Reflections on univariate and multivariate analysis of metabolomics data

Integrating multiple analytical platforms and chemometrics for comprehensive metabolic profiling: application to meat spoilage detection

(2013) Yun Xu et al.   ANALYTICAL AND BIOANALYTICAL CHEMISTRY

Global test for metabolic pathway differences between conditions

(2012) Diana M. Hendrickx et al.   ANALYTICA CHIMICA ACTA

On the hypothesis-free testing of metabolite ratios in genome-wide and metabolome-wide association studies

(2012) Ann-Kristin Petersen et al.   BMC BIOINFORMATICS

Metabolic profiling detects early effects of environmental and lifestyle exposure to cadmium in a human population

(2012) James K Ellis et al.   BMC Medicine

A benchmark spike-in data set for biomarker identification in metabolomics

(2012) Pietro Franceschi et al.   JOURNAL OF CHEMOMETRICS

A Critical Assessment of Feature Selection Methods for Biomarker Discovery in Clinical Proteomics

(2012) Christin Christin et al.   MOLECULAR & CELLULAR PROTEOMICS

Thresholding for biomarker selection in multivariate data using Higher Criticism

(2012) Ron Wehrens et al.   Molecular BioSystems

MetaboAnalyst 2.0--a comprehensive server for metabolomic data analysis

(2012) J. Xia et al.   NUCLEIC ACIDS RESEARCH

Metabolic Changes in Urine during and after Pregnancy in a Large, Multiethnic Population-Based Cohort Study of Gestational Diabetes

(2012) Daniel Sachse et al.   PLoS One

Assessing the metabolic effects of prednisolone in healthy volunteers using urine metabolic profiling

(2012) Sandrine Ellero-Simatos et al.   Genome Medicine

Sparse non-negative generalized PCA with applications to metabolomics

(2011) Genevera I. Allen et al.   BIOINFORMATICS

A lipidomic analysis approach to evaluate the response to cholesterol-lowering food intake

(2011) Ewa Szymańska et al.   Metabolomics

Pair-wise multicomparison and OPLS analyses of cold-acclimation phases in Siberian spruce

(2011) Liudmila Shiryaeva et al.   Metabolomics

Double-check: validation of diagnostic statistics for PLS-DA models in metabolomics studies

(2011) Ewa Szymańska et al.   Metabolomics

Missing values in mass spectrometry based metabolomics: an undervalued step in the data processing pipeline

(2011) Olga Hrydziuszko et al.   Metabolomics

Simplivariate Models: Uncovering the Underlying Biology in Functional Genomics Data

(2011) Edoardo Saccenti et al.   PLoS One

Data-processing strategies for metabolomics studies

(2011) Margriet M.W.B. Hendriks et al.   TRAC-TRENDS IN ANALYTICAL CHEMISTRY

Some common misunderstandings in chemometrics

(2010) Karin Kjeldahl et al.   JOURNAL OF CHEMOMETRICS

The photographer and the greenhouse: how to analyse plant metabolomics data

(2009) Jeroen J. Jansen et al.   PHYTOCHEMICAL ANALYSIS

Combination of Statistical Approaches for Analysis of 2-DE Data Gives Complementary Results

(2008) Harald Grove et al.   JOURNAL OF PROTEOME RESEARCH

Multilevel Data Analysis of a Crossover Designed Human Nutritional Intervention Study

(2008) Ewoud J. J. van Velzen et al.   JOURNAL OF PROTEOME RESEARCH

Assessment of PLSDA cross validation

(2008) Johan A. Westerhuis et al.   Metabolomics

Metabolomic analysis of the interaction between plants and herbivores

(2008) Jeroen J. Jansen et al.   Metabolomics

Simplivariate Models: Ideas and First Examples

(2008) Jos A. Hageman et al.   PLoS One

Higher criticism thresholding: Optimal feature selection when useful features are rare and weak

(2008) D. Donoho et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA