Identification of proteins separated by one-dimensional sodium dodecyl sulfate/polyacrylamide gel electrophoresis with matrix-assisted laser desorption/ionization ion trap mass spectrometry; comparison with matrix-assisted laser desorption/ionization time-of-flight mass fingerprinting

Digests from ten gel bands containing low abundance proteins were analyzed by both matrix-assisted laser desorption/ionization ion trap (MALDI-IT) and matrix-assisted laser desorption/ionization time-of-flight (MALDI-TOF) mass spectrometry (MS) methods. MALDI-TOF techniques were able to identify only one protein from all 10 gel bands, while MALDI-IT identified eight proteins from the same 10 bands. The ability to perform MS/MS experiments with a MALDI-IT instrument leads to protein identifications based on both peptide molecular mass and sequence information, and is much less prone to errors and uncertainties introduced by peptide fingerprinting methodologies in which protein identification is based on peptide molecular masses alone.     

Scoring methods in MALDI peptide mass fingerprinting: ChemScore, and the ChemApplex program

No universally accepted score is currently available to determine when a matrix-assisted laser desorption ionization (MALDI) peptide mass fingerprint (PMF) experiment has been successfully carried out. We describe a software program (ChemApplex) based on a calculated parameter (Combined Protein Score) that takes into account (1) peak intensity, (2) the mass accuracy of the match, and (3) ChemScore, a theoretical intensity factor that estimates the probability of observing a particular peptide based on a combination of chemical considerations, in particular the amino acid composition of the peptide and the amino acid sequence of the amino acids that span the cleavage site. When these three factors are taken into account both at the level of individual peptides and at the protein level, protein components in mixtures whose peptides contribute less than 1% of the total intensity can often be correctly identified, as is demonstrated for mixtures of standard proteins. Moreover, it is possible to make robust database identifications that are nearly independent of the number of masses submitted and the mass error threshold used for matching. Protein scoring based on Combined Protein Score is orthogonal to many of the commonly used probability-based scoring schemes, and makes it possible to archive a more complete set of parameters that more thoroughly characterize the validity of the database match, which increases the confidence in the identifications.     

优化分离与鉴定蓝斑背肛海兔口腔神经节蛋白质组

采用双向凝胶电泳技术优化分离蓝斑背肛海兔(Notarcus leachii cirrosus Stimpson, NLCS)口腔神经节(Buccal Ganglion, BG)蛋白质组, 并获得约300个蛋白质斑点. 用组合基质辅助激光解吸电离化飞行时间(MALDI-TOF)质谱技术和胶内酶解技术测定BG蛋白质组中的96个蛋白质斑点的肽指纹(Peptide mass fingerprint, PMF)图谱. 经数据库检索与比对后, 发现96种蛋白质中仅有4种蛋白质可获得较高的匹配率, 它们分别是微管蛋白(Tubulin)、 肌动蛋白(Actin)和两个1,5-二磷酸核酮糖-羧化酶/加氧酶(Ribulose-1,5-bisphosphate carboxylase/oxygenase, Ribulose), 均属于神经细胞骨架蛋白质; 同时还发现一种交配信号肽前体(Peptide mating pheromone precursor). 利用LOCtrees软件和分类法对56种蛋白质进行亚细胞定位与分类.     

"LaneSpector", a tool for membrane proteome profiling based on sodium dodecyl sulfate-polyacrylamide gel electrophoresis/liquid chromatography-tandem mass spectrometry analysis: application to Listeria monocytogenes membrane proteins

Proteomics is required to provide insight into any type of subproteome. While the workflow based on two-dimensional polyacrylamide gel electrophoresis (2-D PAGE) can be applied for many subproteomes and comprises well-established strategies for data presentation and data analysis, the comprehensive investigation of membrane proteomes remains a challenging task. We present a number of procedures that provide an insight into such systems. We have established a novel protocol for the efficient preparation of membrane fractions, which is used here for the human pathogen Listeria monocytogenes that overcomes difficulties associated with ribosomes. Subsequently, we have used the combination of sodium dodecyl sulfate (SDS)-PAGE and liquid chromatography-tandem mass spectrometry for the characterization of the membrane proteome. Three hundred and one different membrane proteins could be identified, including 70 proteins that exhibited 2-15 transmembrane domains. However, a remarkably high ratio of proteins was detected in gel sections that were not in accordance with their expected migration behavior during SDS-PAGE. Protein identifications based on MASCOT significance criteria could be shown to be of high quality and therefore could not be the explanation of this observation. Consequently we have developed LaneSpector, a general visualization tool that allows the systematic comparison between apparent and calculated protein masses, which is routinely applicable to any high-throughput approach using a mass-dependent separation dimension prior to LC-MS/MS. The detailed presentation of the LaneSpector plot promotes the validation of the analytical process and might help to reveal relevant biological processes such as proteolysis or other post-translational modifications.     

Application of capillary isoelectric focusing and peptide mass fingerprinting in carbohydrate-deficient transferrin detection

Carbohydrate-deficient transferrin (CDT) is a specific biomarker of alcohol abuse and is widely used in clinical diagnosis to detect and follow up excessive alcohol consumption. However, false %CDT results still exist in CDT detection, because of interference from genetic variants and the lack of standardization in CDT analysis. Therefore, it is still very important to find a method with high sensitivity and high accuracy for CDT detection. Here, we compared the detection sensitivity and accuracy of pI values based methods [isoelectric focusing on polyacrylamide gel electrophoresis (IEF-PAGE) and capillary isoelectric focusing (CIEF)] with hydrophobic characteristic based methods [reversed-phase high-performance liquid chromatography (RP-HPLC)] on CDT detection. Moreover, we investigated the potential of peptide mass fingerprinting (PMF), a method based on the mass spectrometry to identify human transferrin (HTf) variants including CDT isoforms and genetic variants, based on their specific peptide masses. Results indicated that PMF can identify HTf variants including CDT isoforms and genetic variants based on their specific peptides, and CIEF showed higher sensitivity detection of HTf variants than RP-HPLC and IEF-PAGE did. Accordingly, we suggest that PMF is suitable for identifying CDT with high accuracy, and CIEF has potential for detection of CDT and genetic variants with high sensitivity; moreover, they are both worth further investigation in clinical diagnosis.     

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.     

Identification of low molecular weight proteins isolated by 2-D liquid separations

Proteins with molecular mass (M(r)) <20 kDa are often poorly separated in 2-D sodium dodecyl sulfate polyacrylamide gel electrophoresis. In addition, low-M(r) proteins may not be readily identified using peptide mass fingerprinting (PMF) owing to the small number of peptides generated in tryptic digestion. In this work, we used a 2-D liquid separation method based on chromatofocusing and non-porous silica reversed-phase high-performance liquid chromatography to purify proteins for matrix-assisted laser desorption/ionization time-of-flight mass spectrometric (MALDI-TOFMS) analysis and protein identification. Several proteins were identified using the PMF method where the result was supported using an accurate M(r) value obtained from electrospray ionization TOFMS. However, many proteins were not identified owing to an insufficient number of peptides observed in the MALDI-TOF experiments. The small number of peptides detected in MALDI-TOFMS can result from internal fragmentation, the few arginines in its sequence and incomplete tryptic digestion. MALDI-QTOFMS/MS can be used to identify many of these proteins. The accurate experimental M(r) and pI confirm identification and aid in identifying post-translational modifications such as truncations and acetylations. In some cases, high-quality MS/MS data obtained from the MALDI-QTOF spectrometer overcome preferential cleavages and result in protein identification.     

The effects of mass accuracy,data acquisition speed,and search algorithm choice on peptide identification rates in phosphoproteomics

Proteomic analyses via tandem mass spectrometry have been greatly enhanced by the recent development of fast, highly accurate instrumentation. However, successful application of these developments to high-throughput experiments requires careful optimization of many variables which adversely affect each other, such as mass accuracy and data collection speed. We examined the performance of three shotgun-style acquisition methods ranging in their data collection speed and use of mass accuracy in identifying proteins from yeast-derived complex peptide and phosphopeptide-enriched mixtures. We find that the combination of highly accurate precursor masses generated from one survey scan in the FT-ICR cell, coupled with ten data-dependent tandem MS scans in a lower-resolution linear ion trap, provides more identifications in both mixtures than the other examined methods. For phosphopeptide identifications in particular, this method identified over twice as many unique phosphopeptides as the second-ranked, lower-resolution method from triplicate 90-min analyses (744 ± 50 vs. 308 ± 50, respectively). We also examined the performance of four popular peptide assignment algorithms (Mascot, Sequest, OMSSA, and Tandem) in analyzing the results from both high-and low-resolution data. When compared in the context of a false positive rate of approximately 1%, the performance differences between algorithms were much larger for phosphopeptide analyses than for an unenriched, complex mixture. Based upon these findings, acquisition speed, mass accuracy, and the choice of assignment algorithm all largely affect the number of peptides and proteins identified in high-throughput studies. Electronic supplementary material The online version of this article (doi:) contains supplementary material, which is available to authorized users.     

Proteomic analysis of the human colon carcinoma cell line (LIM 1215): development of a membrane protein database

The proteomic definition of plasma membrane proteins is an important initial step in searching for novel tumor marker proteins expressed during the different stages of cancer progression. However, due to the charge heterogeneity and poor solubility of membrane-associated proteins this subsection of the cell's proteome is often refractory to two-dimensional electrophoresis (2-DE), the current paradigm technology for studying protein expression profiles. Here, we describe a non-2-DE method for identifying membrane proteins. Proteins from an enriched membrane preparation of the human colorectal carcinoma cell line LIM1215 were initially fractionated by sodium dodecyl sulfate-polyacrylamide gel electrophoresis (SDS-PAGE, 4-20%). The unstained gel was cut into 16 x 3 mm slices, and peptide mixtures resulting from in-gel tryptic digestion of each slice were individually subjected to capillary-column reversed phase-high performance liquid chromatography (RP-HPLC) coupled with electrospray ionization-ion trap-mass spectrometry (ESI-IT-MS). Interrogation of genomic databases with the resulting collision-induced dissociation (CID) generated peptide ion fragment data was used to identify the proteins in each gel slice. Over 284 proteins (including 92 membrane proteins) were identified, including many integral membrane proteins not previously identified by 2-DE, many proteins seen at the genomic level only, as well as several proteins identified by expressed sequence tags (ESTs) only. Additionally, a number of peptides, identified by de novo MS sequence analysis, have not been described in the databases. Further, a "targeted" ion approach was used to unambiguously identify known low-abundance plasma membrane proteins, using the membrane-associated A33 antigen, a gastrointestinal-specific epithelial cell protein, as an example. Following localization of the A33 antigen in the gel by immunoblotting, ions corresponding to the theoretical A33 antigen tryptic peptide masses were selected using an "inclusion" mass list for automated sequence analysis. Six peptides corresponding to the A33 antigen, present at levels well below those accessible using the standard automated "nontargeted" approach, were identified. The membrane protein database may be accessed via the World Wide Web (WWW) at http://www.ludwig. edu.au/jpsl/jpslhome.html.     

Identification of proteins by combination of size-exclusion chromatography with matrix-assisted laser desorption/ionization time-of-flight mass spectrometry and comparison of some desalting procedures for both intact proteins and their tryptic digests

Separation of a protein mixture by size-exclusion chromatography (SEC) was combined with matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOFMS). Identification of proteins in the collected fractions was performed both as intact proteins by MALDI-TOFMS and using peptide mass fingerprinting (PMF) after their digestion with trypsin. The presence of salts mostly disturbs the MALDI-TOFMS signal and, therefore, proper purification or desalting procedures must be employed. Four desalting procedures (desalting column packed with Sephadex G-100, on-target washing, centrifugal filter devices and ZipTip C(18)) for purification of fractions of proteins separated by SEC and their tryptic digests prior to determination of their exact molecular masses by MALDI-TOFMS were compared. In the case of intact proteins, the experiments showed that the best desalting procedures are the use of ZipTip C(18) pipette tips and Ultrafree CL centrifugal filter devices. The peptide digests can be purified by using ZipTip C(18) pipette tips or on-target washing when both of these procedures provide similar results. On-target washing can be used as a simple procedure to improve the mass spectra of salt-containing samples. Analyses of the droplets collected after the on-target washing show losses of sample and matrix caused by dissolution of these compounds during this procedure. Further, it was found that protein identification based on PMF is more sensitive than analyses of intact proteins and that multiple on-target washing is very advantageous for analyses of peptide mixtures with a high content of salts.     

Incorporation of carbon and nitrogen atoms into proteins measured by protein-based stable isotope probing (Protein-SIP)

The identification of metabolically active microbial key players is fundamental for understanding the structure and functions of contaminant-degrading communities. The metabolic activity can be analysed by feeding the microbial culture with stable-isotope-labelled substrates and subsequently tracing their incorporation into the biomass. In this paper we present a method which is able to detect the incorporation of stable isotopes from the substrate into the proteins of a benzene-metabolising microorganism. Pseudomonas putida strain ML2 was grown under aerobic conditions with the substrates (12)C-benzene, (13)C-benzene or (15)N-ammonium and (12)C-benzene. Proteins of these cultures were resolved by two-dimensional gel electrophoresis (2-DE) and corresponding protein spots were subjected to matrix-assisted laser ionization/desorption mass spectrometric (MALDI-MS) analysis. The proteins of the (12)C-sample were identified by peptide mass fingerprinting (PMF) as well as by tandem mass spectrometric (MS/MS) measurements. The (13)C- or (15)N-content of the peptides from the labelling experiments was determined by MALDI-MS/MS. The incorporation of heavy isotopes into the proteins from cultures grown on (13)C-benzene and (15)N-ammonium was determined based on the mass differences between labelled and non-labelled peptides as well as on the isotopic distribution of the y(1)-ion of arginine. The method we present here principally allows the unravelling of the carbon and nitrogen flow not only in pure cultures, but also in microbial communities consisting of many microbial species. Copyright (c) 2008 John Wiley & Sons, Ltd.     

Alkaline extraction of human plasma proteins from nondenaturing micro-2-D gels for protein/polypeptide mass measurement and peptide mass fingerprinting using MALDI-TOF MS

Previously, we have reported a high-efficiency method of protein extraction from CBB-stained polyacrylamide gels for molecular mass measurement with MALDI-TOF MS [1]. In the present work, the alkaline extraction method was applied to CBB-stained 2-DE gels on which human plasma proteins were separated in the absence of denaturant. In order to examine the performance of the method, ten spots with apparent molecular masses (MMapp) in the range of 65 to 1000 kDa were selected and the proteins were extracted from the gel pieces. The extracts were subjected to whole-mass measurement by MALDI-TOF MS, with and without DTT treatment. In addition, the extracts were subjected to in-solution trypsin digestion followed by MALDI-TOF MS and PMF analysis. Successful extraction of proteins from the ten spots, up to MMapp 1000 kDa, has been ascertained by the significant PMF assignment (MASCOT) with high sequence coverage of the respective proteins or polypeptides. When direct mass measurement of the extracted proteins was attempted, three spots in MMapp range 65-100 kDa provided mass peaks. Five spots in MMapp range 150-400 kDa did not give mass peaks of the intact proteins, but showed those of the constituent polypeptides after the DTT treatment. Extraction of proteins prior to trypsin digestion enabled the procedure of PMF analysis to be much simpler than the conventional in-gel digestion method, providing comparable protein scores and sequence coverage. The technique presented here suggests a new strategy for the characterization of proteins separated by nondenaturing 2-DE.     

Separation and identification of photosynthetic antenna membrane proteins by high- performance liquid chromatography electrospray ionization mass spectrometry

Functional proteomics of membrane proteins is an important tool for the understanding of protein networks in biological membranes. Nevertheless, structural studies on this part of the proteome are limited. The present review attempts to cover the vast array of methods that have appeared in the last few years for separation and identification of photosynthetic proteins of thylakoid membranes present in chloroplasts, a good model for setting up analytical methods suitable for membrane proteins. The two major methods for the separation of thylakoid membrane proteins are gel electrophoresis and liquid chromatography. Isoelectric focusing in a first dimension followed by denaturing sodium dodecylsulfate polyacrylamide gel electrophoresis (SDS-PAGE) in a second dimension is an effective way to resolve large numbers of soluble and peripheral membrane proteins. However, it is not applicable for isolation of native protein complexes or for the separation of highly hydrophobic membrane proteins. High-performance liquid chromatography (HPLC), on the other hand, is highly suitable for any type of membrane protein separation due to its compatibility with detergents that are necessary to keep the hydrophobic proteins in solution. With regard to the identification of the separated proteins, several methods are available, including immunological and mass spectrometric methods. Besides immunological identification, peptide mass fingerprinting, peptide fragment fingerprinting or intact molecular mass determination by electrospray ionization mass spectrometry (ESI-MS) or matrix-assisted laser desorption/ionization mass spectrometry (MALDI-MS) have been shown to be very sensitive and effective. In particular, identification of proteins by their intact molecular mass is advantageous for the investigation of numerous biological problems, because it is rapid and reflects the full sequence of the protein and all its posttranslational modifications. However, intact molecular mass determinations of gel-separated membrane proteins are hampered due to the difficulties in extracting the hydrophobic proteins from the gel, whereas HPLC on-line interfaced with ESI-MS enables the rapid and accurate determination of intact molecular masses and consequently an unequivocal protein identification. This strategy can be viewed as a multidimensional separation technique distinguishing between hydrophobicity in the first dimension and between different mass-to-charge ratios in the second dimension, allowing the separation and identification even of isomeric forms.     

Automating proteome analysis: improvements in throughput, quality and accuracy of protein identification by peptide mass fingerprinting

The use of robots has major effects on maximizing the proteomic workflow required in an increasing number of high-throughput projects and on increasing the quality of the data. In peptide mass finger printing (PMF), automation of steps downstream of two-dimensional gel electrophoresis is essential. To achieve this goal, the workflow must be fluid. We have developed tools using macros written in Microsoft Excel and Word to complete the automation of our platform. Additionally, because sample preparation is crucial for identification of proteins by matrix-assisted laser desorption/ionization (MALDI) mass spectrometry, we optimized a sandwich method usable by any robot for spotting digests on a MALDI target. This procedure enables further efficient automated washing steps directly on the MALDI target. The success rate of PMF identification was evaluated for the automated sandwich method, and for the dried-droplet method implemented on the robot as recommended by the manufacturer. Of the two methods, the sandwich method achieved the highest identification success rate and sequence coverage of proteins.     

中国小型猪骨髓间充质干细胞的蛋白质组研究

报道了骨髓间充质干细胞(MSCs)的蛋白质组表达研究。从体外培养的MSCs提取细胞蛋白,经二维电泳分离后用银染方法可检出蛋白点约1600个,选取48个蛋白点进行胶内酶解及质谱分析,经数据库检索成功鉴定了37个蛋白,并对蛋白功能进行初步分析。本实验数据为进一步分析MSCs增殖、分化或凋亡的分子机理提供相关信息。     

亲和层析结合生物质谱技术分析鉴定猕猴血清中的重组人内皮抑制素

建立了将固相亲和层析与生物质谱技术相结合 ,分离提取鉴定给药猕猴血清中含有 6×His序列的重组人内皮抑制素的方法。用固相免疫亲和层析和金属螯合层析两种方法分别提取并富集血清中的重组药物 ,采用基质辅助激光解吸 电离飞行时间质谱的直接分析和肽质量指纹谱分析与数据库检索 ,分别对两种亲和提取方法得到的药物蛋白前体collagenXVIII[Homosapiens](IDofSWISS -PROT TrEMBL :Q8WXI5 )进行了鉴定     

Papain Purification Insights: Monitoring by Electrophoretic Approaches and MALDI-TOF Peptide Mass Fingerprint Analyses

Papain was purified from dried Carica papaya latex by fractioned salt precipitation in presence of sodium tetrathionate to preserve enzymatic activity. Purification was followed by different electrophoretic methods. Identification of the purified product was afforded by submitting the peptides obtained by tryptic digestion of papain to matrix-assisted laser desorption/ionization-time of flight mass spectrometry (MALDI-TOF/TOF MS) analysis. Comparison of the peptide masses analyzed by peptide mass fingerprinting (PMF) MALDI-TOF and those obtained by theoretical tryptic digestion, revealed the presence of some peptides belonging the other three endopeptidases contained in papaya latex (very similar to papain in molecular weight and pI) in the purified fraction of papain. The PMF by MALDI-TOF could be applied as a method to follow papain purification.     

Development and assessment of scoring functions for protein identification using PMF data

PMF is one of the major methods for protein identification using the MS technology. It is faster and cheaper than MS/MS. Although PMF does not differentiate trypsin-digested peptides of identical mass, which makes it less informative than MS/MS, current computational methods for PMF have the potential to improve its detection accuracy by better use of the information content in PMF spectra. We developed a number of new probability-based scoring functions for PMF protein identification based on the MOWSE algorithm. We considered a detailed distribution of matching masses in a protein database and peak intensity, as well as the likelihood of peptide matches to be close to each other in a protein sequence. Our computational methods are assessed and compared with other methods using PMF data of 52 gel spots of known protein standards. The comparison shows that our new scoring schemes have higher or comparable accuracies for protein identification in comparison to the existing methods. Our software is freely available upon request. The scoring functions can be easily incorporated into other proteomics software packages.     

多维离子交换色谱分离和串联质谱鉴定在小鼠肝脏膜蛋白质组分析中的应用

膜蛋白质在变性剂作用下能够较充分地溶解。根据这一特点,我们试图在变性剂溶液中采用串联离子交换色谱法分离小鼠肝脏膜蛋白质。将小鼠肝脏膜蛋白质溶解于含有4 mol/L尿素,20 mmol/L三羟甲基氨基甲烷(Tris)-盐酸缓冲液(pH 9.0)中,用Q-Sepharose FF和Sephacryl S-200HR树脂组成的色谱柱结合大部分溶解的膜蛋白质,然后采用氯化钠线性梯度洗脱蛋白质,分步收集后采用十二烷基硫酸钠-聚丙烯酰胺凝胶电泳(SDS-PAGE)进一步分离洗脱组分的蛋白质。利用胶内胰蛋白酶消化技术将SDS-PAGE胶内分离的蛋白质降解为相应的肽段,然后以反相高效液相色谱分离和离子阱质谱仪鉴定肽段。根据文献报道和蛋白质的功能分类,在所鉴定的392个蛋白质中有306个可能为膜蛋白质或膜结合蛋白质。蛋白质的疏水性计算表明,GRAVY(grand average of hydropathicity)得分大于或等于0.00的蛋白质有83个。综上所述,我们有理由认为本实验方法基本符合小鼠肝脏膜蛋白质组学研究的要求。     

Spectral quality assessment and application for gel-based matrix-assisted laser desorption ionization-time of flight tandem mass spectrometer

Gel-based matrix-assisted laser desorption ionization-time of flight tandem mass spectrometer (MALDI TOF/TOF MS) is one of the dominant methods of current proteomics, utilizing both peptide mass fingerprinting (PMF) and peptide fragment fingerprinting (PFF) for protein identification on a spot-to-spot basis. However, the unique impact of the quality of the corresponding mass spectrometry spectra remains largely unreported, and has motivated the development and use of an automatic spectra-assessment method. In this study, a multi-variant regression approach has been utilized to assess spectral quality for both PMF and PFF spectra obtained from MALDI TOF/TOF MS. The assessment index has been applied to investigations of MASCOT search results. Systematic examination of two large-scale sets of human liver tissue data has proved that spectral quality was a key factor in significant matching. Based on large-scale investigations on individual PMF search, individual PFF search and their combination, respectively, the filtering of bad quality spectra or spots proves to be an efficient way to improve search efficiency of all search modes in MASCOT. Meanwhile, a validation method based on score differences between normal and decoy (reverse or random) database searches is proposed to precisely define the positive matches. Further analysis showed that spectral quality assessment was also efficient in representing the quality of 2-DE gel spots and promoted the discovery of potential post-translation modifications.