Current Opinion in Systems Biology · 2021 · 13 citations · 64 references
Life SciencesBioinformaticsSystems BiologyComputational BiologyMetabolismProteomicsConstraint-based ModelingGenome-scale Metabolic ModelingMetabolic FluxMetabolic NetworksMetabolic PathwaysProteomics Data IntegrationEnzyme-constrained Metabolic ModelingEnzyme-constrained ModelingMetabolic Network ModelsModel Accuracy AssessmentPhysical Resource ConstraintsProteomic Data AnalysisProteomics-constrained ModelingResource Allocation Models
The increasing amount of available high-content data in genomics, proteomics, and metabolomics has significantly improved the predictive power and model accuracy of genome-scale metabolic network models in recent years. We review recent constraint-based modeling approaches that incorporate genomics and proteomics data to form resource allocation models. Different modeling approaches to build resource allocation models and the related enzyme-constrained genome-scale metabolic models are discussed and evaluated with respect to differences regarding model features. In addition, an overview of the data required to construct, simulate and validate models for the different approaches is given, together with a list of relevant databases.
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