ACS Synthetic Biology · 2019 · 26 citations · 37 references
Life SciencesBioengineeringBiotechnologyGenetic EngineeringProtein EngineeringSynthetic BiologyGlycan StructureGlycoengineering Of AntibodiesGlycosylation PathwaysN-linked GlycosylationProtein GlycoengineeringProtein GlycosylationAntibody Glycosylation ControlGlycoengineeringGlycosylation EngineeringN-glycan HeterogeneityProtein Glycosylation EngineeringProtein Therapeutics DesignTransgenic Cell Line EngineeringTransgenic Cell Lines
Chinese hamster ovary (CHO) cells are used for industrial production of protein-based therapeutics (i.e., "biologics"). Here we describe a method for combining systems-level kinetic models with a synthetic biology platform for multigene overexpression to rationally perturb N-linked glycosylation. Specifically, we sought to increase galactose incorporation on a secreted Immunoglobulin G (IgG) protein. We rationally design, build, and test a total of 23 transgenic cell pools that express single or three-gene glycoengineering cassettes comprising a total of 100 kilobases of engineered DNA sequence. Through iterative engineering and model refinement, we rationally increase the fraction of bigalactosylated glycans five-fold from 11.9% to 61.9% and simultaneously decrease the glycan heterogeneity on the secreted IgG. Our approach allows for rapid hypothesis testing and identification of synergistic behavior from genetic perturbations by bridging systems and synthetic biology.
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A Simplex Method for Function Minimization
J. A. Nelder, R. Mead · The Computer Journal · 1965 · 28.9K citations