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Author Spotlight: Emerging Technologies and Advanced Tools for Decoding Metabolomics Data Analysis
Published on: November 10, 2023
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Miso: an R package for multiple isotope labeling assisted metabolomics data analysis.
Yonghui Dong1, Liron Feldberg2, Asaph Aharoni1
1Department of Plant Sciences, Weizmann Institute of Science, Rehovot, Israel.
Bioinformatics (Oxford, England)
|February 7, 2019
Summary
Researchers developed Miso, an R package for analyzing complex stable isotope labeling experiments in metabolomics. This tool efficiently identifies labeled molecules from multiple precursors, aiding structure elucidation.
Area of Science:
- Metabolomics
- Computational Biology
- Biochemistry
Background:
- Stable isotope labeling is crucial for metabolomics structure elucidation.
- Existing computational tools lack support for multiple-precursor labeling studies.
Purpose of the Study:
- To develop Miso, an R package for automated analysis of multiple-precursor stable isotope labeling experiments.
- To provide an efficient workflow for detecting labeled molecules in metabolomics.
Main Methods:
- Development of the Miso R package.
- Application of Miso to analyze liquid chromatography-mass spectrometry (LC-MS) data.
- Utilized duckweed plants fed with unlabeled and labeled tyrosine (tyrosine-2H4, tyrosine-13C915N1).
Main Results:
- Miso successfully detects the complete repertoire of labeled molecules from multiple precursors.
- The generated data matrix includes retention time, m/z values, and the number of labeled atoms for identified ions.
- Demonstrated capability using LC-MS data from duckweed plants with varied tyrosine labeling.
Conclusions:
- Miso offers an automated and efficient solution for analyzing complex labeling patterns in metabolomics.
- The package facilitates structure elucidation and database querying in biological studies.
- Miso is publicly available on CRAN with supporting tutorials on GitHub.
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