Basics and recent advances of two dimensional- polyacrylamide gel electrophoresis
- Sameh Magdeldin†1, 2Email author,
- Shymaa Enany†1, 3,
- Yutaka Yoshida1,
- Bo Xu1,
- Ying Zhang1,
- Zam Zureena4,
- Ilambarthi Lokamani4,
- Eishin Yaoita1 and
- Tadashi Yamamoto1
© Magdeldin et al.; licensee BioMed Central Ltd. 2014
Received: 4 September 2013
Accepted: 20 March 2014
Published: 15 April 2014
Gel- based proteomics is one of the most versatile methods for fractionating protein complexes. Among these methods, two dimensional- polyacrylamide gel electrophoresis (2-DE) represents a mainstay orthogonal approach, which is popularly used to simultaneously fractionate, identify, and quantify proteins when coupled with mass spectrometric identification or other immunological tests. Although 2-DE was first introduced more than three decades ago, several challenges and limitations to its utility still exist. This review discusses the principles of 2-DE as well as both recent methodological advances and new applications.
Two dimensional polyacrylamide gel electrophoresis (2-DE) is considered a powerful tool used for separation and fractionation of complex protein mixtures from tissues, cells, or other biological samples. It allows separation of hundreds to thousands of proteins in one gel. This technique became more popular and comprehensive after the prime advances and high resolution 2-DE modification . Actually, the modification established by O’Farrell allowed 2-DE technique to resolve up to 5000 protein- representing spots in an even 2 dimensional distribution and enabled precise separation of protein spots with high accuracy .
2-DE technique is deemed to be one of the leading powers in the expansion of proteomics and protein studies. It provides the first step for further analysis of the differentially regulated protein spots using mass spectrometry and western blotting. The use of 2-DE has been effectively defined in many cases to disclose both physiological mechanisms and proteins associated with clinical pathologies that can aid in the discovery of biomarkers.
Basic principles of 2-DE
Concept of 2-DE
2-DE consists mainly of two steps of separation; first dimension and second dimension. In the first dimension, protein molecules are resolved depending on their isoelectric point (pI) . Separation of proteins under a pH gradient allows intense band recovering using various tactics such as immobilized gradient electrophoresis (IPEG), isoelectric focusing (IEF), or non-equilibrium pH gradient electrophoresis (NEPHGE). In the second dimension, protein separation is performed based on molecular weight using SDS Laemmli or Tris-Tricine buffers. Due to the fact that it is improbable that different protein molecules may have the same physicochemical properties (pI and MW), proteins are efficiently separated by 2-DE rather than 1D-SDS PAGE . A prominent merit of 2-DE is that the resolution acquired during the first dimensional separation is not missed in the second electrophoresis when IEF gel strip is connected to the SDS- PAGE gel [2, 3].
Applications and utilities of 2-DE
2-DE is a powerful and widely used method for analysis of complex protein mixtures with exceptional ability to separate thousands of proteins at once. It provides direct visual confirmation of changes in protein/post-translational modifications (PTMs) abundance, thus providing early justification for downstream analytical steps through detecting post- and co-translational modifications, which cannot be predicted from the genomic sequence. Other applications of 2-DE include whole proteome analysis , cell differentiation , detection of biomarkers and disease markers, drug discovery, cancer research , bacterial pathogenesis , purity checks, microscale protein purification, and product characterization.
Advantages and strengths of 2-DE
During the last few years, several methodological improvements have contributed to increase the robustness of 2-DE workflows. The use of immobilized isoelectric focusing (IEF) strips, ampholytes- based buffers, highly sensitive dyes, and gel imaging software made the variability most likely from upstream process such as protein loss during extraction . In a recent multi-laboratory study on the feasibility of 2-DE, it is reported that 70-93% of spots were detected with coefficient of variation (CVs) less than 20% within same laboratory researchers . On the other hand, 72% of spots showed CVs with less than 20% across laboratories . This finding proves the feasibility and the robustness of 2-DE. Moreover, 2-DE becomes less variable when multiplexing electrophoresis developed. Differentially labeled samples run at the same time minimized the possibility of artifacts resulted from technical errors. Finally, the recent improvements of the gel image analysis minimized the former high percentage of spot identification failure estimated to reach 60% which considered one of the major contributors to variability seen with 2-DE .
Visualized mapping analysis
Compatible platform for further analysis
2-DE gel easily and efficiently couples with many other analysis and biochemical techniques. Thus, it provides a compatible platform for subsequent analysis. For example, stained gels can be followed by spot excision, destaining, protein extraction, digestion, and analysis of the tryptic peptides by mass spectrometry. Although coomassie blue could be reversibly destained and compatible with mass spectrometry, silver staining, it is not compatible because of the usage of formaldehyde or glutaraldehyde during the fixing and sensitization step that results in lysine residue cross-linking within the protein chain interfering MS analysis and thus will hinder trypsin digestion [12, 13]. Various modifications in the silver nitrate stain approach were performed to overcome this drawback. Compatibility of 2-DE includes bottom-up proteomics to identify proteins and characterize their amino acid sequences or alternatively proceeded by the top-down proteomics (shotgun) in which the crude proteins extract is digested directly for analysis. In another powerful combination, antibody- based analysis could be coupled before or after 2-DE. For instance, immune-affinity purification can be used to pre-fractionate a protein of interest prior to running 2-DE such as phosphorylated  or ribonucleoproteins . Most commonly, 2-DE fractionated proteins are subjected to either in-gel digestion to prepare tryptic peptides for mass spectrometric analysis or gels are validated for protein of interest using western blotting .
Limitations of 2-DE
In the traditional method of the first dimension IEF, the carrier ampholytes is utilized to build pH gradient. The carrier ampholytes-based pH gradient made from soft unsupported tube gels (typically 4% acrylamide) is not stable. There is batch to batch variability and prone to cathodic drift (a progressive loss of basic proteins during long running of electro-focusing under electric field), leading to low reproducibility and requiring careful monitoring of electric field . Replacement of carrier ampholyte-based pH gradient in tube gel with the immobilized pH gradients (IPG) was the key development in increasing the reproducibility of 2-DE [16, 17].
Difficulty in separating hydrophobic and extremely acidic or basic proteins
Different types of proteins can always be missing, due to the difficulty in separating membrane- bound (hydrophobic) and extreme proteins [18, 19]. Notably, highly acidic or basic proteins are neither easily extracted nor solubilized. This difficulty in extraction relies mainly on the solubilization power of the buffer used in the IEF step. Many efforts have been performed for better solubilization of membrane proteins using different chaotropes or detergents. For instant, Triton X- 114 and CHAPS showed a powerful recovering power towards hydrophobic proteins on 2-DE when tested immunologically . Another study reported the use of cationic detergent benzyldimethyl-n-hexadecylammonium chloride to improve resolving hydrophobic proteins with GRAVY index as low as 0.56 . Similar improvement was reported when using detergents such as DHPC  and 1,4-dithioethanol . Although solubilization of wide range of proteins could be achieved using denaturating solution (Urea and Thiourea) and zwitterionic detergents (SB 3–10) , resistance of certain proteins still remains a built-in problem [2, 24].
Narrow dynamic range of 2-DE
Low throughput and labor- intensiveness
2-DE is labor-intensive and has a relative low throughput. The throughput of 2-DE is adequate for many small-scale basic research studies, but it may present a serious obstacle for projects that involve screening of a large number of clinical samples. Furthermore, 2-DE requires skills and experience to counteract any possible trouble shooting due to the procedural artifacts. Much care should be considered to minimize the variations during sample processing that lasts up to 3 days in larger gels.
Recent advances and technologies associated with 2-DE
The development of image technology has introduced differential imaging gel electrophoresis (DIGE) technique. This method was designed in an attempt to increase sensitivity and reproducibility of 2-DE using multiplexed fluorescent dyes- labeled protein samples. 2D-DIGE is based mainly on running more than one sample (maximum 3 samples) on a single gel at once to address the issue of gel-to gel variability. In this technique, different fluorescent cyanine (Cy) dyes are used for labeling proteins from different samples . After mixing these samples in equal ratio and running them together as one sample, same protein from different samples migrates to the same position on the 2D gel where it could be easily explored and differentiated by the different fluorophore-labeled dye and imaged to calculate its abundance. 2D-DIGE is an important tool, especially for clinical laboratories involved in the determination of protein expression levels and disease biomarker discovery. When absolute biological variation between samples is the main objective, as in biomarker discovery, 2D-DIGE is one of the methods of choice.
Prefractionation, enrichment, and depletion prior to 2-DE
Protein sample prefractionation before 2-DE has been implemented to reduce sample complexity. As a result, the low abundance proteins present in these fractions will be clearly represented in 2-DE. Proteins identified in the prefractionated samples have a higher number of peptides. Moreover, low molecular weight proteins can be clearly detected when sample complexity is reduced . Prefractionation ultimately increases loading capacity of samples onto the 2-DE gel and leads to better resolution, visualization and identification. Sample prefractionation can be performed in several different ways, broadly subdivided into three levels: cellular, subcellular and protein subfractionation . For example, cellular extraction is a generalized approach to screen the whole proteome of a given sample. An extraction buffer containing urea and thiourea with NP-40 usually recovers most proteins . In subcellular prefractionation, a density gradient (isopycnic) centrifugation method , or alternatively tissue strainers and buffers approach is used to homogenate a given tissue followed by using selective solvents to dissolve mitochondrial, ER-golgi, or nuclear proteins . Protein subfractionation based on its physico-chemical properties is another level of fractionation. This method could be used to fractionate proteins based on their charge such as strong cation exchange (SCX) method  or based on their pI such as Liquid phase IEF Zoom® prefractionator . Enrichment of protein of interest that exists in the sample in low abundance such as phosphorylated proteins (represents 3-4%) might be essential before 2-DE. For example, in one of our experiments to characterize tyrosine phosphorylated glomerular proteins related to slit diaphragm, samples were immunoprecipitated using protein A- Sepharose then subjected to 2-DE . Depending on the nature of the sample, biological fluids such as plasma and urine may require removal of specific proteins (albumin or hemoglobin) to increase the resolution of separation before 2-DE. On the downstream mass spectrometric level, the excess of highly tryptic peptides generated from these abundant proteins bias the identification towards these proteins on the expense of lower abundant ones. In contrast, depletion increases peptides capture possibilities of low abundant proteins [33, 34].
Blue native Gel electrophoresis for membrane proteins studies
Blue-Native polyacrylamide gel electrophoresis (Blue Native PAGE) was originally introduced by Schagger and von Jagow as a technique for separating enzymatically active membrane protein complexes under mild condition . In this approach, the anionic dye Coomassie Brilliant Blue G-250 (5% w/v) is mixed with the protein sample prior to gel loading. This dye has the ability to provide negative charges to the surface of the protein. It induces a charge shift that improves solubilization of hydrophobic proteins especially membrane intrinsic electron/proton transfer complexes in mitochondria providing a global analysis of membrane proteomics. The dye binds to protein complexes and both migrate during electrophoresis. Finally, the gels are stained with coomassie dye again prior to mass analysis. A recent implementation for this technique was fruitful in identifying individual compounds within protein complexities of inflammasomes  and integrin and histone complexes in placenta . In addition to its ability to unveil protein complexities, this methodology allows better separation of hydrophobic proteins (membrane proteins) as well .
2-DE for post translational modifications (PTMs)
The analysis of protein post-translational modifications (PTMs) has become an important topic for the study of cell biology, disease treatment, and disease prevention. 2-DE provides a direct observation of protein PTMs in gels as well as its relative abundance. Publicly available web-based tools such as ProMoST  and JVirGel  could be used for that purpose. In addition, specific staining dyes for PTM monitoring were developed and became widely applied in the proteome studies. In phosphoproteome research, molecular Probes, Pro-Q® Diamond phosphoprotein gel stain is a breakthrough technology that provides a precise method for selectively staining phosphoproteins in polyacrylamide gels. Similarly, for glycoproteomics, commercially available fluorescent dye; Lissamine rhodamine B sulfonyl hydrazine (LRSH) was introduced to specifically stain the glycoproteins. This stain relays on periodate/Schiff base mechanism. Unlike conventional methods used for the characterization of PTMs such as the enrichment strategies either with antibodies or immobilized resin, lectin’s binding strategy, or enzymatic based techniques, 2-DE offers an analytical tool with high resolution and high reproducibility by taking the advantage of the well known change in pI and MW induced by many modifications .
Outlines on the types and current availability of 2-DE
First dimension electrophoresis
The first dimension electrophoresis can be performed using ionic substances, which reacts as acid or base and is termed as carrier ampholyte pH gradient. It could be blended and optimized for wide or more restricted pH ranges. Several techniques for IEF could be applied in the first dimension electrophoresis as explained below.
The conventional method of IEF depends on the carrier ampholyte where proteins migrate in a solution media until reaching the equilibrium state when its net charge equals to zero. Proteins that are in a pH region below its isoelectric point (pI) will be positively charged and will migrate towards the cathode. As it migrates through a gradient of increasing pH, however, the protein’s overall charge will decrease until the protein reaches the pH region that corresponds to its pI. At this point, the migration ceases. As a result, the proteins become focused into sharp stationary bands with each protein positioned at a point in the pH gradient corresponding to its pI. . Although this conventional method is easy to prepare and do not require much casting equipments, it has a main disadvantage as the ampholytes have some susceptibility to flow towards cathode and this gradient flow usually causes a reduction in the reproducibility.
Immobilized pH gradient (IPG)
Non-equilibrium pH gel electrophoresis (NEPHGE)
Non-equilibrium pH gel electrophoresis (NEPHGE) technique was developed to resolve proteins with basic to extremely high pI (7.0 to 11.0) [1, 44] that cannot be separated by the traditional method. In contrast, IPG method allows the protein molecules to move at different rate across the gel based on the charge and the volt hours setting that determine speed pattern and reproducibility . A previous study comparing IPG and NEPHGE techniques showed that protein loss was higher in IPG-based method, especially for basic proteins. They found the reproducibility of spots was slightly better in NEPHGE-based method. About half of detected basic protein spots were not reproducible by IPG-based 2-DE, whereas NEPHGE-based method showed excellent reproducibility in the basic gel zone. The reproducibility of acidic proteins was similar in both methods .
Second dimension SDS PAGE
This step separates proteins based on their molecular weight using a vertical electrophoretic device with either Laemmli buffer  or Tris- Tricine buffer . Instead of loading protein sample within the wells, the first dimension-rehydrated strip is carefully placed on the top of the SDS-PAGE and sealed with agarose. Further technical details are described by Magdeldin et al..
The state of art in the analysis of 2-DE images
2- DE software analysis
Current available commercial software used for 2-DE gel image analysis
Image analysis approach
Spot detection first
Spot detection first
Spot detection first
ImageMaster 2D platinum
Spot detection first
Spot detection first
Applied Maths NV
Spot detection first
Spot detection first
Spot detection first
Image alignment first
Image alignment first
Image alignment first
Image alignment first
2-DE proteome databases
2-DE proteome database websites allow experimental data to be uploaded and disseminated for public. They also help to generate reference maps for normal and diseased cases. These databases display annotated and representative reference map for a variety of cell and tissue types. A list of publicly available databases is found at http://www.expasy.org/ch2d-index.html. The Swiss- 2D PAGE website highlights the World- 2D PAGE database server, the World-2 D PAGE Portal, and the World- 2D PAGE repository, which displays the publication links of each reference map and the experimental condition . So far, it is one of the largest databases for 2-DE. It contains more than 36 different 2-DE reference proteome maps from 7 different species including S. Cerevisiae and E. coli as well as many different human tissues and organs such as kidney and liver . The database annotates protein identification, protein patho-physiological function, physicochemical properties (MW and pl, amino acid composition and peptide masses), and citations. Recently, many other 2-DE reference maps are available online e.g. (http://web.mpiib-berlin.mpg.de/cgi-bin/pdbs/2d-page/extern/index.cgi and http://www.gelbank.anl.gov).
Challenges in the analysis of the 2-DE images
Although bioinformatics software made 2-DE gel analysis much easier, several challenges remain in order to achieve a non-biased, accurate, and reproducible result.
Before software analysis
The key role in a successful computer- based gel imaging relays on the quality of the raw image itself. Therefore, it is necessary to use a high resolution scanner. CCD cameras are time consuming but could be used for several stained gels. laser scanners are more accurate and generate high resolution raw images. In general, image resolution of 100–150 in TIEF format is enough for quantitative analysis. In comparative analysis, it is essential to reproduce replicate gels with minimal noise and background for correct quantification. Certain filters might be applied with care for gel optimization prior to analysis.
During the process of analysis
Differences in the spot positions between gels are major challenging issue in image processing because they impede accurate spot matching. The key step for overcoming spot shifting is to perform a gel image alignment in which certain landmark spots are first pinned between all gels. In a next step, the software tries to align other spots based on these landmarks. However, in some cases, complete alignment could not be obtained if the two patterns are so different. Therefore, in such case, one should avoid excessive manual interventions because this would worsen the reliability of the image control and the reproducibility of the operation between different users. Because of the quantification and the normalization of the spot intensity, one should realize that the relationship between the original protein quantity in the sample and the measured spot intensity is affected by various intervening factors. For example, sample loss occurring during the IEF or while transferring to the second dimension. Given the biochemical diversity of the protein molecules, it is expected that there are some proteins with a nonlinear relation between concentration and intensity. Therefore, one should expect to obtain relatively quantitative results referring to same protein species coming from different samples.
Protein separation is a core part of proteomics analysis. 2-DE is a basic and fundamental procedure to fractionate and visualize protein complexes. The 2-DE method is superior to visualize each protein as a spot that can be interpreted by its abundance, location, or even its presence or absence. This visual- based result is in most cases confident. Meanwhile, 2-DE procedures need experience and optimization of skills. With the ongoing development and modifications applied to this sophisticated technique, 2-DE is expected to be less labor, more informative, sensitive, rapid, and easily applied.
This work was supported by JSPS (Japan Society for Promotion of Science) Grant-in-Aid for scientific research (B) to SM (#23790933) from Ministry of Education, Culture, Sports, Science and Technology of Japan. The funders had no role in the decision to publish, or preparation of the article.
- O’Farrell PH: High resolution two-dimensional electrophoresis of proteins. J Biol Chem. 1975, 250: 4007-4021.PubMed CentralPubMedGoogle Scholar
- Magdeldin S, Zhang Y, Bo X, Yoshida Y, Yamamoto T: Biochemistry, Genetics and Molecular Biology “Gel Electrophoresis - Principles and Basics”. 2012, Rijeka, Croatia: INTECH,Google Scholar
- Anderson NG, Matheson A, Anderson NL: Back to the future: the human protein index (HPI) and the agenda for post-proteomic biology. Proteomics. 2001, 1: 3-12.View ArticlePubMedGoogle Scholar
- Magdeldin S, Li H, Yoshida Y, Enany S, Zhang Y, Xu B, Fujinaka H, Yaoita E, Yamamoto T: Comparison of two dimensional electrophoresis mouse colon proteomes before and after knocking out aquaporin 8. J Proteomics. 2010, 73: 2031-2040.View ArticlePubMedGoogle Scholar
- Jungblut PR, Seifert R: Analysis by high-resolution two-dimensional electrophoresis of differentiation-dependent alterations in cytosolic protein pattern of HL-60 leukemic cells. J Biochem Biophys Methods. 1990, 21: 47-58.View ArticlePubMedGoogle Scholar
- Wu W, Tang X, Hu W, Lotan R, Hong WK, Mao L: Identification and validation of metastasis-associated proteins in head and neck cancer cell lines by two-dimensional electrophoresis and mass spectrometry. Clin Exp Metastasis. 2002, 19: 319-326.View ArticlePubMedGoogle Scholar
- Enany S, Yoshida Y, Magdeldin S, Bo X, Zhang Y, Enany M, Yamamoto T: Two dimensional electrophoresis of the exo-proteome produced from community acquired methicillin resistant Staphylococcus aureus belonging to clonal complex 80. Microbiol Res. 2013, 168: 504-511.View ArticlePubMedGoogle Scholar
- Rabilloud T, Chevallet M, Luche S, Lelong C: Two-dimensional gel electrophoresis in proteomics: past, present and future. J Proteomics. 2010, 73: 2064-2077.View ArticlePubMedGoogle Scholar
- Bech-Serra JJ, Borthwick A, Colome N, ProteoRed C, Albar JP, Wells M, Sanchez del Pino M, Canals F: A multi-laboratory study assessing reproducibility of a 2D-DIGE differential proteomic experiment. J Biomol Tech. 2009, 20: 293-296.PubMed CentralPubMedGoogle Scholar
- Bland AM, Janech MG, Almeida JS, Arthur JM: Sources of variability among replicate samples separated by two-dimensional gel electrophoresis. J Biomol Tech. 2010, 21: 3-8.PubMed CentralPubMedGoogle Scholar
- Chevalier F: Highlights on the capacities of “Gel-based” proteomics. Proteome Sci. 2010, 8: 23-PubMed CentralView ArticlePubMedGoogle Scholar
- Chevallet M, Luche S, Diemer H, Strub JM, Van Dorsselaer A, Rabilloud T: Sweet silver: a formaldehyde-free silver staining using aldoses as developing agents, with enhanced compatibility with mass spectrometry. Proteomics. 2008, 8: 4853-4861.View ArticlePubMedGoogle Scholar
- Shevchenko A, Wilm M, Vorm O, Mann M: Mass spectrometric sequencing of proteins silver-stained polyacrylamide gels. Anal Chem. 1996, 68: 850-858.View ArticlePubMedGoogle Scholar
- Pinol-Roma S, Choi YD, Matunis MJ, Dreyfuss G: Immunopurification of heterogeneous nuclear ribonucleoprotein particles reveals an assortment of RNA-binding proteins. Genes Dev. 1988, 2: 215-227.View ArticlePubMedGoogle Scholar
- Kjaersgard IV, Jessen F: Two-dimensional gel electrophoresis detection of protein oxidation in fresh and tainted rainbow trout muscle. J Agric Food Chem. 2004, 52: 7101-7107.View ArticlePubMedGoogle Scholar
- Gorg A, Postel W, Domscheit A, Gunther S: Two-dimensional electrophoresis with immobilized pH gradients of leaf proteins from barley (Hordeum vulgare): method, reproducibility and genetic aspects. Electrophoresis. 1988, 9: 681-692.View ArticlePubMedGoogle Scholar
- Gorg A, Postel W, Gunther S: The current state of two-dimensional electrophoresis with immobilized pH gradients. Electrophoresis. 1988, 9: 531-546.View ArticlePubMedGoogle Scholar
- Wilkins MR, Gasteiger E, Sanchez JC, Bairoch A, Hochstrasser DF: Two-dimensional gel electrophoresis for proteome projects: the effects of protein hydrophobicity and copy number. Electrophoresis. 1998, 19: 1501-1505.View ArticlePubMedGoogle Scholar
- Corthals GL, Wasinger VC, Hochstrasser DF, Sanchez JC: The dynamic range of protein expression: a challenge for proteomic research. Electrophoresis. 2000, 21: 1104-1115.View ArticlePubMedGoogle Scholar
- Santoni V, Rabilloud T, Doumas P, Rouquie D, Mansion M, Kieffer S, Garin J, Rossignol M: Towards the recovery of hydrophobic proteins on two-dimensional electrophoresis gels. Electrophoresis. 1999, 20: 705-711.View ArticlePubMedGoogle Scholar
- Zahedi RP, Meisinger C, Sickmann A: Two-dimensional benzyldimethyl-n-hexadecylammonium chloride/SDS-PAGE for membrane proteomics. Proteomics. 2005, 5: 3581-3588.View ArticlePubMedGoogle Scholar
- Babu GJ, Wheeler D, Alzate O, Periasamy M: Solubilization of membrane proteins for two-dimensional gel electrophoresis: identification of sarcoplasmic reticulum membrane proteins. Anal Biochem. 2004, 325: 121-125.View ArticlePubMedGoogle Scholar
- Pasquali C, Fialka I, Huber LA: Preparative two-dimensional gel electrophoresis of membrane proteins. Electrophoresis. 1997, 18: 2573-2581.View ArticlePubMedGoogle Scholar
- Rabilloud T, Adessi C, Giraudel A, Lunardi J: Improvement of the solubilization of proteins in two-dimensional electrophoresis with immobilized pH gradients. Electrophoresis. 1997, 18: 307-316.View ArticlePubMedGoogle Scholar
- Falvo S, Di Carli M, Desiderio A, Benvenuto E, Moglia A, America T, Lanteri S, Acquadro A: 2-D DIGE analysis of UV-C radiation-responsive proteins in globe artichoke leaves. Proteomics. 2011, 12 (3): 448-60.View ArticleGoogle Scholar
- Semaan SM, Sang Q-XA: Prefractionation enhances loading capacity and identification of basic proteins from human breast cancer tissues. Anal Biochem. 2011, 411: 8-View ArticleGoogle Scholar
- Stasyk T, Huber LA: Zooming in: fractionation strategies in proteomics. Proteomics. 2004, 4: 3704-3716.View ArticlePubMedGoogle Scholar
- Boisvert FM, Lam YW, Lamont D, Lamond AI: A quantitative proteomics analysis of subcellular proteome localization and changes induced by DNA damage. Mol Cell Proteomics. 2010, 9: 457-470.PubMed CentralView ArticlePubMedGoogle Scholar
- Cascio S, Zhang L, Finn OJ: MUC1 protein expression in tumor cells regulates transcription of proinflammatory cytokines by forming a complex with nuclear factor-kappaB p65 and binding to cytokine promoters: importance of extracellular domain. J Biol Chem. 2011, 286: 42248-42256.PubMed CentralView ArticlePubMedGoogle Scholar
- Molloy MP, Herbert BR, Walsh BJ, Tyler MI, Traini M, Sanchez JC, Hochstrasser DF, Williams KL, Gooley AA: Extraction of membrane proteins by differential solubilization for separation using two-dimensional gel electrophoresis. Electrophoresis. 1998, 19: 837-844.View ArticlePubMedGoogle Scholar
- Zhu K, Yan F, O’Neil KA, Hamler R, Lubman DM, Lin L, Barder TJ: Proteomic analysis using 2-D liquid separations of intact proteins from whole-cell lysates. Curr Protoc Protein Sci. 2004, Chapter 23: Unit 23 23-Google Scholar
- Zhang Y, Yoshida Y, Nameta M, Xu B, Taguchi I, Ikeda T, Fujinaka H, Mohamed SM, Tsukaguchi H, Harita Y, Yaoita E, Yamamoto T: Glomerular proteins related to slit diaphragm and matrix adhesion in the foot processes are highly tyrosine phosphorylated in the normal rat kidney. Nephrol Dial Transplant. 2010, 25: 1785-1795.View ArticlePubMedGoogle Scholar
- Karlsson K, Cairns N, Lubec G, Fountoulakis M: Enrichment of human brain proteins by heparin chromatography. Electrophoresis. 1999, 20: 2970-2976.View ArticlePubMedGoogle Scholar
- Fountoulakis M, Takacs MF, Berndt P, Langen H, Takacs B: Enrichment of low abundance proteins of Escherichia coli by hydroxyapatite chromatography. Electrophoresis. 1999, 20: 2181-2195.View ArticlePubMedGoogle Scholar
- Schagger H, von Jagow G: Blue native electrophoresis for isolation of membrane protein complexes in enzymatically active form. Anal Biochem. 1991, 199: 223-231.View ArticlePubMedGoogle Scholar
- Kofoed EM, Vance RE: Blue native polyacrylamide gel electrophoresis to monitor inflammasome assembly and composition. Methods Mol Biol. 2013, 1040: 169-183.View ArticlePubMedGoogle Scholar
- Wang F, Wang L, Xu Z, Liang G: Identification and analysis of multi-protein complexes in placenta. PloS one. 2013, 8: e62988-PubMed CentralView ArticlePubMedGoogle Scholar
- Salzano AM, Novi G, Arioli S, Corona S, Mora D, Scaloni A: Mono-dimensional blue native-PAGE and bi-dimensional blue native/urea-PAGE or/SDS-PAGE combined with nLC-ESI-LIT-MS/MS unveil membrane protein heteromeric and homomeric complexes in Streptococcus thermophilus. J Proteomics. 2013, 94: 240-261.View ArticlePubMedGoogle Scholar
- Halligan BD, Ruotti V, Jin W, Laffoon S, Twigger SN, Dratz EA: ProMoST (Protein Modification Screening Tool): a web-based tool for mapping protein modifications on two-dimensional gels. Nucleic Acids Res. 2004, 32: W638-644.PubMed CentralView ArticlePubMedGoogle Scholar
- Hiller K, Schobert M, Hundertmark C, Jahn D, Munch R: JVirGel: calculation of virtual two-dimensional protein gels. Nucleic Acids Res. 2003, 31: 3862-3865.PubMed CentralView ArticlePubMedGoogle Scholar
- Farley AR, Link AJ: Identification and quantification of protein posttranslational modifications. Methods Enzymol. 2009, 463: 725-763.View ArticlePubMedGoogle Scholar
- Bjellqvist B, Ek K, Righetti PG, Gianazza E, Gorg A, Westermeier R, Postel W: Isoelectric focusing in immobilized pH gradients: principle, methodology and some applications. J Biochem Biophys Methods. 1982, 6: 317-339.View ArticlePubMedGoogle Scholar
- Gorg A, Weser J, Westermeier R, Postel W, Weidinger S, Patutschnick W, Cleve H: Isoelectric focusing with immobilized pH gradients for the analysis of transferrin (Tf) subtypes and variants. Hum Genet. 1983, 64: 222-226.View ArticlePubMedGoogle Scholar
- Lopez MF: Nonequilibrium pH gel electrophoresis (NEPHGE). Methods Mol Biol. 1999, 112: 129-131.PubMedGoogle Scholar
- Slibinskas R, Razanskas R, Zinkeviciute R, Ciplys E: Comparison of first dimension IPG and NEPHGE techniques in two-dimensional gel electrophoresis experiment with cytosolic unfolded protein response in Saccharomyces cerevisiae. Proteome Sci. 2013, 11: 36-PubMed CentralView ArticlePubMedGoogle Scholar
- Laemmli UK: Cleavage of structural proteins during the assembly of the head of bacteriophage T4. Nature. 1970, 227: 680-685.View ArticlePubMedGoogle Scholar
- Rozalska M, Szewczyk EM: Staphylococcus cohnii hemolysins - isolation, purification and properties. Folia Microbiol (Praha). 2008, 53: 521-526.View ArticleGoogle Scholar
- Hoogland C, Sanchez JC, Tonella L, Binz PA, Bairoch A, Hochstrasser DF, Appel RD: The 1999 SWISS-2DPAGE database update. Nucleic Acids Res. 1999, 2000 (28): 286-288.Google Scholar
This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.