2019
DOI: 10.1101/726752
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Protein yield is tunable by synonymous codon changes of translation initiation sites

Abstract: 149/150 words) Recombinant protein production in microbial systems is well-established, yet half of these experiments have failed in the expression phase. Failures are expected for 'difficult-to-express' proteins, but for others, codon bias, mRNA folding, avoidance, and G+C content have been suggested to explain observed levels of protein expression. However, determining which of these is the strongest predictor is still an active area of research. We used an ensemble average of energy model for RNA to show th… Show more

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Cited by 6 publications
(8 citation statements)
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References 94 publications
(122 reference statements)
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“…Since functional ncRNAs are also likely to form secondary structures with a lower free energy, we measured the minimum free energy (MFE) structure using either a singular sequence or sequence alignment (Lorenz et al 2011). Accessibility, which is a measure of the availability of nucleotides for base-pairing, has also been shown to be important for mRNA translation rates, and thus could be associated with functionality (Bhandari et al 2019). Both covariation features produce significant correlations for all functionally assigned sequences, with short ncRNA minimum covariance E-value and maximum covariance for all sequence types ranking above the neutral predictor, making the latter highly associated with functionality (Figures 1 & 2).…”
Section: Resultsmentioning
confidence: 99%
See 1 more Smart Citation
“…Since functional ncRNAs are also likely to form secondary structures with a lower free energy, we measured the minimum free energy (MFE) structure using either a singular sequence or sequence alignment (Lorenz et al 2011). Accessibility, which is a measure of the availability of nucleotides for base-pairing, has also been shown to be important for mRNA translation rates, and thus could be associated with functionality (Bhandari et al 2019). Both covariation features produce significant correlations for all functionally assigned sequences, with short ncRNA minimum covariance E-value and maximum covariance for all sequence types ranking above the neutral predictor, making the latter highly associated with functionality (Figures 1 & 2).…”
Section: Resultsmentioning
confidence: 99%
“…R-scape 1.4.0 was used to calculate maximum covariance score and minimum covariance E-value (Rivas et al 2017). RNAfold and RNAplfold from ViennaRNA 2.4.14 were used to calculate both MFE and accessibility values for each region (Lorenz et al 2011; Bhandari et al 2019).…”
Section: Methodsmentioning
confidence: 99%
“…We linked SoDoPE with TIsigner, which is our existing web server for maximising the accessibility of translation initiation sites (Bhandari, Lim, and Gardner 2019) . This pipeline allows users to predict and optimise both protein expression and solubility for a gene of interest.…”
Section: The Sodope Web Servermentioning
confidence: 99%
“…TIsigner offers tunable protein expression by optimising the mRNA accessibility of translation initiation sites (23) . The regions used to calculate accessibility (opening energy) are specific to the expression hosts, which is calculated using RNAplfold (28)(29)(30) .…”
Section: Web Services Tisignermentioning
confidence: 99%
“…However, recent systematic studies suggest mRNA secondary structure (minimum free energy) is the most important feature in protein expression (21,22) . We have recently shown that the mRNA accessibility of translation initiation sites outperforms mRNA secondary structure (minimum free energy) in predicting the expression of 11,430 recombinant proteins (23) .…”
Section: Introductionmentioning
confidence: 99%