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SimExTargId: a comprehensive package for real-time LC-MS data acquisition and analysis.
William M B Edmands1, Josie Hayes1, Stephen M Rappaport1
1Program in Environmental Health Sciences, School of Public Health, University of California, Berkeley, Berkeley, CA, USA.
Bioinformatics (Oxford, England)
|May 24, 2018
Summary
SimExTargId is a new R package for automated untargeted metabolomic data analysis using liquid chromatography mass spectrometry (LC-MS). It offers real-time monitoring and email alerts for experimental runs, enhancing data quality.
Area of Science:
- Metabolomics
- Bioinformatics
- Analytical Chemistry
Background:
- Liquid chromatography mass spectrometry (LC-MS) is crucial for analyzing small molecules in biofluids.
- Untargeted metabolomic analysis requires robust and automated data processing pipelines.
- Existing workflows can be complex and time-consuming, necessitating streamlined solutions.
Purpose of the Study:
- To introduce SimExTargId, an open-source R package for autonomous metabolomic data analysis.
- To provide real-time observation and quality control during LC-MS experimental runs.
- To facilitate efficient and accurate identification of metabolites in complex biological samples.
Main Methods:
- SimExTargId integrates vendor-independent format conversion (ProteoWizard).
- It employs xcms and CAMERA for peak picking and MetMSLine for pre-processing.
- Includes covariate-based statistical analysis and email notifications for instrument errors.
Main Results:
- The package enables simultaneous, fully automated, and optionally multi-threaded data processing.
- Provides two Shiny applications: targetId for real-time MS2 target identification and peakMonitor for targeted metabolite monitoring.
- Enhances the efficiency and reliability of untargeted metabolomic data analysis.
Conclusions:
- SimExTargId offers a comprehensive, automated solution for LC-MS metabolomic data analysis.
- The package improves experimental run observation and data quality control.
- It is publicly available, promoting accessibility and further development in the field.
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