<p>The importance for each metabolite ratio in classifying samples into ‘good’ or ‘bad’ pre-storage handling conditions was assessed by the average decrease in classification accuracy found in 500 Random Forest analysis iterations (the full names of the metabolites can be found in <a href="http://www.plosone.org/article/info:doi/10.1371/journal.pone.0121495#pone.0121495.s003" target="_blank">S1 Table</a>).</p
<p>Selection of metabolites for joint analysis based on their ranking in top 30 metabolites in corre...
<p>The fold change (FC) is calculated as the log transformation of the ratio between the mean metabo...
Metabolomics is the science of comprehensive evaluation of changes in the metabolome with a goal to ...
<p>Metabolites are rank-ordered by their mean decrease accuracy score. A higher mean decrease accura...
<p>Random forest analysis (RFA) was utilized to determine which variables (biochemicals) had the lar...
<p>The mean decrease in accuracy from the random forest analysis was used to rank metabolites accord...
Powerful algorithms are required to deal with the dimensionality of metabolomics data. Although many...
Powerful algorithms are required to deal with the dimensionality of metabolomics data. Although many...
<p><sup>1</sup>: metabolites displayed significant p-values (in bold) of the linear regression model...
<p><b>(A)</b>, <b>(B)</b>, and <b>(C)</b> show selected significant metabolites related to the diffe...
Background: Extracting relevant biological information from large data sets is a major challenge in ...
<p>a. S-plot analysis showing the correlation and covariation. Metabolites on the upper right corner...
<p>Random forest classification presenting the prioritized list of 30 metabolites. Metabolites with ...
<p>A) Class distribution of the different identified metabolites. n = number of metabolites in eac...
<p>Visceral adiposity was associated with increasing concentrations of amino acids (glutamine, leuci...
<p>Selection of metabolites for joint analysis based on their ranking in top 30 metabolites in corre...
<p>The fold change (FC) is calculated as the log transformation of the ratio between the mean metabo...
Metabolomics is the science of comprehensive evaluation of changes in the metabolome with a goal to ...
<p>Metabolites are rank-ordered by their mean decrease accuracy score. A higher mean decrease accura...
<p>Random forest analysis (RFA) was utilized to determine which variables (biochemicals) had the lar...
<p>The mean decrease in accuracy from the random forest analysis was used to rank metabolites accord...
Powerful algorithms are required to deal with the dimensionality of metabolomics data. Although many...
Powerful algorithms are required to deal with the dimensionality of metabolomics data. Although many...
<p><sup>1</sup>: metabolites displayed significant p-values (in bold) of the linear regression model...
<p><b>(A)</b>, <b>(B)</b>, and <b>(C)</b> show selected significant metabolites related to the diffe...
Background: Extracting relevant biological information from large data sets is a major challenge in ...
<p>a. S-plot analysis showing the correlation and covariation. Metabolites on the upper right corner...
<p>Random forest classification presenting the prioritized list of 30 metabolites. Metabolites with ...
<p>A) Class distribution of the different identified metabolites. n = number of metabolites in eac...
<p>Visceral adiposity was associated with increasing concentrations of amino acids (glutamine, leuci...
<p>Selection of metabolites for joint analysis based on their ranking in top 30 metabolites in corre...
<p>The fold change (FC) is calculated as the log transformation of the ratio between the mean metabo...
Metabolomics is the science of comprehensive evaluation of changes in the metabolome with a goal to ...