TY  - JOUR
A1  - de Abreu e Lima, Francisco Anastacio
A1  - Leifels, Lydia
A1  - Nikoloski, Zoran
T1  - Regression-based modeling of complex plant traits based on metabolomics data
JF  - Plant Metabolomics
N2  - Bridging metabolomics with plant phenotypic responses is challenging. Multivariate analyses account for the existing dependencies among metabolites, and regression models in particular capture such dependencies in search for association with a given trait. However, special care should be undertaken with metabolomics data. Here we propose a modeling workflow that considers all caveats imposed by such large data sets.
KW  - Metabolomics
KW  - Plants
KW  - Trait
KW  - Regression
KW  - Prediction
KW  - Modeling
KW  - R programing language
KW  - R software packages
Y1  - 2018
SN  - 978-1-4939-7819-9
SN  - 978-1-4939-7818-2
U6  - https://doi.org/10.1007/978-1-4939-7819-9_23
SN  - 1064-3745
SN  - 1940-6029
VL  - 1778
SP  - 321
EP  - 327
PB  - Humana Press Inc.
CY  - New York
ER  -