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Record W2169791190 · doi:10.1074/mcp.m700383-mcp200

Combined Enzymatic and Data Mining Approaches for Comprehensive Phosphoproteome Analyses

2007· article· en· W2169791190 on OpenAlexaff
Maria Carmela Di Marcantonio, Matthias Trost, Mathieu Courcelles, Michel Desjardins, Pierre Thibault

Bibliographic record

VenueMolecular & Cellular Proteomics · 2007
Typearticle
Languageen
FieldChemistry
TopicAdvanced Proteomics Techniques and Applications
Canadian institutionsUniversité de MontréalInstitute for Research in Immunology and Cancer
Fundersnot available
KeywordsPhosphataseDephosphorylationChemistryAlkaline phosphatasePhosphorylationEnzymeBiochemistryCellChromatography

Abstract

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Protein phosphorylation is a central cell signaling event that underlies a broad spectrum of key physiological processes. Advances in affinity chromatography and mass spectrometry are now providing the ability to identify and quantitate thousands of phosphorylation sites simultaneously. Comprehensive phosphoproteome analyses present sizable analytical challenges in view of suppression effects of phosphopeptides and the variable quality of MS/MS spectra. This work presents an integrated enzymatic and data mining approach enabling the comprehensive detection of native and putative phosphopeptides following alkaline phosphatase digestion of titanium dioxide (TiO2)-enriched cell extracts. The correlation of retention times of more than 750 phospho- and dephosphopeptide pairs from J774 macrophage cell extracts indicated that removal of the phosphate groups can impart a gain or a loss in hydrophobicity that is partly explained by the formation of a salt bridge with proximal amino groups. Dephosphorylation also led to an average 2-fold increase in MS sensitivity that facilitated peptide sequencing. More importantly, alkaline phosphatase digestion enhanced the overall population of putative phosphopeptides from TiO2-enriched cell extracts providing a unique approach to profile multiphosphorylated cognates that would have remained otherwise undetected. The application of this approach is demonstrated for differential phosphoproteome analyses of mouse macrophages exposed to interferon-γ for 5 min. TiO2 enrichment enabled the identification of 1143 phosphopeptides from 432 different proteins of which 125 phosphopeptides showed a 2-fold change upon interferon-γ exposure. The use of alkaline phosphatase nearly doubled the number of putative phosphopeptides assignments leading to the observation of key interferon-γ signaling events involved in vesicle trafficking, production of reactive oxygen species, and mRNA translation. Protein phosphorylation is a central cell signaling event that underlies a broad spectrum of key physiological processes. Advances in affinity chromatography and mass spectrometry are now providing the ability to identify and quantitate thousands of phosphorylation sites simultaneously. Comprehensive phosphoproteome analyses present sizable analytical challenges in view of suppression effects of phosphopeptides and the variable quality of MS/MS spectra. This work presents an integrated enzymatic and data mining approach enabling the comprehensive detection of native and putative phosphopeptides following alkaline phosphatase digestion of titanium dioxide (TiO2)-enriched cell extracts. The correlation of retention times of more than 750 phospho- and dephosphopeptide pairs from J774 macrophage cell extracts indicated that removal of the phosphate groups can impart a gain or a loss in hydrophobicity that is partly explained by the formation of a salt bridge with proximal amino groups. Dephosphorylation also led to an average 2-fold increase in MS sensitivity that facilitated peptide sequencing. More importantly, alkaline phosphatase digestion enhanced the overall population of putative phosphopeptides from TiO2-enriched cell extracts providing a unique approach to profile multiphosphorylated cognates that would have remained otherwise undetected. The application of this approach is demonstrated for differential phosphoproteome analyses of mouse macrophages exposed to interferon-γ for 5 min. TiO2 enrichment enabled the identification of 1143 phosphopeptides from 432 different proteins of which 125 phosphopeptides showed a 2-fold change upon interferon-γ exposure. The use of alkaline phosphatase nearly doubled the number of putative phosphopeptides assignments leading to the observation of key interferon-γ signaling events involved in vesicle trafficking, production of reactive oxygen species, and mRNA translation. In biological systems, signal transduction pathways are primarily guided through post-translational modifications (PTMs) 1The abbreviations used are: PTM, post-translational modification; AP, alkaline phosphatase; DHB, 2,5-dihydroxybenzoic acid; IFN-γ, interferon-γ; ROS, reactive oxygen species; TiO2, titanium dioxide; FA, formic acid; TPCK, l-1-tosylamido-2-phenylethyl chloromethyl ketone; IPI, International Protein Index; RT, retention time; cPLA2, cytosolic phospholipase A2; eIF, eukaryotic translation initiation factor; JAK, Janus kinase; STAT, signal transducers and activators of transcription; mTOR, mammalian target of rapamycin; ACN, acetonitrile; BCA, bicinchoninic acid; i.d., inner diameter. 1The abbreviations used are: PTM, post-translational modification; AP, alkaline phosphatase; DHB, 2,5-dihydroxybenzoic acid; IFN-γ, interferon-γ; ROS, reactive oxygen species; TiO2, titanium dioxide; FA, formic acid; TPCK, l-1-tosylamido-2-phenylethyl chloromethyl ketone; IPI, International Protein Index; RT, retention time; cPLA2, cytosolic phospholipase A2; eIF, eukaryotic translation initiation factor; JAK, Janus kinase; STAT, signal transducers and activators of transcription; mTOR, mammalian target of rapamycin; ACN, acetonitrile; BCA, bicinchoninic acid; i.d., inner diameter. of proteins to transmit information from extracellular stimuli into the cytoplasm and nuclei of cells for changes in cytoskeletal structure, vesicle transport, and gene transcription (1Kaufmann H. Bailey J.E. Fussenegger M. Use of antibodies for detection of phosphorylated proteins separated by two-dimensional gel electrophoresis.Proteomics. 2001; 1: 194-199Crossref PubMed Scopus (157) Google Scholar). Protein phosphorylation is the most abundant reversible PTM and a major regulator of protein activity or stability. About one-third of proteins encoded by the human genome are assumed to be phosphorylated during their life cycle (2McLachlin D.T. Chait B.T. Analysis of phosphorylated proteins and peptides by mass spectrometry.Curr. Opin. Chem. Biol. 2001; 5: 591-602Crossref PubMed Scopus (361) Google Scholar). can is and with a of M. in and phosphorylation in signaling PubMed Scopus Google Scholar). protein phosphorylation a central in signaling is to the of for detection are a of cell extracts in 5: PubMed Scopus Google Scholar). two-dimensional and have which to profile phosphoproteome change or identify the phosphorylation this mass spectrometry a and for and of post-translational modifications protein the phosphate phosphopeptides their MS more than their MS/MS of phosphopeptides are than their to the abundant to the loss of the phosphate or are to the correlation of to peptides with In this is with the population of to suppression effects in an population of peptides (2McLachlin D.T. Chait B.T. Analysis of phosphorylated proteins and peptides by mass spectrometry.Curr. Opin. Chem. Biol. 2001; 5: 591-602Crossref PubMed Scopus (361) Google Scholar). The of the to the mass for the of phosphopeptides and led to a in suppression M. M. H. Analysis of protein phosphorylation mass the PubMed Scopus Google Scholar). multiphosphorylated peptides are be the and in the spectrometry in 2001; PubMed Scopus Google Scholar). the H. by mass and the for and 5: PubMed Scopus Google used a of phosphopeptides and their to that the in identification is primarily to the of this PTM than their enrichment is an for the of to and to their or and titanium dioxide are most used a of phosphopeptides in 5: PubMed Scopus Google Scholar). the and and with MS of phosphorylation sites affinity PubMed Scopus Google Scholar). major is the of and and peptides M. M. H. Analysis of protein phosphorylation mass the PubMed Scopus Google Scholar). this by mass spectrometry and application to PubMed Scopus Google groups to the In enrichment of phosphorylated peptides from peptide titanium dioxide PubMed Scopus Google demonstrated that 2,5-dihydroxybenzoic by peptides from the TiO2 the the to and the suppression of phosphopeptides is in M. of of the PubMed Scopus Google Scholar). This the more phosphopeptides are to their in have to approach this by the phosphate by which the of phosphopeptides of protein phosphorylation by mass spectrometry affinity chromatography with and Chem. PubMed Scopus Google H. approach to the of protein 2001; PubMed Scopus Google Scholar). this is upon the and and is to and The of phosphorylation is by with antibodies H. of signaling a of and affinity PubMed Scopus Google Scholar). of antibodies can be and would information and phosphopeptides in a alkaline phosphatase to a of for the detection and identification of PubMed Scopus Google of the of identification by PubMed Scopus Google in spectrometry data for protein phosphorylation PubMed Scopus Google Scholar). 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The of the phosphorylation the with a to the leading phosphorylation sites the the leading data from the into to their retention and peptide detection and a analyses different with their and and of retention is the peptide a and is used to the for peptide the different data this the retention to than The unique of peptide the of peptide in different to identify and changes in peptide with the identification from to and retention and In to the retention and of phosphopeptides and their to peptide from and that changes in retention to 5 and mass for or phosphate groups The used to the phospho- and dephosphopeptide pairs is analyses of phosphopeptides have to the signal suppression in the of a number of peptides (2McLachlin D.T. Chait B.T. Analysis of phosphorylated proteins and peptides by mass spectrometry.Curr. Opin. Chem. Biol. 2001; 5: 591-602Crossref PubMed Scopus (361) Google Scholar). affinity TiO2 and and are the most and enrichment for the of phosphopeptides M. of of the PubMed Scopus Google to the of phosphorylation through a PubMed Scopus Google Scholar). 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Chait B.T. Analysis of phosphorylated proteins and peptides by mass spectrometry.Curr. Opin. Chem. 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How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Methods · Consensus signal: Methods
Teacher disagreement score0.024
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.117
GPT teacher head0.345
Teacher spread0.228 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designBench or experimental
Domainnot available
GenreMethods

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations68
Published2007
Admission routes1
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