The Nu1 subunit of bacteriophage lambda terminase

Bacteriophage lambda gpNu1 and Escherichia coli IHF proteins cooperatively bind and bend viral DNA: implications for the assembly of a genome-packaging motor

Terminase enzymes are common to both prokaryotic and eukaryotic double-stranded DNA viruses and are responsible for packaging viral DNA into the confines of an empty procapsid shell. In all known cases, the holoenzymes are heteroligomers composed of a large subunit that possesses the catalytic activities required for genome packaging and a small subunit that is responsible for specific recognition of viral DNA. In bacteriophage lambda, the DNA recognition protein is gpNu1. The gpNu1 subunit interacts with multiple recognition elements within cos, the packaging initiation site in viral DNA, to site-specifically assemble the packaging machinery. Motor assembly is modulated by the Escherichia coli integration host factor protein (IHF), which binds to a consensus sequence also located within cos. On the basis of a variety of biochemical data and the recently solved NMR structure of the DNA binding domain of gpNu1, we proposed a novel DNA binding mode that predicts significant bending of duplex DNA by gpNu1 (de Beer et al. (2002) Mol. Cell 9, 981-991). We further proposed that gpNu1 and IHF cooperatively bind and bend viral DNA to regulate the assembly of the packaging motor. Here, we characterize cooperative gpNu1 and IHF binding to the cos site in lambda DNA using a quantitative electrophoretic mobility shift (EMS) assay. These studies provide direct experimental support for the long presumed cooperative assembly of gpNu1 and IHF at the cos sequence of lambda DNA. Further, circular permutation experiments demonstrate that the viral and host proteins each introduce a strong bend in cos-containing DNA, but not nonspecific DNA substrates. Thus, specific recognition of viral DNA by the packaging apparatus is mediated by both DNA sequence information and by structural alteration of the duplex. The relevance of these results with respect to the assembly of a viral DNA-packaging motor is discussed.

Self-association properties of the bacteriophage lambda terminase holoenzyme: implications for the DNA packaging motor

Terminases are enzymes common to complex double-stranded DNA viruses and are required for packaging of viral DNA into a protective capsid. Bacteriophage lambda terminase holoenzyme is a hetero-oligomer composed of the A and Nu1 lambda gene products; however, the self-association properties of the holoenzyme have not been investigated systematically. Here, we report the results of sedimentation velocity, sedimentation equilibrium, and gel-filtration experiments studying the self-association properties of the holoenzyme. We find that purified, recombinant lambda terminase forms a homogeneous, heterotrimeric structure, consisting of one gpA molecule associated with two gpNu1 molecules (114.2 kDa). We further show that lambda terminase adopts a heterogeneous mixture of higher-order structures, with an average molecular mass of 528(+/-34) kDa. Both the heterotrimer and the higher-order species possess site-specific cos cleavage activity, as well as DNA packaging activity; however, the heterotrimer is dependent upon Escherichia coli integration host factor (IHF) for these activities. Furthermore, the ATPase activity of the higher-order species is approximately 1000-fold greater than that of the heterotrimer. These data suggest that IHF bending of the duplex at the cos site in viral DNA promotes the assembly of the heterotrimer into a biologically active, higher-order packaging motor. We propose that a single, higher-order hetero-oligomer of gpA and gpNu1 functions throughout lambda development.

A viral RNA that binds ATP and contains a motif similar to an ATP-binding aptamer from SELEX

The intriguing process of free energy conversion, ubiquitous in all living organisms, is manifested in ATP binding and hydrolysis. ATPase activity has long been recognized to be a capability limited to proteins. However, the presence of an astonishing variety of unknown RNA species in cells and the finding that RNA has catalytic activity have bred the notion that RNA might not be excluded from the group of ATPases. All DNA-packaging motors of double-stranded DNA phages involve two nonstructural components with certain characteristics typical of ATPases. In bacterial virus phi29, one of these two components is an RNA (pRNA). Here we report that this pRNA is able to bind ATP. A comparison between the chemically selected ATP-binding RNA aptamer and the central region of pRNA reveals similarity in sequence and structure. The replacement of the central region of pRNA with the sequence from ATP-binding RNA aptamer produced chimeric aptRNA that is able to both bind ATP and assemble infectious viruses in the presence of ATP. RNA mutation studies revealed that changing only one base essential for ATP binding caused both ATP binding and viral assembly to cease, suggesting that the ATP binding motif is the vital part of the pRNA that forms a hexamer to drive the phi29 DNA-packaging motor. This is the first demonstration of a natural RNA molecule that binds ATP and the first case to report the presence of a SELEX-derived RNA aptamer in living organisms.

Biophysical characterization of the DNA binding domain of gpNu1, a viral DNA packaging protein

Terminase enzymes are common to double-stranded DNA viruses. These enzymes "package" the viral genome into a pre-formed capsid. Terminase from bacteriophage lambda is composed of gpA (72.4 kDa) and gpNu1 (20.4 kDa) subunits. We have described the expression and biochemical characterization of gpNu1DeltaK100, a construct comprising the N-terminal 100 amino acids of gpNu1 (Yang, Q., de Beer, T., Woods, L., Meyer, J., Manning, M., Overduin, M., and Catalano, C. E. (1999) Biochemistry 38, 465-477). Here we present a biophysical characterization of this construct. Thermally induced loss of secondary and tertiary structures is fully reversible. Surprisingly, although loss of tertiary structure is cooperative, loss of secondary structure is non-cooperative. NMR and limited proteolysis data suggest that approximately 30 amino acids of gpNu1DeltaK100 are solvent-exposed and highly flexible. We therefore constructed gpNu1DeltaE68, a protein consisting of the N-terminal 68 residues of gpNu1. gpNu1DeltaE68 is a dimer with no evidence of dissociation or further aggregation. Thermally induced unfolding of gpNu1DeltaE68 is reversible, with concomitant loss of both secondary and tertiary structure. The melting temperature increases with increasing protein concentration, suggesting that dimerization and folding are, at least in part, coupled. The data suggest that gpNu1DeltaE68 represents the minimal DNA binding domain of gpNu1. We further suggest that the C-terminal approximately 30 residues in gpNu1DeltaK100 adopt a pseudo-stable alpha-helix that extends from the folded core of the protein. A model describing the role of this helix in the assembly of the packaging apparatus is discussed.

Cloning, expression, and biochemical characterization of hexahistidine-tagged terminase proteins

The terminase enzyme from bacteriophage lambda is composed of two viral proteins (gpA, 73.2 kDa; gpNu1, 20.4 kDa) and is responsible for packaging viral DNA into the confines of an empty procapsid. We are interested in the genetic, biochemical, and biophysical properties of DNA packaging in phage lambda and, in particular, the nucleoprotein complexes involved in these processes. These studies require the routine purification of large quantities of wild-type and mutant proteins in order to probe the molecular mechanism of DNA packaging. Toward this end, we have constructed a hexahistidine (hexa-His)-tagged terminase holoenzyme as well as hexa-His-tagged gpNu1 and gpA subunits. We present a simple, one-step purification scheme for the purification of large quantities of the holoenzyme and the individual subunits directly from the crude cell lysate. Importantly, we have developed a method to purify the highly insoluble gpNu1 subunit from inclusion bodies in a single step. Hexa-His terminase holoenzyme is functional in vivo and possesses steady-state and single-turnover ATPase activity that is indistinguishable from wild-type enzyme. The nuclease activity of the modified holoenzyme is near wild type, but the reaction exhibits a greater dependence on Escherichia coli integration host factor, a result that is mirrored in vivo. These results suggest that the hexa-His-tagged holoenzyme possesses a mild DNA-binding defect that is masked, at least in part, by integration host factor. The mild defect in hexa-His terminase holoenzyme is more significant in the isolated gpA-hexa-His subunit that does not appear to bind DNA. Moreover, whereas the hexa-His-tagged gpNu1 subunit may be reconstituted into a holoenzyme complex with wild-type catalytic activities, gpA-hexa-His is impaired in its interactions with the gpNu1 subunit of the enzyme. The results reported here underscore that a complete biochemical characterization of the effects of purification tags on enzyme function must be performed prior to their use in mechanistic studies.

Cloning, expression, and characterization of a DNA binding domain of gpNu1, a phage lambda DNA packaging protein

Terminase is an enzyme from bacteriophage lambda that is required for insertion of the viral genome into an empty pro-capsid. This enzyme is composed of the viral proteins gpNu1 (20.4 kDa) and gpA (73.3 kDa) in a holoenzyme complex. Current models for terminase assembly onto DNA suggest that gpNu1 binds to three repeating elements within a region of the lambda genome known as cosB which, in turn, stimulates the assembly of a gpA dimer at the cosN subsite. This prenicking complex is the first of several stable nucleoprotein intermediates required for DNA packaging. We have noted a hydrophobic region within the primary amino acid sequence of the terminase gpNu1 subunit and hypothesized that this region constitutes a protein-protein interaction domain required for cooperative assembly at cosB and that is also responsible for the observed aggregation behavior of the isolated protein. We therefore constructed a mutant of gpNu1 in which this hydrophobic "domain" has been deleted in order to test these hypotheses. The deletion mutant protein, gpNu1DeltaK, is fully soluble and, unlike full-length protein, shows no tendency toward aggregation; However, the protein is a dimer under all experimental conditions examined as determined by gel permeation and sedimentation equilibrium analysis. The truncated protein is folded with evidence of secondary and tertiary structural elements by circular dichroism and NMR spectroscopy. While physical and biological assays demonstrate that gpNu1DeltaK does not interact with the terminase gpA subunit, the deletion mutant binds with specificity to cos-containing DNA. We have thus constructed a deletion mutant of the phage lambda terminase gpNu1 subunit which constitutes a highly soluble DNA binding domain of the protein. We further propose that the hydrophobic amino acids found between Lys100 and Pro141 define a self-association domain that is required for the assembly of stable nucleoprotein packaging complexes and that the C-terminal tail of the protein defines a distinct gpA-binding site that is responsible for terminase holoenzyme formation.

ATP-reactive sites in the bacteriophage lambda packaging protein terminase lie in the N-termini of its subunits, gpA and gpNu1

ATP-reactive sites in terminase and its subunits have been successfully identified using three different affinity analogs of ATP (2-and 8-azidoATP and FITC) GpA, the larger subunit of terminase, was shown to have a higher affinity for these analogs than gpNu1, the smaller subunit. The suitability of these reagents as affinity analogs of ATP was demonstrated by ATP protection experiments and in vitro assays done with the modified proteins. These analogs were thus shown to modify the ATP-reactive sites. The results obtained from these experiments also indicate the importance of subunit-subunit interactions in the holoenzyme. Terminase, gpA, and gpNu1 were modified with these analogs and the ATP-reactive sites were identified by isolating the modified peptide by reverse-phase chromatography. The sequence analysis of the modified peptides indicates a region including amino acids 18-35 in the N-terminus of gpNu1 and a region including amino acids 59-85 in the N-terminus of gpA as being the ATP-reactive sites.

The phage lambda terminase enzyme: 1. Reconstitution of the holoenzyme from the individual subunits enhances the thermal stability of the small subunit

The terminase enzyme from bacteriophage lambda is a hetero-trimeric complex composed of the viral gpA and gpNu1 proteins (gpA1.gpNu1(2)) and is responsible for packaging a single genome within the viral capsid. Current expression systems for these proteins require thermal induction which may be responsible for the formation of insoluble aggregates observed in E. coli. We report the re-cloning of the terminase subunits into vectors which allow low temperature induction. While this has resulted in increased solubility of the large gpA subunit of the enzyme, the small gpNu1 subunit remains insoluble under all conditions examined. This paper describes the solublization of gpNu1 with guanidinium hydrochloride and purification of the protein to homogeneity. Reconstitution of the enzyme from the individually purified subunits yields a catalytically-competent complex which exhibits activity identical to wild-type enzyme. Thermal denaturation of the proteins was monitored by circular dichroism (CD) spectroscopy and demonstrates that while unfolding of gpA is irreversible, the gpNu1 subunit refolds into a conformation which is essentially identical to the pre-heated protein. Moreover, while denaturation of gpA is highly cooperative, the small subunit unfolds over a wide temperature range and with thermodynamic parameters lower than expected for a small globular protein. Thermally-induced denaturation of the enzyme reconstituted from the individual subunits is highly cooperative with no evidence of multiple transitions. Our data demonstrate that the terminase subunits directly interact in solution, and that this interaction alters the thermal stability of the smaller gpNu1 subunit. The implication of these results with respect to assembly of a catalytically competent enzyme complex are discussed.

The phage lambda terminase enzyme: 2. Refolding of the gpNu1 subunit from the detergent-denatured and guanidinium hydrochloride-denatured state yields different oligomerization states and altered protein stabilities

The terminase enzyme from bacteriophage lambda is responsible for packaging a single genome within the viral capsid. Gold and co-workers have developed a scheme for the solubilization of the small terminase subunit (gpNu1) from inclusion bodies using the strong detergent sarkosyl and purification of the protein to homogeneity (gpNu1SRK) (Parris et al., J Biol Chem 1994;269:13564-13574). We have developed a similar purification scheme except that guanidinium hydrochloride was used to denature the insoluble protein (gpNu1GDN). The circular dichroism (CD) spectra of both protein preparations suggest that they are predominantly alpha-helical when purified and stored in Tris buffers. Moreover, thermal denaturation of the proteins thus purified yielded similar thermodynamic parameters for unfolding (T(m), delta Hm and delta Sm of unfolding of approximately 306 K, approximately 22 kcal/mol and approximately 70 cal/mol.K, respectively). Interestingly, however, when the proteins were purified and stored in imidazole buffers, the gpNu1SRK preparation lost a significant amount of secondary structure and was more stable to both thermally-induced and guanidinium HCl-induced denaturation than was gpNu1GDN. The purified gpNu1 monomers oligomerize into apparent tetramers and hexamers in solution and the distribution between these two oligomeric states and into higher order aggregates depends upon buffer composition, salt concentration and protein concentration. Moreover, differences in the oligomerization state of gpNu1SRK and gpNu1GDN under identical buffer conditions were observed. The significance of these results with respect to the biological role of the phage lambda gpNu1 protein are discussed.

The largest (70 kDa) product of the bacteriophage T4 DNA terminase gene 17 binds to single-stranded DNA segments and digests them towards junctions with double-stranded DNA

Bacteriophage terminases are oligomeric multifunctional proteins that bind to vegetative DNA, cut it and, together with portal proteins, translocate the DNA into preformed heads. Most terminases are encoded by two partially overlapping genes. In phage T4 they are genes 16 and 17. We have shown before that the larger of these, gene 17, can yield, in addition to a full-length 70 kDa product, several shorter peptides. At least two of these, gene product (gp) 17' and gp17", are initiated in the same reading frame as the 70 kDa gp17 from internal ribosome binding sites. Most of the shorter gp17 s contain predicted ATPase motifs, but only the largest (70 kDa) peptide has a predicted single-stranded DNA binding domain. Here we describe the DNA binding and cutting properties of the purified 70 kDa protein, expressed from two different clones containing gene 17 but no other T4 gene. Epitope-specific antibodies, which recognize several different gene 17 products in extracts of induced clones or of T4-infected cells, precipitate the purified 70 kDa gp17. When Mg2+ is chelated by EDTA this 70 kDa protein binds to single-stranded DNA, preferentially to junctions of single- and double-stranded DNA segments. It does not bind to blunt-ended double-stranded DNA. When Mg2+ is present the purified 70 kDa gp17 digests single-stranded segments preferentially up to junctions with double-stranded DNA. A 70 kDa gp17 from a P379L temperature sensitive (ts) mutant, which has lost the nuclease and ATPase activities, retains the single-stranded DNA binding activity. Taken together with earlier findings these results support a model for packaging of T4 DNA from single-stranded regions in recombinational or replicative intermediates, which occur at nearly random positions of the genome. This mechanism may be an alternative to site-specific initiation of packaging proposed by other investigators.

Assembly of a nucleoprotein complex required for DNA packaging by bacteriophage lambda

A critical step in the assembly of bacteriophage lambda is the excision of a single genome from a concatemeric DNA precursor and insertion of genomic DNA into an empty viral capsid. DNA packaging is mediated by the lambda proteins gpNu1 and gpA, which form an enzyme complex known as terminase. Initiation of the packaging process requires assembly of the terminase subunits onto cos, the lambda DNA packaging sequence, and nicking of the duplex, thus forming the 12-base-pair "sticky" ends of the mature genome. We have utilized gel-retardation techniques to examine the interaction of gpNu1, gpA, and terminase holoenzyme with DNA. Our data demonstrate that gpNu1 interacts specifically with cos-containing DNA, forming three gel-retarded complexes. Similarly, the larger gpA subunit binds to DNA, forming two complexes; however, this subunit forms similar complexes with DNA substrates of random sequence. All of the nucleoprotein complexes examined are disrupted by elevated concentrations of NaCl and we suggest that altered DNA binding is responsible for the extreme salt sensitivity of the endonuclease activity of the enzyme [Tomka, M. A., & Catalano, C. E. (1993) J. Biol. Chem. 268, 3056-3065]. DNA binding by each subunit is strongly affected by the presence of the other, with 10- and 3-fold increases in the affinity of gpNu1 and gpA, respectively, for DNA. Moreover, our data suggest that the terminase subunits interact in solution prior to DNA binding. Finally, we provide evidence that complex I, the first stable intermediate in the packaging pathway, is composed of the mature left genome end bound to the terminase subunits and demonstrate that dissociation of the complex is quite slow (t1/2 > 8 h). The significance of these data with respect to terminase-mediated genome packaging is discussed.

Structure of viral connectors and their function in bacteriophage assembly and DNA packaging

The viruses have been an attractive model for the study of basic mechanisms of protein/protein and protein/nucleic acid interactions involved in the assembly of macromolecular aggregates. This has been due primarily to their relative genetic simplicity as compared to their structural and functional complexity. Although most of the initial studies were carried out on bacterial and plant viruses, increasing data has also been accumulated from animal viruses, which has led to an understanding of some basic principles, as well as to many specific strategies in every system. The study of virus assembly has been a source of ideas that underlie our present knowledge of the organization of biological systems. It has also provided, since the production of bacteriophage mutants which have allowed the study of assembly intermediates, the first system in which the genetic studies played a dominant role. The increasing volume of data over the last years has revealed how the structural components can interact sequentially through an ordered pathway to yield macromolecular assemblies that satisfy the demands of stability required for a successful transfer of genetic information from host to host.

Analysis of functional domains of the packaging proteins of bacteriophage T3 by site-directed mutagenesis

Intracellular phage T3 DNA is synthesized as a concatemer in which unit-length molecules are jointed together in head-to-tail fashion through terminally redundant sequences. The concatemeric DNA is processed and packaged into the prohead with the aid of non-capsid proteins, gp18 and gp19. We have developed a defined system, composed of purified gp18, gp19 and proheads, and a crude system, composed of lysates of T3 infected cells, for in vitro packaging of T3 DNA. The defined system displays an ATPase activity which is composed of DNA packaging-dependent and -independent ATPases (pac- and nonpac-ATPases, respectively). In the crude system, DNA is packaged by a way of concatemer as an intermediate. gp19 has ATP binding activity and three ATP binding and two Mg2+ binding consensus motifs in its amino acid sequence. We have expanded the previous studies on the roles of these domains in the DNA packaging reaction by more extensive analysis by site-directed mutagenesis. gp19 mutants, including the previously isolated four mutants, were divided into four groups according to the DNA packaging activity in the defined and crude systems: group 1 mutants were defective in both systems (gp19-G61D, which is a gp19 mutant with Gly to Asp at amino acid 61 and so on, and gp19-H344D); the group 2 mutant had decreased activity in both systems (gp19-G429R); group 3 mutants were active in the defined system but defective in the crude system (gp19-G63D, gp19-H347R, gp19-G367D, gp19-G369D, gp19-G424E); group 4 mutants had almost the same activity as gp19-wt (gp19-K64T, gp19-K370I, gp19-G429L, gp19-K430T and gp19-H553L). Group 1 mutants had an altered conformation, resulting in defective interaction with ATP and in abortive binding to the prohead, and lost specifically the pac-ATPase activity. The group 2 mutant had an increased pac-ATPase activity in spite of the decreased DNA packaging activity, indicating that this mutant is inefficient in coupling of ATP hydrolysis to DNA translocation. The inability of the group 3 mutants except gp19-H347R to package DNA in the crude system would be due to a defect in processing of concatemer DNA. gp19-H347R would be a mutant defective in the initiation event(s) of DNA packaging.

Genetic analysis of mutations affecting terminase, the bacteriophage lambda DNA packaging enzyme, that suppress mutations in cosB, the terminase binding site

Terminase, the DNA packaging enzyme of phage lambda, binds to lambda DNA at a site called cosB, and introduces staggered nicks at an adjacent site, cosN, to generate the cohesive ends of virion lambda DNA molecules. Terminase also is involved in separation of the cohesive ends and in binding the prohead, the empty protein shell into which lambda DNA is packaged. Terminase is a DNA-dependent ATPase, and both subunits, gpNu1 and gpA, have ATPase activity. cosB contains a series of gpNu1 binding sites, R3, R2 and R1; between R3 and R2 is a binding site, I1, for integration host factor (IHF), the Escherichia coli DNA bending protein. In this work, a series of mutations in Nu1 have been isolated as suppressors of cosB mutations. One of the Nu1 mutations is identical to the previously described Nu1ms1/ohm1 mutation predicted to cause the change L40F in the 181 amino acid-long gpNu1. Three other Nu1 missense mutations, the Nu1ms2 (L40I), ms3 (Q97K) and ms4 (A92G) mutations, have been isolated; the relative strengths of suppression of cosB mutations by the Nu1ms mutations are: ms1 > ms2 > ms3 > ms4. The Nu1 missense mutations all affect amino acid residues that lie outside of the putative helix-turn-helix DNA binding motif of gpNu1. The Nu1ms1 and Nu1ms2 mutations alter an amino acid residue (L40) that lies directly between two segments of gpNu1 proposed to be involved in ATP binding and hydrolysis; thus these mutations are likely to alter the gpNu1 ATP-binding site. The Nu1ms3 and Nu1ms4 mutations both affect amino acid residues in the central region of gpNu1 that is predicted to form a hydrophilic alpha-helix. To explain how the Nu1ms mutations suppress cosB defects, models involving alterations of the DNA binding and/or catalytic properties of terminase are considered. The results also indicate that terminase occupancy of a single gpNu1 binding site (R3) is necessary and sufficient for the efficient initiation of DNA packaging; the Nu1ms1, ms2 and ms3 mutations permit IHF-independent plaque formation by a phage lacking R2 and R1.

Isolation and characterization of mutations in the bacteriophage lambda terminase genes

The terminase enzyme of bacteriophage lambda is a hetero-oligomeric protein which catalyzes the site-specific endonucleolytic cleavage of lambda DNA and its packaging into phage proheads; it is composed of the products of the lambda Nul and A genes. We have developed a simple method to select mutations in the terminase genes carried on a high-copy-number plasmid, based on the ability of wild-type terminase to kill recA strains of Escherichia coli. Sixty-three different spontaneous mutations and 13 linker insertion mutations were isolated by this method and analyzed. Extracts of cells transformed by mutant plasmids displayed variable degrees of reduction in the activity of one or both terminase subunits as assayed by in vitro lambda DNA packaging. A method of genetically mapping plasmid-borne mutations in the A gene by measuring their ability to rescue various lambda Aam phages showed that the A mutations were fairly evenly distributed across the gene. Mutant A genes were also subcloned into overproducing plasmid constructs, and it was determined that more than half of them directed the synthesis of normal amounts of full-length A protein. Three of the A gene mutants displayed dramatically reduced in vitro packaging activity only when immature (uncut) lambda DNA was used as the substrate; therefore, these mutations may lie in the endonuclease domain of terminase. Interestingly, the putative endonuclease mutations mapped in two distinct locations in the A gene separated by a least 400 bp.

Mechanism of cos DNA cleavage by bacteriophage lambda terminase: multiple roles of ATP

In the terminus-generating (ter) reaction of phage lambda, the phage enzyme terminase catalyzes the production of staggered nicks within the cohesive-end nicking site (cosN). Although the two nicks are related by a rotational symmetry axis that bisects cosN, the in vitro ter reaction is strikingly asymmetric at the nucleotide level. Nicking of the lambda r strand precedes nicking of the I strand. Furthermore, when the two nicking reactions are uncoupled, they have different nucleotide cofactor requirements. ATP plays critical roles during cos cleavage: First, nicking of both DNA strands is stimulated by the addition of ATP. Second, ATP is required for the correct specificity of r-strand nicking since, in the absence of nucleotide, the r-strand nick is shifted 8 bases to the left. Studies with nonhydrolyzable analogs indicate that ATP hydrolysis is not required for these functions. However, after the two nicks are made, terminase catalyzes a disengagement of the cohered ends in a reaction that requires ATP hydrolysis.