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PubMed2003

Protein structure prediction via combinatorial assembly of sub-structural units.

Following the hierarchical nature of protein folding, we propose a three-stage scheme for the prediction of a protein structure from its sequence. First, the sequence is cut to fragments that are each assigned a structure. Second, the assigned structures are combinatorially assembled to form the overall 3D organization. Third, highly ranked predicted arrangements are completed and refined. This work focuses on the second stage of this scheme: the combinatorial assembly. We present CombDock, a combinatorial docking algorithm. CombDock gets an ordered set of protein sub-structures and predicts the inter-contacts that define their overall organization. We reduce the combinatorial assembly to a graph-theory problem, and give a heuristic polynomial solution to this computationally hard problem. We applied CombDock to various examples of structural units of two types: protein domains and building blocks, which are relatively stable sub-structures of domains. Moreover, we tested CombDock using increasingly distorted input, where the native structural units were replaced by similarly folded units extracted from homologous proteins and, in the more difficult cases, from globally unrelated proteins. The algorithm is robust, showing low sensitivity to input distortion. This suggests that CombDock is a useful tool in protein structure prediction that may be applied to large target proteins.

Algorithms↗

PubMed2006

Crystal structures of two peptide-HLA-B*1501 complexes; structural characterization of the HLA-B62 supertype.

MHC class I molecules govern human cytotoxic T cell responses. Their specificity determines which peptides they sample from the intracellular protein environment and then present to human cytotoxic T cells. More than 1100 different MHC class I proteins have been found in human populations and it would be a major undertaking to address each of these specificities individually. Based upon their peptide binding specificity, they are currently subdivided into 12 supertypes. Several of these HLA supertypes have not yet been described at the structural level. To support a comprehensive understanding of human immune responses, the structure of at least one member of each supertype should be determined. Here, the structures of two immunogenic peptide-HLA-B*1501 complexes are described. The structure of HLA-B*1501 in complex with a peptide (LEKARGSTY, corresponding to positions 274-282 in the Epstein-Barr virus nuclear antigen-3A) was determined to 2.3 A resolution. The structure of HLA-B*1501 in complex with a peptide (ILGPPGSVY) derived from human ubiquitin-conjugating enzyme-E2 corresponding to positions 91-99 was solved to 1.8 A resolution. Mutual comparisons of these two structures with structures from other HLA supertypes define and explain the specificity of the P2 and P9 peptide anchor preferences in the B62 HLA supertype. The P2 peptide residue binds to the B-pocket in HLA-B*1501. This pocket is relatively large because of the small Ser67 residue located at the bottom. The peptide proximal part of the B-pocket is hydrophobic, which is consistent with P2 anchor residue preference for Leu. The specificity of the B-pocket is determined by the Met45, Ile66 and Ser67 residues. The apex of the B-pocket is hydrophilic because of the Ser67 residue. The P9 peptide residue binds to the F-pocket in HLA-B*1501. The residues most important for the specificity of this pocket are Tyr74, Leu81, Leu95, Tyr123 and Trp147. These residues create a hydrophobic interior in the F-pocket and their spatial arrangement makes the pocket capable of containing large, bulky peptide side chains. Ser116 is located at the bottom of the F-pocket and makes the bottom of this pocket hydrophilic. Ser116, may act as a hydrogen-bonding partner and as such is a perfect place for binding of a Tyr9 peptide residue. Thus, based on structure information it is now possible to explain the peptide sequence specificity of HLA-B*1501 as previously determined by peptide binding and pool sequencing experiments.

Binding Sites↗

PubMed2000

The 2.0 A structure of bovine interferon-gamma; assessment of the structural differences between species.

The structure of bovine interferon-gamma (IFN-gamma) was determined by multiple isomorphous replacement at 2.0 A resolution. Bovine IFN-gamma crystallizes in two related crystal forms. Crystal form 1 diffracts to 2.9 A resolution and is reproducible and stable to derivatization. Crystal form 2 diffracts to 2.0 A resolution, but shows significant non-isomorphism from crystal to crystal. The previously determined structures of several different species of INF-gamma were either at too low a resolution [human, 1hig; Ealick et al. (1991), Science, 252, 698-702] or were too inaccurate [bovine, 1rfb; Samudzi & Rubin (1993), Acta Cryst. D49(6), 505-512; rabbit, 2rig; Samudzi et al. (1991), J. Biol. Chem. 266(32), 21791-21797] for the structure to be solved by molecular replacement. The structure was solved in crystal form 1 using two derivatives produced by chemically modifying two free cysteine residues that were introduced by site-directed mutagenesis (Ser30Cys, Asn59Cys). After model building and refinement, the final R value was 21.8% (R(free) = 30.9%) for all data in the resolution range 8.0-2.9 A. The crystal form 1 structure was then used as a molecular-replacement model for crystal form 2 data collected from a flash-cooled crystal. Subsequent model building and refinement, using all data in the resolution range 15.0-2.0 A, gave an R value of 19.7% and an R(free) of 27.5%. Pairwise comparison of C(alpha) positions of bovine IFN-gamma (BOV) and the previously determined 1rfb and 2rig structures indicated some significant differences in the models (r.m.s.d. values for BOV to 1rfb, 4.3 A; BOV to 2rig, 4.0 A). An assessment of the quality of the structures was made using the 3D-1D algorithm [Eisenberg et al. (1992), Faraday Discuss. 93, 25-34]. The resulting statistical scoring indicated that BOV was consistent with expected criteria for a 2.0 A structure, whereas both 1rfb and 2rig fell below acceptable criteria.

Amino Acid Sequence↗

PubMed2006

Nogo goes in the pure water: solution structure of Nogo-60 and design of the structured and buffer-soluble Nogo-54 for enhancing CNS regeneration.

The inability to determine the structure of the buffer-insoluble Nogo extracellular domain retarded further design of Nogo receptor (NgR) antagonists to treat CNS axonal injuries. Very surprisingly, we recently discovered that Nogo-60 was soluble and structured in salt-free water, thus allowing the determination of the first Nogo structure by heteronuclear NMR spectroscopy. Nogo-60 adopts an unusual helical structure with the N- and C-terminal helices connected by a long middle helix. While the N-helix has no contact with the rest of the molecule, the C-helix flips back to pack against the 20-residue middle helix. This packing appears to trigger the formation of the stable Nogo-60 structure because Nogo-40 with the last helix truncated is unstructured. The Nogo-60 structure offered us rationales for further design of the structured and buffer-soluble Nogo-54, which may be used as a novel NgR antagonist. Furthermore, our discovery may imply a general solution to solubilizing a category of buffer-insoluble proteins for urgent structural investigations.

Animals↗

PubMed1996

The human immunodeficiency virus type 1 5' packaging signal structure affects translation but does not function as an internal ribosome entry site structure.

The role of the RNA secondary structure in the 5' packaging signal region of human immunodeficiency virus type 1 (HIV-1) in initiating translation of gag mRNA has been investigated both in vitro and in the presence of cellular cofactors in vivo. Heat denaturation of the structure and mutagenic deletion both lead to an increase in levels of translated products, indicating that the structure is a significant inhibitor of translation. The proximity of the gag AUG to the packaging signal structure suggested that it might function as an internal ribosome entry site. However, in both a cell-free system and eukaryotic cells, translation will initiate at a novel upstream initiation codon introduced within the 5' noncoding region. This codon is utilized exclusively, resulting in gag protein products with an extra 11 amino acids at the amino terminus, which, when expressed in T lymphocytes, are confined intracellularly, probably because of the lack of an N-terminal glycine myristoylation signal. Deletion of the secondary structure abolishes gag production even in the presence of tat and rev in trans. Using dicistronic constructs containing the HIV-1 5' leader cloned between two heterologous open reading frames, we were unable to detect any significant expression of the second open reading frame that would have been supportive of an internal ribosome entry site mechanism. Using mutant proviruses either lacking the entire packaging signal structure region or containing the introduced upstream initiation codon in long-term replication studies, we were unable to detect reverse transcriptase activity in culture supernatants. The 5' packaging signal structure of HIV-1 does not serve as an internal ribosome entry site. The translation of gag is consistent with ribosomal scanning. However, the packaging signal structure causes significant translational inhibition.

Amino Acid Sequence↗

PubMed2006

Structure determination of a new protein from backbone-centered NMR data and NMR-assisted structure prediction.

Targeting of proteins for structure determination in structural genomic programs often includes the use of threading and fold recognition methods to exclude proteins belonging to well-populated fold families, but such methods can still fail to recognize preexisting folds. The authors illustrate here a method in which limited amounts of structural data are used to improve an initial homology search and the data are subsequently used to produce a structure by data-constrained refinement of an identified structural template. The data used are primarily NMR-based residual dipolar couplings, but they also include additional chemical shift and backbone-nuclear Overhauser effect data. Using this methodology, a backbone structure was efficiently produced for a 10 kDa protein (PF1455) from Pyrococcus furiosus. Its relationship to existing structures and its probable function are discussed.

Archaeal Proteins↗

PubMed1995

Three-dimensional solution structure of bombyxin-II an insulin-like peptide of the silkmoth Bombyx mori: structural comparison with insulin and relaxin.

The three-dimensional solution structure of bombyxin-II, an insulin-like two-chain peptide produced by the brain of the silkworm Bombyx mori, has been determined by simulated annealing calculations based on 535 distance constraints and 24 torsion-angle constraints derived from NMR data and three distance constraints of the disulfide bonds. To our knowledge, this is the first three-dimensional structure determined for an invertebrate insulin-related peptide. The root-mean-square deviations between the best 10 structures and the mean structure are 0.58(+/- 0.15) A for the backbone heavy atoms (N, C alpha, C) and 1.03(+/- 0.18) A for all non-hydrogen atom if less well-defined N and C termini (A1, A20, B(-2) to B4 and B23 to B25) are excluded. The overall main-chain structure of bombyxin-II is similar to that of insulin. However, there are significant conformational and functional differences in their B-chain C-terminal parts. The B-chain C-terminal part of bombyxin-II adopts an extension of the B-chain central helix like that of relaxin and is not required for bombyxin activity, while the corresponding part of insulin adopts a sharp turn and a beta-strand and is essential for insulin activity. This structure demonstrates that bombyxin-II is more closely related to relaxin than to insulin, and suggests that insulin might have evolved the additional receptor-recognition site in the B-chain C-terminal beta-strand to distinguish itself from bombyxin and relaxin. The structure of bombyxin-II thus provides novel insights into the receptor recognition and divergent molecular evolution of insulin-superfamily peptides.

Amino Acid Sequence↗

PubMed2000

"Open" structures of MurD: domain movements and structural similarities with folylpolyglutamate synthetase.

UDP-N-acetylmuramoyl-l-alanine:d-glutamate (MurD) ligase catalyses the addition of d-glutamate to the nucleotide precursor UDP-N-acetylmuramoyl-l-alanine (UMA). The crystal structures of Escherichia coli in the substrate-free form and MurD complexed with UMA have been determined at 2.4 A and 1.88 A resolution, respectively. The MurD structure comprises three domains each of a topology reminiscent of nucleotide-binding folds. In the two structures the C-terminal domain undergoes a large rigid-body rotation away from the N-terminal and central domains. These two "open" structures were compared with the four published "closed" structures of MurD. In addition the comparison reveals which regions are affected by the binding of UMA, ATP and d-Glu. Also we compare and discuss two structurally characterized enzymes which belong to the same ligase superfamily: MurD and folylpolyglutamate synthetase (FGS). The analysis allows the identification of key residues involved in the reaction mechanism of FGS. The determination of the two "open" conformation structures represents a new step towards the complete elucidation of the enzymatic mechanism of the MurD ligase.

Adenosine Triphosphate↗

PubMed2004

Crystal structure of the regulatory subunit of archaeal initiation factor 2B (aIF2B) from hyperthermophilic archaeon Pyrococcus horikoshii OT3: a proposed structure of the regulatory subcomplex of eukaryotic IF2B.

Eukaryotic translation initiation factor 2B (eIF2B) is the guanine-nucleotide exchange factor for eukaryotic initiation factor 2 (eIF2). eIF2B is a heteropentameric protein composed of alpha- subunits. The alpha, beta, and delta subunits form a regulatory subcomplex, while the gamma and form a catalytic subcomplex. Archaea possess homologues of alpha, beta, and delta subunits of eIF2B. Here, we report the three-dimensional structure of an archaeal regulatory subunit (aIF2Balpha) from the hyperthermophilic archaeon Pyrococcus horikoshii OT3 determined by X-ray crystallography at 2.2A resolution. aIF2Balpha consists of two subdomains, an N-domain (residues 1-95) and a C-domain (residues 96-276), connected by a long alpha-helix (alpha5: 78-106). The N-domain contains a five helix bundle structure, while the C-domain folds into the alpha/beta structure, thus showing similarity to D-ribose-5-phosphate isomerase structure. The presence of two molecules in the crystallographic asymmetric unit and the gel filtration analysis suggest a dimeric structure of aIF2Balpha in solution, interacting with each other by C-domains. Furthermore, the crystallographic 3-fold symmetry generates a homohexameric structure of aIF2Balpha; the interaction is primarily mediated by the long alpha-helix at the N-domains. This structure suggests an architecture of the three subunits, alpha, beta, and delta, in the regulatory subcomplex within eIF2B.

Amino Acid Sequence↗

PubMed2001

The 2.7 A crystal structure of the activated FERM domain of moesin: an analysis of structural changes on activation.

Moesin binds to a large range of proteins through its N terminal FERM (band 4.1, ezrin, radixin, moesin) domain. In full-length moesin isolated from cells, this binding is masked by binding to the C-terminal domain of moesin (C-ERMAD). Activation takes place by phosphorylation of Thr 558 in the C-ERMAD, which releases the C-ERMAD. A recently determined crystal structure of a noncovalent complex of the FERM and C-ERMAD domains showed for the first time that the structure of the FERM domain consists of three subdomains, each of which is similar to known structures. The structure reported here also contains a unique 47-residue helix pointing away from the FERM domain at the start of the alpha domain, in agreement with secondary structure predictions. Removal of the C-ERMAD does not result in a huge rearrangement of the FERM domain, but comparison with the activated radixin structure shows a consistent set of small changes. Not surprisingly, the exposed C-ERMAD binding area interacts in crystal contacts. More interestingly, a negatively charged peptide binds to the inositol site in a crystal contact and causes a greater conformational change in the structure than inositol.

Amino Acid Sequence↗

PubMed2001

Structure of the tetraspanin main extracellular domain. A partially conserved fold with a structurally variable domain insertion.

The tetraspanin family of membrane glycoproteins is involved in the regulation of cellular development, proliferation, activation, and mobility. We have attempted to predict the structural features of the large extracellular domain of tetraspanins (EC2), which is very important in determining their functional specificity. The tetraspanin EC2 is composed of two subdomains: a conserved three-helix subdomain and a variable secondary structure subdomain inserted within the conserved subdomain. The occurrence of key disulphide bridges and other invariant residues leads to a conserved relative topology of both subdomains and also suggests a structural classification of tetraspanins. Using the CD81 EC2 structure as a template, the structures of two other EC2s were predicted by homology modeling and indicate a conserved shape, in which the variable subdomain is located at one side of the structure. The conserved and variable subdomains might contain sites that correspond, respectively, to common and specific interactions of tetraspanins. The tetraspanin EC2 seems to correspond to a new scheme of fold conservation/variability among proteins, namely the insertion of a structurally variable subdomain within an otherwise conserved fold.

Amino Acid Sequence↗

PubMed2006

The crystal and solution structures of glyceraldehyde-3-phosphate dehydrogenase reveal different quaternary structures.

The presence of an isoform of glyceraldehyde-3-phosphate dehydrogenase (kmGAPDH1p) associated with the cell wall of a flocculent strain of Kluyveromyces marxianus was the first report of a non-cytosolic localization of a glycolytic enzyme, but the mechanism by which the protein is transported to the cell surface is not known. To identify structural features that could account for the multiple localizations of the protein, the three-dimensional structure of kmGAPDH1p was determined by x-ray crystallography and small angle x-ray scattering. The x-ray crystallographic structure of kmGAPDH1p revealed a dimer, although all GAPDH homologs studied thus far have a tetrameric structure with 222 symmetry. Interestingly, the structure of kmGAPDH1p in solution revealed a tetramer with a 70 degrees tilt angle between the dimers. Moreover, the separation between the centers of the dimers composing the kmGAPDH1p tetramer diminished from 34 to 30 A upon NAD(+) binding, this latter value being similar to the observed in the crystallographic models of GAPDH homologs. The less compact structure of apo-kmGAPDH1p could already be the first image of the transition intermediate between the tetramer observed in solution and the dimeric form found in the crystal structure, which we postulate to exist in vivo because of the protein's multiple subcellular localizations in this yeast species.

Amino Acid Sequence↗

PubMed2005

Electrochemical survey: the effect of the cage size and structure on the electronic structures of a series of ytterbium metallofullerenes.

The electrochemical properties of a series of metallofullerenes with different cages, namely, Yb@C74(II), Yb@C76(I, II), Yb@C78, Yb@C80, Yb@C82(I, II, III), and Yb@C84(II, III, IV), have been systematically investigated by cyclic and differential pulse voltammetry experiments for the first time. This article discusses the electronic structures of these metallofullerenes based on the results from these experiments. From previous electrochemical work and the above discussion, it is concluded that the nondegenerate LUMO is a common characteristic of the electronic structures of the higher fullerenes and monometallofullerenes. In addition, the effect of the cage on the electronic structure and properties of the metallofullerene is estimated from the plot of the reduction potential versus the carbon number of the metallofullerene. This estimation shows that usually the electronic structure and properties of the metallofullerene vary with cage size and structure. The cage structure is of particular importance for determining the electronic structure and properties. Moreover, an explanation concerning the abundance and stability of C82-based trivalent monometallofullerenes is given from an electronic structural standpoint.

Journal Article↗

PubMed2005

Structural colors in nature: the role of regularity and irregularity in the structure.

Coloring in nature mostly comes from the inherent colors of materials, but it sometimes has a purely physical origin, such as diffraction or interference of light. The latter, called structural color or iridescence, has long been a problem of scientific interest. Recently, structural colors have attracted great interest because their applications have been rapidly progressing in many fields related to vision, such as the paint, automobile, cosmetics, and textile industries. As the research progresses, however, it has become clear that these colors are due to the presence of surprisingly minute microstructures, which are hardly attainable even by ultramodern nanotechnology. Fundamentally, most of the structural colors originate from basic optical processes represented by thin-film interference, multilayer interference, a diffraction grating effect, photonic crystals, light scattering, and so on. However, to enhance the perception of the eyes, natural creatures have produced various designs, in the course of evolution, to fulfill simultaneously high reflectivity in a specific wavelength range and the generation of diffusive light in a wide angular range. At a glance, these two characteristics seem to contradict each other in the usual optical sense, but these seemingly conflicting requirements are realized by combining appropriate amounts of regularity and irregularity of the structure. In this Review, we first explain the fundamental optical properties underlying the structural colors, and then survey these mysteries of nature from the viewpoint of regularity and irregularity of the structure. Finally, we propose a general principle of structural colors based on structural hierarchy and show their up-to-date applications.

Animals↗

PubMed2005

Comparison of sequence and structure-based datasets for nonredundant structural data mining.

Structural data mining studies attempt to deduce general principles of protein structure from solved structures deposited in the protein data bank (PDB). The entire database is unsuitable for such studies because it is not representative of the ensemble of protein folds. Given that novel folds continue to be unearthed, some folds are currently unrepresented in the PDB while other folds are overrepresented. Overrepresentation can easily be avoided by filtering the dataset. PDB_SELECT is a well-used representative subset of the PDB that has been deduced by sequence comparison. Specifically, structures with sequences that exhibit a pairwise sequence identity above a threshold value are weeded from the dataset. Although length criteria for pairwise alignments have a structural basis, this automated method of pruning is essentially sequence-based and runs into problems in the twilight zone, possibly resulting in some folds being overrepresented. The value-added structure databases SCOP and CATH are also a potential source of a nonredundant dataset. Here we compare the sequence-derived dataset PDB_SELECT with the structural databases SCOP (Structural Classification Of Proteins) and CATH (Class-Architecture-Topology-Homology). We show that some folds remain overrepresented in the PDB_SELECT dataset while other folds are not represented at all. However, SCOP and CATH also have their own problems such as the labor-intensiveness of the update process and the problem of determining whether all folds are equally or sufficiently distant. We discuss areas where further work is required.

Amino Acid Sequence↗

PubMed2006

A substitution matrix for structural alphabet based on structural alignment of homologous proteins and its applications.

Analysis of protein structures based on backbone structural patterns known as structural alphabets have been shown to be very useful. Among them, a set of 16 pentapeptide structural motifs known as protein blocks (PBs) has been identified and upon which backbone model of most protein structures can be built. PBs allows simplification of 3D space onto 1D space in the form of sequence of PBs. Here, for the first time, substitution probabilities of PBs in a large number of aligned homologous protein structures have been studied and are expressed as a simplified 16 x 16 substitution matrix. The matrix was validated by benchmarking how well it can align sequences of PBs rather like amino acid alignment to identify structurally equivalent regions in closely or distantly related proteins using dynamic programming approach. The alignment results obtained are very comparable to well established structure comparison methods like DALI and STAMP. Other interesting applications of the matrix have been investigated. We first show that, in variable regions between two superimposed homologous proteins, one can distinguish between local conformational differences and rigid-body displacement of a conserved motif by comparing the PBs and their substitution scores. Second, we demonstrate, with the example of aspartic proteinases, that PBs can be efficiently used to detect the lobe/domain flexibility in the multidomain proteins. Lastly, using protein kinase as an example, we identify regions of conformational variations and rigid body movements in the enzyme as it is changed to the active state from an inactive state.

Databases, Protein↗

PubMed1995

Mechanism of post-segregational killing: secondary structure analysis of the entire Hok mRNA from plasmid R1 suggests a fold-back structure that prevents translation and antisense RNA binding.

The hok/sok system of plasmid R1 mediates plasmid stabilization by killing of plasmid-free cells. The Hok mRNA is very stable and can be translated into Hok killer protein. Translation of the Hok mRNA is inhibited by the small unstable Sok antisense RNA. Translation of hok is coupled to an overlapping reading frame termed mok. Translation of mok is tightly regulated by Sok RNA, and Sok RNA thus regulates hok translation indirectly through mok. The rapid decay of Sok RNA explains the onset of Hok synthesis in newborn plasmid-free segregants. However, a second control level is superimposed on this simple induction scheme, since the full-length Hok mRNA was found to be translationally inactive whereas a 3'-end truncated version of it was active. We have therefore previously suggested, that the 3'-terminal region of the full-length Hok mRNA encodes an element which prevents its translation. This element was termed fbi (fold-back inhibition). Here we describe the in vitro secondary structure of the entire Hok mRNA. Our results suggest a closed structure in which the 3'-end of the full-length Hok mRNA folds back onto the translational initiation region of mok. This structure explains why full-length Hok mRNA is translationally silent. The proposed structure was further supported by results obtained using mutations in the 3'-end fbi element. These "structure closing" mutations affected the structure much further upstream in the mok translational initiation region and concomitantly prevented antisense RNA binding to the same region of the mRNA. These results lend further support to the induction model that explains onset of Hok mRNA translation in plasmid-free segregants. The most important regulatory element in this model is the FBI structure formed between the 3'-end and the mok translational initiation region. This structure renders Hok mRNA translationally inactive and prevents antisense RNA binding, thus allowing the accumulation of a pool of mRNA which, by slow 3'-end processing, is activated in plasmid-free segregants, eventually leading to the elimination of these cells.

Bacterial Proteins↗

PubMed1997

Sequence-specific local structural variations in solution structures of d(CGXX'CG)2 and d(CAXX'TG)2 self-complementary deoxyribonucleic acids.

In this study, the solution structures of eight self-complementary deoxyribonucleic acid molecules, d(CGXX'CG)2 and d(CAXX'TG)2 (where X = C, G, T or A and X' is complementary to X), have been determined using NMR interproton distances, endocyclic sugar torsion angles, backbone torsion angles and hydrogen bond constraints. Based on the structural data obtained in solution, a novel sequence-specific local structure function, sigma LS, composed of the sum of the contributions from the helix twist omega, base roll rho, base-pair slide delta delta and propeller twist omega, is introduced to describe their sequence-specific local structures. Sigma LS is found to produce an acceptable correlation (r = 0.96) with the relative local stability (delta G0 10) of a base-pair-step. This result demonstrates that in addition to the inter-strand purine-purine clashes, the base morphology of nearest-neighbor base-pairs is also important in defining the local geometry of base-pairs. Thus, in analyzing the base-pair structural parameter blocks of trimers are used as the basic unit whereas for the base-pair-step structural parameters, the basic unit is composed of blocks of tetramers. The omega LS-delta G(zero) 10 correlation is the first experimental evidence demonstrating the relationship between the relative local stabilities and the sequence-specific local structures of DNA duplexes. It also forms the basis for using the trimer-tetramer model for the prediction of sequence-specific local structures of deoxyribonucleic acid molecules.

Algorithms↗