bioRxivBiochemistry
Improving the secretion of designed protein assemblies through negative design of cryptic transmembrane domains
J. Y. Wang, A. Khmelinskaia, W. Sheffler, M. C. Miranda, A. Antanasijevic, A. J. Borst, S. V. Torres, C. Shu, Y. Hsia, U. Nattermann, D. Ellis, C. Walkey, M. Ahlrichs, S. Chan, A. Kang, H. Nguyen, C. Sydeman, B. Sankaran, M. Wu, A. K. Bera, L. Carter, B. Fiala, M. Murphy, D. Baker, A. Ward, N. P. King
Abstract
Computationally designed protein nanoparticles have recently emerged as a promising platform for the development of new vaccines and biologics. For many applications, secretion of designed nanoparticles from eukaryotic cells would be advantageous, but in practice they often secrete poorly. Here we show that designed hydrophobic interfaces that drive nanoparticle assembly are often predicted to form cryptic transmembrane domains, suggesting that interaction with the membrane insertion machinery could limit efficient secretion. We develop a general computational protocol, the Degreaser, to design away cryptic transmembrane domains without sacrificing protein stability. Retroactive application of the Degreaser to previously designed nanoparticle components and nanoparticles considerably improves secretion, and modular integration of the Degreaser into design pipelines results in new nanoparticles that secrete as robustly as naturally occurring protein assemblies. Both the Degreaser protocol and the novel nanoparticles we describe may be broadly useful in biotechnological applications.
- assay: protein structure
- assay: protein sequence
- research focus: protein design
- research focus: protein folding & dynamics
- research focus: drug response / drug discovery
- approach: deep learning
- approach: statistical model
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