Reflections on univariate and multivariate analysis of metabolomics data

E Saccenti, HCJ Hoefsloot, AK Smilde, JA Westerhuis… - Metabolomics, 2014 - Springer
Metabolomics experiments usually result in a large quantity of data. Univariate and
multivariate analysis techniques are routinely used to extract relevant information from the …

From correlation to causation: analysis of metabolomics data using systems biology approaches

A Rosato, L Tenori, M Cascante, PR De Atauri Carulla… - Metabolomics, 2018 - Springer
Introduction Metabolomics is a well-established tool in systems biology, especially in the top–
down approach. Metabolomics experiments often results in discovery studies that provide …

Harnessing the complexity of metabolomic data with chemometrics

J Boccard, S Rudaz - Journal of Chemometrics, 2014 - Wiley Online Library
Because of the ever‐increasing number of signals that can be measured within a single run
by modern platforms in analytical chemistry, life sciences datasets become not only …

Autophagy and inflammasome activation in dilated cardiomyopathy

A Caragnano, A Aleksova, M Bulfoni… - Journal of Clinical …, 2019 - mdpi.com
Background: The clinical outcome of patients affected by dilated cardiomyopathy (DCM) is
heterogeneous, since its pathophysiology is only partially understood. Interleukin 1β levels …

Large-scale plasma metabolome analysis reveals alterations in HDL metabolism in migraine

GLJ Onderwater, L Ligthart, M Bot, A Demirkan, J Fu… - Neurology, 2019 - AAN Enterprises
Objective To identify a plasma metabolomic biomarker signature for migraine. Methods
Plasma samples from 8 Dutch cohorts (n= 10,153: 2,800 migraine patients and 7,353 …

MetDFBA: incorporating time-resolved metabolomics measurements into dynamic flux balance analysis

AM Willemsen, DM Hendrickx, HCJ Hoefsloot… - Molecular …, 2015 - pubs.rsc.org
Understanding cellular adaptation to environmental changes is one of the major challenges
in systems biology. To understand how cellular systems react towards perturbations of their …

Sparse PLS-based method for overlapping metabolite set enrichment analysis

L Deng, L Ma, KK Cheng, X Xu… - Journal of Proteome …, 2021 - ACS Publications
Metabolite set enrichment analysis (MSEA) has gained increasing research interest for
identification of perturbed metabolic pathways in metabolomics. The method incorporates …

A Comparative Analysis of the Metabolomic Response of Electron Beam Inactivated E. coli O26:H11 and Salmonella Typhimurium ATCC 13311

SS Bhatia, SD Pillai - Frontiers in Microbiology, 2019 - frontiersin.org
Ionizing radiation such as Electron beam (EB) and gamma irradiation inactivate microbial
cells preventing their multiplication. These cells, however, are structurally intact and appear …

Metabolomics for phytochemical discovery: development of statistical approaches using a cranberry model system

CE Turi, J Finley, PR Shipley, SJ Murch… - Journal of natural …, 2015 - ACS Publications
Metabolomics is the qualitative and quantitative analysis of all of the small molecules in a
biological sample at a specific time and influence. Technologies for metabolomics analysis …

Use of prior knowledge for the analysis of high-throughput transcriptomics and metabolomics data

P Reshetova, AK Smilde, AHC van Kampen… - BMC systems …, 2014 - Springer
Background High-throughput omics technologies have enabled the measurement of many
genes or metabolites simultaneously. The resulting high dimensional experimental data …