With the development of modern high-throughput omic measurement platforms, it has
become essential for biomedical studies to undertake an integrative (combined) approach to …

Exposure of cells or organisms to chemicals can trigger a series of effects at the regulatory
pathway level, which involve changes of levels, interactions, and feedback loops of …

The study of biological systems in a holistic manner (systems biology) is increasingly being
viewed as a necessity to provide qualitative and quantitative descriptions of the emergent …

Nuclear magnetic resonance (NMR)-based metabolomics has many applications in plant
science. Metabolomics can be used in functional genomics and to differentiate plants from …

Many studies now produce parallel data sets from different omics technologies; however, the
task of interpreting the acquired data in an integrated fashion is not trivial. This review covers …

Metabolomics deals with multiple and complex chemical reactions within living organisms
and how these are influenced by external or internal perturbations. It lies at the heart of …

Metabolic profiling, metabolomic and metabonomic studies require robust study protocols for
any large-scale comparisons and evaluations. Detailed methods for solution-state NMR …

The application of 'omic techniques including, but not limited to genomics/metagenomics,
transcriptomics/meta-transcriptomics, proteomics/meta-proteomics, and metabolomics to …

This article presents some of the multivariate methods used in metabolomics, and addresses
many of the data types and associated analyses of current instrumentation and applications …

With the recent developments in the field of multi-omics integration, the interest in factors
such as data preprocessing, choice of the integration method and the number of different …