Characterization of missing values in untargeted MS-based metabolomics data and evaluation of missing data handling strategies

Metabolomics in epidemiology: from metabolite concentrations to integrative reaction networks

(2016) Liam G Fearnley et al.   INTERNATIONAL JOURNAL OF EPIDEMIOLOGY

Non-targeted UHPLC-MS metabolomic data processing methods: a comparative investigation of normalisation, missing value imputation, transformation and scaling

(2016) Riccardo Di Guida et al.   Metabolomics

Improved methods for the imputation of missing data by nearest neighbor methods

(2015) Gerhard Tutz et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Missing value imputation strategies for metabolomics data

(2015) Emily Grace Armitage et al.   ELECTROPHORESIS

Network-Based Approach for Analyzing Intra- and Interfluid Metabolite Associations in Human Blood, Urine, and Saliva

(2014) Kieu Trinh Do et al.   JOURNAL OF PROTEOME RESEARCH

An atlas of genetic influences on human blood metabolites

(2014) So-Youn Shin et al.   NATURE GENETICS

Integrative approaches for finding modular structure in biological networks

(2013) Koyel Mitra et al.   NATURE REVIEWS GENETICS

Metabolomics: the apogee of the omics trilogy

(2012) Gary J. Patti et al.   NATURE REVIEWS MOLECULAR CELL BIOLOGY

Exploring Matrix Effects and Quantification Performance in Metabolomics Experiments Using Artificial Biological Gradients

(2011) Henning Redestig et al.   ANALYTICAL CHEMISTRY

MissForest--non-parametric missing value imputation for mixed-type data

(2011) D. J. Stekhoven et al.   BIOINFORMATICS

Gaussian graphical modeling reconstructs pathway reactions from high-throughput metabolomics data

(2011) Jan Krumsiek et al.   BMC Systems Biology

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

(2011) Olga Hrydziuszko et al.   Metabolomics

A Distribution-Based Multiple Imputation Method for Handling Bivariate Pesticide Data with Values below the Limit of Detection

(2010) Haiying Chen et al.   ENVIRONMENTAL HEALTH PERSPECTIVES

Combining estimates of interest in prognostic modelling studies after multiple imputation: current practice and guidelines

(2009) Andrea Marshall et al.   BMC Medical Research Methodology

MetaboAnalyst: a web server for metabolomic data analysis and interpretation

(2009) J. Xia et al.   NUCLEIC ACIDS RESEARCH

Metabolomics: Biochemistry's new look

(2008) Nathan Blow   NATURE