Automatic validation of phosphopeptide identifications by the MS2/MS3 target-decoy search strategy

Manual checking is commonly employed to validate the phosphopeptide identifications from database searching of tandem mass spectra. It is very time-consuming and labor intensive as the number of phosphopeptide identifications increases greatly. In this study, a simple automatic validation approach was developed for phosphopeptide identification by combining consecutive stage mass spectrometry data and the target-decoy database searching strategy. Only phosphopeptides identified from both MS2 and its corresponding MS3 were accepted for further filtering, which greatly improved the reliability in phosphopeptide identification. Before database searching, the spectra were validated for charge state and neutral loss peak intensity, and then the invalid MS2/MS3 spectra were removed, which greatly reduced the database searching time. It was found that the sensitivity was significantly improved in MS2/MS3 strategy as the number of identified phosphopeptides was 2.5 times that obtained by the conventional filter-based MS2 approach. Because of the use of the target-decoy database, the false-discovery rate (FDR) of the identified phosphopeptides could be easily determined, and it was demonstrated that the determined FDR can precisely reflect the actual FDR without any manual validation stage.     

Nucleic Acids in Protein Samples Interfere with Phosphopeptide Identification by Immobilized-Metal-Ion Affinity Chromatography and Mass Spectrometry

Immobilized-metal-ion affinity chromatography (IMAC) is used extensively for phosphopeptide enrichment in phosphoproteomics. However, the effect of nucleic acids in protein samples on phosphopeptide enrichment by IMAC has not yet been well clarified. In this study, we demonstrate that IMAC beads possess a strong adsorption of nucleic acids, especially single-stranded or single-stranded-region-containing nucleic acids, leading to approximately 50% loss of phosphopeptides during the process of IMAC enrichment. Therefore, nucleic acids must be removed from protein samples prior to IMAC. Acetonitrile (ACN) precipitation, a simple and efficient procedure, was established to remove nucleic acids from the protein samples. We showed that ACN precipitation approximately doubled the phosphopeptide number identified by IMAC and mass spectrometry, indicating that nucleic acid removal significantly improves the identification of phosphopeptides. Electronic supplementary material  The online version of this article (doi:) contains supplementary material, which is available to authorized users.     

Comparison of different IMAC techniques used for enrichment of phosphorylated peptides.

Four commercially available immobilized metal ion affinity chromatography (IMAC) methods for phosphopeptide enrichment were compared using small volumes and concentrations of phosphopeptide mixtures with or without extra-added bovine serum albumin (BSA) nonphosphorylated peptides. Addition of abundant tryptic BSA peptides to the phosphopeptide mixture increases the demand for selective IMAC capture. While SwellGel gallium Discs, IPAC Metal Chelating Resin, and ZipTipMC Pipette Tips allow for the possibility of enriching phosphopeptides, the Gyrolab MALDI IMAC1 also presents the possibility of verifying existing phosphopeptides after a dephosphorylation step. Phosphate-containing peptides are identified through a mass shift between phosphorylated and dephosphorylated spectra of 80 Da (or multiples of 80 Da). This verification is useful if the degree of phosphorylation is low in the sample or if the ionization is unfavorable, which often is the case for phosphopeptides. A peptide mixture in which phosphorylated serine, threonine, and tyrosine were represented was diluted in steps and thereafter enriched using the four different IMAC methods prior to analyses with matrix assisted laser desorption/ionization mass spectrometry. The enrichment of phosphopeptides using SwellGel Gallium Discs or Gyrolab MALDI IMAC1 was not significantly affected by the addition of abundant BSA peptides added to the sample mixture, and the achieved detection limits using these techniques were also the lowest. All four of the included phosphopeptides were detected by MALDI-MS only after enrichment using the Gyrolab MALDI IMAC1 compact disc (CD) and detection down to low femtomole levels was possible. Furthermore, selectivity, reproducibility, and detection for a number of other phosphopeptides using the IMAC CD are reported herein. For example, two phosphopeptides sent out in a worldwide survey performed by the Proteomics Research Group (PRG03) of the Association of Biomolecular Resource Facilities (ABRF) were detected and verified by means of the 80 Da mass shift achieved by on-column dephosphorylation.     

Development of an off-line capillary column IMAC phosphopeptide enrichment method for label-free phosphorylation relative quantification

Immobilized metal affinity chromatography (IMAC) and metal oxide type affinity chromatography (MOAC) techniques have been widely used for mass spectrometry-based phosphorylation analysis. Unlike MOAC techniques, IMAC requires rather complete removals of buffering reagents, salts and high concentrations of denaturant prior to sample loading in order for the successful enrichment of phosphopeptides. In this study, a simple off-line capillary column-based IMAC phosphopeptide enrichment method can shorten sample preparation time by eliminating the speed-vac step from the desalting process. Tryptic digest peptide samples containing 2M urea can be directly processed and the entire IMAC procedure can be completed within 6 h. When tryptic digest peptide samples prepared from mouse whole brain tissues were analyzed using our method, an average of 249 phosphoproteins and 463 unique phosphopeptides were identified from single 2-h RPLC-MS/MS analysis (~88% specificity). An additional advantage of this method is the significantly improved reproducibility of the phosphopeptide enrichment results. When four independent phosphopeptide enrichment experiments were carried out, the peak areas of phosphopeptides identified among four enrichment experiments were relatively similar (less than 16.2% relative standard dev.). Because of this increased reproducibility, relative phosphorylation quantification analysis of major phosphoproteins appears to be feasible without the need for stable isotope labeling techniques.     

Highly Efficient Phosphopeptide Enrichment by Calcium Phosphate Precipitation Combined with Subsequent IMAC Enrichment

A new method for enrichment of phosphopeptides in complex mixtures derived by proteolytic digestion of biological samples has been developed. The method is based on calcium phosphate precipitation of the phosphopeptides prior to further enrichment with established affinity enrichment methods. Calcium phosphate precipitation combined with phosphopeptide enrichment using Fe(III) IMAC provided highly selective enrichment of phosphopeptides. Application of the method to a complex peptide sample derived from rice embryo resulted in more than 90% phosphopeptides in the enriched sample as determined by mass spectrometry. Introduction of a two-step IMAC enrichment procedure after calcium phosphate precipitation resulted in observation of an increased number of phosphopeptides.     

Reproducible isolation of distinct, overlapping segments of the phosphoproteome

The ability to routinely analyze and quantitatively measure changes in protein phosphorylation on a proteome-wide scale is essential for biological and clinical research. We assessed the ability of three common phosphopeptide isolation methods (phosphoramidate chemistry (PAC), immobilized metal affinity chromatography (IMAC) and titanium dioxide) to reproducibly, specifically and comprehensively isolate phosphopeptides from complex mixtures. Phosphopeptides were isolated from aliquots of a tryptic digest of the cytosolic fraction of Drosophila melanogaster Kc167 cells and analyzed by liquid chromatography-electrospray ionization tandem mass spectrometry. Each method reproducibly isolated phosphopeptides. The methods, however, differed in their specificity of isolation and, notably, in the set of phosphopeptides isolated. The results suggest that the three methods detect different, partially overlapping segments of the phosphoproteome and that, at present, no single method is sufficient for a comprehensive phosphoproteome analysis.     

Development of immobilized Sn4+ affinity chromatography material for highly selective enrichment of phosphopeptides

In this work, we first immobilized tin(IV) ion on polydopamine‐coated magnetic graphene (magG@PDA) to synthesize Sn⁴⁺‐immobilized magG@PDA (magG@PDA‐Sn⁴⁺) and successfully applied the material to highly selective enrichment of phosphopeptides. The material gathered the advantages of large surface area of graphene, superparamagnetism of Fe₃O₄, good hydrophilicity and biocompatibility of polydopamine, and strong interaction between Sn⁴⁺ and phosphopeptides. The enrichment performance of magG@PDA‐Sn⁴⁺ toward phosphopeptides from digested β‐casein at different concentrations, with and without added digested BSA was investigated and compared with magG@PDA‐Ti⁴⁺. The results showed high selectivity and sensitivity of the Sn⁴⁺‐IMAC material toward phosphopeptides, as good as the Ti⁴⁺‐IMAC material. Finally, magG@PDA‐Sn⁴⁺ was applied to the analysis of endogenous phosphopeptides from a real sample, human saliva, with both MALDI‐TOF MS and nano‐LC‐ESI‐MS/MS. The results indicated that the as‐synthesized Sn⁴⁺‐IMAC material not only has good enrichment performance, but also could serve as a supplement to the Ti⁴⁺‐IMAC material and expand the phosphopeptide coverage enriched by the single Ti⁴⁺‐IMAC material, demonstrating the broad application prospects of magG@PDA‐Sn⁴⁺ in phosphoproteome research.     

Mitochondrial phosphoproteome revealed by an improved IMAC method and MS/MS/MS

IMAC in combination with mass spectrometry is a promising approach for global analysis of protein phosphorylation. Nevertheless this approach suffers from two shortcomings: inadequate efficiency of IMAC and poor fragmentation of phosphopeptides in the mass spectrometer. Here we report optimization of the IMAC procedure using (32)P-labeled tryptic peptides and development of MS/MS/MS (MS3) for identifying phosphopeptide sequences and phosphorylation sites. The improved IMAC method allowed recovery of phosphorylated tryptic peptides up to approximately 77% with only minor retention of unphosphorylated peptides. MS3 led to efficient fragmentation of the peptide backbone in phosphopeptides for sequence assignment. Proteomics of mitochondrial phosphoproteins using the resulting IMAC protocol and MS3 revealed 84 phosphorylation sites in 62 proteins, most of which have not been reported before. These results revealed diverse phosphorylation pathways involved in the regulation of mitochondrial functions. Integration of the optimized batchwise IMAC protocol with MS3 offers a relatively simple and more efficient approach for proteomics of protein phosphorylation.     

Nanoprobe-based immobilized metal affinity chromatography for sensitive and complementary enrichment of multiply phosphorylated peptides

Magnetic nanoparticles (MNP, <100 nm) have rapidly evolved as sensitive affinity probes for phosphopeptide enrichment. By taking advantage of the easy magnetic separation and flexible surface modification of the MNP, we developed a surface‐blocked, nanoprobe‐based immobilized metal ion affinity chromatography (NB‐IMAC) method for the enhanced purification of multiply phosphorylated peptides. The NB‐IMAC method allowed rapid and specific one‐step enrichment by blocking the surface of titanium (IV) ion‐charged nitrilotriacetic acid‐conjugated MNP (Ti⁴⁺‐NTA‐PEG@MNP) with low molecular weight polyethylene glycol. The MNP demonstrated highly sensitive and unbiased extraction of both mono‐ and multiply phosphorylated peptides from diluted β‐casein (2×10^?10 M). Without chemical derivation or fractionation, 1283 phosphopeptides were identified from 400 μg of Raji B cells with 80% purification specificity. We also showed the first systematic comparison on the particle size effect between nano‐sclae IMAC and micro‐scale IMAC. Inductively coupled plasma‐mass spectrometry (ICP‐MS) analysis revealed that MNP had a 4.6‐fold higher capacity for metal ions per unit weight than did the magnetic micro‐sized particle (MMP, 2–10 μm), resulting in the identification of more phosphopeptides as well as a higher percentage of multiply phosphorylated peptides (31%) at the proteome scale. Furthermore, NB‐IMAC complements chromatography‐based IMAC and TiO₂ methods because <13% of mono‐ and 12% of multiply phosphorylated peptide identifications overlapped among the 2700 phosphopeptides identified by the three methods. Notably, the number of multiply phosphorylated peptides was enriched twofold and threefold by NB‐IMAC relative to micro‐scale IMAC and TiO₂, respectively. NB‐IMAC is an innovative material for increasing the identification coverage in phosphoproteomics.     

Enrichment of phosphopeptides using biphasic immobilized metal affinity-reversed phase microcolumns

Immobilized metal affinity chromatography (IMAC) based on Fe (3+) or Ga (3+) chelation is the most widely employed technique for the enrichment of phosphopeptides from biological samples prior to mass spectrometric analysis. An IMAC resin geared mainly toward phosphoprotein enrichment, Pro-Q Diamond, has been assessed for its utility in phosphopeptide isolation. Using both single phosphoprotein tryptic digests of beta-casein and ovalbumin and synthetic mixtures composed of tryptic digests of phosphorylated and nonphosphorylated protein standards, the selectivity and sensitivity of Pro-Q Diamond resin in an immobilized metal affinity-reversed phase microcolumn format were compared to an alternate titanium dioxide approach. The biphasic microcolumn method was found to be superior to metal oxide-based phosphopeptide capture in biological samples of increasing complexity. The lower limit of mass spectrometric detection for the immobilized metal affinity-reversed phase microcolumn approach was determined to be 10 pmol of beta-casein monophosphorylated peptide in 20 muL of a solution of human serum protein digest (from 200 mug total serum protein after digestion and desalting).     

Fe3+ immobilized metal affinity chromatography with silica monolithic capillary column for phosphoproteome analysis

Immobilized metal affinity chromatography (IMAC) is a commonly used technique for phosphoproteome analysis due to its high affinity for adsorption of phosphopeptides. Miniaturization of IMAC column is essential for the analysis of a small amount of sample. Nanoscale IMAC column was prepared by chemical modification of silica monolith with iminodiacetic acid (IDA) followed by the immobilization of Fe3+ ion inside the capillary. It was demonstrated that Fe3+-IDA silica monolithic IMAC capillary column could specifically capture the phosphopeptides from tryptic digest of alpha-casein with analysis by MALDI-TOF MS. The silica monolithic IMAC capillary column was manually coupled with nanoflow RPLC/nanospray ESI mass spectrometer (muRPLC-nanoESI MS) for phosphoproteome analysis. The system was validated by analysis of standard phosphoproteins and then it was applied to the analysis of protein phosphorylation in mouse liver lysate. Besides MS/MS spectra, MS/MS/MS spectra were also collected for neutral loss peak. After database search and manual validation with conservative criteria, 29 singly phosphorylated peptides were identified by analyzing a tryptic digest of only 12 mug mouse liver lysate. The results demonstrated that the silica monolithic IMAC capillary column coupled with muRPLC-nanoESI MS was very suitable for the phosphoproteome analysis of minute sample.     

SP19A Phosphoprotein profiling by negative mode precursor ion scanning

An important goal in cancer research is to monitor phosphoprotein changes in order to identify downstream targets of dysregulated signaling pathways. We used a precursor ion scanning approach described by Carr et al,¹ which identifies phosphopeptides in negative ion mode by their loss of a −79-Da signature ion (PO_3⁻). We first compared three methods for phosphopeptide detection in the protein kinase, Mps1. Using a 4000 QTrap mass spectrometer, standard analysis by LC/MS/MS in positive mode identified 27 phosphopeptides containing 22 phosphosites. Precursor ion scanning in negative mode using the same instrument identified 47 phosphopeptides containing 34 phosphosites, with detection sensitivity ~10 fmol. Using a LTQ-Orbitrap mass spectrometer, MS³ on peptide ions that underwent neutral loss of H₃PO₄ during MS/MS identified 30 phosphopeptides and 28 phosphosites. Thus, precursor ion scanning showed the highest performance in identifying phosphopeptides in simple mixtures.Next, we examined human melanoma cells treated with and without U0126, a drug that inhibits the constitutively activated B-Raf/MAPK pathway. Cytosolic proteins were resolved by SAX-FPLC, and proteins in each fraction were proteolyzed. Peptides in each fraction were separated by nanoflow RP-HPLC and phosphopeptides monitored by precursor ion scanning, triggering MS/MS upon detection of the −79-Da signature ion. In parallel, peptides were analyzed by positive mode LC/MS/MS in order to monitor protein abundance changes by spectral counting. In-house algorithms utilizing OpenMS modules were developed to detect phosphopeptide peaks, match them to MS/MS spectra, group peaks over consecutive fractions, and quantify and sum intensities. More than 20,000 peaks could be detected over all SAX fractions, representing ~5000 grouped phosphopeptide candidates. About 350 phosphopeptides were manually validated, of which ~10% were responsive to drug treatment. Thus, targets of dysregulated B-Raf/MAPK signaling in melanoma can be identified using precursor ion scanning and detection of phosphopeptides in complex samples.     

Enrichment of phosphopeptides by Fe3+-immobilized magnetic nanoparticles for phosphoproteome analysis of the plasma membrane of mouse liver

Immobilized metal ion affinity chromatography (IMAC) is a commonly used technique for phosphoprotein analysis due to its specific affinity for phosphopeptides. In this study, Fe3+-immobilized magnetic nanoparticles (Fe3+-IMAN) with an average diameter of 15 nm were synthesized and applied to enrich phosphopeptides. Compared with commercial microscale IMAC beads, Fe3+-IMAN has a larger surface area and better dispersibility in buffer solutions which improved the specific interaction with phosphopeptides. Using tryptic digests of the phosphoprotein alpha-casein as a model sample, the number and signal-to-noise ratios of the phosphopeptides identified by matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOFMS) following Fe3+-IMAN enrichment greatly increased relative to results obtained with direct MALDI-TOFMS analysis. The lowest detectable concentration is 5 x 10(-11) M for 100 microL of pure standard phosphopeptide (FLTEpYVATR) following Fe3+-IMAN enrichment. We presented a phosphopeptide enrichment scheme using simple Fe3+-IMAN and also a combined approach of strong cation exchange chromatography and Fe3+-IMAN for phosphoproteome analysis of the plasma membrane of mouse liver. In total, 217 unique phosphorylation sites corresponding to 158 phosphoproteins were identified by nano-LC-MS/MS. This efficient approach will be very useful in large-scale phosphoproteome analysis.     

IMAC/TiO(2) enrich for peptide modifications other than phosphorylation: implications for chromatographic choice and database searching in phosphoproteomics

Protein regulation by reversible phosphorylation is fundamental in nature, and large-scale phosphoproteomic analyses are becoming routine in proteomics laboratories. These analyses utilise phosphopeptide separation and enrichment techniques linked to LC-MS/MS. Herein, we report that IMAC and TiO(2) also enrich for non-phosphorylated modified peptides such as acetylated, deamidated and carbamylated peptides. Urea and digestion conditions commonly used in phosphoproteomic workflows are the likely sources of the induced modifications (deamidation and carbamylation) and can easily modify phosphopeptides. Including these variable modifications in database searches increased the total number of identified phosphopeptides by 15%. We also show that strong cation exchange fractionation provides poor resolution of phosphopeptides and actually enriches these alternatively modified peptides. By switching to reverse-phase chromatography, we show a significant improvement in the number of identified phosphopeptides. We recommend that the users of phosphopeptide enrichment strategies avoid using urea as a denaturant and that careful consideration is given to chromatographic conditions and the types of variable modifications used in database searches. Thus, the capacity of IMAC and TiO(2) to enrich phosphopeptides bearing modifications other than phosphorylation is a previously unappreciated property of these chromatographies with practical implications for the field of phosphoproteomics.     

Nanoliter sample handling combined with microspot MALDI-MS for detection of gel-separated phosphoproteins

We describe a microspot matrix-assisted laser desorption ionization (MALDI) mass spectrometric approach to analyze gel-separated phosphoproteins. This method involves in-gel digestion of phosphoproteins after gel separation, followed by open tubular capillary (OTC) immobilized metal-ion affinity chromatography (IMAC) to capture the phosphopeptides with markedly reduced interferences from nonphosphorylated peptides. Nanoliter-volume of ammonium phosphate is used to elute the phosphopeptides captured on the capillary tube. After mixing with a small volume of matrix solution in the capillary, the effluent is deposited in a microspot on a sample plate for MALDI-MS analysis. It is also shown that, with peptide esterification after in-gel digestion of a phosphoprotein, negative ion detection in MALDI gives a distinct advantage over the positive ion mode of operation for phosphopeptide analysis, even without IMAC enrichment. However, the OTC-IMAC technique is demonstrated to be superior to the approach of negative ion detection of esterified in-gel digests without IMAC. OTC-IMAC is found to be sufficiently selective to capture phosphopeptides from in-gel digest of a gel band containing predominately one protein and the combination of peptide esterification and IMAC enrichment does not provide any real advantage. Using a standard phosphoprotein alpha-casein as a model system, we demonstrate that this OTC-IMAC method can detect a number of phosphopeptides after in-gel digestion with mid-fmol protein sample loading. An example of real world applications of this method is illustrated in the characterization of a fusion protein, His182, expressed in E. coli.     

Immobilized metal affinity chromatography optimized for the analysis of extracellular phosphorylation

Phosphorylation is the most widely studied posttranslational modification. Its role within the cell has been the focus of numerous large‐scale studies. Recently there is growing evidence on the biological significance of extracellular phosphorylation. The analysis of these phosphopeptides is complicated by the abundance of glycosylation in the extracellular space, since glycopeptides are also enriched by the methods used for phosphopeptide isolation. Thus, we optimized IMAC for phosphorylation analysis of secreted proteins, specifically in human serum. Selectivity and efficiency of different enrichment conditions used in earlier large‐scale phosphoproteomic studies were evaluated. We found that minimizing hydrophilic interactions in the enrichment allowed selective phosphopeptide isolation. Using a two‐step IMAC enrichment protocol under these conditions led to the identification of ～100 phosphorylation sites from the tryptic digest of as little as 40 μL human serum.     

Evidence for phosphorylation of serine 753 in CFTR using a novel metal-ion affinity resin and matrix-assisted laser desorption mass spectrometry.

The cystic fibrosis transmembrane conductance regulator (CFTR) gene encodes an apical membrane Cl- channel regulated by protein phosphorylation. To identify cAMP-dependent protein kinase (PKA)-phosphorylated residues in full-length CFTR, immobilized metal-ion affinity chromatography (IMAC) was used to selectively purify phosphopeptides. The greater specificity of iron-loaded (Fe3+) nitrilotriacetic (NTA). Sepharose compared to iminodiacetic acid (IDA) metal-chelating matrices was demonstrated using a PKA-phosphorylated recombinant NBD1-R protein from CFTR. Fe(3+)-loaded NTA Sepharose preferentially bound phosphopeptides, whereas acidic and poly-His-containing peptides were co-purified using the conventional IDA matrices. IMAC using NTA Sepharose enabled the selective recovery of phosphopeptides and identification of phosphorylated residues from a complex proteolytic digest. Phosphopeptides from PKA-phosphorylated full-length CFTR, generated in Hi5 insect cells using a baculovirus expression system, were purified using NTA Sepharose. Phosphopeptides were identified using matrix-assisted laser desorption mass spectrometry (MALDI/MS) with post-source decay (PSD) analysis and collision-induced dissociation (CID) experiments. Phosphorylated peptides were identified by mass and by the metastable loss of HPO3 and H3PO4 from the parent ions. Peptide sequence and phosphorylation at CFTR residues 660Ser, 737Ser, and 795Ser were confirmed using MALDI/PSD analysis. Peptide sequences and phosphorylation at CFTR residues 700Ser, 712Ser, 768Ser, and 813Ser were deduced from peptide mass, metastable fragment ion formation, and PKA consensus sequences. Peptide sequence and phosphorylation at residue 753Ser was confirmed using MALDI/CID analysis. This is the first report of phosphorylation of 753Ser in full-length CFTR.     

Linear discriminant analysis-based estimation of the false discovery rate for phosphopeptide identifications

The development of liquid chromatography coupled with tandem mass spectrometry (LC-MS/MS) has made it possible to characterize phosphopeptides in an increasingly large-scale and high-throughput fashion. However, extracting confident phosphopeptide identifications from the resulting large data sets in a similar high-throughput fashion remains difficult, as does rigorously estimating the false discovery rate (FDR) of a set of phosphopeptide identifications. This article describes a data analysis pipeline designed to address these issues. The first step is to reanalyze phosphopeptide identifications that contain ambiguous assignments for the incorporated phosphate(s) to determine the most likely arrangement of the phosphate(s). The next step is to employ an expectation maximization algorithm to estimate the joint distribution of the peptide scores. A linear discriminant analysis is then performed to determine how to optimally combine peptide scores (in this case, from SEQUEST) into a discriminant score that possesses the maximum discriminating power. Based on this discriminant score, the p- and q-values for each phosphopeptide identification are calculated, and the phosphopeptide identification FDR is then estimated. This data analysis approach was applied to data from a study of irradiated human skin fibroblasts to provide a robust estimate of FDR for phosphopeptides. The Phosphopeptide FDR Estimator software is freely available for download at http://ncrr.pnl.gov/software/.