The Inverse Protein Folding Process by Artificial Life Approaches

Author(s):  
WeiXin Kang ◽  
Jing Zhang ◽  
MaoZu Guo ◽  
Wei Peng
1999 ◽  
Vol 8 (5) ◽  
pp. 1001-1009 ◽  
Author(s):  
Motonori Ota ◽  
Ken Nishikawa

mBio ◽  
2020 ◽  
Vol 11 (6) ◽  
Author(s):  
Qi Qi ◽  
Feiran Li ◽  
Rosemary Yu ◽  
Martin K. M. Engqvist ◽  
Verena Siewers ◽  
...  

ABSTRACT Protein folding is often considered the flux controlling process in protein synthesis and secretion. Here, two previously isolated Saccharomyces cerevisiae strains with increased α-amylase productivity were analyzed in chemostat cultures at different dilution rates using multi-omics data. Based on the analysis, we identified different routes of the protein folding pathway to improve protein production. In the first strain, the increased abundance of proteins working on the folding process, coordinated with upregulated glycogen metabolism and trehalose metabolism, helped increase α-amylase productivity 1.95-fold compared to the level in the original strain in chemostat culture at a dilution rate of 0.2/h. The second strain further strengthened the folding precision to improve protein production. More precise folding helps the cell improve protein production efficiency and reduce the expenditure of energy on the handling of misfolded proteins. As calculated using an enzyme-constrained genome-scale metabolic model, the second strain had an increased productivity of 2.36-fold with lower energy expenditure than that of the original under the same condition. Further study revealed that the regulation of N-glycans played an important role in the folding precision control and that overexpression of the glucosidase Cwh41p can significantly improve protein production, especially for the strains with improved folding capacity but lower folding precision. Our findings elucidated in detail the mechanisms in two strains having improved protein productivity and thereby provided novel insights for industrial recombinant protein production as well as demonstrating how multi-omics analysis can be used for identification of novel strain-engineering targets. IMPORTANCE Protein folding plays an important role in protein maturation and secretion. In recombinant protein production, many studies have focused on the folding pathway to improve productivity. Here, we identified two different routes for improving protein production by yeast. We found that improving folding precision is a better strategy. Dysfunction of this process is also associated with several aberrant protein-associated human diseases. Here, our findings about the role of glucosidase Cwh41p in the precision control system and the characterization of the strain with a more precise folding process could contribute to the development of novel therapeutic strategies.


2020 ◽  
Vol 21 (20) ◽  
pp. 7632
Author(s):  
Mateusz Banach ◽  
Katarzyna Stapor ◽  
Leszek Konieczny ◽  
Piotr Fabian ◽  
Irena Roterman

Research on the protein folding problem differentiates the protein folding process with respect to the duration of this process. The current structure encoded in sequence dogma seems to be clearly justified, especially in the case of proteins referred to as fast-folding, ultra-fast-folding or downhill. In the present work, an attempt to determine the characteristics of this group of proteins using fuzzy oil drop model is undertaken. According to the fuzzy oil drop model, a protein is a specific micelle composed of bi-polar molecules such as amino acids. Protein folding is regarded as a spherical micelle formation process. The presence of covalent peptide bonds between amino acids eliminates the possibility of free mutual arrangement of neighbors. An example would be the construction of co-micelles composed of more than one type of bipolar molecules. In the case of fast folding proteins, the amino acid sequence represents the optimal bipolarity system to generate a spherical micelle. In order to achieve the native form, it is enough to have an external force field provided by the water environment which directs the folding process towards the generation of a centric hydrophobic core. The influence of the external field can be expressed using the 3D Gaussian function which is a mathematical model of the folding process orientation towards the concentration of hydrophobic residues in the center with polar residues exposed on the surface. The set of proteins under study reveals a hydrophobicity distribution compatible with a 3D Gaussian distribution, taken as representing an idealized micelle-like distribution. The structure of the present hydrophobic core is also discussed in relation to the distribution of hydrophobic residues in a partially unfolded form.


2013 ◽  
Vol 53 (supplement1-2) ◽  
pp. S176
Author(s):  
Kenichi Ataka ◽  
Joachim Heberle ◽  
Axel Baumann ◽  
Silke Kerruth ◽  
Ramona Schlesinger ◽  
...  

2005 ◽  
Vol 12 (10) ◽  
pp. 1328-1345 ◽  
Author(s):  
Arvind Gupta ◽  
Ján Maňuch ◽  
Ladislav Stacho

2001 ◽  
Author(s):  
J. Schonfeld ◽  
O. Eulenstein ◽  
K. Vander Velden ◽  
G. J. P. Naylor

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