Quantitation in two-dimensional fluorescence difference gel electrophoresis: effect of protein fixation

Analyzing a large number of unfixed gels in a 2-D fluorescence difference gel electrophoresis (2-DIGE) experiment presents a challenge of avoiding variable protein diffusion within and across the comparison groups. The characteristics of protein detection and quantitation in a 2-D differential in gel fluorescence experiment were compared for gels with and without protein fixation. The current study tests and concludes that when dealing with a large sample size with variable protein diffusion across the 2-D gel over a period of 2-4 days, it is a preferred choice to fix the gel without affecting the protein quantitation.     

Information transfer between large and small two-dimensional polyacrylamide gel electrophoresis

To determine the feasibility of data transfer, an interlaboratory comparison was conducted on colon carcinoma cell line (DLD-1) proteins resolved by two-dimensional polyacrylamide gel electrophoresis either on small (6 x 7 cm) or large (16x18 cm) gels. The gels were silver-stained and scanned by laser densitometry, and the image obtained was analyzed using Melanie software. The number of spots detected was 1337+/-161 vs. 2382+/-176 for small vs. large format gels, respectively. After gel calibration using landmarks determined using pl and Mr markers, large- and small-format gels were matched and 712+/-36 proteins were found on both types of gels. Having performed accurate gel matching it was possible to acquire additional information after accessing a 2-D PAGE reference database (http://www.expasy.ch/ cgibin/map2/def?DLD1_HUMAN). Thus, the difference in gel size is not an obstacle for data transfer. This will facilitate exchanges between laboratories or consultation concerning existing databases.     

Exploratory data analysis groupware for qualitative and quantitative electrophoretic gel analysis over the Internet-WebGel

Many scientists use quantitative measurements to compare the presence and amount, of various proteins and nucleotides among series of one- and two-dimensional (1-D and 2-D) electrophoretic gels. These gels are often scanned into digital image files. Gel spots are then quantified using stand-alone analysis software. However, as more research collaborations take place over the Internet, it has become useful to share intermediate quantitative data between researchers. This allows research group members to investigate their data and share their work in progress. We developed a World Wide Web group-accessible software system, WebGel, for interactively exploring qualitative and quantitative differences between electrophoretic gels. Such Internet databases are useful for publishing quantitative data and allow other researchers to explore the data with respect to their own research. Because intermediate results of one user may be shared with their collaborators using WebGel, this form of active data-sharing constitutes a groupware method for enhancing collaborative research. Quantitative and image gel data from a stand-alone gel image processing system are copied to a database accessible on the WebGel Web server. These data are then available for analysis by the WebGel database program residing on that server. Visualization is critical for better understanding of the data. WebGel helps organize labeled gel images into montages of corresponding spots as seen in these different gels. Various views of multiple gel images, including sets of spots, normalization spots, labeled spots, segmented gels, etc. may also be displayed. These displays are active and may be used for performing database operations directly on individual protein spots by simply clicking on them. Corresponding regions between sets of gels may be visually analyzed using Flicker-comparison (Electrophoresis 1997, 18, 122-140) as one of the WebGel methods for qualitative analysis. Quantitative exploratory data analysis can be performed by comparing protein concentration values between corresponding spots for multiple samples run in separate gels. These data are then used to generate reports on statistical differences between sets of gels (e.g., between different disease states such as benign or metastatic cancers, etc.). Using combined visual and quantitative methods, WebGel can help bridge the analysis of dissimilar gels which are difficult to analyze with stand-alone systems and can serve as a collaborative Internet tool in a groupware setting.     

Identification of proteins in human cerebrospinal fluid using liquid-phase isoelectric focusing as a prefractionation step followed by two-dimensional gel electrophoresis and matrix-assisted laser desorption/ionisation mass spectrometry

Cerebrospinal fluid (CSF) is in close proximity to the brain and changes in the protein composition of CSF may be indicative of altered brain protein expression in neurodegenerative disorders. Analysis of brain-specific proteins in CSF is complicated by the fact that most CSF proteins are derived from the plasma and tend to obscure less abundant proteins. By adopting a prefractionation step prior to two-dimensional gel electrophoresis (2-DE), less abundant proteins are enriched and can be detected in complex proteomes such as CSF. We have developed a method in which liquid-phase isoelectric focusing (IEF) is used to prefractionate individual CSF samples; selected IEF fractions are then analysed on SYPRO-Ruby-stained 2-D gels, with final protein identification by matrix-assisted laser desorption/ionisation time-of-flight mass spectrometry (MALDI-TOFMS). To optimise the focusing of the protein spots on the 2-D gel, the ampholyte concentration in liquid-phase IEF was minimised and the focusing time in the first dimension was increased. When comparing 2-D gels from individual prefractionated and unfractionated CSF samples it is evident that individual protein spots are larger and contain more protein after prefractionation of CSF. Generally, more protein spots were also detected in the 2-D gels from prefractionated CSF compared with direct 2-DE separations of CSF. Several proteins, including cystatin C, IgM-kappa, hemopexin, acetyl-coenzyme A carboxylase-alpha, and alpha-1-acid glycoprotein, were identified in prefractionated CSF but not in unfractionated CSF. Low abundant forms of posttranslationally modified proteins, e.g. alpha-1-acid glycoprotein and alpha-2-HS glycoprotein, can be enriched, thus better resolved and detected on the 2-D gel. Liquid-phase IEF, as a prefractionation step prior to 2-DE, reduce sample complexity, facilitate detection of less abundant protein components, increases the protein loads and the protein amount in each gel spot for MALDI-MS analysis.     

Quantitative evaluation of proteins in one- and two-dimensional polyacrylamide gels using a fluorescent stain

The characteristics of protein detection and quantitation with SYPRO Ruby protein gel stain in one- and two-dimensional polyacrylamide gels were evaluated. Sodium dodecyl sulfate-polyacrylamide gel electrophoresis (SDS-PAGE) analyses of three different purified recombinant proteins showed that the limits of detection were comparable to the limits of detection with ammoniacal silver staining and were protein-specific, ranging from 0.5 to 5 ng. The linearity of the relationship between protein level and SYPRO Ruby staining intensity also depended on the individual protein, with observed linear dynamic ranges of 200-, 500-, and, 1000-fold for proteins analyzed by SDS-PAGE. SYPRO Ruby protein gel stain was also evaluated in two-dimensional electrophoretic (2-DE) analysis of Escherichia coli proteins. The experiment involved analysis of replicates of the same sample as well as dilution of the sample from 0.5 to 50 nug total protein across gels. In addition to validating the 2-DE system itself, the experiment was used to evaluate three different image analysis programs: Z3 (Compugen), Progenesis (Nonlinear Dynamics), and PDQuest (Bio-Rad). In each program, we analyzed the 2-DE images with respect to sensitivity and reproducibility of overall protein spot detection, as well as linearity of response for 20 representative proteins of different molecular weights and pI. Across all three programs, coefficients of variation (CV) in total number of spots detected among replicate gels ranged from 4 to 11%. For the 20 representative proteins, spot quantitation was also comparable with CVs for gel-to-gel reproducibility ranging from 3 to 33%. Using Progenesis and PDQuest, a 1000-fold linear dynamic range of SYPRO Ruby was demonstrated with a single known protein. These two programs were more suitable than Z3 for examining individual protein spot quantity across a series of gels and gave comparable results.     

Quantitative comparison and evaluation of two commercially available,two-dimensional electrophoresis image analysis software packages,Z3 and Melanie

While a variety of software packages are available for analyzing two-dimensional electrophoresis (2-DE) gel images, no comparisons between these packages have been published, making it difficult for end users to determine which package would best meet their needs. The goal here was to develop a set of tests to quantitatively evaluate and then compare two software packages, Melanie 3.0 and Z3, in three of the fundamental steps involved in 2-DE image analysis: (i) spot detection, (ii) gel matching, and (iii) spot quantitation. To test spot detection capability, automatically detected protein spots were compared to manually counted, "real" protein spots. Spot matching efficiency was determined by comparing distorted (both geometrically and nongeometrically) gel images with undistorted original images, and quantitation tests were performed on artificial gels with spots of varying Gaussian volumes. In spot detection tests, Z3 performed better than Melanie 3.0 and required minimal user intervention to detect approximately 89% of the actual protein spots and relatively few extraneous spots. Results from gel matching tests depended on the type of image distortion used. For geometric distortions, Z3 performed better than Melanie 3.0, matching 99% of the spots, even for extreme distortions. For nongeometrical distortions, both Z3 and Melanie 3.0 required user intervention and performed comparably, matching 95% of the spots. In spot quantitation tests, both Z3 and Melanie 3.0 predicted spot volumes relatively well for spot ratios less than 1:6. For higher ratios, Melanie 3.0 did much better. In summary, results suggest Z3 requires less user intervention than Melanie 3.0, thus simplifying differential comparison of 2-DE gel images. Melanie 3.0, however, offers many more optional tools for image editing, spot detection, data reporting and statistical analysis than Z3. All image files used for these tests and updated information on the software are available on the internet (http://www.umbc.edu/proteome), allowing similar testing of other 2-DE image analysis software packages.     

Approach to stationary two-dimensional pattern: influence of focusing time and immobiline/carrier ampholytes concentrations

Horizontal two-dimensional (2-D) electrophoresis with immobilized pH gradients (IPG) in the first dimension for buffer soluble proteins and for complex proteins solubilized in the presence of Nonidet P-40 (G?rg et al., Electrophoresis 1987, 8, 45-51), has been extended to analyze basic proteins of yeast cells focused under non-equilibrium and equilibrium conditions. Transient state isoelectric focusing (IEF) in IPG gels revealed sample smearing and background staining, displaying horizontal streaks in the resultant 2-D patterns. Inclusion of 0.5% carrier ampholytes (CA) to the IPG gel (IPG-CA), resulted in the formation of many sharp protein bands after transient state IEF with resultant distinct spots in the 2-D patterns; however, resolution was poor and the gel contained heavy background staining. With prolonged focusing time, background staining disappeared and there was less difference in the final steady state IEF patterns obtained with IPG and IPG-CA. Reduction of the Immobiline concentration to one third the manufacturer's recommended amount did not improve IEF resolution with respect to streaking and background staining under either transient state or equilibrium conditions. In general, spot intensities were less on 2-D gels using diluted IPG gels than with "standard" IPG gels. Optimization of 2-D electrophoresis with IPGs in the first dimension was strongly related to IEF conditions. The use of IPG gels focused to equilibrium should not only improve inter-gel reproducibility and resolution but also the quality of the final 2-D patterns with respect to background staining and horizontal streaking.     

Sample complexity reduction for two-dimensional electrophoresis using solution isoelectric focusing prefractionation

Despite its excellent resolving power, 2-DE is of limited use when analyzing cellular proteomes, especially in differential expression studies. Frequently, fewer than 2000 protein spots are detected on a single 2-D gel (a fraction of the total proteome) regardless of the gel platform, sample, or detection method used. This is due to the vast number of proteins expressed and their equally vast dynamic range. To exploit 2-DE unique ability as both an analytical and a preparative tool, the significant sample prefractionation is necessary. We have used solution isoelectric focusing (sIEF) via the ZOOM IEF Fractionator (Invitrogen) to generate sample fractions from complex bacterial lysates, followed by parallel 2-DE, using narrow-range IPG strips that bracket the sIEF fractions. The net result of this process is a significant enrichment of the bacterial proteome resolved on multiple 2-D gels. After prefractionation, we detected 5525 spots, an approximate 3.5-fold increase over the 1577 spots detected in an unfractionated gel. We concluded that sIEF is an effective means of prefractionation to increase depth of field and improve the analysis of low-abundance proteins.     

The scaled volume as an image analysis variable for detecting changes in protein expression levels by silver stain.

A new variable for measuring the relative intensities of silver stained protein spots on two-dimensional gels is described. The scaled volume (SV) more accurately measures the intensity of protein spots and accounts for differences frequently encountered when trying to compare two gels than other variables such as relative volume ratio, optical density, or relative optical density. The SV scales the signal of interest by the noise (gel background) with secondary signals removed (spots not of interest, e.g., technical artifacts). The SV of spot intensities offers a better dynamic response to protein amount for the model proteins studied here. Depending on the quantity of protein loaded onto gels, we have observed a coefficient of variation range of 0.2 to 1.3. We also observe that the SV silver stain response follows a characteristic exponential profile for different proteins.     

Microsequences of 145 proteins recorded in the two-dimensional gel protein database of normal human epidermal keratinocytes.

Microsequencing of proteins recovered from two-dimensional (2-D) gels is being used systematically to identify proteins in the master human keratinocyte 2-D gel database. To date, about 250 protein spots recorded in human 2-D gel databases have been microsequenced and, of these, 145 are recorded in the keratinocyte database under the entry partial amino acid sequence. Coomassie Brilliant Blue-stained protein spots cut from several (up to 40) dry gels were concentrated by elution-concentration gel electrophoresis, electroblotted onto PVDF membranes and digested in situ with trypsin. Eluting peptides were separated by reversed-phase HPLC, collected individually and sequenced. Computer search using the FASTA and TFASTA programs from Genetics Computer Group indicated that 110 of the microsequenced polypeptides shared significant similarity with proteins contained in the PIR, Mipsx or GenEMBL databases. Only 35 polypeptides corresponded to hitherto unknown proteins. Peptide sequences of all 145 proteins are listed together with their coordinates (apparent molecular weight and pI) in the keratinocyte database.     

Two-dimensional electrophoresis analysis of proteomics based on image feature and mathematical morphology

Protein analysis techniques, including 2-D electro- phoresis, image analysis, biological mass spectrometry, database search, etc., are fundamental technologies of proteomics, a front area in biochemistry and life sci- ences[1―3]. Among them image analysi…     

Reliable automatic protein identification from matrix-assisted laser desorption/ionization mass spectrometric peptide fingerprints

Matrix-assisted laser desorption/ionization (MALDI) mass spectrometry of protein samples from two-dimensional (2-D) gels in conjunction with protein sequence database searches is frequently used to identify proteins. Moreover, the automatic analysis of complete 2-D gels with hundreds and even thousands of protein spots ("proteome analysis") is possible, without human intervention, with the availability of highly accurate mass spectrometry instruments, and high-throughput facilities for preparation and handling of protein samples from 2-D gels. However, the lack of software for precise automatic analysis and annotation of mass spectra, as well as software for in-batch sequence database queries, is increasingly becoming a significant bottleneck for the proteomics work flow. In the present paper we outline an algorithm for reliable, accurate, and automatic evaluation of mass spectrometric data and database searches. We show here that simply selecting from the sequence database the protein that has the most matching fragment masses often leads to false-positive results. Reliable protein identification is dependent on several parameters: the accuracy of fragment mass determination, the number of masses submitted for query, the mass distribution of query masses, the number of masses matching between sample and database protein, the size of the sequence database, and the kind and number of modifications considered. Using these parameters, we derive a simple statistical estimation that can be used to calculate the probability of true-positive protein identification.     

Proteomic analysis of the endoplasmic reticulum from developing and germinating seed of castor (Ricinus communis)

Endoplasmic reticulum (ER) has been prepared and analysed from germinating and developing castor bean endosperm. A combination of one- and two-dimensional (1-D and 2-D) gel electrophoresis was used to study the complexity of sample and protein differences between the two stages. The ER of the developing oilseed is central to the synthesis, sorting and storage of protein and lipid reserves while the germinating seed is concerned with their degradation. Sample complexity has been reduced by separation of ER proteins into lumenal, peripheral membrane and integral membrane subfractions. Membrane proteins pose specific problems in aggregation and binding to passive surfaces. We have overcome this by collection of membranes at density gradient interfaces and by silanization of plastic ware. Several major components have been identified from 1-D gels by N-terminal sequencing and matrix-assisted laser desorption/ionization (MALDI) peptide mass fingerprints. These include protein disulphide isomerase (PDI), calreticulin and developing-ER-specific oleate-12-hydroxylase involved in the biosynthesis of ricinoleic acid. In excess of 300 spots are detectable in each developmental fraction by high sensitivity 2-D gels. This is the first 2-D electrophoretic analysis of plant ER. These gels reveal significant differences between germinating and developing ER. Preparative loading 2-D gels of germinating ER have been run and 14 selected spots characterized by quadrupole time of flight tandem mass spectrometry (Q-TOF MS/MS). Ten of these proteins were assigned function on the basis of identity with existing castor database entries, or by homology with other species. Two proteins, aspartate proteinase precursor and N-carbamyl-L-aminohydrolase-like protein, appear to be absent from developing profiles. Most of the proteins identified are concerned with roles in protein processing and storage, and lipid metabolism which occur in the ER. Data from three of the assigned spots included unidentified peptides indicating the presence of more than one protein in these spots following 2-D electrophoresis. More extensive analysis will have to await developments in genomics but the basic separation technologies to simplify sample identity for a plant ER preparation have been established.     

Identification of proteins from human cerebrospinal fluid, separated by two-dimensional polyacrylamide gel electrophoresis

The aim of this work is to display the protein composition of the cerebrospinal fluid by two-dimensional (2-D) gel electrophoresis and identify it using different mass spectrometric techniques. This will enable us to present an overview of the proteins in human cerebrospinal fluid. The comparison of 2-D gels will help us to analyze the normal protein variability in healthy persons and specific protein variations in patients with different neurological diseases (e.g., morbus Alzheimer, chorea Huntington). However, it is not possible to carry out 2-D gel electrophoresis directly with human cerebrospinal fluid due to the high amount of salts, sugars and lipids present. In addition, the total amount of protein is only as high as 0.3-0.7 microg/microL. Therefore, concentration and desalting steps using precipitation and ultrafiltration are necessary. To date we have been able to identify more than 65 spots from 2-D gels using matrix assisted laser desorption/ionization-mass spectrometry and electrospray ionization-mass spectrometry.     

Microscale solution IEF combined with 2-D DIGE substantially enhances analysis depth of complex proteomes such as mammalian cell and tissue extracts

Current gel-based protein profiling methods such as 2-DE and fluorescent 2-D difference in gel electrophoresis (DIGE) evaluate small portions of complex proteomes. Hence, sample prefractionation is essential for more comprehensive proteome coverage and detection of low-abundant proteins. In this study, we describe the combination of DIGE labeling with microscale solution IEF (MicroSol-IEF) fractionation and subsequent analysis on slightly overlapping narrow pH range 2-D gels. By fluorescently tagging and mixing samples and controls prior to prefractionation, complications resulting from minor run-to-run variations during MicroSol-IEF separations of multiple samples are avoided. This greatly improves the reliability of quantitative comparisons. To illustrate its utility, this 3-D DIGE strategy was applied to analysis of human melanoma cells and mouse lung tissue extracts. Approximately 1000 reproducible spots can be obtained from narrow range 2-D gels of individual MicroSol-IEF fractions, and approximately 6000 spots can be obtained from entire proteomes. Quantitative changes in closely related samples could be more reliably detected and the method has a greatly increased capacity to distinguish between closely related protein isoforms. Thus the 3-D DIGE strategy produces a powerful method for more comprehensive and more reliable quantitative comparisons of protein profiles of very complex proteomes.     

Identification of nolR-regulated proteins in Sinorhizobium meliloti using proteome analysis

Extractable proteins from Sinorhizobium meliloti strains AK631 and EK698 (a Tn5-induced noIR-deficient mutant of AK631), grown in tryptone agar (TA) medium with or without the addition of the plant signal luteolin, were separated by two-dimensional gel electrophoresis and compared. Analysis of silver-stained gels showed that the noIR mutant had 189 proteins that were significantly altered in their levels (101 protein spots up- and 88 downregulated). Coomassie-stained preparative two-dimensional (2-D) gels or polyvinylidene difluoride (PVDF) membranes blotted from preparative gels showed that at least 52 of the altered proteins could be reproducibly detected and isolated from the noIR mutant. These 52 altered protein spots were classified into five groups based on an assessment of protein abundance by computer analysis and the effect of the presence or absence of luteolin addition to the growth medium. N-terminal microsequencing of 38 proteins revealed that the most striking feature of the consequence of the noIR mutation is the number and broad spectrum of cellular functions that are affected by the loss of the NoIR function. These include proteins involved in the tricarboxylic acid (TCA) cycle, heat shock and cold shock proteins, protein synthesis, a translation elongation factor, oxidative stress and cell growth and maintenance functions. We propose that the NoIR repressor is a global regulatory protein which responds to environmental factors to fine-tune intracellular metabolism.     

Capillary electrophoresis/tandem mass spectrometry for analysis of proteins from two-dimensional sodium dodecyl sulfate polyacrylamide gel electrophoresis

Capillary electrophoresis/time-of-flight mass spectrometry(CE/TOFMS) has been used for analysis of in-gel digests of protein spots excised from two-dimensional sodium dodecyl sulfate polyacrylamide gel electrophoresis (2-D SDS-PAGE). An off-line purification and preconcentration procedure with a Zip Tip is used before CE/TOFMS analysis which allows for detection of protein spots with <1 picomole of material from 2-D gels. The off-line procedure provides sufficient purification for analysis while maintaining the quality of the CE separation. Using this procedure, several proteins from Coomassie Blue and zinc negatively stained gels are identified by the peptide maps generated and database searching. CE/TOF tandem mass spectrometry is used for the confirmation of database searching results and structural analysis of peptides that do not match the expected peptide maps obtained from the database in order to identify structural modifications. Several modifications were pinpointed and identified by this method.     

Overexpression of nicotinamide N-methyltransferase in gastric cancer tissues and its potential post-translational modification

Gastric cancer is one of the most common cancers worldwide. The purpose of this study was to find out potential markers for gastric cancer. Tumor and normal tissues from 152 gastric cancer cases were analyzed by two-dimensional gel electrophoresis (2-DE). The images of silver stained gels were analyzed and statistical analysis of spot intensities revealed that spot 4262 showed higher expression (5.7-fold increase) in cancer tissues than in normal tissues (P < 0.001). It was identified by peptide mass fingerprinting as nicotinamide N-methyltransferase (NNMT). A monoclonal antibody with a detection limit down to 10 ng was produced against NNMT in mouse. Using the prepared monoclonal antibody, western blot analysis of NNMT was performed for gastric tissues from 15 gastric cancer patients and two gastric ulcer patients. The results corroborated those of 2-DE experiments. A single spot was detected in gastric ulcer tissues while four to five spots were detected in gastric cancer tissues. In cancer tissues, two additional spots of acidic and basic form were mainly detected on 2-DE gels. This suggests that NNMT receives a post-translational modification in cancer- specific manner.     

Spot overlapping in two-dimensional polyacrylamide gel electrophoresis separations: a statistical study of complex protein maps

A statistical approach able to extract the information contained in a two-dimenisional polyacrylamide gel electrophoresis (2-D PAGE) separation is here reported. The method is based on the quantitative theory of peak overlapping, a procedure previously developed by the authors and here extended to 2-D separations. The whole map is divided into many strips in order to obtain 1-D separations on which the statistic procedure is applied: the developed algorithms, on the basis of spot experimental data (intensity and spatial coordinates) permit to estimate the intrinsic number of components and to single out the specific order present in spot positions. The procedure was validated on computer-simulated maps. Its applicability to real samples was tested on maps obtained from literature sources. The following important information on protein mixtures can be extracted: (i) the number of proteins can be accurately estimated, on the basis of the spatial coordinates and intensities of spots detected in the 2-D PAGE map; (ii) the model describing distribution of interdistance between adjacent spots can be identified in both the separation dimensions; (iii) the presence of repeated interdistances in spot positions in the maps can be easily singled out: these regularities suggest specific protein modifications.     

Analysis of protein/polypeptide interactions in human plasma using nondenaturing micro-2-DE followed by 3-D SDS-PAGE and MS

Previously, we have reported on the analysis of human plasma proteins on a nondenaturing micro-2-DE (mu2-DE) gel, using in-gel digestion followed by MALDI-MS and PMF [1]. Many of the spots on the mu2-DE gel showed apparent masses much larger than the calculated masses of their assigned polypeptides, suggesting noncovalent or covalent interactions between the polypeptides. In the present study, we aimed to further analyze the plasma protein spots on a nondenaturing mu2-DE gel, on which protein/polypeptide interactions have been suggested. The proteins in the spots were extracted under alkaline conditions and subjected to 3-D separation using SDS-PAGE in microslab gel format (muSDS gel) with or without the sample treatment of reduction-alkylation. The clear bands in each lane of the muSDS gels demonstrated the successful extraction of proteins from the relevant gel spot and visualized the relative contents of the polypeptides in the spot. Most of the bands were assigned by in-gel digestion followed by MALDI-MS and PMF (MASCOT/Swiss-Prot). The large discrepancy between the apparent mass value of a protein spot and the estimated mass values of the polypeptide bands on a nonreducing muSDS gel strongly suggested noncovalent polypeptide interactions. The differences in the polypeptide separation patterns on the muSDS gels, between with and without the treatment of reduction-alkylation, confirmed polypeptide disulfide bonding. The method employed here, aiming to integrate information on the proteins separated on nondenaturing 2-DE gels with that on the interactions between polypeptides, would help the comprehensive understanding of complex protein systems.