Dataset Information

Comparison of fractionation proteomics for local SWATH library building

ABSTRACT: For data-independent acquisition by means of sequential window acquisition of all theoretical fragment ion spectra (SWATH), a reference library of data-dependent acquisition (DDA) runs is typically used to correlate the quantitative data from the fragment ion spectra with peptide identifications. The quality and coverage of such a reference library is therefore essential when processing SWATH data. In general, library sizes can be increased by reducing the impact of DDA precursor selection with replicate runs or fractionation. However, these strategies can affect the match between the library and SWATH measurement, and thus larger library sizes do not necessarily correspond to improved SWATH quantification. Here, three fractionation strategies to increase local library size were compared to standard library building using replicate DDA injection: protein SDS-PAGE fractionation, peptide high-pH RP-HPLC fractionation and MS-acquisition gas phase fractionation. The impact of these libraries on SWATH performance was evaluated in terms of the number of extracted peptides and proteins, the match quality of the peptides and the extraction reproducibility of the transitions. These analyses were conducted using the hydrophilic proteome of differentiating human embryonic stem cells.

INSTRUMENT(S): TripleTOF 5600

ORGANISM(S): Homo Sapiens (human)

TISSUE(S): Cell Culture, Embryonic Stem Cell

SUBMITTER: Elisabeth Govaert

LAB HEAD: Prof. Dr. Apr. Dieter Deforce

PROVIDER: PXD006190 | Pride | 2017-07-04

REPOSITORIES: Pride

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Comparison of fractionation proteomics for local SWATH library building.

Govaert Elisabeth E Van Steendam Katleen K Willems Sander S Vossaert Liesbeth L Dhaenens Maarten M Deforce Dieter D

Proteomics 20170801 15-16

For data-independent acquisition by means of sequential window acquisition of all theoretical fragment ion spectra (SWATH), a reference library of data-dependent acquisition (DDA) runs is typically used to correlate the quantitative data from the fragment ion spectra with peptide identifications. The quality and coverage of such a reference library is therefore essential when processing SWATH data. In general, library sizes can be increased by reducing the impact of DDA precursor selection with ...[more]

PMID: 28664598

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Project description:Chronic lymphocytic leukaemia (CLL) is renowned for its variable clinical course and response to therapy, suggesting a role for precision medicine. However, the molecular basis of CLL variability remains incompletely understood. Recent developments in data independent acquisition (DIA) -MS technologies, such as SWATH (Sequential Windowed Acquisition of all THeoretical fragments), provide an opportunity to study the pathophysiology of CLL at the proteome level. This report describes the sample replication and data handling requirements for SWATH-MS analysis of clinical samples. A CLL-specific spectral library compromising over 1,500,000 spectra with digital information for over 150,000 peptides has been generated to enable the quantification of up to 7736 proteins. To assess the reproducibility of the assay, SWATH-MS analysis was performed on 6 cryopreserved CLL patient samples, incorporating biological (IGHV mutational status), sample preparation and MS technical replicates. Quantitative information was obtained for 5169 proteins (<1% FDR) across 54 SWATH-MS acquisitions. These analyses showed that SWATH-MS is a highly reproducible technique. However, replicate sample preparations on different days was identified as the main source of variation. To overcome the effect of variation between sample preparation batches, different computational approaches for batch correction were tested. All approaches successfully removed technical variability whilst retaining proteomic differences between clinical subgroups. Functional enrichment analysis of proteins associated to IGHV mutational status highlighted the importance of metabolic remodelling in the biology of CLL and overlapped significantly with previous studies based on gene expression profiling. Finally, an approach to perform statistical power analysis in proteomics studies was developed. This approach could be used to drive the design of future CLL SWATH-MS studies. These fundamental requirements for DIA approaches should be widely applicable to other clinical proteomics studies.

Dataset Information

Comparison of fractionation proteomics for local SWATH library building

Publications

Comparison of fractionation proteomics for local SWATH library building.

Similar Datasets

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