Journal of Bioinformatics and Computational Biology Imperial College Press HIGH TORSIONAL ENERGY DISULFIDES: RELATIONSHIP BETWEEN CROSS-STRAND DISULFIDES AND RIGHT-HANDED STAPLES NAOMI L. HAWORTH Computational Biology & Bioinformatics Program, Victor Chang Cardiac Research Institute Level 6, 384 Victoria Rd, Darlinghurst, New South Wales 2010, Australia n.haworth@victorchang.unsw.edu.au School of Chemistry, University of Sydney New South Wales 2006, Australia LINA L. FENG Computational Biology & Bioinformatics Program, Victor Chang Cardiac Research Institute Level 6, 384 Victoria Rd, Darlinghurst, New South Wales 2010, Australia l.feng@victorchang.unsw.edu.au MERRIDEE A. WOUTERS* Computational Biology & Bioinformatics Program, Victor Chang Cardiac Research Institute Level 6, 384 Victoria Rd, Darlinghurst, New South Wales 2010, Australia m.wouters@victorchang.unsw.edu.au Schools of Biotechnology & Biomolecular Sciences, and Medical Sciences, University of New South Wales Sydney , New South Wales 2052, Australia Received (Day Month Year) Revised (Day Month Year) Accepted (Day Month Year) Redox-active disulfides are capable of being oxidized and reduced under physiological conditions. The enzymatic role of redox-active disulfides in thiol-disulfide reductases is well known, but redoxactive disulfides are also present in non-enzymatic protein structures where they may act as switches of protein function. Here we examine disulfides linking adjacent β-strands (cross-strand disulfides), which have been reported to be redox-active. Our previous work has established that these crossstrand disulfides have high torsional energies, a quantity likely to be related to the ease with which the disulfide is reduced. We examine the relationship between conformations of disulfides and their location in protein secondary structures. By identifying the overlap between cross-strand disulfides and various conformations, we wish to address whether the high torsional energy of a cross-strand disulfide is sufficient to confer redox activity or whether other factors, such as the presence of the cross-strand disulfide in a strained β-sheet, are required. Keywords: disulfide; redox signaling; right-handed staple, cross-strand disulfide. * All correspondence to m.wouters@victorchang.unsw.edu.au 1 2 N. L. Haworth, L. L. Feng, M. A. Wouters 1. Background Disulfides are generally viewed as structurally stabilizing elements in proteins. However, it is well known that some disulfides are redox-active and capable of being reduced under physiological conditions. The enzymatic role of redox-active disulfides has been well characterized in thiol-disulfide reductases.1 It is less well known that similar disulfides are present in other, nonenzymatic, protein structures. The likelihood that a disulfide will be reduced is a function of its redox potential and its availability to reducing agents. Disulfide redox potentials measured in thiol-disulfide oxidoreductases range from -120mV to -270mV.2-4 For disulfides serving structural purposes, the redox potential can be as low as -470mV.5 We first unearthed examples of a subset of unusual disulfides during a structural data mining survey of β-sheets6 which revealed disulfides linked across the strands. These cross-strand disulfides (CSDs) attracted our notice because they occur in a secondary structure that is already non-covalently linked and thus, at best, seem redundant. Furthermore, it had previously been asserted that such structures would not exist because of the incompatible conformational constraints of β-sheets and disulfides.7 Indeed, we found the disulfides and the β-sheets around them were significantly distorted. Thus, these particular disulfides do not seem to fit the paradigm of disulfides as structural stabilizers. Emerging evidence suggests at least some of these disulfides may act as redox-active switches of conformational change in proteins. Intriguing evidence for this includes: demonstration that cleavage of a CSD in CD4 is required for entry of HIV-1 into the cell;8 the solution of the structure of a novel oxidoreductase with a redox-active CSD; and the engineering of a CSD into a variant of green fluorescent protein to produce a redoxsensitive sensor which has been used to monitor the redox potential in mitochondria and cancer cells.9-10 We wish to elucidate computational approaches for determining whether a disulfide is structurally stabilizing or may be subject to reduction in a protein structure. Redox potential is a difficult quantity to calculate, being a function of the strain of the disulfide bond, the electronic environment of the protein and the properties of the solute. Our previous work established that CSDs have high torsional energies, a significant contributor to the disulfide bond strain.11 Here we report a further survey of CSDs and related disulfides in the Protein Data Bank (PDB) to examine the relationship between conformations of disulfides and their location in protein secondary structures. 2. Methods In order to carry out the bioinformatics survey of CSDs, we created a custom database of all disulfides in a unique subset of the PDB (release 110). This subset included only Xray crystal structures with a resolution of 2 Å or better. The database contains information about each disulfide, including the solvent accessibility, the position of the two half-cystines in primary, secondary, tertiary and quaternary structure, and the torsional energy of the disulfide. These data were compiled using various bioinformatics Redox-active disulfides: Relationship between Cross-Strand Disulfides and Right-Handed Staples 3 tools such as DSSP12 and custom programs, as well as by reference to on-line databases such as SCOP.13 The torsional energy of each disulfide was predicted via two different methods. The first used an empirical formula employed in the Amber force field package:14 E(kJ mol-1) = 8.37(1+cos31) + 8.37(1+cos31’) + 4.18(1+cos32) + 4.18(1+cos32’) + 14.64(1+cos23) + 2.51(1+cos33). (1) where χ1 and χ2 are the dihedral angles of the cysteine residues and χ 3 is the dihedral angle of the disulfide bond. A factor of 2.05 kJ mol-1 was subtracted from this Amber energy to ensure that a torsional energy of zero corresponds to the lowest energy disulfide conformation (ie. all torsional energies are relative). In the second method, the contributions of 2, 3 and 2’ to the torsional energy of a disulfide were calculated using a three-dimensional ab initio potential energy surface (PES). Ab initio quantum chemistry, in particular the MP2/6-31G* level of theory, was used to predict the energetic cost of torsion around the dihedral angles for a model compound, diethyl disulfide. Grid points were calculated at increments of ten degrees along each of the coordinates, corresponding to the three dihedral angles, 2, 3 and 2’. Full details and analysis of this surface will be reported elsewhere. The high number of grid points means that this surface is relatively continuous, making it possible to use a simple linear interpolation in three dimensions to predict the torsional energy of a disulfide without a significant loss of accuracy. The energetic contributions of 1 and 1’ were estimated using the first two terms in the Amber Force Field formula (Eq. (1) ) and included additively. 3. Results and Discussion 3.1 Analysis of the Potential Energy Surface The potential energy surface, part of which is shown in Figure 1A, reveals several minima, corresponding to low torsional energy, stable structures (expected to be structural disulfides) as well as high torsional energy saddle points and maxima. Disulfides adopting conformations in these high energy regions are less stable and therefore more likely to be redox-active. For the purposes of this work a high torsional energy (HiTED) disulfide has a predicted torsional energy exceeding 10.0 kJ mol -1. Conventionally, the χ2 torsional angle is defined as being gauche when its absolute value is between 30 and 90 degrees, with gauche+ (g+) being positive and gauche- (g-) being negative, and trans in the ranges -150° to -180° and 150° to 180°.15 Typically, the χ3 torsional angle is merely designated right- or left-handed depending on whether the value is positive or negative, respectively.7 A disulfide is defined as a staple if the χ2, χ3 and χ2’ torsional angles formed a g-+g- motif (right-handed staple) or a g+-g+ motif (lefthanded staple).7,15 Similarly, a disulfide is defined as being a spiral if it has a g ++g+ or g-g- motif (right- and left-handed respectively), while those with a g++g- or g-+g+ motif are called right-handed hooks and those with a g+-g- or g--g+ motif are left-handed hooks. N. L. Haworth, L. L. Feng, M. A. Wouters G-+T 120 30.0 25.0 Population 20.0 15.0 100 80 Hook 60 40 10.0 0 5.0 20 -80 Fig 1A 2' (degrees) 70 40 100 160 130 -140 Hook -80 0 -170 70 2 (deg.) 40 40 2' (degrees) 100 160 130 -140 -170 -80 -110 -20 -50 120 -110 -160 0.0 -20 Relative energy (kJ/mol) Staple 140 35.0 -50 4 -20 -80 -140 160 100 40 2 (deg.) Spiral Fig 1B Fig. 1A. A slice through the three dimensional potential energy surface for diethyl disulfide, showing the change in the relative torsional energy as 2 and 2’ are varied while 3 is held constant at +90 degrees. 1B. The variation in disulfide population in the PDB as 2 and 2’ are varied while 3 = +90 degrees. Bins are from x-5 to x+5 degrees. Analysis of the disulfides in recent releases of the PDB has revealed that many adopt conformations with 2 and 2’ torsional angles outside these conventionally defined ranges. In order to account for these structures, we have adopted slightly different dihedral angle bins based on inspection of the one-dimensional torsional potential energy surfaces of Görbitz16 and our three-dimensional potential energy surface for diethyl disulfide. This allows the strain in the torsional angle to be decomposed and investigated more thoroughly. Thus, G+ (“gauche+”) was defined as being between 10 and 115 degrees for 2, and 2’, with gauche- (G-) being between -20 and -120 degrees. Trans (T) torsional angles for 2, and 2’ were defined as being between -134 and 128 degrees. Torsional angles lying between the gauche and trans regions correspond to comparatively low energy saddle points on the potential energy surface. These regions are expected to be energetically accessible to disulfides and are therefore labeled skew+ (S+) and skew- (S-). This gives rise to several new conformations: skew-spiral conformations which sit on the two low energy saddle points neighboring the spirals; skew-hook conformations which neighbor the hooks; and skew-extended conformations in the four saddle points surrounding the central TGT region. The remaining disulfide conformations are simply labeled by their torsional angles. While these potential energy surface-based definitions are useful for most values of 2, and 2’, they begin to break down in the staple region. Inspection of the diethyl disulfide PES reveals that, for 3 angles between 70 and 110 degrees, there is no minimum on the surface corresponding to the staple conformation. This is because the particular structural constraints of this configuration result in steric interactions between the Hα atoms of the cysteine residues, which in turn destabilize the system (See Figure 2). Staple-type disulfides therefore belong to a saddle point region on the potential energy Redox-active disulfides: Relationship between Cross-Strand Disulfides and Right-Handed Staples 5 surface and generally have energies above 10 kJ mol-1. Thus, in almost all cases, they will be HiTEDs. Despite the low predicted stability for the staple conformations, significant numbers of disulfides are found to have the G-+G- motif (right-handed staple). The population distribution for disulfides with respect to the three dihedral angles shows a peak in the G+G- region of the potential energy surface (Figure 1B). This peak is associated with 2 values between -20 and -140 degrees and 2’ values between -20 and -130 degrees. All disulfides with 2, and 2’ within these limits were therefore classed as right-handed staples. The analogous definition was used for left-handed staples. Fig. 2. Cross-strand disulfide in the right-handed staple conformation. Steric interference between the H atoms significantly destabilizes staple conformations; in addition, the -sheet is significantly distorted. 3.2. Structural Motifs associated with Cross-strand disulfide types Experimental evidence suggests some redox-active disulfides are regenerated while others are probably reduced on a one-off basis. Regenerated disulfides cycle through reduced and oxidized states as part of their function. Examples of regenerated CSDs include the engineered GFP and DsbD. Redox-active disulfides which are reduced as one-off events include disulfides that straddle proteolytic cleavage sites in viruses and bacterial toxins. For example, upon reduction of the CSD in clostridial neurotoxin A, the molecule transits to an enzymatically-active molten globule state.17 We thought it likely that regenerated disulfides and those used once only may be associated with different secondary structure motifs. For example, we wondered whether one-off CSDs might be associated with easily dissociated secondary structures. Several other factors may also impact the secondary structure motif adopted by redox-active disulfides. These include the latent state of the disulfide, the speed of the transition between the oxidized and reduced states and the redox pathways transited. For example, reduced cysteine pairs that are held rigidly in a secondary structure have less conformational space to search during the regeneration reaction. In addition, formation of some CSDs has been shown to be dependent on particular enzymes which may require presentation of the thiol groups in specific structural contexts. For example, oxidation of CSDs in influenza haemaglutinnin and PapD have been shown to be dependent on erp57 and dsbA respectively. 11,18Crossstrand disulfides were identified through DSSP analysis of the protein structures. We differentiated five different classes of cross-strand disulfides based on analysis of the conformation of neighbouring residues and surrounding hydrogen bonds: true CSDs, end 6 N. L. Haworth, L. L. Feng, M. A. Wouters Fig. 3. Schematic representation of different classes of cross-strand disulfides. In order to be classed as a true CSD, both cysteine residues and the backbone of all four i1 neighbors must be in conformation and neighbours must be appropriately hydrogen-bonded. For end CSDs, surrounding hydrogen bonding must be maintained but neighbours on one side are permitted to adopt non- conformations. For frayed CSDs, the hydrogen-bonding condition on one side is also relaxed. In weak frayed CSDs only the pair of residues immediately neighboring the disulfide were required to fit the hydrogen bonding and conformation conditions. This category required visual inspection of the structure to check it was a CSD structure. βbridges are flanked by hydrogen bonds but neighbouring residues are not in -conformation. Amino acid residues in β-conformation are represented by boxes, while circles are used for those in any other backbone conformation. The polypeptide chains are represented by thick grey lines and hydrogen bonds are indicated by arrows. Hydrogen bonding is depicted for antiparallel sheets. CSDs, frayed CSDs, β-bridges and weak-frayed CSDs. A schematic representation of each of these classes can be found in Figure 3. The distribution of the cross strand disulfides amongst the different CSD types can be seen in Figure 4. The true CSDs comprised 16% of the CSD population, all of which were in the right-handed staple conformation. The largest CSD subgroup (41%) was the end CSDs; of these, 29 were parallel CSDs (mostly left-handed hooks and skew-hooks), with the remainder being almost all right-handed staple disulfides. The frayed CSD group was also quite large (34%), again being mainly right-handed staples, however there were small populations of several other conformations, including sixteen left-handed G--Ts, six right-handed G-+Ts and eight left-handed skew hooks. The weak-frayed CSDs and the -bridges were much smaller subgroups; of the 76 weak-frayed CSDs, roughly two thirds were right-handed staples with the remaining third belonging to the right-handed G-+T conformation. The Redox-active disulfides: Relationship between Cross-Strand Disulfides and Right-Handed Staples 7 26 -bridges were almost all right-handed staples, with the exception of two left-handed staple structures. There was no distinction between the different CSD types on the basis of torsional energies, with the averages for the five different groups all being approximately 14 kJ mol-1. Thus, on the basis of torsional energy alone, no particular CSD type is more likely to be redox-active. Table 1 tabulates properties investigated here against experimental evidence supporting redox activity in a subset of CSDs which we have identified to date. Some general trends are observable but the numbers are too small to make definite conclusions. All parallel CSDs identified are of the frayed type and are reduced in the latent state of their resident protein. Only one of the easily dissociated types was identified in the experimental dataset but it was associated with a CSD likely to be reduced irreversibly: the fusion protein of influenza C. Fig. 4. The distribution of cross-strand disulfides amongst CSD types. Table 1. CSDs likely to have redox-activity. Regenerated CSDs One-off Protein CD4a,8 DsbDa,1 GFPa,9-10 PapDa,21 gelsolina SAPa CDC25Ba,22 GlmUa MurDa Disulfide 130-159 103-109 147-204 207-212 188-201 36-95 426-473 307-324 208-227 CSD type A-true A-end A-frayed A-true A-end A-true P-frayed P-frayed P-frayed Latent state oxidized oxidized oxidized oxidized oxidizedc oxidized reduced reduced reduced Conformation RHS Str RHS RHS/Str RHS Str RHS RHS RHS LHS RHS LSH Gp120a Flu A HAb Botulinum Ab Neurotoxin Bb Flu C HEFb 296-331 A4-B137 429-453 436-445 6-137 A A-end A-end A-end A-weak frayed oxidized oxidized oxidized oxidized oxidized RHS RHS/Str RHS - Note: Classified as redox-active on the basis of a crystallographic redox pairs; b straddles cleavage site: required for chain dissociation. c Oxidized in plasma gelsolin, reduced in cellular gelsolin References indicate additional experimental evidence for redox-activity. Conformations are only quoted for high resolution structures. 8 N. L. Haworth, L. L. Feng, M. A. Wouters 3.3. Conformations adopted by CSDs By examining the overlap between CSDs and various disulfide conformations, we wish to address whether the high torsional energy of a CSD is sufficient to confer redox activity or whether other factors, such as the presence of the CSD in a strained β-sheet environment, are required. Harrison & Sternberg suggested a one-to-one correspondence between the right-handed staple conformation and disulfides straddling antiparallel βstrands in the non-H-bonded or “wide” position.6,19,20 They used the term right-handed staple synonymously for both the conformation and the secondary structure motif. Our studies indicate, however, that not all CSDs assume the right-handed staple conformation and not all right-handed staples are CSDs (Figure 5A). Our results indicate that around 93% of the 1135 CSDs in our database assume the right-handed staple conformation.15 It is therefore necessary to differentiate between the conformation (right-handed staple) and the motif, which we have dubbed the cross-strand disulfide (CSD). The CSDs in our database are also seen to adopt the lower energy righthanded G-+T conformation (2.4%), the left-handed G+-T conformation (1.2%) and the higher energy left-handed skew-hook conformation (1.8%). Five structures were seen for both the right-handed G++T and left-handed hook conformations and three structures were also found to be in the very high energy left-handed staple conformation. CSDs in the left-handed skew hook conformation are predominantly found in parallel β-sheets. These are largely specific to xylanases. Amongst the right-handed staple disulfides which are not CSDs, there are three major groups. Firstly, disulfides between two strands which run roughly parallel to each other but are not in β conformation. These include the disulfides between Cys318 and Cys337 in influenza neuraminidases, Cys902 and Cys987 in golgi α-mannosidases and Cys176 and Cys209 in cellobiohydrolases. In the latter case, it appears that the two strands involved may have once formed part of a β-sheet but changes in the protein structure have forced one of the strands to break away. The second class includes disulfides in extremely weakly bound β-sheets, where the hydrogen bond strength is below the DSSP cutoffs, and also disulfides in sheets with very large β-bulges, for example, the disulfide between Cys6 and Cys12 in the methanol dehydrogenase light subunit. The final, and most interesting, class of right-handed staple disulfides which are not CSDs occur in plant peroxidase enzymes, a subset of heme-dependent class III plant peroxidases (SCOP b.b.bdc.b.b.group 4).13 This group includes the well known, commercially available, enzyme, horseradish peroxidase C. A vicinal i,i+5 disulfide between Cys44 to Cys49 occurs in the final loop of an α-helix, effectively terminating the helical structure. This same structural motif is also observed in glutathione reductase and related enzymes (where they adopt a left-handed staple conformation) and in a group of non-heme dependent peroxidases: the Prx Q-like enzymes.21 It is possible that the right-handed staple, Cys44-Cys49 disulfide in plant peroxidases may constitute a second redox centre in these proteins. Redox-active disulfides: Relationship between Cross-Strand Disulfides and Right-Handed Staples 9 Right-handed staples which are not CSDs are on average slightly lower in energy than other right-handed staple disulfides (12.8 ± 3.3 kJ mol-1 vs 13.7 ± 2.6 kJ mol-1 respectively). Fig. 5A. Relationship between right-handed staples and CSDs. 5B. The torsional energy distributions of CSDs in the three dominant conformations (anti-parallel right-handed staples, anti-parallel right-handed G-+Ts and parallel left-handed hooks) in comparison with the overall disulfide distribution. X-axis bins are labeled with the upper bound. The torsional energy distribution of CSDs in various conformations is shown in Figure 5B. The largest population of cross-strand disulfides belonged to the anti-parallel right-handed staple conformation, comprising 85% of all CSDs. Naturally, therefore, the anti-parallel right-handed staple and cross strand disulfide distributions are very similar, both being very narrow, with averages around 14 kJ mol -1 (13.7 ± 2.1 kJ mol-1 for antiparallel right-handed staples and 14.0 ± 3.7 kJ mol-1 for CSDs). Almost all structures in both these groups correspond to high-torsional-energy disulfides. A small number of CSDs are not HiTEDs; these are almost all disulfides in the G-+T conformation. This G-+T population had 28 members, some of which are, in fact, found to be high-torsionalenergy disulfides; the energy distribution is fairly wide, with an average of 10.9 ± 6.4 kJ mol-1. Parallel CSDs in the left-handed hook conformation are predominantly at the high 10 N. L. Haworth, L. L. Feng, M. A. Wouters torsional energy end of the spectrum (27 examples with an average energy of 20.1 ± 4.5 kJ mol-1). This distribution is bimodal, with the upper peak corresponding, in the most part, to the xylanase structures and the lower peak being produced by disulfides in the ADP forming ligase, MurD. The distribution suggests that on the basis of torsional energy alone, the left-handed hook conformation within a parallel CSD might be even more redox-active than the more common right-handed staple. No preference for particular high torsional conformations are discernable in Table 1 but these may become apparent when the experimental dataset expands and other variables are taken into account. 3.4. Conformational lability of CSDs Comparison of the structures of homologs and ensembles of NMR structures (eg. reference 22) has suggested there is conformational lability between left-handed and right-handed staple disulfides, although the lower energy right-handed staple conformation is generally more highly populated for homologous structures. We have therefore further investigated the NMR structures within the PDB which contain cross-strand disulfides. We found 93 cross-strand disulfides in 79 different protein structures, giving a total of 2004 different NMR models. 22 of the cross-strand disulfides adopted only one conformation, with 21 of these being always right-handed staples and one having only models in the left-handed staple conformation. 26 of the CSDs alternated between right- and left-handed staples and nine alternated between righthanded staples and left-handed hooks. 12 of the cross-strand disulfides were split between all three of these conformations (right- and left-handed staples and right-handed hooks). The remaining CSDs showed significant numbers of other less common conformations. There seemed to be no correlation between the protein type and the conformations adopted, with, for example, the disulfide between Cys37 and Cys47 in actinoxanthin-type domains showing up three of the four classes. Overall, 53% of the NMR models predicted the CSD to be in the right-handed staple conformation, 16% predicted a left-handed staple and 8% predicted a left-handed hook. 4% of the structures were in the right-handed G-+T conformation and 5% were lefthanded disulfides in a particularly high energy conformation, with one of 2 or 2’ close to 0 degrees. There were also a small number of models which predicted the right-handed hook, left-handed G+-T, left-handed skew hook and left-handed G--T conformations (2% each). We are currently investigating factors which might influence the adoption of one of these conformations over the others. 4. Conclusions In conclusion, both the right-handed staple conformation and the cross-strand disulfide motif were found to give rise to high-torsional-energy disulfides with the potential to be redox active. While there was a high degree of correlation between these two sets (93%), examples were seen of both right-handed staples which were not CSDs and CSDs which Redox-active disulfides: Relationship between Cross-Strand Disulfides and Right-Handed Staples 11 did not adopt the right-handed staple conformation. Amongst these structures, redox activity has only been reported for disulfides which are both right-handed staples and CSDs, however some right-handed staples which are not CSDs are seen in secondary structure motifs which have been associated with redox activity. These data suggest that any conformation associated with high torsional energies is potentially redox-active. A feature of the redox-active disulfides we have encountered thus far is that they occur within particular secondary structure motifs, such as CSDs in -sheets; or close in primary structure, such as i,i+3 disulfides in thioredoxins, or the i,i+5 disulfide in glutathione reductase. In many cases, hydrogen bonds seem to be involved in stabilizing the disulfide in its high energy conformation. In the case of CSDs, the constraining hydrogen bonds are part of the regular -sheet structure. Other variables likely to be important for disulfide bond redox activity include solvent accessibility and the electronic environment of the disulfide. Solvent accessibility is required to enable access by the reductant whether it be reactive oxygen species, glutathione or an exogeneous protein molecule. In some cases such as the engineered redox sensitive GFP, the disulfide always remains solvent accessible and such cases are straightforward to study. However in other cases the disulfide is normally protected from solvent and a conformational change is required to expose the disulfide for reduction. Examples include the CSD in influenza haemagglutinin, which is exposed during a pH-dependent conformational change;11 the CSD in CD4 which has been proposed to be solvent exposed by the process of domain swapping; and DsbD where a cap structure normally protects the disulfide. 1 Systematic approaches for dealing with these occult solvent accessible sites are necessary. The electronic environment around the CSD is also likely to influence redox processes. For example, during the oxidation process, electronic environments that lower the pKa of thiols enhance their reactivity. The helix-dipole effect and the effects of spatially conserved amides and basic amino acids are known to contribute to reactivity of the CSD in CDC25B.23 We are investigating the electronic environment surrounding CSDs using a computational chemistry approach. 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Naomi Haworth received her PhD in Theoretical Chemistry from the University of Sydney, Australia, in 2003. She was a postdoctoral research fellow at the University of Sydney from 2003 to 2004 where she investigated the thermochemistry of small calcium containing molecules. In 2004 she moved to the Computational Biology & Bioinformatics Program at the Victor Chang Cardiac Research Institute, Sydney, Australia, where she has been using both theoretical chemistry and bioinformatics techniques to investigate the stability of disulfide bonds. Lina Feng received her B. Engineering (computer) degree and M. Biomedical Engineering degree from University of New South Wales, Australia in 2004. She is currently in the Computational Biology & Bioinformatics Program at the Victor Chang Cardiac Research Institute, Sydney, Australia. Merridee Wouters is a Senior Research Scientist and Group Leader in the Computational Biology & Bioinformatics Program at the Victor Chang Cardiac Research Institute, Sydney, Australia. She obtained her PhD from the School of Physics, University of New South Wales (1996) based on a study of amino acid pair correlations in β-sheet. She is particularly interested in the study of proteins as machines.