Production and characterization of peptide antibodies

Proteins are effective immunogens for generation of antibodies. However, occasionally the native protein is known but not available for antibody production. In such cases synthetic peptides derived from the native protein are good alternatives for antibody production. These peptide antibodies are powerful tools in experimental biology and are easily produced to any peptide of choice. A widely used approach for production of peptide antibodies is to immunize animals with a synthetic peptide coupled to a carrier protein. Very important is the selection of the synthetic peptide, where factors such as structure, accessibility and amino acid composition are crucial. Since small peptides tend not to be immunogenic, it may be necessary to conjugate them to carrier proteins in order to enhance immune presentation. Several strategies for conjugation of peptide-carriers applied for immunization exist, including solid-phase peptide-carrier conjugation and peptide-carrier conjugation in solution. Upon immunization, adjuvants such as Al(OH)(3) are added together with the immunogenic peptide-carrier conjugate, which usually leads to high-titred antisera. Following immunization and peptide antibody purification, the antibodies are characterized based on their affinity or specificity. An efficient approach for characterization of peptide antibodies is epitope mapping using peptide based assays. This review describes standard solid-phase approaches for generation of peptide antibodies with special emphasis on peptide selection, generation of peptide conjugates for immunization and characterization of the resulting peptide antibodies.     

Priming immunization against cholera toxin and E. coli heat-labile toxin by a cholera toxin short peptide-beta-galactosidase hybrid synthesized in E. coli.

A synthetic oligodeoxynucleotide encoding for a small peptide was employed for the expression of this peptide in a form suitable for immunization. The encoded peptide, namely, the region 50-64 of the B subunit of cholera toxin (CTP3), had previously been identified as a relevant epitope of cholera toxin. Thus, multiple immunizations with its conjugate to a protein carrier led to an efficient neutralizing response against native cholera toxin. Immunization with the resulting fusion protein of CTP3 and beta-galactosidase, followed by a booster injection of a sub-immunizing amount (1 microgram) of cholera toxin, led to a substantial level of neutralizing antibodies against both cholera toxin and the heat-labile toxin of Escherichia coli.     

Intranasal immunization with a peptide conjugated to Salmonella flagellin induces both systemic and mucosal peptide‐specific antibody responses in mice

In this study, the mucosal adjuvant activity of Salmonella flagellin as a carrier in a conjugate of EXP153–rFliC was investigated. EXP153–rFliC was made by conjugation of a synthetic B‐cell epitope peptide derived from Plasmodium falciparum exported protein‐1(EXP153) to recombinant phase 1 flagellin of Salmonella enterica serovar Typhimurium expressed in Escherichia coli (rFliC), and used to immunize BALB/c mice via intranasal instillation. It was found that robust EXP153‐specific serum IgG antibodies were induced without additional adjuvant. EXP153‐specific sIgA antibodies were also induced, these being detected in bronchoalveolar, nasal, vaginal and intestinal washes. These observations demonstrate that Salmonella flagellin as a carrier is an effective mucosal adjuvant in that its conjugated peptide induces antibody responses.     

Induction of opsonic antibodies to the gamma-D-glutamic acid capsule of Bacillus anthracis by immunization with a synthetic peptide-carrier protein conjugate

The capsule of Bacillus anthracis, a polymer of gamma-D-glutamic acid, functions as a virulence determinant and is a poor immunogen. In this study we show that antibodies reactive with the B. anthracis capsule can be elicited in mice by immunization with a conjugate consisting of a synthetic gamma-D-glutamic acid nonamer peptide (gamma-D-glu9) covalently coupled to keyhole limpet hemocyanin. The serum response to gamma-D-glu9 was comprised primarily of IgG antibodies that recognized an epitope requiring a minimum of four gamma-linked D-glutamic acid residues. Antibodies to (gamma-D-glu9) bound to the surface of encapsulated B. anthracis cells and mediated opsonophagoctosis. These findings suggest that anti-capsular antibodies could mediate the clearance of vegetative B. anthracis cells in vivo. Thus, inclusion of an immunogenic capsular component as well as protective antigen in new anthrax vaccines would generate immune responses targeting both the bacteremic and toxigenic aspects of anthrax infection and thus may increase protective efficacy.     

A synthetic peptide analog of in silico-predicted immunogenic epitope unique to dengue virus serotype 2 NS1 antigen specifically binds immunoglobulin G antibodies raised in rabbits

Development of a serotyping-capable dengue detection test is hampered by the absence of an identified unique marker that can detect specific dengue virus (DENV) serotype. In the current commercially available antibody-capture diagnostic methods, immobilized nonstructural 1 (NS1) antigen indiscriminately binds and detects immunoglobulin M or immunoglobulin G against any serotype, thus limiting its capability to distinguish existing serotypes of dengue. Identification of dengue serotype is important because certain serotypes are associated with severe forms of dengue as well as dengue hemorrhagic fever. In this study, we aimed to identify an immunogenic epitope unique to DENV2 NS1 antigen and determine the binding specificity of its synthetic peptide mimotope to antibodies raised in animal models. Selection of a putative B-cell epitope from the reported DENV2 NS1 antigen was done using Kolaskar and Tongaonkar Antigenicity prediction, Emini surface accessibility prediction, and Parker hydrophilicity prediction available at the immune epitope database and analysis resource. Uniqueness of the B-cell epitope to DENV2 was analyzed by BLASTp. Immunogenicity of the synthetic peptide analog of the predicted immunogenic epitope was tested in rabbits. The binding specificity of the antibodies raised in animals and the synthetic peptide mimotope was tested by indirect ELISA. A synthetic peptide analog comprising the unique epitope of DENV2 located at the 170th–183rd position of DENV2 NS1 was found to be immunogenic in animal models. The antipeptide antibody produced in rabbits showed specific binding to the synthetic peptide mimotope of the predicted unique DENV2 NS1 immunogenic epitope.     

A complementary La/SSB epitope anchored to Sequential Oligopeptide Carrier regulates the anti-La/SSB response in immunized animals

Complementary peptide epitopes, derived from complementary RNA sequences, have been used for suppressing the autoimmune response in experimental autoimmune diseases as myasthenia gravis, allergic neuritis and allergic encephalomyelitis. Aiming at contributing to the development of a tool that could regulate the autoantibody production against La/SSB, which is the main target of autoantibodies in Sjogren's syndrome (SS) and systemic lupus erythematosus (SLE), the complementary epitope, cpep349-364, of the minor T/major B cell epitope of La/SSB, pep349-364, was utilized for the induction of neutralizing anti-cpep349-364 antibodies in rabbit immunizations. Complementary peptides were coupled to an artificial carrier, developed in our laboratory, in order to enhance the complementary potency of cpep349-364 and its counterpart. This carrier, named Sequential Oligopeptide Carrier, SOC(n), formed by the repeating tripeptide Lys-Aib-Gly, adopts helical conformation, which allows the anchored peptide epitopes to preserve their initial reactivity such as molecular recognition, antigenicity/immunogenicity. Our study provides proof of evidence of specific interactions between idiotypic (Id)/anti-idiotypic (anti-Id) antibodies generated in immunized animals by the sense epitope (conjugate I) of La/SSB and its complementary counterpart (conjugate II). It was also demonstrated that the Id/anti-Id association is specifically disrupted by adding either the sense epitope (conjugate I) or its complementary counterpart (conjugate II). A mutual neutralization of Id/anti-Id antibodies was observed in vivo, which implies that generation of anti-Id antibodies by immunization with the complementary La/SSB epitope could scavenge the anti-La/SSB response. Copyright (c) 2008 European Peptide Society and John Wiley & Sons, Ltd.     

Anti-acetylcholine receptor response achieved by immunization with a synthetic peptide from the receptor sequence

A synthetic peptide corresponding to the first twenty amino acids of the N-terminal region from the alpha-subunit of the Torpedo acetylcholine receptor cross reacts with antibodies to the receptor. A conjugate of this peptide to bovine serum albumin elicits in rabbits an immune response towards the synthetic peptide as well as towards the acetylcholine receptor. Blotting experiments demonstrate that the antipeptide antibodies react exclusively with the alpha-subunit of the acetylcholine receptor. Antibodies against synthetic peptides from various regions of the receptor sequence may provide useful reagents for structural and developmental analysis of the acetylcholine receptor as well as for the regulation of experimental autoimmune myasthenia gravis.     

Phosphate-Dependent Monoclonal Antibodies to Neurofilaments and Alzheimer Neurofibrillary Tangles Recognize a Synthetic Phosphopeptide

Five phosphate-dependent monoclonal antibodies to the neurofilament heavy polypeptide bound strongly to a phosphorylated synthetic peptide, which contains a single Lys-Ser-Pro sequence that occurs in human neurofilaments. Three of the antibodies label Alzheimer's disease neurofibrillary tangles and two do not, suggesting that in tangles an epitope similar to the peptide is available to some but not all of the antibodies. In addition, some antibodies were found to be more affected than others by enzymatic dephosphorylation of the antigen, but because all the antibodies bound the same synthetic phosphopeptide they do not bind to mutually exclusive phosphorylation sites. Instead the more phosphate-dependent antibodies might bind the phosphate group more directly, as suggested by their inhibition by inorganic phosphate and free phosphoserine.     

Delineation of a conserved B cell epitope on bonnet monkey (Macaca radiata) and human zona pellucida glycoprotein-B by monoclonal antibodies demonstrating inhibition of sperm-egg binding

To circumvent autoimmune oophoritis after immunization with zona pellucida (ZP) glycoproteins, synthetic peptides encompassing B cell epitope(s) and devoid of oophoritogenic T cell epitopes as immunogens have been proposed. In this study, bonnet monkey (Macaca radiata) ZP glycoprotein-B (bmZPB) was expressed as polyhistidine fusion protein in Escherichia coli. Rabbit polyclonal antibodies against recombinant bmZPB (r-bmZPB) significantly inhibited human sperm-oocyte binding. To map B cell epitopes on ZPB, a panel of 7 murine monoclonal antibodies (mAbs) was generated against r-bmZPB. All 7 mAbs, when tested in an indirect immunofluorescence assay, reacted with bonnet monkey ZP, and only 6 recognized human zonae. Monoclonal antibodies MA-809, -811, -813, and -825 showed significant inhibition in the binding of human spermatozoa to human ZP in a hemizona assay. Epitope-mapping studies using multipin peptide synthesis strategy revealed that these 4 mAbs recognized a common epitope corresponding to amino acids (aa) 136-147 (DAPDTDWCDSIP). Competitive binding studies revealed that the synthetic peptide corresponding to the identified epitope (aa 136-147) inhibited the binding of MA-809, -811, -813, and -825 to r-bmZPB in an ELISA and to bonnet monkey ZP in an indirect immunofluorescence assay. The epitopic domain corresponding to aa 136-147 of bmZPB was completely conserved in human ZPB. These studies will further help in designing ZP-based synthetic peptide immunogens incorporating relevant B cell epitope for fertility regulation in humans.     

Epitope Mapping of Form-Specific and Nonspecific Antibodies to Acetylcholinesterase

We have mapped the epitopes to which two monoclonal antibodies against acetylcholinesterase (AChE) from Torpedo californica are directed. One antibody, 2C9, has equivalent affinity for both the 5.6S (amphiphilic) and 11S (hydrophilic) enzyme forms; the other, 4E7, recognizes only the amphiphilic form and has been shown previously to require an N-linked oligosaccharide residue on the protein. Isolation of cyanogen bromide peptides from the amphiphilic form and assay by a competition ELISA for 2C9 and by a direct binding ELISA for 4E7 identified the same peptide, residues 44–82, as containing epitopes against both antibodies. The epitope for 4E7 includes the oligosaccharide conjugated to Asp⁵⁹, an N-linked glycosylation site not present in mouse AChE. A 20-amino-acid synthetic peptide, RFRRPEPKKPWSQVWNASTY, representing residues 44–63, was synthesized and found to inhibit completely 2C9 binding to 5.6S enzyme at molar concentrations comparable to those of the cyanogen bromide peptide. It was unreactive with 4E7. Fractionation of the synthetic peptide further localized the 2C9 epitope. Peptides RFRRPEPKKPW and KPWSGVWNASTY both reacted but less so than the entire synthetic peptide at equivalent molar concentrations, whereas the peptide RPEPKKPWSGVWNASTY was as effective as the larger synthetic peptide. The crystal structure of AChE shows the peptide to be on the surface of the molecule as part of a convex hairpin loop starting before the first α-helix.     

A novel peptide ELISA for universal detection of antibodies to human H5N1 influenza viruses

Background

Active serologic surveillance of H5N1 highly pathogenic avian influenza (HPAI) virus in humans and poultry is critical to control this disease. However, the need for a robust, sensitive and specific serologic test for the rapid detection of antibodies to H5N1 viruses has not been met.

Methodology/Principal Findings

Previously, we reported a universal epitope (CNTKCQTP) in H5 hemagglutinin (HA) that is 100% conserved in H5N1 human isolates and 96.9% in avian isolates. Here, we describe a peptide ELISA to detect antibodies to H5N1 virus by using synthetic peptide that comprises the amino acid sequence of this highly conserved and antigenic epitope as the capture antigen. The sensitivity and specificity of the peptide ELISA were evaluated using experimental chicken antisera to H5N1 viruses from divergent clades and other subtype influenza viruses, as well as human serum samples from patients infected with H5N1 or seasonal influenza viruses. The peptide ELISA results were compared with hemagglutinin inhibition (HI), and immunofluorescence assay and immunodot blot that utilize recombinant HA1 as the capture antigen. The peptide ELISA detected antibodies to H5N1 in immunized animals or convalescent human sera whereas some degree of cross-reactivity was observed in HI, immunofluorescence assay and immunodot blot. Antibodies to other influenza subtypes tested negative in the peptide-ELISA.

Conclusion/Significance

The peptide-ELISA based on the highly conserved and antigenic H5 epitope (CNTKCQTP) provides sensitive and highly specific detection of antibodies to H5N1 influenza viruses. This study highlighted the use of synthetic peptide as a capture antigen in rapid detection of antibodies to H5N1 in human and animal sera that is robust, simple and cost effective and is particularly beneficial for developing countries and rural areas.     

Use of synthetic carriers and adjuvants for increasing the immunogenicity of a synthetic peptide from the CS-protein of Plasmodium falciparum]

In order to increase immunogenicity of the peptide (NANP)3, we have prepared a large set of fully synthetic constructions based on the peptide, glycopeptide adjuvant GMDP and some synthetic carriers. Immunogenicity of these constructions was tested on mice (line C57B1/6) responding to the peptide polymer (NANP)40 without carrier and on mice (line BALB/c) not responding to this antigen. Immunogenic constructions based on synthetic polytuftsin induced as high titres of anti-(NANP)3 antibodies as the standard conjugate KLH--(NANP)3. The chimeric peptide consisting of (NANP)3 and tuftsin dimer induced anti-(NANP)3 antibodies in both lines of mice as well. The GMDP covalent attachment to the immunogenic constructions increased the antipeptide antibodies titre. The results are discussed in terms of an approach to synthetic vaccines.     

In silico Identification and Validation of a Linear and Naturally Immunogenic B-Cell Epitope of the Plasmodium vivax Malaria Vaccine Candidate Merozoite Surface Protein-9

Synthetic peptide vaccines provide the advantages of safety, stability and low cost. The success of this approach is highly dependent on efficient epitope identification and synthetic strategies for efficacious delivery. In malaria, the Merozoite Surface Protein-9 of Plasmodium vivax (PvMSP9) has been considered a vaccine candidate based on the evidence that specific antibodies were able to inhibit merozoite invasion and recombinant proteins were highly immunogenic in mice and humans. However the identities of linear B-cell epitopes within PvMSP9 as targets of functional antibodies remain undefined. We used several publicly-available algorithms for in silico analyses and prediction of relevant B cell epitopes within PMSP9. We show that the tandem repeat sequence EAAPENAEPVHENA (PvMSP9_E795-A808) present at the C-terminal region is a promising target for antibodies, given its high combined score to be a linear epitope and located in a putative intrinsically unstructured region of the native protein. To confirm the predictive value of the computational approach, plasma samples from 545 naturally exposed individuals were screened for IgG reactivity against the recombinant PvMSP9-RIRII_729-972 and a synthetic peptide representing the predicted B cell epitope PvMSP9_E795-A808. 316 individuals (58%) were responders to the full repetitive region PvMSP9-RIRII, of which 177 (56%) also presented total IgG reactivity against the synthetic peptide, confirming it validity as a B cell epitope. The reactivity indexes of anti-PvMSP9-RIRII and anti-PvMSP9_E795-A808 antibodies were correlated. Interestingly, a potential role in the acquisition of protective immunity was associated with the linear epitope, since the IgG1 subclass against PvMSP9_E795-A808 was the prevalent subclass and this directly correlated with time elapsed since the last malaria episode; however this was not observed in the antibody responses against the full PvMSP9-RIRII. In conclusion, our findings identified and experimentally confirmed the potential of PvMSP9_E795-A808 as an immunogenic linear B cell epitope within the P. vivax malaria vaccine candidate PvMSP9 and support its inclusion in future subunit vaccines.     

Epitopes associated with a synthetic hepatitis B surface antigen peptide

A synthetic peptide (SP1), corresponding to the amino acid residues 122 through 137 of the major polypeptide derived from hepatitis B surface antigen (HBsAg), subtype ayw, was analyzed for the presence of the major epitopes of HBsAg. Both a cyclic form, produced by introduction of an intrachain disulfide bond, and a linear form of the peptide were characterized. A panel of monoclonal antibodies with defined specificity for the cross-reactive group a antigenic determinant(s) and for the y and w subtype specificities was used for this analysis. The cyclic, but not the linear, form of SP1 reacted with five of 14 anti-a monoclonal antibodies, demonstrating that the cyclic peptide contains a conformation-dependent a epitope. Only one anti-a antibody was found to react with both cyclic and linear forms of SP1. Because SP1 failed to react with the remaining 8 anti-a monoclonal antibodies, it was concluded that the a antigenic reactivity associated with HBsAg contains an additional epitope(s) unrelated to that expressed on SP1. Both cyclic and linear SP1 reacted with three of three anti-y monoclonal antibodies, indicating that a sequential y epitope is also present on SP1; no w reactivity was detected. Analysis of the idiotypes associated with the monoclonal antibodies showed those that combined with cyclic SP1 also inhibited the binding of a common human anti-HBs (CHBs) idiotype with its rabbit anti-idiotype serum, whereas a monoclonal antibody that did not react with the cyclic SP1 epitope failed to inhibit the CHBs idiotype-anti-idiotype reaction. Thus, the conformational a epitope present on cyclic SP1 appears to contain the predominant epitope recognized by humans in response to a natural HBV infection.     

Frequency and epitope recognition of anti-ribosome P antibodies from humans with systemic lupus erythematosus and MRL/lpr mice are similar

Autoantibodies reactive against a shared, conserved epitope on the ribosomal phosphoproteins P0, P1, and P2 occur in approximately 15% of patients with SLE and are relatively specific for this disease. To determine whether anti-P antibodies occur in murine lupus, serum from MRL/lpr and NZB/W F1 mice were analyzed by immunoblotting as well as by ELISA using a synthetic peptide Ag. Of those analyzed, 4 of 35 (11%) MRL/lpr, 0 of 25 NZB/W F1 and 0 of 13 control NIH/Swiss mice had anti-P antibodies. Anti-P specificity was confirmed by immunoblotting of ribosomal proteins separated by two-dimensional gel electrophoresis and by inhibition of anti-P reactivity on immunoblots with the synthetic peptide Ag. These findings indicate a striking similarity in the frequency and fine epitope specificity of anti-P antibodies in humans and MRL/lpr mice with SLE.     

Presentation of two epitopes of the preS2 region of hepatitis B virus on live recombinant bacteria

Having developed a genetic procedure to expose a foreign epitope at the surface of Escherichia coli by using the outer membrane LamB protein as a carrier, we apply this procedure to express two distinct portions of the preS2 region of hepatitis B virus: region A, residues 132-145, and region B, residues 153-171. The resulting hybrid proteins (LamB-preS2 A and LamB-preS2 B) were normally expressed, stable, and still kept most biologic functions of LamB. The corresponding bacterial strains were used directly as immunogens in rabbits and mice. Both viral sequences were found to be immunogenic in the two animal species. With LamB-preS2 A, antibodies induced were able to react with the viral particles and the immobilized peptide. With LamB-preS2 B, the antibodies raised were not able to recognize the immobilized peptide. However, the results suggest that the B epitope, inserted in LamB, was at least as efficient as the corresponding synthetic peptide in raising antiviral antibodies. Thus, epitope presentation with LamB may present advantages for immunization. We also have shown that peptide A is an essential part of the polymerized human serum albumin receptor. These results, which validate further the LamB vector system for epitope presentation, provide information on the two hepatitis B regions expressed.     

Systemic and mucosal immunity in rhesus macaques immunized with HIV-1 peptide and gp120 conjugated to Brucella abortus

HIV vaccine testing in primates is an important method for determining the possibility of vaccine benefit in humans. Goals of HIV-1 vaccination include establishing neutralizing antibodies and a strong CD8(+) T-cell response. We tested a novel vaccine conjugate for its ability to elicit relevant immune responses to HIV proteins and peptides in rhesus macaques. A neutralizing epitope, V3 loop peptide from HIV-1 envelope, was coupled to heat-inactivated Brucella abortus (V3-HKBA). Rhesus macaques were immunized with this conjugate in the anterior thigh. After two immunizations V3-specific antibodies were found in the sera and at mucosal sites. Neutralizing activity of these antibodies was demonstrated by syncytia inhibition assays. Cellular immune recall responses were demonstrated by antigen-specific induction of interferon-gamma and Regulation on Activation Noraml T Cell Expressed and Secreted (RANTES) secretion in vitro. These results confirm and extend preliminary studies in mice that suggest HKBA is an effective carrier that promotes neutralizing antibody secretion at relevant mucosal sites, as well as cellular immune responses that are correlated with viral protection.     

The major outer membrane protein of Chlamydia trachomatis: critical binding site and conformation determine the specificity of antibody binding to viable chlamydiae

The major outer membrane protein (MOMP) is the prime candidate for the development of a chlamydial vaccine. Antibodies to the subspecies-specific epitope neutralize chlamydial infection. Monoclonal antibodies (MAbs) to this epitope were prepared either by immunization with whole chlamydiae or with a 16 amino acid synthetic peptide. The critical binding site on the subspecies epitope for these MAbs was determined to single amino acid resolution using several hundred solid-phase peptides. A frame shift of just one amino acid in critical binding site completely prevented antibody binding to viable chlamydiae. A single MAb to whole organisms was capable of spanning both the surface-exposed, conformation-dependent, subspecies epitope and a buried, conformation-independent species epitope some 10 A distant. Immunization with peptide generated an MAb with reduced binding constraints which permitted the antibody to bind with broadened species-specificity at the subspecies binding site. The results show for the first time the importance of both critical binding site and conformation at the subspecies epitope. We suggest that the conformational flexibility of short, epitopic peptide vaccines may in some cases be advantageous, giving rise to extended specificity not attained with the natural protein.     

Flow cytometric analysis of human lymphocytes using affinity-purified antibody to T cell receptor beta synthetic J region peptide

The purpose of this study was to use affinity-purified polyclonal antibodies produced against a synthetic peptide corresponding to the joining (J) region of a human T cell receptor beta chain to characterize antigen receptor expression on subpopulations of human lymphocytes. The synthetic peptide used was ANYGYTFGSGTRLTVV, corresponding to the J segment of the human beta-chain gene YT35. Biochemical characterization has previously demonstrated binding of anti-J beta peptide antibodies to the alpha/beta heterodimer and to certain immunoglobulin light chains. Flow cytometric analysis of normal human peripheral blood lymphocytes performed here, using affinity-purified antibodies to the J beta peptide, showed expression of the epitope on 50-60% of CD20 (B1)-positive B lymphocytes, and on 40-50% of CD8-positive T lymphocytes. Only background levels were observed on CD4-positive T cells.     

Epitope analysis using kinetic measurements of antibody binding to synthetic peptides presenting single amino acid substitutions

The fine modulation of peptide–antibody interactions was investigated with anti-peptide monoclonal antibodies recognizing peptide 125–136 of the coat protein of tobacco mosaic virus. Nine synthetic peptides presenting single amino acid substitutions were selected for detailed analysis on the basis of their reactivity in ELISA. Kinetic measurements of the binding of four antibodies to these peptides performed with a biosensor instrument (BIAcore^TM, Pharmacia) were used to quantify the contribution of individual residues to antibody binding. The results showed that even conservative exchanges of some residues in the epitope results in a small but significant decrease of the equilibrium affinity constant due mostly to a higher dissociation rate constant of the monoclonal antibodies. Two amino acid residues directly adjacent to the epitope, which appeared to play no role when tested by ELISA, were shown to influence the kinetics of binding. These data should be useful for computer modelling of the peptide–antibody interactions.