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Anatomy of the E2 ligase fold: implications for enzymology and evolution of ubiquitin/Ub-like protein conjugation 1National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD 20894, United States of America, Phone: 301-594-2445 2Bioinformatics Program, Boston University, Boston, MA 02215, USA *Address for correspondence, LA (Email: aravind/at/mail.nih.gov) The publisher's final edited version of this article is available at J Struct Biol. See other articles in PMC that cite the published article.Abstract The configuration of the active site of E2 ligases, central enzymes in the ubiquitin/ubiquitin-like protein (Ub/Ubl) conjugation systems, has long puzzled researchers. Taking advantage of the wealth of newly available structures and sequences of E2s from diverse organisms, we performed a large-scale comparative analysis of these proteins. As a result we identified a previously under-appreciated diversity in the active site of these enzymes, in particular, the spatial location of the catalytic cysteine and a constellation of associated conserved residues that potentially contributes to catalysis. We observed structural innovations of differing magnitudes occurring in various families across the E2 fold that might correlate in part with differences in target interaction. A key finding was the independent emergence on multiple occasions of a polar residue, often a histidine, in the vicinity of the catalytic cysteine in different E2 families. We propose that these convergently emerging polar residues have a common function, such as in the stabilization of oxyanion holes during Ub/Ubl transfer and spatial localization of the Ub/Ubl tails in the active site. Thus, the E2 ligases represent a rare example in enzyme evolution of high structural diversity of the active site and position of the catalytic residue despite all characterized members catalyzing a similar reaction. Our studies also indicated certain evolutionarily conserved features in all active members of the E2 superfamily that stabilize the unusual flap-like structure in the fold. These features are likely to form a critical mechanical element of the fold required for catalysis. The results presented here could aid in new experiments to understand E2 catalysis. INTRODUCTION The E2 enzyme is the central component in the transfer of ubiquitin (Ub) and ubiquitin-like (Ubl) proteins to targets in diverse conjugation pathways. During the ubiquitination of proteins, an Ub/Ubl is first adenylated by the E1 enzyme, and then transferred to a conserved cysteine residue on the E1 protein through a thioester linkage formed with the terminal carboxyl group of the Ub/Ubl. A subsequent trans-thiolation reaction transfers the Ub/Ubl to a conserved cysteine residue on the E2 enzyme. In the final step of the cascade the Ub/Ubl is transferred from the E2 to the ε-amino group of lysine residues on protein substrates or the amine group of phosphatidylethanolamine in the case of the autophagy pathway (Ciechanover et al., 2000; Ichimura et al., 2000). This final step is usually mediated by E3 ligases that may function in one of two distinct ways: The HECT-like E3 ligases transfer the Ub/Ubl from E2 to an internal cysteine through a further trans-thiolation step before transferring it to the target, whereas the RING (U-Box) and A20 finger-type E3 ligases appear to only bridge the E2 enzyme and the substrate with the target lysine residues (Aravind et al., 2003; Ardley and Robinson, 2005; Wertz et al., 2004). The role of the E2 enzymes in the Ub/Ubl conjugation cascade, and the importance of the conserved cysteine shared by all catalytically active E2 enzymes in the trans-thiolation reaction are well-established (Berleth and Pickart, 1996; Dye and Schulman, 2007; Hershko et al., 1983; Pickart, 2001). The transfer of Ub/Ubl from E1 to E2 involves a nucleophilic attack by the conserved E2 cysteine on the carbonyl group of the Ub/Ubl-E1 thioester linkage (Pickart, 2001). Experiments have suggested that this reaction is primarily catalyzed by residues on the E1 protein in addition to the E2 cysteine (Wu et al., 2003). Likewise, the conserved cysteine in the E2 protein is the only residue shown to be essential for the transfer of Ub/Ubl from E2 to the HECT ligases (Dye and Schulman, 2007; Wu et al., 2003). However, all other terminal Ub/Ubl transfer reactions involving E2 enzymes suggest a critical role for the target lysine. Studies on the ubiquitinating and sumoylating E2 enzymes, Ubc13 and Ubc9, indicate that the target lysine makes a nucleophilic attack on the carbonyl group of the Ub/Ubl-E2 thioester linkage upon deprotonation. Together, these studies also implicate three other residues (namely an asparagine, tyrosine and aspartate) in E2 function, which are proposed to mediate localization of the target lysine, and act to lower the effective pKa of the active site to allow the lysine’s deprotonation (Capili and Lima, 2007; Wu et al., 2003; Yunus and Lima, 2006). The asparagine is also proposed to stabilize an oxyanion formed in the reaction intermediate during the nucleophilic attack (Wu et al., 2003). These additional residues implicated in E2 action appear to be only required in the transfer of Ub/Ubl from E2 to the ε amino groups of target lysine residues in conjugations mediated by non-covalently interacting E3, like the RING superfamily (Knipscheer and Sixma, 2006; Melchior et al., 2003; Wu et al., 2003; Yunus and Lima, 2006; Zheng et al., 2000). However, the generality of this proposal for E2 function, and other aspects of the biochemical mechanism by which Ub transfer is effected, including the role of the E2s in target specificity, is poorly understood. All eukaryotes possess several E2s ranging from about 8–11 in certain apicomplexans and Giardia to a little over 50 in certain multicellular plants and animals (Supplementary material). Most of them, barring those in the autophagy pathway (Apg3 and Apg10), are relatively close to each other in sequence. The entire diversity of eukaryotic E2s has not been systematically explored through the application of evolutionary principles to identify key functional residues. The extreme divergence of Apg3 and Apg10 families also did not allow for a direct comparison with the classical E2s (Ichimura et al., 2000; Yamada et al., 2007). More recently, we discovered the first prokaryotic homologs of the E2 enzymes proposed to function analogous to their eukaryotic counterparts in predicted Ub-conjugation like systems in bacteria (Iyer et al., 2006). A comparison of their conservation profiles with the eukaryotic E2s revealed that while the E2 catalytic cysteine is strictly conserved, they include representatives which are highly divergent in sequence. Importantly, comparisons of the prokaryotic and eukaryotic sequences suggested that the residues besides the catalytic cysteine proposed to be involved in E2 function might not be generally conserved. Concomitantly, several new crystal structures of E2 enzymes have been solved, including that of Apg3, which was also shown to lack the other residues involved in E2 function, despite conserving the catalytic cysteine (Arai et al., 2006; Mizushima et al., 2007; Yamada et al., 2007). Structures of catalytically inactive versions of the E2 fold such as the UEV1 proteins and the RWD domain have also been solved, providing structural information regarding the non-enzymatic adaptations of the fold (Eddins et al., 2006; Hau et al., 2006; Nameki et al., 2004). These pieces of new data presented us with an opportunity to use the evolutionary information from bacterial E2 homologs in conjunction with the new crystal structures to explore previously unknown aspects of E2 catalysis and biochemical function. To this end, we performed a comprehensive comparative analysis of the E2 superfamily, identifying all structural and sequence variations. As a result we were able to uncover an unusually high and previously under-appreciated diversity in the sequence and structural features of the active sites of the E2 superfamily. In particular, it appears that the E2s might represent an infrequent example in enzyme evolution, where despite retention of the key catalytic residue and general biochemical function there is high active site diversity. We present evidence that the structural features identified here might provide new insights into the action of these enzymes, especially in terms of residues other than the catalytic cysteine. RESULTS AND DISCUSSION Comprehensive identification and classification of members of the E2 superfamily A multi-pronged search strategy utilizing sequence and structure similarity searches was used to comprehensively identify all members of the E2 fold. For structural searches we began with a non-redundant set of representatives of the E2 fold from the SCOP database ((Murzin et al., 1995); http://scop.mrc-lmb.cam.ac.uk/scop/) and iteratively searched the current version of the PDB database using the DALILITE program (Holm and Sander, 1995). In addition to previously described E2 proteins, these searches retrieved several E2 homologs (Z score > 9), such as UbcI (PDB: 2f4w) and Ufc1 (PDB: 2in1), crystallized as part of structural genomics initiatives. Sequences of all distinct structural representatives were then used as queries for sequence profile searches with the PSI-BLAST program (see Material and Methods for search strategy and threshold for significance). Alignments of all true positives were used for further HMM searches with the HMMER program (Eddy, 1998). The complete set of true positive sequences detected in these searches were clustered and classified into families based on uniquely shared sequence conservation patterns and distinct structural features (supplementary material). A structural multiple alignment of all available E2 fold structures was constructed using the MUSTANG program (Konagurthu et al., 2006). A sequence alignment including representatives of all detected families of the E2 domain was constructed using the MUSCLE and KALIGN programs and adjusted based on the above-mentioned structural alignment (Fig. 1
Among the eukaryotic E2 families, Ub ligase activity has been demonstrated in representatives across their entire spectrum of structural diversity (Fig. 1 A preliminary comparison of the residue conservation across the 12 catalytically active families revealed that other than the cysteine none of the other residues implicated in Ub/Ubl transfer based on the studies on UBC9 and UBC13 (Wu et al., 2003; Yunus and Lima, 2006) are widely conserved. The asparagine residue implicated in positioning the lysine and stabilizing the oxyanion (Wu et al., 2003) was conserved in 4 families (Fig. 1
Core structure, active site configuration and surface features conserved in the E2 fold As previously described the core of the E2 fold is based on a four-stranded β-meander (henceforth labeled strands 1–4) that resembles a single “blade” of the β-propeller structures (Aravind et al., 2006). Beyond this basic core, the E2 fold displays certain distinctive structural accretions that distinguish it from all other comparable 4-stranded β-meanders. These include: 1) a C-terminal flap-like structure that contains within it two small elements in extended conformation forming a β-hairpin (hereinafter termed the “flap”; Fig. 2
The only conserved residue that is seen in a number of families in close proximity to the cysteine is the asparagine that was previously implicated in stabilizing the oxyanion hole ((Wu et al., 2003); hereafter termed “flap asparagine”). In structures with the co-crystallized substrates the terminal residue of the Ub/Ubl (glycine) is sandwiched between this asparagine and the cysteine (Reverter and Lima, 2005). In several families, including the classical E2 of Ub in eukaryotes and certain bacterial families the side-chain of the flap asparagine is flanked, on the side opposite to the catalytic cysteine and substrate Ub/Ubl, by a conserved histidine (termed flap histidine) that is present two residues upstream in the sequence (HxN signature, Fig. 1 Examination of the sequence and structure alignments reveal several residues, besides the catalytic cysteine, that are highly conserved across most members of the fold, including the divergent Apg3/10 and bacterial families (Fig. 1 In order to determine if the different versions of the E2 fold might share a general mode of target interaction, we compared their protein surfaces and conservation of surface residues. We observed that all catalytically active versions including the divergent Apg3/Apg10 and the inactive UEV1 families shared the presence of two distinct surface grooves. These grooves are located on either face of the central β-sheet and are predominantly lined by hydrophobic residues that are conserved within individual families (Fig. 3
Major structural variations in members of the E2 fold Although the core E2 topology is retained across the fold, and the catalytic cysteine shared by all active members, we observed rather dramatic structural variations in certain members that entirely altered the local architecture of the active site. The most striking of these was seen in the APG3 and APG10 families involved in direct E3-independent transfer of Ubls to protein or lipid substrates in autophagy (Ichimura et al., 2000; Yamada et al., 2007). In these two families there is a unique helix inserted into the N-terminal portion of the flap region, and the flap is also much longer than all other E2 families. Furthermore, instead of forming the usual β-hairpin that points away from the core β-meander, its extended regions stack as additional strands to the core β-meander (Fig. 2
A comparable structural variation is furnished by the Ubc6 family (PDB: 2F4W), which is unified by a distinctive three-residue insert in the flap after the catalytic cysteine (Fig. 1 The catalytically inactive RWD domain is the most structurally divergent version of the E2 fold. Here the flap appears to have assumed an entirely helical conformation. The retention of the hydrophobic residue, normally present between the flap and helix 2a, and its interacting partner, the conserved proline N-terminal to strand 4, suggests that the family-specific helix is derived from the flap and the structural transition may have been favored by the loss of catalytic activity. Subtle sequence variations in E2 families affecting active site properties Beyond the major structural variations in the fold and the corresponding changes in active site architecture, we detected several sequence variations specific to particular families that could alter the configuration of the active site. The most striking variation is seen in the Ufc1 family in which both the flap asparagine and histidine are absent (Table 1). In place of the former there is a family-specific conserved lysine whose backbone carbonyl is juxtaposed close to the catalytic cysteine rather than the side-chain. Additionally, this family contains a universally conserved tryptophan in the middle of helix 2A whose indole nitrogen also comes in close vicinity to the catalytic cysteine and backbone carbonyl of the lysine (Fig. 1 Four of the bacterial families (A–D) are predicted to be catalytically competent forms due to conservation of the active cysteine, with members of the family E likely to be inactive versions analogous to the eukaryotic UEV1 family. Though members of the bacterial families exhibit a high level of divergence amongst themselves, most members of families A, B and D conserve either an asparagine or a histidine in position equivalent to the flap asparagine of the classical E2s (Fig. 1 Members of the UEV1 family occasionally preserve the flap histidine and rarely the flap asparagine (Fig. 1 Identification of a chain of interacting residues connecting the active site to the core β-meander To understand better the role of the highly conserved hydrophobic (mostly aromatic) residue in the loop between strand-2 and strand-3 (Fig. 1 In the Ubc6p family this chain, rather than directly leading to the cysteine, connects with the loop between helix-2a and helix-2b. This loop in turn furnishes a residue, which is usually hydrophobic, that appears to directly interact with the catalytic cysteine. Furthermore, the afore-stated residue might also convergently provide a hydrophobic environment for the cysteine as suggested for the tyrosine in experiments on Ubc9 (Fig. 1 Implications of the conserved and diversified features for catalytic mechanisms of the E2 fold From the earliest studies on E2 mechanism it has been remarked that the “catalytic landscape of the E2 active site is remarkably sterile”(Johnson, 2004; Pickart, 2001; Wu et al., 2003). While subsequent studies have uncovered potentially important details regarding the E2 mechanism (Wu et al., 2003; Yunus and Lima, 2006), there has been no systematic attempt to unite these structure and mutagenesis studies with evolutionary conservation across the E2 fold and within individual families. The above observations emerging from our analysis based on a natural classification of the E2 domains and the wealth of new structures provides several new insights into E2 catalytic function:
Evolutionary history of E2 enzymes The availability of complete genome sequences of early-branching eukaryotes like Trichomonas and Giardia, and ancient branches like the kinetoplastid-heterolobosan clade allows an objective reconstruction of the E2 superfamily in eukaryotes. Phyletic patterns of different E2 families suggest that the Last Eukaryotic Common Ancestor (LECA) possessed members of the large classical E2 family, along with other catalytically active families such as Ubc6p, APG10, APG3 and UbcI, and catalytically inactive versions such as UEV1 and AKTIP. Thus, the major structural variants in the E2 family seen in extant eukaryotes were already present in LECA (Anantharaman et al., 2007) and adapted to diverse niches such as degradation of proteins in the cytosol and endoplasmic reticulum (classical E2 and Ubc6p families), autophagy that involves transfer of Ubls to proteins (APG10) and lipids (APG3), and transfer of polyubiquitin to proteins (UEV1 family) (Fig. 2 In our earlier studies we had reported that the bacterial members of the E2 superfamily are encoded by predicted mobile operons that also code for E1-like, Ub-like and Jab-peptidase components (Iyer et al., 2006). Based on this we proposed that they constitute potential modification systems that were likely to have been precursors of the eukaryotic E2s. Of the 5 distinct bacterial E2 families, family A most closely resembles the large classical E2 family of eukaryotes with a flap histidine and flap asparagine. We suggest this is likely to represent the family from which the eukaryotic ancestral version emerged, most probably during the primary endosymbiotic event that spawned the eukaryotes. GENERAL CONCLUSIONS The catalytic mechanism of the E2 enzymes has been an enduring problem of interest in the enzymology of ubiquitin conjugation. Taking advantage of the wealth of recent structural data, sensitive sequence comparisons and an objective natural classification of the E2 superfamily we identify many under-appreciated features of the E2 fold. We present hypotheses for the roles of these features in mechanical and biochemical aspects of E2 catalysis. Crucially, we identify the major unifying themes of E2 catalysis ranging from the bacterial versions, to the divergent Agp3/Apg10 and the classical eukaryotic E2 proteins and their variants. Our studies show that the E2 superfamily has undergone considerable sequence and structure diversification in the region of its active site since the time of its emergence in the bacteria. Our analysis suggests that the sequence and structural diversity in the E2 active sites was not driven to a major extent by changes in the mode of E1 or Ub/Ubl binding. Instead, it is appears that the E2 diversification reflects the presence of relatively few constraints on the catalytic cysteine, and adaptations that facilitate target peptide (i.e. context of the target lysine) or lipid choice. A common theme is presence of a polar residue (mostly histidine or asparagine) that has convergently emerged in various families in the vicinity of the catalytic cysteine. This is likely to both position the Ub-tail as well as possibly stabilize the oxyanion hole during transfer of Ub/Ubl to lysine. We hope that the analysis presented here spurs further experiments in the form of site directed mutagenesis and structure determination to elucidate E2 catalysis. MATERIAL AND METHODS The non-redundant (NR) database of protein sequences (National Center for Biotechnology Information, NIH, Bethesda, MD) was searched with the BLASTP program (Altschul et al., 1997). Profile searches were conducted using the PSI-BLAST program (Altschul et al., 1997) with either single sequences or multiple alignments as queries, with a profile inclusion expectation (e) value threshold of 0.01; searched were iterated until convergence. Hidden Markov models (HMMs) built from alignments using the hmmbuild program were also employed in searches carried out using the hmmsearch program from the HMMER package (Eddy, 1998). For queries and searches containing compositionally biased segments, the statistical correction option built into the BLAST program was used (Schaffer et al., 2001). Multiple alignments were constructed using the MUSCLE (Edgar, 2004) and/or KALIGN programs (Lassmann and Sonnhammer, 2005), followed by manual adjustment based on PSI-BLAST hsps and information provided by solved three-dimensional structures. Protein structures were visualized using the Swiss-PDB viewer (Guex and Peitsch, 1997) and cartoons were constructed with the PyMOL program (http://www.pymol.org). Protein secondary structure predictions were made with the JPRED program, which computes a consensus predicted structure using the information from the conservation profile, a PSI-BLAST position-specific score matrix and a hidden Markov model (Cuff and Barton, 2000). Structure similarity searches were conducted using the standalone version of the DALI program with the query structures scanned against a local current version of the PDB that has all chains as separate entries (Holm and Sander, 1995). The structural hits for each query were collected, even if the DALI Z-score for the match was less than 2.0 and then parsed for topological congruence to the E2 structural template (Fig. 2 Preliminary clustering of the E2 superfamily was performed using the BLASTCLUST program (ftp://ftp.ncbi.nih.gov/blast/documents/blastclust.html) with a range of BLAST bit score density cutoffs (1-0.4) and length ratios for the alignments (0.8-0.6) in order to establish the core of potential families. These were further extended using reciprocal BLAST hits. The phyletic profiles of individual families were determined using scripts of the TASS package that query into the NCBI taxonomy database. Higher order relationship between families was inferred using shared conserved motifs in structure (when available) and sequence. Phylogenetic analysis within families was carried out using a variety of methods including maximum-likelihood, neighbor-joining, and minimum evolution (least squares) methods with the MEGA, PHYLIP and MOLPHY packages (Adachi and Hasegawa, 1992; Felsenstein, 1996; Kumar et al., 2004). All large-scale sequence and structure analysis procedures were carried out with the TASS software package, a successor to the SEALS package (Walker and Koonin, 1997). 01 Comprehensive supplementary material is also available at: http://www.ncbi.nlm.nih.gov/CBBresearch/Lakshmin/E2/ Click here to view.(965K, pdf) ACKNOWLEDGMENTS The authors gratefully acknowledge the Intramural research program of the National Library Of Medicine, National Institutes of Health, USA for funding their research. Footnotes Publisher's Disclaimer: This is a PDF file of an unedited manuscript that has been accepted for publication. As a service to our customers we are providing this early version of the manuscript. The manuscript will undergo copyediting, typesetting, and review of the resulting proof before it is published in its final citable form. Please note that during the production process errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain. REFERENCES
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Bioessays. 2000 May; 22(5):442-51.
[Bioessays. 2000]Nature. 2000 Nov 23; 408(6811):488-92.
[Nature. 2000]Cell Cycle. 2003 Mar-Apr; 2(2):123-6.
[Cell Cycle. 2003]Essays Biochem. 2005; 41():15-30.
[Essays Biochem. 2005]Nature. 2004 Aug 5; 430(7000):694-9.
[Nature. 2004]Annu Rev Biophys Biomol Struct. 2007; 36():131-50.
[Annu Rev Biophys Biomol Struct. 2007]EMBO J. 2003 Oct 1; 22(19):5241-50.
[EMBO J. 2003]Nat Struct Mol Biol. 2006 Jun; 13(6):491-9.
[Nat Struct Mol Biol. 2006]Nat Struct Mol Biol. 2006 Jun; 13(6):474-6.
[Nat Struct Mol Biol. 2006]Trends Biochem Sci. 2003 Nov; 28(11):612-8.
[Trends Biochem Sci. 2003]Nature. 2000 Nov 23; 408(6811):488-92.
[Nature. 2000]J Biol Chem. 2007 Mar 16; 282(11):8036-43.
[J Biol Chem. 2007]Genome Biol. 2006; 7(7):R60.
[Genome Biol. 2006]Biochem Biophys Res Commun. 2007 Nov 3; 362(4):1079-84.
[Biochem Biophys Res Commun. 2007]Nat Struct Mol Biol. 2006 Oct; 13(10):915-20.
[Nat Struct Mol Biol. 2006]J Mol Biol. 1995 Apr 7; 247(4):536-40.
[J Mol Biol. 1995]Trends Biochem Sci. 1995 Nov; 20(11):478-80.
[Trends Biochem Sci. 1995]Bioinformatics. 1998; 14(9):755-63.
[Bioinformatics. 1998]Proteins. 2006 Aug 15; 64(3):559-74.
[Proteins. 2006]Mol Cell. 2004 Jun 18; 14(6):801-11.
[Mol Cell. 2004]Cell. 1993 Jul 30; 74(2):357-69.
[Cell. 1993]Nat Struct Mol Biol. 2007 Oct; 14(10):941-8.
[Nat Struct Mol Biol. 2007]J Biol Chem. 1983 Jul 10; 258(13):8206-14.
[J Biol Chem. 1983]Nature. 2000 Nov 23; 408(6811):488-92.
[Nature. 2000]EMBO J. 2003 Oct 1; 22(19):5241-50.
[EMBO J. 2003]Nat Struct Mol Biol. 2006 Jun; 13(6):491-9.
[Nat Struct Mol Biol. 2006]Curr Opin Struct Biol. 2006 Jun; 16(3):409-19.
[Curr Opin Struct Biol. 2006]Biochem Biophys Res Commun. 2007 Nov 3; 362(4):1079-84.
[Biochem Biophys Res Commun. 2007]Nat Struct Biol. 2001 Aug; 8(8):669-73.
[Nat Struct Biol. 2001]J Biol Chem. 1997 Aug 22; 272(34):21381-7.
[J Biol Chem. 1997]J Biol Chem. 2007 Mar 16; 282(11):8036-43.
[J Biol Chem. 2007]EMBO J. 2003 Oct 1; 22(19):5241-50.
[EMBO J. 2003]Nature. 2005 Jun 2; 435(7042):687-92.
[Nature. 2005]Nat Struct Mol Biol. 2006 Jun; 13(6):491-9.
[Nat Struct Mol Biol. 2006]Nature. 2005 Jun 2; 435(7042):687-92.
[Nature. 2005]Mol Cell. 2007 Jul 20; 27(2):228-37.
[Mol Cell. 2007]Nature. 2000 Nov 23; 408(6811):488-92.
[Nature. 2000]J Biol Chem. 2007 Mar 16; 282(11):8036-43.
[J Biol Chem. 2007]Mol Cell. 2004 Jun 18; 14(6):801-11.
[Mol Cell. 2004]Genome Biol. 2006; 7(7):R60.
[Genome Biol. 2006]Nat Struct Mol Biol. 2006 Oct; 13(10):915-20.
[Nat Struct Mol Biol. 2006]Annu Rev Biochem. 2004; 73():355-82.
[Annu Rev Biochem. 2004]Annu Rev Biochem. 2001; 70():503-33.
[Annu Rev Biochem. 2001]EMBO J. 2003 Oct 1; 22(19):5241-50.
[EMBO J. 2003]Nat Struct Mol Biol. 2006 Jun; 13(6):491-9.
[Nat Struct Mol Biol. 2006]Nature. 2005 Jun 2; 435(7042):687-92.
[Nature. 2005]Nature. 2005 Jun 2; 435(7042):687-92.
[Nature. 2005]Nat Struct Mol Biol. 2006 Jun; 13(6):491-9.
[Nat Struct Mol Biol. 2006]J Biol Chem. 2007 Mar 16; 282(11):8036-43.
[J Biol Chem. 2007]Nat Struct Mol Biol. 2006 Jun; 13(6):491-9.
[Nat Struct Mol Biol. 2006]EMBO J. 2003 Oct 1; 22(19):5241-50.
[EMBO J. 2003]Nat Struct Mol Biol. 2006 Jun; 13(6):491-9.
[Nat Struct Mol Biol. 2006]EMBO J. 1999 Jul 15; 18(14):3877-87.
[EMBO J. 1999]Methods Enzymol. 1994; 244():461-86.
[Methods Enzymol. 1994]EMBO Rep. 2003 May; 4(5):517-22.
[EMBO Rep. 2003]Nature. 2005 Jun 2; 435(7042):687-92.
[Nature. 2005]EMBO J. 2003 Oct 1; 22(19):5241-50.
[EMBO J. 2003]Nature. 2005 Jun 2; 435(7042):687-92.
[Nature. 2005]J Biol Chem. 2007 Mar 16; 282(11):8036-43.
[J Biol Chem. 2007]Annu Rev Microbiol. 2007; 61():453-75.
[Annu Rev Microbiol. 2007]Biol Direct. 2007 Jul 2; 2():18.
[Biol Direct. 2007]Genome Res. 2002 Jul; 12(7):1048-59.
[Genome Res. 2002]Genome Biol. 2006; 7(7):R60.
[Genome Biol. 2006]Nucleic Acids Res. 1997 Sep 1; 25(17):3389-402.
[Nucleic Acids Res. 1997]Bioinformatics. 1998; 14(9):755-63.
[Bioinformatics. 1998]Nucleic Acids Res. 2001 Jul 15; 29(14):2994-3005.
[Nucleic Acids Res. 2001]BMC Bioinformatics. 2004 Aug 19; 5():113.
[BMC Bioinformatics. 2004]BMC Bioinformatics. 2005 Dec 12; 6():298.
[BMC Bioinformatics. 2005]Trends Biochem Sci. 1995 Nov; 20(11):478-80.
[Trends Biochem Sci. 1995]Biopolymers. 1983 Dec; 22(12):2577-637.
[Biopolymers. 1983]Proteins. 2006 Aug 15; 64(3):559-74.
[Proteins. 2006]Electrophoresis. 1997 Dec; 18(15):2714-23.
[Electrophoresis. 1997]Methods Enzymol. 1996; 266():418-27.
[Methods Enzymol. 1996]Brief Bioinform. 2004 Jun; 5(2):150-63.
[Brief Bioinform. 2004]Proc Int Conf Intell Syst Mol Biol. 1997; 5():333-9.
[Proc Int Conf Intell Syst Mol Biol. 1997]Genome Biol. 2006; 7(7):R60.
[Genome Biol. 2006]