Differential stimulation by polyamines of phage DNA-directed in vitro synthesis of proteins

Maximizing mRNA vaccine production with Bayesian optimization

Messenger RNA (mRNA) vaccines are a new alternative to conventional vaccines with a prominent role in infectious disease control. These vaccines are produced in in vitro transcription (IVT) reactions, catalyzed by RNA polymerase in cascade reactions. To ensure an efficient and cost-effective manufacturing process, essential for a large-scale production and effective vaccine supply chain, the IVT reaction needs to be optimized. IVT is a complex reaction that contains a large number of variables that can affect its outcome. Traditional optimization methods rely on classic Design of Experiments methods, which are time-consuming and can present human bias or based on simplified assumptions. In this contribution, we propose the use of Machine Learning approaches to perform a data-driven optimization of an mRNA IVT reaction. A Bayesian optimization method and model interpretability techniques were used to automate experiment design, providing a feedback loop. IVT reaction conditions were found under 60 optimization runs that produced 12 g · L-1 in solely 2 h. The results obtained outperform published industry standards and data reported in literature in terms of both achievable reaction yield and reduction of production time. Furthermore, this shows the potential of Bayesian optimization as a cost-effective optimization tool within (bio)chemical applications.

Effects of polyamines on protein synthesis and growth of Escherichia coli

The polyamines (PA) putrescine, spermidine, and spermine have numerous roles in the growth of both prokaryotic and eukaryotic cells. For example, it is well known that putrescine and spermidine are strongly involved in proliferation and viability of Escherichia coli cells. Studies of polyamine functions and distributions in E. coli cells have revealed that polyamines mainly exist as an RNA-polyamine complex. Polyamines stimulate the assembly of 30S ribosomal subunits and thereby increase general protein synthesis 1.5- to 2.0-fold. Moreover, these studies have shown that polyamines stimulate synthesis of 20 different proteins at the level of translation, which are strongly involved in cell growth and viability. The genes encoding these 20 different proteins were termed as the "polyamine modulon." We here review the mechanism of activation of 30S ribosomal subunits and stimulation of specific proteins. Other functions of polyamines in E. coli are also described.

Modulation of protein synthesis by polyamines

Polyamines are ubiquitous small basic molecules that play important roles in cell growth and viability. Since polyamines mainly exist as a polyamine-RNA complex, we looked for proteins whose synthesis is preferentially stimulated by polyamines at the level of translation, and thus far identified 17 proteins in Escherichia coli and 6 proteins in eukaryotes. The mechanisms of polyamine stimulation of synthesis of these proteins were investigated. In addition, the role of eIF5A, containing hypusine formed from spermidine, on protein synthesis is described. These results clearly indicate that polyamines and eIF5A contribute to cell growth and viability through modulation of protein synthesis.

Transglutaminase catalyzed dissociation and association of protein–polyamine complex

Transglutaminase 2 (TG2) has been reported to be involved in cell growth through the formation of epsilon-(gamma-glutamyl) lysine (Gln-Lys) or N-(gamma-glutamyl) polyamine (Gln-polyamine). We have recently reported that the inhibition of Gln-Lys cross-linking by the formation of Gln-spermidine led to the increase of DNA synthesis in regenerating rat liver. TG2 may catalyze the replacement reaction between Lys residues in protein and polyamines. In the present study, we attempted to develop an experimental model for ascertaining this replacement reaction. We examined whether or not TG2 exhibited the association and dissociation reaction of Gln-polyamine bond in protein, using N,N-dimethylcasein (DC). The dissociated polyamines were identified by autoradiography. The dissociation of [(14)C] polyamines from DC bond [(14)C] polyamines complex by TG2 could occur in the presence of non-radioactive polyamines as second amine donor, whereas in the absence, could not almost occur. Moreover, it was indicated that this release of old [(14)C] polyamine bonded to DC was due to binding of added new [(14)C] polyamine to Gln residues in DC. These results demonstrate that TG2 catalyzes the replacement reaction between added [(14)C] polyamine and DC bond [(14)C] polyamine. The dissociation and association reaction may both occur together, the new DC-polyamine complex being formed at the same time as the dissociation of old DC-polyamine complex, since readying a second amine donor is necessary to dissociate DC-polyamine complex. These results indicate that this experimental model is successful in the study of TG2-catalyzed dissociation and association reaction of Gln-polyamine bond in protein.

Polyamine stimulation of ribosomal synthesis and activity in a polyamine-dependent mutant of Escherichia coli

A polyamine-dependent mutant of Escherichia coli KK101 was isolated by treatment of E. coli MA261 with N-methyl-N'-nitro-N-nitrosoguanidine. In the absence of putrescine, doubling time of the mutant was 496 min. The mutation was accompanied by a change in the nature of the 30 S ribosomal subunits. Addition of putrescine to the mutant stimulated the synthesis of proteins and subsequently, this led to stimulation of RNA and DNA synthesis. Under these conditions, we determined which proteins were preferentially synthesized. Putrescine stimulated the synthesis of ribosomal protein S1 markedly, but stimulated ribosomal proteins S4, L20, and X1, and RNA polymerase slightly. The amounts of initiation factors 2 and 3 synthesized were not influenced significantly by putrescine. The preferential stimulation of the synthesis of ribosomal protein S1 occurred as early as 20 min after the addition of putrescine, while stimulation of the synthesis of the other ribosomal proteins and RNA polymerase appeared at 40 min. The stimulation of the synthesis of ribosomal RNA also occurred at 40 min after addition of putrescine. Our results indicate that putrescine can stimulate both the synthesis and the activity of ribosomes. The increase in the activity of ribosomes was achieved by the association of S1 protein to S1-depleted ribosomes. The early stimulation of ribosomal protein S1 synthesis after addition of putrescine may be important for stimulation of cell growth by polyamines.

Regulation of protein synthesis by polyamines

Present experimental data show that the synthesis of ribosomal protein S1 and PI protein was stimulated greatly by polyamines at the early stage after addition of putrescine in polyamine-requiring mutants of E. coli. No macromolecular synthesis was stimulated at this stage. Polyamine stimulation of the synthesis of these proteins probably plays an important role for cell growth. In polyamine-deficient bovine lymphocytes, protein synthesis became perturbed before RNA and DNA synthesis. Among enzymes concerned with DNA replication, thymidine kinase activity was most strongly influenced by polyamines. The activity in polyamine-deficient cells was only 7% of the level in normal cells. Judging from the amount of thymidine kinase mRNA and its distribution in polysomes, it was concluded that polyamines mainly regulate the synthesis of thymidine kinase at the level of initiation of protein synthesis. A polyamine-free protein synthetic system, established from components of rabbit reticulocytes, consisted of globin mRNA, salt-washed ribosomes, partially purified initiation factors, and pH 5 enzymes. Spermidine added to this system not only lowered the optimal magnesium concentration required for globin synthesis, but it also stimulated the globin synthesis 8- to 10-fold. The optimal spermidine concentration was 0.4 to 0.6 mM, a concentration similar to that in intact rabbit reticulocytes. The ratio of alpha to beta globin chains synthesized in the presence of spermidine and Mg2+ was approximately 1.0, while the ratio in the presence of only Mg2+ was approximately 1.5. The results strongly suggest that polyamines play an important role in rabbit reticulocyte protein synthesis.

N1-monoacetylation abolishes the inhibitory effect of spermine and spermidine in the reticulocyte lysate translation system

At optimum magnesium, the translation of rat heart mRNA in the nuclease treated rabbit reticulocyte lysate system was inhibited by low concentrations of spermidine or spermine but not of putrescine. Spermidine and spermine cause a general reduction in the translation of all the heart mRNAs since no differential effects were observed when the translation products were examined by gel electrophoresis. Spermine was a five times more potent inhibitor than spermidine but no inhibition was obtained with N1-acetylspermidine or N1-acetylspermine. Since analyses of endogenous polyamines demonstrate that the inhibitory concentrations of spermine could be obtained by converting a small fraction of the endogenous spermidine to spermine, these results indicate that interconversions of the polyamines might be a sensitive regulatory mechanism for protein synthesis.

Necessity of polyamines for maximum in vivo synthesis of beta beta' subunits of RNA polymerase

The possibility that polyamines can stimulate the in vivo synthesis of beta beta' subunits of RNA polymerase has been examined through the use of a polyamine-requiring mutant of Escherichia coli. Results from autoradiographic estimation and activity measurement of RNA polymerase in cell extracts prepared from polyamine starved and unstarved bacteria showed that polyamines stimulate the synthesis of beta beta' subunits of RNA polymerase 2- to 3.6-fold.

Preferential stimulation of the in vivo synthesis of a protein by polyamines in Escherichia coli: purification and properties of the specific protein

The possibility that polyamines can stimulate the synthesis of special kinds of proteins has been examined by using a polyamine-requiring mutant of Escherichia coli. It was found that the synthesis of some proteins, particularly one with a molecular weight (Mr) of 62K, was significantly stimulated following polyamine supplementation of polyamine-starved cells. The preferential stimulation of the synthesis of this polyamine-induced protein of Mr 62K (PI protein) was followed by the stimulation of overall protein synthesis by polyamines. PI protein was purified to homogeneity and some of its properties were examined. From studies on the effect of PI protein on MS2 RNA directed protein synthesis, it was shown that this protein stimulated the synthesis of RNA replicase by 2.2-fold in the presence of 1 mM spermidine.