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Generating quantitative models describing the sequence specificity of biological processes with the stabilized matrix method.

BACKGROUND: Many processes in molecular biology involve the recognition of short sequences of nucleic-or amino acids, such as the binding of immunogenic peptides to major histocompatibility complex (MHC) molecules. From experimental data, a model of the sequence specificity of these processes can be constructed, such as a sequence motif, a scoring matrix or an artificial neural network. The purpose of these models is two-fold. First, they can provide a summary of experimental results, allowing for a deeper understanding of the mechanisms involved in sequence recognition. Second, such models can be used to predict the experimental outcome for yet untested sequences. In the past we reported the development of a method to generate such models called the Stabilized Matrix Method (SMM). This method has been successfully applied to predicting peptide binding to MHC molecules, peptide transport by the transporter associated with antigen presentation (TAP) and proteasomal cleavage of protein sequences. RESULTS: Herein we report the implementation of the SMM algorithm as a publicly available software package. Specific features determining the type of problems the method is most appropriate for are discussed. Advantageous features of the package are: (1) the output generated is easy to interpret, (2) input and output are both quantitative, (3) specific computational strategies to handle experimental noise are built in, (4) the algorithm is designed to effectively handle bounded experimental data, (5) experimental data from randomized peptide libraries and conventional peptides can easily be combined, and (6) it is possible to incorporate pair interactions between positions of a sequence. CONCLUSION: Making the SMM method publicly available enables bioinformaticians and experimental biologists to easily access it, to compare its performance to other prediction methods, and to extend it to other applications.

Algorithms↗

Peptides identified through phage display direct immunogenic antigen to dendritic cells.

Dendritic cells (DC) play a critical role in adaptive immunity by presenting Ag, thereby priming naive T cells. Specific DC-binding peptides were identified using a phage display peptide library. DC-peptides were fused to hepatitis C virus nonstructural protein 3 (NS3) while preserving DC targeting selectivity and Ag immunogenicity. The NS3-DC-peptide fusion protein was efficiently presented to CD4+ and CD8+ T cells derived from hepatitis C virus-positive blood cells, inducing their activation and proliferation. This immunogenic fusion protein was significantly more potent than NS3 control fusion protein or NS3 alone. In chimeric NOD-SCID mice transplanted with human cells, DC-targeted NS3 primed naive CD4+ and CD8+ T cells for potent NS3-specific proliferation and cytokine secretion. The capacity of peptides to specifically target immunogenic Ags to DC may establish a novel strategy for vaccine development.

Animals↗

Determination of peptide substrate specificity for mu-calpain by a peptide library-based approach: the importance of primed side interactions.

Calpains are proteases that catalyze the limited cleavage of target proteins in response to Ca(2+) signaling. Because of their involvement in pathological conditions such as post-ischemic injury and Alzheimer and Parkinson disease, calpains form a class of pharmacologically significant targets for inhibition. We have determined the sequence preference for the hydrolysis of peptide substrates of the ubiquitous mu-calpain isoform by a peptide library-based approach using the proteolytic core of mu-calpain (muI-II). The approach, first described by Turk et al. (Turk, B. E., Huang, L. L., Piro, E. T., and Cantley, L. C. (2001) Nat. Biotechnol. 19, 661-667), involved the digestion of an N-terminally acetylated degenerate peptide library in conjunction with Edman sequencing to determine the specificity for residues found at primed positions. The cleavage consensus for these positions was then used to design a second, partially degenerate library, to determine specificity at unprimed positions. We have improved upon the original methodology by using a degenerate peptide dendrimer for determination of specificity at unprimed positions. By using this modified approach, the complete cleavage specificity profile for muI-II was determined for all positions flanking the cleaved peptide. A previously known preference of calpains for hydrophobic amino acids at unprimed positions was confirmed. In addition, a novel residue specificity for primed positions was revealed to highlight the importance of these sites for substrate recognition. The optimal primed site motif (MER) was shown to be capable of directing cleavage to a specific peptide bond. Accordingly, we designed a fluorescent resonance energy transfer-based substrate with optimal cleavage motifs on the primed and non-primed sides (PLFAER). The mu-calpain core shows a far greater turnover rate for our substrate than for those based on the cleavage site of alpha-spectrin or the proteolytic sequence consensus compiled from substrate alignments.

Acetylation↗

Peptide mimotopes of oncoproteins as therapeutic agents in breast cancer.

Generation of an immune response to oncoproteins can lead to a cancer specific protective immunity. Several such oncoproteins are being examined as tumor targets with mixed results. We are evaluating the clinical utility of synthetic peptides that would mimic the antigen immunologically and elicit a tumor specific immune response. HER-2/neu, an oncoprotein whose expression in breast cancer is associated with poor prognosis, lower disease free-survival and a propensity for metastases was chosen as a model. Antibodies, Ab2, Ab4 and Ab5 directed towards the extracellular domain of HER-2/neu were reacted to peptides from two synthetic phage display peptide libraries, LX-8 (12-mer peptide library containing disulfide bridge) and X-15 (linear 15-mer). The isolated peptides were sequenced and characterized for ability to produce high titer antibodies and cross-reactivity. The peptides isolated did not show any sequence homology to protein databases but did show a hierarchy of immunogenic epitopes. Antibodies generated against peptides selected against the same antibody Ab2 or Ab4 showed affinity variation. Phages selected against Ab2 were also able to compete with binding of Ab2 to HER-2/neu. These results validate our hypothesis that synthetic peptides that mimic the antigenic epitope of oncoprotein can be generated and their clinical utility rests on devising a screening mechanism to identify peptides that can elicit an immune response directed to the oncoprotein and if possible its antigenic variants.

Animals↗

Antigenic and immunogenic phage displayed mimotopes as substitute antigens: applications and limitations.

The most exciting potential of phage displayed peptide libraries is to obtain small peptide molecules that mimic an antigen, at least with respect to a particular epitope. In addition to their interest as research tools, such mimotopes could in principle be useful as diagnostic tools or for eliciting antibodies to a predefined epitope. However, the reduction of the phage insert sequence to a short peptide that can compete with the antigenic and in particular with the immunogenic properties of the natural antigen faces considerable difficulties. This review assesses critically the antigenicity of phage displayed peptides as free peptides and in different molecular environments. The difficulties to use mimotopes to induce antibodies that bind to the natural antigen (crossreactive immunogenicity) and the considerable discrepancy between antigenicity and immunogenicity of phage-derived peptides are discussed. Peptides selected with antibodies from phage displayed random peptide libraries have raised considerable expectations as low molecular weight substitutes of the natural antigen. This review will focus on the results of phage displayed random peptide libraries screened with antibodies specific for proteins, carbohydrates and nucleic acids and critically examine how the above expectations have been met.

Antigens↗

Use of Caco-2 cells and LC/MS/MS to screen a peptide combinatorial library for permeable structures.

The transepithelial transport of a synthetic peptide combinatorial library containing 375,000 individual peptides was assessed using Caco-2 cell monolayers in order to screen for permeability and deliverability. A series of 150 pools, each containing 2500 tripeptide sequences, were applied to the apical side of Caco-2 monolayers. Basolateral side samples were collected after 4 h and screened by capillary high-pressure liquid chromatography. The majority of pools showed no permeable species, due to low solubility, limited permeability and extensive metabolism. Several pools contained permeable structure, and transport proved reproducible with passage number and time. Permeable structures were identified by liquid chromatography/mass spectrometry/mass spectrometry (LC/MS/MS). To discriminate between isobaric structures, several tripeptides were resynthesized and tested as discrete compounds. For example, 1-2% D-Phe-D-Ala-D-Ser-OH was transported across the Caco-2 cell monolayer with a Papp value of 0.35-0.69 x 10(-6) cm/s, which is comparable with the permeability of amino acids (Leu, Papp = 0.30 x 10(-6) cm/s) and dipeptides (L-Val-L-Val, Papp = 0.18 x 10(-6) cm/s) (Lennernas, H., Palm, K., Fagerholm, U., Artursson, P., 1996. Comparison between active and passive drug transport in human intestinal epithelial (Caco-2) cells in vitro and human jejunum in vivo. Int. J. Pharm. 127, 103-107; Tamura, K., Bhatnagar, P.K., Takata, J.S., Lee, C.P., Smith, P.L., Borchardt, R.T., 1996. Metabolism, uptake, and transepithelial transport of the diastereomers of Val-Val in the human intestinal cell line Caco-2. Pharm. Res. 13, 1213-1218). These studies demonstrate the techniques used to screen combinatorial libraries for permeability across Caco-2 cells and structurally identify the resulting compounds. Such methodology can be of importance in the achievement of structure-permeability relationships, useful in the design of pharmaceutically bioavailable drugs.

Administration, Oral↗

Utilization of multiple phage display libraries for the identification of dissimilar peptide motifs that bind to a B7-1 monoclonal antibody.

Seven random peptide libraries (two displaying linear peptides and five displaying cysteine-constrained peptides) were constructed as gene III fusion proteins of the bacteriophage fd-tet. These libraries were used to screen a blocking monoclonal antibody raised against B7-1 (CD80), a human cell surface antigen that binds two T cell receptors, CD28 and CTLA-4. After three rounds of screening against the immobilized antibody, 1000-fold enrichment was observed in libraries displaying both linear and cysteine-constrained peptides. DNA sequencing of the enriched phage revealed two distinct consensus sequences: HXG(A/Y)XH and DVCXXGGPGC. Phage expressing these consensus sequences bound to L307.4 but not to an isotype matched antibody, indicating that binding was antibody specific. Synthetic peptides corresponding to both motifs inhibited phage binding to L307.4, indicating that the gene III protein is not required for peptide binding. In addition, the cyclized forms of synthetic peptides containing the DVCXXGGPGC motif were capable of inhibiting L307.4 binding to soluble B7-1/Fc fusion. Moreover, phage expressing only the HXG(A/Y)XH consensus sequence were inhibited from binding to L307.4 by the presence of chelating agents. These results indicate that the framework within which the peptide is presented on the surface of the phage may allow the identification of unique peptide motifs with distinct binding characteristics. These peptide motifs could be used for the design of peptidomimetics with therapeutic applications if they inhibit the binding of B7-1 to its T cell receptors.

Amino Acid Sequence↗

The use of soluble synthetic peptide combinatorial libraries to determine antigen recognition of T cells.

T cells identify by their T-cell receptor (TCR) short peptides in the context of major histocompatibility complex (MHC) molecules. The interaction of the trimolecular complex composed of the TCR and MHC bound peptide was extensively studied using substitution analogs of the original peptide ligands to define those residues important for T-cell recognition in the peptide chain. This approach has led to the observation that T-cell recognition is highly flexible and that many different peptides can be recognized by an individual TCR. Others and we have recently introduced synthetic peptide combinatorial libraries (SCL) to investigate T-cell recognition. Here we review the SCL-based approaches and describe our current techniques for mapping TCR motifs for CD4+ T cells. The implications of our findings for the understanding of T-cell recognition, as well as for future applications to study T-cell responses in infectious diseases, autoimmune disorders and cancer are discussed.

Amino Acid Sequence↗

Selection of peptides binding to the amyloid b-protein reveals potential inhibitors of amyloid formation.

Alzheimer's disease (AD) is a neurodegenerative disorder characterized by extracellular amyloid plaques, cerebrovascular amyloid deposits, intracellular neurofibrillary tangles, and neuronal loss. Amyloid deposits are composed of insoluble fibers of a 39-43 amino acid peptide named the amyloid beta-protein (A beta). Neuropathological and genetic studies provide strong evidence of a key role for A beta amyloidosis in the pathogenesis of AD. Therefore, an obvious pharmacological target for treatment of AD is the inhibition of amyloid growth and/or inhibition of amyloid function. We took an unbiased approach to generate new inhibitors of amyloid formation by screening a FliTrx combinatorial peptide library for A beta binding peptides and identified four groups of peptides with different A beta binding motifs. In addition, we designed and examined peptides mimicking the A beta binding domain of transthyretin (TTR). Our results showed that A beta binding peptides selected from FliTrx peptide library and from TTR-peptide analogs are capable of inhibiting A beta aggregation and A beta deposition in vitro. These properties demonstrate that binding of selected peptides to the amyloid beta-protein may provide potent therapeutic compounds for the treatment AD.

Alzheimer Disease↗

Synthesis of oligopeptide and peptidomimetic libraries.

The elaboration of peptide libraries prepared by either chemical or biological methods in a format useful for discovery of peptides with specific biological activities was first introduced in the 1980s. A virtual explosion of activity in this area has occurred recently, and the basic approaches have been applied to a wide variety of chemistries and for all manner of biological, chemical and physical targets. Recent advances include new synthetic methodologies, new analytical methods, new design methods and new assay procedures.

Bacteriophages↗

Targeting urothelium: ex vivo assay standardization and selection of internalizing ligands.

PURPOSE: With the goal of targeting the human bladder using phage display technology we designed and tested a tissue binding assay on intact urothelium ex vivo. This approach may form the molecular basis for clinical development of peptide or peptidomimetic guided intravesical compounds. MATERIALS AND METHODS: We screened 2 phage display random peptide libraries on human urothelium. Select peptides were tested for their binding ability to human urothelium, 2 human transitional cell carcinoma cell lines and a nontransitional cell carcinoma cell line. Next we standardized an ex vivo binding assay, validated binding of selected phage to whole urothelium, and evaluated whether receptor mediated internalization into urothelium derived cells occurred. Finally we tested if the presence of the glycosaminoglycan layer had any effect on the binding of the urothelium targeted phage. RESULTS: Phage selected and recovered in the screening were isolated and sequenced. Displayed peptide sequences were searched against online protein databases. Five classes of peptide motifs were characterized based on their ability to bind to normal urothelium but not to control cell lines. Remarkable consistency and reproducibility were observed in the ex vivo binding assays. Two classes of peptide motifs sharing the sequence Ile/Leu-Ser-Gly-Leu bound to normal urothelium and to 2 transitional cell carcinoma cells but not to nontransitional cell carcinoma cells in a glycosaminoglycan independent manner and mediated internalization into cells of urothelial origin. CONCLUSIONS: We introduce a strategy for screening combinatorial peptide libraries on bladder mucosa, a standard model for ex vivo intact urothelium binding assays and a panel of urothelium binding peptides that may be suitable for translation into targeted intravesical therapy applications.

Carcinoma, Transitional Cell↗

Optimization of the synthesis of peptide combinatorial libraries using a one-pot method.

Conditions for the synthesis of synthetic peptide combinatorial libraries (SPCLs) from mixtures of amino acids were explored. In a one-pot synthesis, the effect of the starting concentrations of amino acids on the resulting library composition was studied, and the optimum balance of amino acids was determined. Protein sequencing, MALDI-TOF, and amino acid analysis were used for the evaluation of the libraries, and their relative merits-are discussed. The effects of continuous-flow automated synthesis instrumentation in conjunction with polyethylene glycol-polystyrene (PEG-PS) graft supports and various cleavage cocktails on the successful synthesis of SPCLs were examined.

Amino Acids↗

Enhanced detection of viral hemorrhagic septicemia virus (a salmonid rhabdovirus) by pretreatment of the virus with a combinatorial library-selected peptide.

A 17-mer peptide (SAAEASAKATAEATAKG, p5) was selected by screening a combinatorial library for its ability to enhance in vitro the infectivity of viral hemorrhagic septicemia virus (VHSV), a salmonid rhabdovirus. Preincubation of VHSV samples with p5 at micromolar concentrations led to up to 5-fold increase of viral titers compared to untreated samples, as measured by a 1-day post-infection immunochemical focus assay. Treatment with p5 also increased VHSV titers when using the more traditional plaque and end-point dilution assays. Preincubation of p5 with infectious hematopoietic necrosis virus (another rhabdovirus of salmonids), but not with infectious pancreatic necrosis virus (birnavirus) also led to a similar increase in sensitivity. These results indicate that the addition of p5 may be used to improve the sensitivity of diagnostic tests for salmonid rhabdoviruses.

Amino Acid Sequence↗

Quantitative codon optimisation of DNA libraries encoding sub-random peptides: design and characterisation of a novel library encoding transmembrane domain peptides.

Codons for amino acids sharing similar chemical properties seem to cluster on the genetic codon table. Such a geographical distribution of the codons was exploited to create chemically synthesised DNA that encodes peptide libraries containing only a subset of the 20 natural amino acids. The frequency of each amino acid in the subset was further optimised by quantitatively manipulating the ratio of the four phosphoamidites during chemical synthesis of the libraries. Peptides encoded by such libraries show a reduced complexity and could be enriched in peptides of a desired property, which are thus more suitable when screening for functional peptides. Proof of concept for the codon-biased design of peptide libraries was shown by design, synthesis, and characterisation of a transmembrane peptide library that contains >80% transmembrane peptides, representing a 160-fold enrichment compared with a fully randomised library.

Amino Acid Sequence↗

Transcriptional transactivation by selected short random peptides attached to lexA-GFP fusion proteins.

BACKGROUND: Transcriptional transactivation is a process with remarkable tolerance for sequence diversity and structural geometry. In studies of the features that constitute transactivating functions, acidity has remained one of the most common characteristics observed among native activation domains and activator peptides. RESULTS: We performed a deliberate search of random peptide libraries for peptides capable of conferring transcriptional transactivation on the lexA DNA binding domain. Two libraries, one composed of C-terminal fusions, the other of peptide insertions within the green fluorescent protein structure, were used. We show that (i) peptide sequences other than C-terminal fusions can confer transactivation; (ii) though acidic activator peptides are more common, charge neutral and basic peptides can function as activators; and (iii) peptides as short as 11 amino acids behave in a modular fashion. CONCLUSIONS: These results support the recruitment model of transcriptional activation and, combined with other studies, suggest the possibility of using activator peptides in a variety of applications, including drug development work.

Journal Article↗

[Bio-panning of antagonistic peptides against HAb18G/CD147 and their function of anti-hepatoma invasion].

OBJECTIVE: To screen out the HAb18G/CD147 binding peptides and find out an antagonist against hepatoma invasion. METHODS: HAb18G/CD147 was purified by affinity chromatographic method and the antigen binding peptides acquired by bio-panning a phage-displayed 12-peptide library. After obtaining the sequence of the selected phage-displayed peptides, all the 9 peptides were synthesized by solid-phase method and identified by mass spectrograph. The peptides' anti-metastatic function was tested by Boyden Chamber assay. RESULTS: The purified HAb18G/CD147, identified by Western blot (molecular weight about 65 kd) could be used to bio-pan the phage-displayed peptide library. After 3 rounds of bio-panning, 9 positive phage clones were selected and sequenced. The synthesized peptides had uneven inhibitory activities and three of them were able to markedly inhibit the hepatoma cell invasion (P < 0.01). The most effective peptide decreased by 90.1% of hepatoma cells migrating through the Boyden Chamber membrane as compared with the control. CONCLUSION: Bio-panning the phage-displayed peptide library can be used successfully to screen out the antigen binding peptides. Hepatoma metastatic potential can be inhibited by peptide antagonist which could be a good foundation of developing peptide therapeutic agent against hepatoma metastasis.

Animals↗

The use of a combinatorial library method to isolate human tumor cell adhesion peptides.

Tumor cell progression is dependent in part on the successful adhesive interactions of the cells with the extracellular matrix. In this study, a new approach is described to isolate linear peptide ligand candidates involved in cellular adhesion. A synthetic combinatorial peptide library based on the 'one-bead-one-peptide' concept was incubated with live human prostate cancer cells for 90 min at 37 degrees C. The peptide bead coated with a monolayer of cells was then isolated for microsequencing. The DU145 (DU-H) cells were chosen since they have been previously characterized as containing elevated levels of a laminin receptor for cell adhesion, the alpha 6 beta 1 integrin on the cell surface. The use of a function-blocking antibody (GoH3) allows for the detection of peptides which are alpha 6-specific ligand candidates. From two different libraries (linear 9-mer and 11-mer) of a total of 1,500,000 beads, 68 peptide beads containing attached cells were isolated. These positive beads were then retested to determine the ability of the GoH3 antibody to block binding of the cells to the peptide beads. The alpha 6 integrin candidate peptide beads (five in total) were recovered and two of the beads were microsequenced. These two peptides, RU-1 (LNIVS-VNGRHX) and RX-1 (DNRIRLQAKXX), resemble the previously reported active peptide sequences (GD-2 and AG-73) from native laminin. The RU-1, RX-1 and AG-73 peptides were tested for their ability to support cell attachment and to bind the cell surface of DU-H prostate carcinoma cells in suspension using fluorescence-activated cell-sorting (FACS) analysis. Both RU-1 and AG-73 peptides supported cellular attachment within 1 h. In contrast, after 1 h, EHS laminin supported both cellular attachment and spreading. The RX-1 peptide exhibited only weak binding to the DU-H prostate carcinoma cells. FACS analysis indicated that AG-73 peptide attached to tumor cell surfaces over a range of concentrations, whereas the RU-1 peptide showed a homogeneous concentration required for attachment. The described strategy for screening a random peptide library offers three advantages: (i) ligands for conformationally sensitive receptors of adhesion can be isolated using live cells; (ii) specific binding can be selected for using function-blocking antibodies; and (iii) peptides supporting adhesion independent of spreading properties can be distinguished. In principle, specific adhesive peptides without prior knowledge of the sequence could be isolated for any epithelial cell surface receptor for which a function-blocking reagent is available.

Antigens, CD↗

Hyaluronan-binding motif identified by panning a random peptide display library.

The glycosaminoglycan hyaluronan (HA) is involved in a variety of functions such as cell migration, adhesion, activation of intracellular signaling, metastasis, inflammation and wound repair. These functions of HA are mediated via HA-binding proteins (HABPs). To derive details of the HA-binding site in HABPs, here, we panned a random peptide display library expressed on the E. coli flagellin protein using HA-coated plates. Using this random peptide display library, 40 positive clones were obtained and the nucleotide sequences were determined. As a result, an Arg-Arg sequence, in addition to the known B-X7-B motif, was found to bind to HA. A binding experiment using the IAsys resonant mirror biosensor verified that a peptide containing an Arg-Arg sequence binds to HA.

Amino Acid Motifs↗