PXD002857 is an
original dataset announced via ProteomeXchange.
Dataset Summary
Title | A systematic analysis of methylpeptide false discovery rates |
Description | All large-scale LC-MS/MS post-translational methylation site discovery experiments require methylpeptide spectrum matches (methyl-PSMs) to be identified at acceptably low false discovery rates (FDRs). To meet estimated methyl-PSM FDRs, methyl-PSM filtering criteria are often determined using the target-decoy approach. The efficacy of this methyl-PSM filtering approach has, however, yet to be thoroughly evaluated. Here we conduct a systematic analysis of methyl-PSM FDRs across a range of sample preparation workflows (each differing in their exposure to the alcohols methanol and isopropanol) and mass spectrometric instrument platforms (each employing a different mode of MS/MS dissociation). Through 13CD3-methionine labeling (heavy-methyl SILAC) of S. cerevisiae cells and in-depth manual data inspection, accurate lists of true positive methyl-PSMs were determined, allowing methyl-PSM FDRs to be compared to target-decoy approach-derived methyl-PSM FDR estimates. These results show that global FDR estimates produce extremely unreliable methyl-PSM filtering criteria; we demonstrate that this is an unavoidable consequence of the high number of amino acid combinations capable of producing peptide sequences that are isobaric to methylated peptides of a different sequence. Separate methyl-PSM FDR estimates were also found to be unreliable due to prevalent sources of false positive methyl-PSMs that produce high peptide identity score distributions. Incorrect methylation site localizations, peptides containing cysteinyl-S-β-propionamide, and methylated glutamic or aspartic acid residues can partially, but not wholly, account for these false positive methyl-PSMs. Together these results indicate that the target-decoy approach is an unreliable means of estimating methyl-PSM FDRs and methyl-PSM filtering criteria. We suggest that orthogonal methylpeptide validation (e.g. heavy-methyl SILAC or its offshoots) should be considered a prerequisite for obtaining high confidence methyl-PSMs in large-scale LC-MS/MS methylation site discovery experiments, and make recommendations on how to reduce methyl-PSM FDRs in samples not amenable to heavy isotope labeling. |
HostingRepository | PRIDE |
AnnounceDate | 2016-01-05 |
AnnouncementXML | Submission_2016-01-05_13:11:56.xml |
DigitalObjectIdentifier | |
ReviewLevel | Peer-reviewed dataset |
DatasetOrigin | Original dataset |
RepositorySupport | Unsupported dataset by repository |
PrimarySubmitter | Gene Hart-Smith |
SpeciesList | scientific name: Saccharomyces cerevisiae (Baker's yeast); NCBI TaxID: 4932; |
ModificationList | monohydroxylated residue; iodoacetamide derivatized residue; trimethylated residue; monomethylated residue; dimethylated residue |
Instrument | LTQ Orbitrap Velos; Q Exactive |
Dataset History
Revision | Datetime | Status | ChangeLog Entry |
0 | 2015-09-07 01:24:04 | ID requested | |
⏵ 1 | 2016-01-05 13:11:58 | announced | |
Publication List
Hart-Smith G, Yagoub D, Tay AP, Pickford R, Wilkins MR, Large Scale Mass Spectrometry-based Identifications of Enzyme-mediated Protein Methylation Are Subject to High False Discovery Rates. Mol Cell Proteomics, 15(3):989-1006(2016) [pubmed] |
Keyword List
curator keyword: Technical |
submitter keyword: arginine methylation, lysine methylation, target-decoy approach, heavy-methyl SILAC, false discovery rates |
Contact List
Marc Ronald Wilkins |
contact affiliation | School of Biotechnology and Biomolecular Sciences, Systems Biology Initiative, UNSW, Australia |
contact email | m.wilkins@unsw.edu.au |
lab head | |
Gene Hart-Smith |
contact affiliation | UNSW |
contact email | g.hart-smith@unsw.edu.au |
dataset submitter | |
Full Dataset Link List
Dataset FTP location
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PRIDE project URI |
Repository Record List
[ + ]
[ - ]
- PRIDE
- PXD002857
- Label: PRIDE project
- Name: A systematic analysis of methylpeptide false discovery rates