The epitope space of the human proteome

In the post-genome era, there is a great need for protein-specific affinity reagents to explore the human proteome. Antibodies are suitable as reagents, but generation of antibodies with low cross-reactivity to other human proteins requires careful selection of antigens. Here we show the results from a proteome-wide effort to map linear epitopes based on uniqueness relative to the entire human proteome. The analysis was based on a sliding window sequence similarity search using short windows (8, 10, and 12 amino acid residues). A comparison of exact string matching (Hamming distance) and a heuristic method (BLAST) was performed, showing that the heuristic method combined with a grid strategy allows for whole proteome analysis with high accuracy and feasible run times. The analysis shows that it is possible to find unique antigens for a majority of the human proteins, with relatively strict rules involving low sequence identity of the possible linear epitopes. The implications for human antibody-based proteomics efforts are discussed.     

Towards a human proteome atlas: high-throughput generation of mono-specific antibodies for tissue profiling

A great need exists for the systematic generation of specific antibodies to explore the human proteome. Here, we show that antibodies specific to human proteins can be generated in a high-throughput manner involving stringent affinity purification using recombinant protein epitope signature tags (PrESTs) as immunogens and affinity-ligands. The specificity of the generated affinity reagents, here called mono-specific antibodies (msAb), were validated with a novel protein microarray assay. The success rate for 464 antibodies generated towards human proteins was more than 90% as judged by the protein array assay. The antibodies were used for parallel profiling of patient biopsies using tissue microarrays generated from 48 human tissues. Comparative analysis with well-characterized monoclonal antibodies showed identical or similar specificity and expression patterns. The results suggest that a comprehensive atlas containing extensive protein expression and subcellular localization data of the human proteome can be generated in an efficient manner with mono-specific antibodies.     

Validation of affinity reagents using antigen microarrays

There is a need for standardised validation of affinity reagents to determine their binding selectivity and specificity. This is of particular importance for systematic efforts that aim to cover the human proteome with different types of binding reagents. One such international program is the SH2-consortium, which was formed to generate a complete set of renewable affinity reagents to the SH2-domain containing human proteins. Here, we describe a microarray strategy to validate various affinity reagents, such as recombinant single-chain antibodies, mouse monoclonal antibodies and antigen-purified polyclonal antibodies using a highly multiplexed approach. An SH2-specific antigen microarray was designed and generated, containing more than 6000 spots displayed by 14 identical subarrays each with 406 antigens, where 105 of them represented SH2-domain containing proteins. Approximately 400 different affinity reagents of various types were analysed on these antigen microarrays carrying antigens of different types. The microarrays revealed not only very detailed specificity profiles for all the binders, but also showed that overlapping target sequences of spotted antigens were detected by off-target interactions. The presented study illustrates the feasibility of using antigen microarrays for integrative, high-throughput validation of various types of binders and antigens.     

Affinity proteomics for systematic protein profiling of chromosome 21 gene products in human tissues

Here we show that an affinity proteomics strategy using affinity-purified antibodies raised against recombinant human protein fragments can be used for chromosome-wide protein profiling. The approach is based on affinity reagents raised toward bioinformatics-designed protein epitope signature tags corresponding to unique regions of individual gene loci. The genes of human chromosome 21 identified by the genome efforts were investigated, and the success rates for de novo cloning, protein production, and antibody generation were 85, 76, and 56%, respectively. Using human tissue arrays, a systematic profiling of protein expression and subcellular localization was undertaken for the putative gene products. The results suggest that this affinity proteomics strategy can be used to produce a proteome atlas, describing distribution and expression of proteins in normal tissues as well as in common cancers and other forms of diseased tissues.     

Expressing the human proteome for affinity proteomics: optimising expression of soluble protein domains and in vivo biotinylation

The generation of affinity reagents to large numbers of human proteins depends on the ability to express the target proteins as high-quality antigens. The Structural Genomics Consortium (SGC) focuses on the production and structure determination of human proteins. In a 7-year period, the SGC has deposited crystal structures of >800 human protein domains, and has additionally expressed and purified a similar number of protein domains that have not yet been crystallised. The targets include a diversity of protein domains, with an attempt to provide high coverage of protein families. The family approach provides an excellent basis for characterising the selectivity of affinity reagents. We present a summary of the approaches used to generate purified human proteins or protein domains, a test case demonstrating the ability to rapidly generate new proteins, and an optimisation study on the modification of >70 proteins by biotinylation in vivo. These results provide a unique synergy between large-scale structural projects and the recent efforts to produce a wide coverage of affinity reagents to the human proteome.     

Covalent attachment of sulfhydryl-specific, electron spin resonance spin-labels to Fab' fragments of murine monoclonal antibodies that recognize human platelet membrane glycoproteins. Development of membrane protein specific spin probes

A general method for the production of high-affinity, nitroxide-labeled, protein-specific spin probes is described in this paper. Fab' fragments are generated from protein-specific, murine monoclonal antibodies by pepsin digestion and mild reduction with cysteine. The free sulfhydryl group located in the carboxy-terminal region of these molecules and produced de novo by this manipulation is then alkylated by reaction with 4-maleimido-2,2,6,6-tetramethylpiperidine-1-oxyl (TEMPO-maleimide), thereby generating spin-labeled Fab' fragments of these monoclonal antibodies. Two prototypic monoclonal antibodies were tested, each specific for a different integral membrane glycoprotein of human blood platelets. The results indicate that Fab' spin probes generated by this method retain the ability to bind to these glycoproteins within the membrane of intact platelets. These reagents thus represent probes that can be generally used to monitor integral membrane protein mobility on the surface of the intact cell.     

Affinity reagent resources for human proteome detection: initiatives and perspectives

Essential to the ambition of characterising fully the human proteome are systematic and comprehensive collections of specific affinity reagents directed against all human proteins, including splice variants and modifications. Although a large number of affinity reagents are available commercially, their quality is often questionable and only a fraction of the proteome is covered. In order for more targets to be examined, there is a need for broad availability of panels of affinity reagents, including binders against proteins of unknown functions. The most familiar affinity reagents are antibodies and their fragments, but engineered forms of protein scaffolds and nucleic acid aptamers with similar diversity and binding properties are becoming viable alternatives. Recent initiatives in Europe and the USA have been established to improve both the availability and quality of reagents for affinity proteomics, with the ultimate aim of creating standardised collections of well-validated binding molecules for proteome analysis. As well as coordinating affinity reagent production through existing resources and technology providers, these projects aim to benchmark key molecular entities, tools, and applications, and establish the bioinformatics framework and databases needed. The benefits of such reagent resources will be seen in basic research, medicine and the biotechnology and pharmaceutical industries.     

A human protein atlas for normal and cancer tissues based on antibody proteomics

Antibody-based proteomics provides a powerful approach for the functional study of the human proteome involving the systematic generation of protein-specific affinity reagents. We used this strategy to construct a comprehensive, antibody-based protein atlas for expression and localization profiles in 48 normal human tissues and 20 different cancers. Here we report a new publicly available database containing, in the first version, approximately 400,000 high resolution images corresponding to more than 700 antibodies toward human proteins. Each image has been annotated by a certified pathologist to provide a knowledge base for functional studies and to allow queries about protein profiles in normal and disease tissues. Our results suggest it should be possible to extend this analysis to the majority of all human proteins thus providing a valuable tool for medical and biological research.     

Affinity as a tool in life science

The use of affinity-based tools has become invaluable as a platform for basic research and in the development of drugs and diagnostics. Applications include affinity chromatography and affinity tag fusions for efficient purification of proteins as well as methods to probe the protein network interactions on a whole-proteome level. A variety of selection systems has been described for in vitro evolution of affinity reagents using combinatorial libraries, which make it possible to create high-affinity reagents to virtually all biomolecules, as exemplified by generation of therapeutic antibodies and new protein scaffold binders. The strategies for high-throughput generation of affinity reagents have also opened up the possibility of generating specific protein probes on a whole-proteome level. Recently, such affinity proteomics have allowed the detailed analysis of human protein expression in a comprehensive manner both in normal and disease tissue using tissue microarrays and confocal microscopy.     

Validation of serum protein profiles by a dual antibody array approach

In recent years, affinity-based technologies have become important tools for serum profiling to uncover protein expression patterns linked to disease state or therapeutic effects. In this study, we describe a path towards the production of an antibody microarray to allow protein profiling of biotinylated human serum samples with reproducible sensitivity in the picomolar range. With the availability of growing numbers of affinity reagents, protein profiles are to be validated in efficient manners and we describe a cross-platform strategy based on data concordance with a suspension bead array to interrogate the identical set of antibodies with the same cohort of serum samples. Comparative analysis enabled to screen for high-performing antibodies, which were displaying consistent results across the two platforms and targeting known serum components. Moreover, data processing methods such as sample referencing and normalization were evaluated for their effects on inter-platform agreement. Our work suggests that mutual validation of protein expression profiles using alternative microarray platforms holds great potential in becoming an important and valuable component in affinity-based high-throughput proteomic screenings as it allows to narrow down the number of discovered targets prior to orthogonal, uniplexed validation approaches.     

Toward Next Generation Plasma Profiling via Heat-induced Epitope Retrieval and Array-based Assays

There is a need for high throughput methods for screening patient samples in the quest for potential biomarkers for diagnostics and patient care. Here, we used a combination of undirected target selection, antibody suspension bead arrays, and heat-induced epitope retrieval to allow for protein profiling of human plasma in a novel and systematic manner. Several antibodies were found to reveal altered protein profiles upon epitope retrieval at elevated temperatures with limits of detection improving into lower ng/ml ranges. In a study based on prostate cancer patients, several proteins with differential profiles were discovered and subsequently validated in an independent cohort. For one of the potential biomarkers, the human carnosine dipeptidase 1 protein (CNDP1), the differences were determined to be related to the glycosylation status of the targeted protein. The study shows a path of pursuit for large scale screening of biobank repositories in a flexible and proteome-wide fashion by utilizing heat-induced epitope retrieval and using an antibody suspension bead array format.There is a great need for protein biomarkers for early diagnosis of disease as well as for prognostic markers in which the outcome of a particular disease or treatment can be predicted (1). In particular, biomarkers that make it possible to monitor the progress of treatment or the reoccurrence of a particular disease are of great clinical value. However, there are still few protein biomarkers in clinical practice today, and despite many biomarker discovery efforts by many laboratories using many different approaches, a limited number have been introduced into the clinical routine during the last 10 years (2). The complexity of serum or plasma proteomes with their broad dynamic range of protein concentrations and the lack of high throughput methods with high sensitivity have hampered such discovery and validation efforts.The most common approach for protein biomarker discovery today is the use of proteomics methods in which samples from case-control groups are compared using biochemical and biophysical methods, most notably with mass spectrometry (3). The introduction of more and more sophisticated instrumentation has increased the sensitivity and throughput of mass spectrometry during the last years (4). One of the advantages with mass spectrometry is that the method also allows for the detection of differences in protein modifications, such as glycosylation or phosphorylation, which have been found useful for some applications (5). Although many potential biomarkers have been discovered using mass spectrometry, the approach is yet limited to the analysis of a relatively small number of patient samples.The alternative approach for biomarker discovery is to use affinity probes, usually antibodies but also other reagents, such as aptamers (6) or Affibody molecules (7). The advantage of such probe-based methods is the possibility to analyze many samples in parallel, and many assays based on antibodies, such as ELISA, are very sensitive in the sub-ng/ml range. In particular, sandwich immunoassays in which two separate antibodies are used to increase the sensitivity and selectivity allow proteins to be assayed down to pg/ml (8). Recently, new assays based on amplification methods have been described, such as the proximity ligation method (9), and these have the potential to score protein on a single molecule level. However, the lack of validated antibodies to most human proteins (10) makes it impossible to use antibody-based protocols for a majority of the potential protein targets, and this is even more difficult for assays based on paired antibodies that require two distinct antibodies with separate and non-overlapping epitopes. Because of this limitation, current studies are directed by candidate target lists reported in the literature (11) or in associated gene expression studies (12) or built on collections of in-house binder libraries (13).Recently, new efforts have been described for the generation of antibodies on a whole-proteome level (14). Version 6 of the Human Protein Atlas contains validated antibodies toward proteins from 8,400 human genes, corresponding to 42% of the protein-encoded genes in man. All antibodies published in the Human Protein Atlas are publicly available and include a total of more than 40 antibody providers from the United States, Canada, Europe, Australia, and Asia. Several other efforts, such as the ProteomeBinder (15), the SH2 consortium (16), and the NCI affinity capture project (17), have recently been initiated with the aim to generate affinity reagents toward human protein targets. The objective of these efforts is to have publicly available antibodies to a representative protein from all of the protein-encoded genes by 2014 (18), and this emphasizes the need to develop high throughput methods for immunobased protein profiling to leverage this tool box of antibodies to allow high throughput biomarker discovery.We have shown earlier that antibodies utilized in suspension bead arrays can be used for profiling proteins in serum and plasma (19). Hereby, we found that the ability to detect proteins such as components of the complement system was enhanced by heat treatment, most likely because epitopes might be exposed at elevated temperatures and thus become available for antibody binding. In particular, this is likely to be the case for antibodies recognizing linear epitopes on the protein target. Here, we analyzed the functionality of antibodies following different epitope retrieval protocols at different temperatures, and we describe a method for multiplex analysis of plasma or serum using plasma from patients with elevated PSA1 levels as an example. A method suitable for analysis of large numbers of biobank samples is presented.     

Production, purification, and characterization of human scFv antibodies expressed in Saccharomyces cerevisiae, Pichia pastoris, and Escherichia coli

Single chain (scFv) antibodies are used as affinity reagents for diagnostics, therapeutics, and proteomic analyses. The antibody discovery platform we use to identify novel antigen binders involves discovery, characterization, and production. The discovery and characterization components have previously been characterized but in order to fully utilize the capabilities of affinity reagents from our yeast surface display library, efforts were focused on developing a production component to obtain purified, soluble, and active scFvs. Instead of optimizing conditions to achieve maximum yield, efforts were focused on using a system that could quickly and easily produce and process hundreds of scFv antibodies. Heterologous protein expression in Saccharomyces cerevisiae, Pichia pastoris, and Escherichia coli were evaluated for their ability to rapidly, efficaciously, and consistently produce scFv antibodies for use in downstream proteomic applications. Following purification, the binding activity of several scFv antibodies were quantified using a novel Biacore assay. All three systems produced soluble scFv antibodies which ranged in activity from 0 to 99%. scFv antibody yields from Saccharomyces, Pichia, and E. coli were 1.5-4.2, 0.4-7.3, and 0.63-16.4 mgL(-1) culture, respectively. For our purposes, expression in E. coli proved to be the quickest and most consistent way to obtain and characterize purified scFv for downstream applications. The E. coli expression system was subsequently used to study three scFv variants engineered to determine structure-function relationships.     

Identification of phage-displayed peptides which bind to the human HnRNPA1 protein-specific monoclonal antibody.

We have screened a peptide phage display library to examine if monoclonal antibody-binding phages could be isolated from the library and thereby predict the antigenic epitopes of the antibodies from the isolated phages. The library was screened for high-avidity binding to monoclonal antibodies by an affinity purification technique called biopanning. Among the monoclonal antibodies examined, the human hnRNPA1 protein-specific monoclonal antibody 9H10 showed selective binding of phages. After two rounds of the biopanning, twelve clones of high-avidity-binding phages were chosen and their inserts were sequenced. Nucleotide sequence comparison of the 12 clones showed that there were 5 different species, with two species containing four members, implying that they were predominantly selected by the biopanning. The amino acid sequences of the inserts of the 12 clones were compared with that of the human hnRNPA1 protein in order to find the putative epitope of the human hnRNPA1 protein for 9H10. The C-terminal region of the human hnRNPA1 protein shows significant homology with the peptide sequences of the selected phage clones. These results show that this peptide phage display library can be useful in defining the epitope of some monoclonal antibodies.     

A Universal Approach to Prepare Reagents for DNA-Assisted Protein Analysis

The quality of DNA-labeled affinity probes is critical in DNA-assisted protein analyses, such as proximity ligation and extension assays, immuno-PCR, and immuno-rolling circle amplification reactions. Efficient, high-performance methods are therefore required for isolation of pure conjugates from reactions where DNA strands have been coupled to antibodies or recombinant affinity reagents. Here we describe a universal, scalable approach for preparing high-quality oligonucleotide-protein conjugates by sequentially removing any unconjugated affinity reagents and remaining free oligonucleotides from conjugation reactions. We applied the approach to generate high-quality probes using either antibodies or recombinant affinity reagents. The purified high-grade probes were used in proximity ligation assays in solution and in situ, demonstrating both augmented assay sensitivity and improved signal-to-noise ratios.     

Aptamers as affinity reagents for clinical proteomics

Application of proteomic results to scientific and medical practice will depend in many respects on progress of affinity microchips technologies. This determines continuous search for inexpensive and robust affinity reagents alternative to monoclonal antibodies. Among synthetic mimetics of antibodies, the oligonucleotide aptamers are of the greatest interest as the affinity reagents due to the possibility to automate their selection and due to the low cost of oligonucleotide synthesis. In the review we consider the problems related to the automation and optimization of aptamer selection and also to selection of photoaptamers capable to form photoinduced covalent complexes with the protein targets. The existing approaches to the post-selection modification of the aptamers to increase their affinity and selectivity to protein targets are discussed.     

Rapid isolation of monoclonal antibodies. Monitoring enzymes in the phytochelatin synthesis pathway.

Genomics projects have identified thousands of interesting new genes whose protein products need to be examined at the tissue, subcellular, and molecular levels. Furthermore, modern metabolic engineering requires accurate control of expression levels of multiple enzymes in complex pathways. The lack of specific immune reagents for characterization and monitoring of these numerous proteins limits all proteomic and metabolic engineering projects. We describe a rapid method of isolating monoclonal antibodies that required only sequence information from GenBank. We show that large synthetic peptides were highly immunogenic in mice and crude protein extracts were effective sources of antigen, thus eliminating the time-consuming step of purifying the target proteins for antibody production. A case study was made of the three-enzyme pathway for the synthesis of phytochelatins. Enzyme-linked immunosorbent assays and western blots with the recombinant proteins in crude extracts demonstrated that the monoclonal antibodies produced to synthetic peptides were highly specific for the different target proteins, gamma-glutamyl cysteine synthetase, glutathione synthetase, and phytochelatin synthase. Moreover, immunofluorescence localization studies with antibacterial gamma-glutamyl cysteine synthetase and antiglutathione synthetase antibodies demonstrated that these immune reagents reacted strongly with their respective target proteins in chemically fixed cells from transgenic plants. This approach enables research to progress rapidly from the genomic sequence of poorly characterized target genes, to protein-specific antibodies, to functional studies.     

A new generation of protein display scaffolds for molecular recognition

Engineered antibodies and their fragments are invaluable tools for a vast range of biotechnological and pharmaceutical applications. However, they are facing increasing competition from a new generation of protein display scaffolds, specifically selected for binding virtually any target. Some of them have already entered clinical trials. Most of these nonimmunoglobulin proteins are involved in natural binding events and have amazingly diverse origins, frameworks, and functions, including even intrinsic enzyme activity. In many respects, they are superior over antibody-derived affinity molecules and offer an ever-extending arsenal of tools for, e.g., affinity purification, protein microarray technology, bioimaging, enzyme inhibition, and potential drug delivery. As excellent supporting frameworks for the presentation of polypeptide libraries, they can be subjected to powerful in vitro or in vivo selection and evolution strategies, enabling the isolation of high-affinity binding reagents. This article reviews the generation of these novel binding reagents, describing validated and advanced alternative scaffolds as well as the most recent nonimmunoglobulin libraries. Characteristics of these protein scaffolds in terms of structural stability, tolerance to multiple substitutions, ease of expression, and subsequent applications as specific targeting molecules are discussed. Furthermore, this review shows the close linkage between these novel protein tools and the constantly developing display, selection, and evolution strategies using phage display, ribosome display, mRNA display, cell surface display, or IVC (in vitro compartmentalization). Here, we predict the important role of these novel binding reagents as a toolkit for biotechnological and biomedical applications.