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Automated SWATH Data Analysis Using Targeted Extraction of Ion Chromatograms
Hannes L Röst1,2, Ruedi Aebersold3,4, Olga T Schubert5,6
1Institute of Molecular Systems Biology, ETH Zurich, CH-8093, Zurich, Switzerland. hroest@stanford.edu.
This protocol details analyzing SWATH Mass Spectrometry (MS) data for reproducible protein quantification across many samples. It covers manual and automated workflows for accurate protein monitoring in complex biological mixtures.
Area of Science:
- Proteomics
- Analytical Chemistry
- Biochemistry
Background:
- Targeted mass spectrometry methods like Selected Reaction Monitoring (SRM) and SWATH MS enable sensitive and accurate protein quantification.
- These techniques rely on specific mass spectrometric coordinates (assays) for reproducible protein detection.
Purpose of the Study:
- To describe a standard workflow for analyzing SWATH MS data for targeted protein monitoring.
- To provide guidance on ensuring maximal coverage, reproducibility, and quantitative accuracy in large-scale proteomic studies.
Main Methods:
- Standard SWATH MS analysis workflow.
- Manual data analysis for quality control using Skyline.
- Automated data analysis with error rate control using the OpenSWATH workflow.
Main Results:
- A reproducible method for analyzing SWATH MS data to monitor thousands of proteins across numerous samples.
- Implementation of quality control measures for data analysis.
- Strategies for controlling error rates in automated analysis.
Conclusions:
- The described workflow facilitates reproducible and accurate quantification of proteins using SWATH MS.
- The protocol supports large-scale proteomic analyses requiring high sensitivity and coverage.
- Considerations for maximizing data quality in targeted proteomics are discussed.
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