell. 1999, 97: 371-381. 10.1016/S0092-8674(00)80746-1.
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: 3389-3402. 10.1093/nar/25.17.3389.
Complete Microbial Genomes. [http://www.ncbi.nlm.nih.gov/genomes/lproks.cgi]
Draft assembly sequences database. [http://www.ncbi.nlm.nih.gov/genomes/static/eub_u.html]
Schaffer AA, Aravind L, Madden TL, Shavirin S, Spouge JL, Wolf YI, Koonin EV, Altschul SF: Improving the accuracy of PSI-BLAST protein database searches with composition-based statistics and other refinements. Nucleic Acids Res. 2001, 29: 2994-3005. 10.1093/nar/29.14.2994.
Pfam Database. [http://www.sanger.ac.uk/Software/Pfam/index.shtml]
Eddy SR: Profile hidden Markov models. Bioinformatics . 1998, 14: 755-763. 10.1093/bioinformatics/14.9.755.
Notredame C, Higgins DG, Heringa J: T-Coffee: a novel method for fast and accurate multiple sequence alignment. J Mol Biol. 2000, 302: 205-217. 10.1006/jmbi.2000.4042.
Pei J, Sadreyev R, Grishin NV: PCMA: fast and accurate multiple sequence alignment based on profile consistency. Bioinformatics . 2003, 19: 427-428. 10.1093/bioinformatics/btg008.
Edgar RC: MUSCLE: a multiple sequence alignment method with reduced time and space complexity. BMC Bioinformatics. 2004, 5: 113-10.1186/1471-2105-5-113.
Neuwald AF, Liu JS, Lawrence CE: Gibbs motif sampling: detection of bacterial outer membrane protein repeats. Protein Sci. 1995, 4: 1618-1632.
Schuler GD, Altschul SF, Lipman DJ: A workbench for multiple alignment construction and analysis. Proteins. 1991, 9: 180-190. 10.1002/prot.340090304.
Guex N, Peitsch MC: SWISS-MODEL and the Swiss-PdbViewer: an environment for comparative protein modeling. Electrophoresis . 1997, 18: 2714-2723. 10.1002/elps.1150181505.
Holm L, Sander C: The FSSP database: fold classification based on structure-structure alignment of proteins. Nucleic Acids Res . 1996, 24: 206-209. 10.1093/nar/24.1.206.
Holm L, Sander C: Dali: a network tool for protein structure comparison. Trends Biochem Sci. 1995, 20: 478-480. 10.1016/S0968-0004(00)89105-7.
Cuff JA, Clamp ME, Siddiqui AS, Finlay M, Barton GJ: JPred: a consensus secondary structure prediction server. Bioinformatics . 1998, 14: 892-893. 10.1093/bioinformatics/14.10.892.
BLASTCLUST program. [ftp://ftp.ncbi.nih.gov/blast/documents/blastclust.html]
Kelley LA, MacCallum RM, Sternberg MJ: Enhanced genome annotation using structural profiles in the program 3D-PSSM. J Mol Biol. 2000, 299: 499-520. 10.1006/jmbi.2000.3741.
Felsenstein J: Inferring phylogenies from protein sequences by parsimony, distance, and likelihood methods. Methods Enzymol. 1996, 266: 418-427.
Hasegawa M, Kishino H, Saitou N: On the maximum likelihood method in molecular phylogenetics. J Mol Evol. 1991, 32: 443-445. 10.1007/BF02101285.
Adachi J, Hasegawa M: MOLPHY: Programs for Molecular Phylogenetics. 1992, Tokyo: Institute of Statistical Mathematics
Additional date files. [ftp://ftp.ncbi.nih.gov/pub/aravind/UB/]
Research by the authors of this article is supported by the intramural funds of the National Library of Medicine (NIH).
Lakshminarayan M Iyer, A Maxwell Burroughs contributed equally to this work.
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Iyer, L.M., Burroughs, A.M. & Aravind, L. The prokaryotic antecedents of the ubiquitin-signaling system and the early evolution of ubiquitin-like β-grasp domains. Genome Biol 7, R60 (2006). https://doi.org/10.1186/gb-2006-7-7-r60
- Additional Data File
- Gene Neighborhood
- Thiamine Biosynthesis
- Sulfur Transfer
- Cofactor Biosynthesis