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Affine Transformation of Negative Values for NMR Metabolomics Using the mrbin R Package
- Source :
- Journal of Proteome Research. 20:1397-1404
- Publication Year :
- 2021
- Publisher :
- American Chemical Society (ACS), 2021.
-
Abstract
- Data from untargeted metabolomics studies employing nuclear magnetic resonance (NMR) spectroscopy oftentimes contain negative values. These negative values hamper data processing and analysis algorithms and prevent the use of such data in multiomics integration settings. New methods to deal with such negative values are thus an urgent need in the metabolomics community. This study presents affine transformation of negative values (ATNV), a novel algorithm for replacement of negative values in NMR data sets. ATNV was implemented in the R package mrbin, which features interactive menus for user-friendly application and is available for free for various operating systems within the free R statistical programming language. The novel algorithms were tested on a set of human urinary NMR spectra and were able to successfully identify relevant metabolites.
- Subjects :
- 0301 basic medicine
Data processing
Magnetic Resonance Spectroscopy
030102 biochemistry & molecular biology
Logarithm
Computer science
business.industry
Data transformation (statistics)
Pattern recognition
General Chemistry
Magnetic Resonance Imaging
Biochemistry
NMR spectra database
Set (abstract data type)
03 medical and health sciences
R package
030104 developmental biology
Metabolomics
Humans
Affine transformation
Artificial intelligence
business
Algorithms
Software
Subjects
Details
- ISSN :
- 15353907 and 15353893
- Volume :
- 20
- Database :
- OpenAIRE
- Journal :
- Journal of Proteome Research
- Accession number :
- edsair.doi.dedup.....70cf4c049d92dee67b09a5f948c8ad51
- Full Text :
- https://doi.org/10.1021/acs.jproteome.0c00684