SRV: an open-source toolbox to accelerate the recovery of metabolic biomarkers and correlations from metabolic phenotyping datasets.

Bioinformatics

Centre de RMN à Très Hauts Champs, Institut des sciences analytiques, CNRS/ENS Lyon/UCB Lyon 1, Université de Lyon, 5 rue de la Doua, 69100 Villeurbanne, France.

Published: May 2013

Motivation: Supervised multivariate statistical analyses are often required to analyze the high-density spectral information in metabolic datasets acquired from complex mixtures in metabolic phenotyping studies. Here we present an implementation of the SRV-Statistical Recoupling of Variables-algorithm as an open-source Matlab and GNU Octave toolbox. SRV allows the identification of similarity between consecutive variables resulting from the high-resolution bucketing. Similar variables are gathered to restore the spectral dependency within the datasets and identify metabolic NMR signals. The correlation and significance of these new NMR variables for a given effect under study can then be measured and represented on a loading plot to allow a visual and efficient identification of candidate biomarkers. Further on, correlations between these candidate biomarkers can be visualized on a two-dimensional pseudospectrum, representing a correlation map, helping to understand the modifications of the underlying metabolic network.

Availability: SRV toolbox is encoded in MATLAB R2008A (Mathworks, Natick, MA) and in GNU Octave. It is available free of charge at http://www.prabi.fr/redmine/projects/srv/repository with a tutorial.

Contact: benjamin.blaise@chu-lyon.fr or vincent.navratil@univ-lyon1.fr.

Download full-text PDF

Source
http://dx.doi.org/10.1093/bioinformatics/btt136DOI Listing

Publication Analysis

Top Keywords

biomarkers correlations
8
metabolic phenotyping
8
gnu octave
8
candidate biomarkers
8
metabolic
6
srv open-source
4
open-source toolbox
4
toolbox accelerate
4
accelerate recovery
4
recovery metabolic
4

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!