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Metabolomics answers a fundamental question in biology: How does metabolism respond to
genetic, environmental or phenotypic perturbations? Combining several metabolomics …
genetic, environmental or phenotypic perturbations? Combining several metabolomics …
Rise of deep learning for genomic, proteomic, and metabolomic data integration in precision medicine
Abstract Machine learning (ML) is being ubiquitously incorporated into everyday products
such as Internet search, email spam filters, product recommendations, image classification …
such as Internet search, email spam filters, product recommendations, image classification …
[HTML][HTML] Computational approaches in target identification and drug discovery
In the big data era, voluminous datasets are routinely acquired, stored and analyzed with the
aim to inform biomedical discoveries and validate hypotheses. No doubt, data volume and …
aim to inform biomedical discoveries and validate hypotheses. No doubt, data volume and …
Metabolomics: small molecules that matter more
Metabolomics, an analytical study with high-throughput profiling, helps to understand
interactions within a biological system. Small molecules, called metabolites or metabolomes …
interactions within a biological system. Small molecules, called metabolites or metabolomes …
Plants metabolome study: Emerging tools and techniques
Metabolomics is now considered a wide-ranging, sensitive and practical approach to
acquire useful information on the composition of a metabolite pool present in any organism …
acquire useful information on the composition of a metabolite pool present in any organism …
Integrated omics analysis of specialized metabolism in medicinal plants
Medicinal plants are a rich source of highly diverse specialized metabolites with important
pharmacological properties. Until recently, plant biologists were limited in their ability to …
pharmacological properties. Until recently, plant biologists were limited in their ability to …
Sparse network modeling and metscape-based visualization methods for the analysis of large-scale metabolomics data
Motivation Recent technological advances in mass spectrometry, development of richer
mass spectral libraries and data processing tools have enabled large scale metabolic …
mass spectral libraries and data processing tools have enabled large scale metabolic …
Global chemical analysis of biology by mass spectrometry
Mass spectrometry instruments measure the mass to charge ratio of ions, from which we
infer the molecular structures. They are key tools for investigating the incredibly diverse …
infer the molecular structures. They are key tools for investigating the incredibly diverse …