bioRxivSynthetic BiologyPreprint
Integrated Constraint-Based Modeling of E. coli Cell-Free Protein Synthesis
Michael VilkhovoyiD, Sruti Dammalapati, Sandra VadhiniD, Abhinav AdhikariiD, Jeffrey D. VarneriD
Abstract
Cell-free protein expression has become a widely used research tool in systems and synthetic biology and a promising technology for protein biomanufacturing. Cell-free protein synthesis relies on in-vitro transcription and translation processes to produce a protein of interest. However, transcription and translation depend upon the operation of complex metabolic pathways for precursor and energy regeneration. Toward understanding the role of metabolism in a cell-free system, we developed a dynamic constraint-based simulation of protein production in the myTXTL E. coli cell-free system with and without electron transport chain inhibitors. Time-resolved absolute metabolite measurements for [M] = 63 metabolites, along with absolute concentration measurements of the mRNA and protein abundance and measurements of enzyme activity, were integrated with kinetic and enzyme abundance information to simulate the time evolution of metabolic flux and protein production with and without inhibitors. The metabolic flux distribution estimated by the model, along with the experimental metabolite and enzyme activity data, suggested that the myTXTL cell-free system has an active central carbon metabolism with glutamate powering the TCA cycle. Further, the electron transport chain inhibitor studies suggested the presence of oxidative phosphorylation activity in the myTXTL cell-free system; the oxidative phosphorylation inhibitors provided biochemical evidence that myTXTL relied, at least partially, on oxidative phosphorylation to generate the energy required to sustain transcription and translation for a 16-hour batch reaction.
- Citations
- 0
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Sequence Specific Modeling of E. coli Cell-Free Protein Synthesis
Michael Vilkhovoy, Nicholas M. Horvath, … Jeffrey D. Varner·ACS Synthetic BiologyPeer-reviewed·Jun 26, 2018
- Toward a Genome Scale Sequence Specific Dynamic Model of Cell-Free Protein Synthesis in Escherichia coli
Nicholas M. Horvath, Michael Vilkhovoy, … Jeffrey D. Varner·Metabolic Engineering CommunicationsPeer-reviewed·Dec 4, 2019
- Metabolic perturbations to an E. coli-based cell-free system reveal a trade-off between transcription and translation
Manisha Kapasiawala, Richard M. Murray·ACS Synthetic BiologyPeer-reviewed·Nov 20, 2024
- Metabolomics-informed coarse-grained model enables prediction of cell-free protein expression dynamics
William Poole, Manisha Kapasiawala, … Richard M. Murray·bioRxiv·Jun 20, 2025
- Metabolic Dynamics in Escherichia coli-based Cell-Free Systems
April M. Miguez, Yan Zhang, … Mark P. Styczynski·ACS Synthetic BiologyPeer-reviewed·Sep 3, 2021
- Uncovering cell-free protein expression dynamics by a promoter library with diverse strengths
Sabrina Galiñanes Reyes, Yutetsu Kuruma, Soichiro Tsuda·bioRxiv·Nov 10, 2017