mSystemsSystems BiologyPeer-reviewed journal article
Protein allocation and enzymatic constraints explain Escherichia coli wildtype and mutant phenotypes
Abstract
Proteins have generally been recognized to constitute the key cellular component in shaping microbial phenotypes. Due to limited cellular resources and space, optimal allocation of proteins is crucial for microbes to facilitate maximum proliferation rates while allowing a flexible response to environmental changes. Regulatory patterns of protein allocation were utilized to account for the condition-dependent proteome in a genome-scale metabolic reconstruction of Escherichia coli by linearly linking mass concentrations of protein sectors and single metabolic enzymes to flux variables. The resulting protein allocation model (PAM) correctly approximates wildtype phenotypes and flux distributions for various substrates, even under data scarcity. Moreover, we showed the ability of the PAM to predict metabolic responses of single gene deletion mutants by additionally assuming growth-limiting, transcriptional restrictions. Thus, we promote the integration of protein allocation constraints into classical constraint-based models to foster their predictive capabilities and application for strain analysis and metabolic engineering purposes.
- organism: E. coli
- assay: metabolomics
- research focus: variant effect prediction
- research focus: gene regulatory network inference
- approach: statistical model
- approach: optimal transport
- Citations
- 23
- FWCI
- 1.26
- Field percentile
- top 22%
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