PyKrev: A Python Library for the Analysis of Complex Mixture FT-MS Data
In this paper, we present PyKrev, a Python library for the analysis of complex mixture Fourier transform mass spectrometry (FT-MS) data. PyKrev is a comprehensive suite of tools for analysis and visualization of FT-MS data after formula assignment has been performed. These comprise formula manipulat...
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| Published in | Journal of the American Society for Mass Spectrometry Vol. 32; no. 5; pp. 1263 - 1267 |
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| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
United States
American Chemical Society
05.05.2021
American Society for Mass Spectrometry |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1044-0305 1879-1123 1879-1123 |
| DOI | 10.1021/jasms.1c00064 |
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| Summary: | In this paper, we present PyKrev, a Python library for the analysis of complex mixture Fourier transform mass spectrometry (FT-MS) data. PyKrev is a comprehensive suite of tools for analysis and visualization of FT-MS data after formula assignment has been performed. These comprise formula manipulation and calculation of chemical properties, intersection analysis between multiple lists of formulas, calculation of chemical diversity, assignment of compound classes to formulas, multivariate analysis, and a variety of visualization tools producing van Krevelen diagrams, class histograms, PCA score, and loading plots, biplots, scree plots, and UpSet plots. The library is showcased through analysis of hot water green tea extracts and Scotch whisky FT-ion cyclotron resonance-MS data sets. PyKrev addresses the lack of a single, cohesive toolset for researchers to perform FT-MS analysis in the Python programming environment encompassing the most recent data analysis techniques used in the field. |
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| Bibliography: | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 PNNL-SA-160293 USDOE AC05-76RL01830 |
| ISSN: | 1044-0305 1879-1123 1879-1123 |
| DOI: | 10.1021/jasms.1c00064 |