Visualization of GC/TOF-MS-Based Metabolomics Data for Identification of Biochemically Interesting Compounds Using OPLS Class Models
Swedish University of Agricultural Sciences · AstraZeneca (Sweden) · +2 more institutions
Abstract
Metabolomics studies generate increasingly complex data tables, which are hard to summarize and visualize without appropriate tools. The use of chemometrics tools, e.g., principal component analysis (PCA), partial least-squares to latent structures (PLS), and orthogonal PLS (OPLS), is therefore of great importance as these include efficient, validated, and robust methods for modeling information-rich chemical and biological data. Here the S-plot is proposed as a tool for visualization and interpretation of multivariate classification models, e.g., OPLS discriminate analysis, having two or more classes. The S-plot visualizes both the covariance and correlation between the metabolites and the modeled class…
Citation impact
- FWCI
- 16.68
- Percentile
- 100%
- References
- 26
Authors
9- SWSusanne WiklundCorresponding
Swedish University of Agricultural Sciences, AstraZeneca (Sweden), Umeå University, Umeå Plant Science Centre
- EJErik Johansson
AstraZeneca (Sweden), Umeå Plant Science Centre, Swedish University of Agricultural Sciences, Umeå University
- LSLina Sjöström
Umeå Plant Science Centre, Umeå University, Swedish University of Agricultural Sciences, AstraZeneca (Sweden)
- EJEwa J. Mellerowicz
Umeå University, Umeå Plant Science Centre, AstraZeneca (Sweden), Swedish University of Agricultural Sciences
- UEUlf Edlund
AstraZeneca (Sweden), Swedish University of Agricultural Sciences, Umeå University, Umeå Plant Science Centre
Topics & keywords
- OPLS
- Metabolomics
- Visualization
- Chemometrics
- Principal component analysis
- Plot (graphics)
- Chemistry
- Partial least squares regression
- Reduced inequalities