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Can I read Model Validation and Selection in Metabolic Flux Analysis and Flux Balance Analysis on EtoBox?
Model Validation and Selection in Metabolic Flux Analysis and Flux Balance Analysis by Kaste, Joshua A. M.; Shachar-Hill, Yair is a scholarly article available to read on EtoBox.
What is Model Validation and Selection in Metabolic Flux Analysis and Flux Balance Analysis about?
13C-Metabolic Flux Analysis (13C-MFA) and Flux Balance Analysis (FBA) are widely used to investigate the operation of biochemical networks in both biological and biotechnological research. Both of these methods use metabolic reaction network models of metabolism operating at steady state, so that reaction rates (fluxes) and the levels of metabolic intermediates are constrained to be invariant. They provide estimated (MFA) or predicted (FBA) values of the fluxes through the network in vivo, which cannot be measured directly. A number of approaches have been taken to test the reliability of estimates and predictions from constraint-based methods and to decide on and/or discriminate between alternative model architectures. Despite advances in other areas of the statistical evaluation of metabolic models, validation and model selection methods have been underappreciated and underexplored. We review the history and state-of-the-art in constraint-based metabolic model validation and model selection. Applications and limitations of the X2-test of goodness-of-fit, the most widely used quantitative validation and selection approach in 13C-MFA, are discussed, and complementary and alternativ
- Author
- Kaste, Joshua A. M.; Shachar-Hill, Yair
- Published
- 2023
- Language
- EN