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PubMed1978

Streptomycin causes misreading of natural messenger by interacting with ribosomes after initiation.

The induction of misreading by streptomycin in vitro, previously observed with synthetic messengers, is now demonstrated with natural (endogenous or viral) messenger by the use of extracts of temperature sensitive mutants lacking Glu--tRNA or Val--tRNA synthetase. With chain-elongating but noninitiating ribosomes (i.e., purified polysomes) deprived of an aminoacyl--tRNA, streptomycin and other aminoglycosides, over a wide range of concentrations, stimulate incorporation. With ribosomes initiating in the presence of streptomycin stimulation is also observed but it is restricted, just like phenotypic suppression in cells, to very low streptomycin concentrattions which evidently allow some ribosomes to initiate and later encounter them in the course of chain elongation. The stimulation is accompanied by an increase in the size of the products; hence, it is evidently due to substitution of an incorrect aminoacyl--tRNA for a missing one. The test introduced here also has revealed a misreading effect of streptomycin on resistant ribosomes. In addition, significant intrinsic misreading was observed without streptomycin, indicating that under optimal conditions for in vitro protein synthesis an empty codon is frequently read by an incorrect aminoacyl--tRNA.

Anti-Bacterial Agents↗

PubMedDate not supplied

Co-expression of a precursor and the mature protein of wheat ribulose-1,5-bisphosphate carboxylase small subunit from a single gene in Escherichia coli.

The cDNA encoding a precursor of wheat ribulose-1,5-bisphosphate carboxylase/oxygenase was inserted in-phase with prokaryotic expression elements in four different vectors. Five expression vectors encoding the small subunit precursors were cloned in Escherichia coli. None of these constructs expressed detectable amounts of the precursor protein, but all directed synthesis of the mature small subunit. The expression of the small subunit was a consequence of an independent, intragenic Shine-Dalgarno sequence optimally located upstream from an ATG specifying the first codon of the mature small subunit portion in the precursor transcript. Similar internal translation signals have been identified in the nuclear-encoded cDNAs of the small-subunit precursors of numerous higher plant genes. The 5' end of the wheat small-subunit precursor was linked with a consensus E. coli DNA sequence such that the modified gene encoded a partial hybrid precursor carrying four additional residues at its amino terminus. The resultant construct, pEI-W3, directed abundant synthesis of both the partially hybrid small-subunit precursor and the mature small subunit, constituting as much as 10% of the total bacterial protein. The bacterially synthesized small subunit precursor was purified to homogeneity. The authenticity of the recombinant protein was verified by its size, immunological properties, amino-terminal sequence, and amino acid composition.

Amino Acid Sequence↗

PubMed1991

Codon bias and gene expression.

The frequencies with which individual synonymous codons are used to code their cognate amino acids is quite variable from genome to genome and within genomes, from gene to gene. One particularly well documented codon bias is that associated with highly expressed genes in bacteria as well as in yeast; this is the so-called major codon bias. Here, it is suggested that the major codon bias is not an arrangement for regulating individual gene expression. Instead, the data suggest that this codon bias, which is correlated with a corresponding bias of tRNA abundance, is a global arrangement for optimizing the growth efficiency of cells. On the practical side, it is suggested that heterologous gene expression is not as sensitive to codon bias as previously thought, but that it is quite sensitive to other characteristics of the heterologous gene.

Codon↗

PubMed1989

Presence of the hypermodified nucleotide N6-(delta 2-isopentenyl)-2-methylthioadenosine prevents codon misreading by Escherichia coli phenylalanyl-transfer RNA.

The overall structure of transfer RNA is optimized for its various functions by a series of unique post-transcriptional nucleotide modifications. Since many of these modifications are conserved from prokaryotes through higher eukaryotes, it has been proposed that most modified nucleotides serve to optimize the ability of the tRNA to accurately interact with other components of the protein synthesizing machinery. When a cloned synthetic Escherichia coli tRNAPhe gene was transfected into a bacterial host that carried a defective phenylalanine tRNA-synthetase gene, tRNAPhe was overexpressed by 11-fold. As a result of this overexpression, an undermodified tRNAPhe species was produced that lacked only N6-(delta 2-isopentenyl)-2-methylthioadenosine (ms2i6A), a hypermodified nucleotide found immediately 3' to the anticodon of all major E. coli tRNAs that read UNN codons. To investigate the role of ms2i6A in E. coli tRNA, we compared the aminoacylation kinetics and in vitro codon-reading properties of the ms2i6A-lacking and normal fully modified tRNAPhe species. The results of these experiments indicate that while ms2i6A is not required for normal aminoacylation of tRNAPhe, its presence stabilizes codon-anticodon interaction and thereby prevents misreading of the genetic code.

Adenosine↗

PubMed1975

Detecting evolutionary trends from molecular data. 1. Some measures of compositional nonrandomness.

The measures of compositional nonrandomness to be discussed as to their physical significance and to their power of detecting evolutionary significant variations are (see article)(pi a priori probability for amino acid i, ni its number of occurrences in a protein of length L). As a concrete example, the pi are here supposed to represent equal frequencies of all non-stop codons. For each quantity, four levels are defined: The base level, with optimal (i.e. minimal nonrandomness) composition, admitting non-integer values of ni; the integer level with optimal integer composition; the noise level, represented by a typical random cain; and the real protein level. On all these levels, S, which is the measure with the most direct physical sense, shows the smoothest behavior with the smallest relative fluctuations and thus the highest resolution.

Albumins↗

PubMed1992

The influence of ribosome-binding-site elements on translational efficiency in Bacillus subtilis and Escherichia coli in vivo.

A method is described to determine simultaneously the effect of any changes in the ribosome-binding site (RBS) of mRNA on translational efficiency in Bacillus subtilis and Escherichia coli in vivo. The approach was used to analyse systematically the influence of spacing between the Shine-Dalgarno sequence and the initiation codon, the three different initiation codons, and RBS secondary structure on translational yields in the two organisms. Both B. subtilis and E. coli exhibited similar spacing optima of 7-9 nucleotides. However, B. subtilis translated messages with spacings shorter than optimal much less efficiently than E. coli. In both organisms, AUG was the preferred initiation codon by two- to threefold. In E. coli GUG was slightly better than UUG while in B. subtilis UUG was better than GUG. The degree of emphasis placed on initiation codon type, as measured by translational yield, was dependent on the strength of the Shine-Dalgarno interaction in both organisms. B. subtilis was also much less able to tolerate secondary structure in the RBS than E. coli. While significant differences were found between the two organisms in the effect of specific RBS elements on translation, other mRNA components in addition to those elements tested appear to be responsible, in part, for translational species specificity. The approach described provides a rapid and systematic means of elucidating such additional determinants.

Bacillus subtilis↗

PubMed2026

The Use of Deep Learning in RNA Therapeutic Development.

Ribonucleic acid (RNA)-based therapeutics have emerged as promising methods of disease treatment due to their ability to target the human genome and influence protein production, their versatility, and their relative lack of toxicity compared to other gene therapies. However, the RNA therapeutic design space is extremely large, encompassing multiple variables, including codon identities, secondary structure, and design of specific regions. RNA therapeutic optimization is difficult due to the impracticality of exploring such a vast design space experimentally. To address this limitation, deep learning methods have been employed to optimize RNA therapeutic development. In this review, we examine the application of deep learning models across three key aspects of RNA therapeutic development (RNA structure prediction, CRISPR activity, and RNA delivery), highlighting major contributions in these fields and analyzing how deep learning model architectures could affect model performance. We then discuss challenges associated with using deep learning for RNA therapeutics, such as computational and data limitations. Finally, we offer perspectives on areas for future exploration, such as emerging model architectures and methods of integration with more advanced high-throughput screening techniques. Ultimately, this review provides an overview of how deep learning is used in RNA therapeutic development and how it can evolve in the future.

Deep Learning↗

PubMed1989

Amino acid composition is correlated with protein abundance in Escherichia coli: can this be due to optimization of translational efficiency?

Amino acid occurrence frequencies were found for four groups of Escherichia coli proteins with different abundance levels in the cell. These frequencies decrease with increasing protein abundance for amino acids whose codons are translated by tRNAs present at low concentrations (e.g., Cys, Trp, Ser, etc.); the opposite tendency was observed for amino acids translated by abundant tRNAs (Lys, Val, etc.). The efficiency (rate and accuracy) of codon translation is expected to be proportional to the concentration of the cognate tRNA. Therefore, the observed constraints on amino acid composition may be explained as resulting from evolutionary pressure optimizing the translational efficiency of a gene (the same pressure is responsible for the nonrandom choice of synonymous codons).

Amino Acids↗

PubMed1992

Computer-aided gene design.

A computer program, which runs on MS-DOS personal computers, is described that assists in the design of synthetic genes coding for proteins. The goal of the program is the design of a gene which (i) contains as many unique restriction sites as possible and (ii) uses a specific codon usage. The gene designed according to the criteria above is (i) suitable for 'modular mutagenesis' experiments and (ii) optimized for expression. The program 'reverse-translates' protein sequences into degenerated DNA sequences, generates a map of potential restriction sites and locates sequence positions where unique restriction sites can be accommodated. The nucleic acid sequence is then 'refined' according to a specific codon usage to remove any degeneration. Unique restriction sites, if potentially present, can be 'forced' into the degenerated nucleic acid sequence by using 'priority codes' assigned to different restriction sequences.

Amino Acid Sequence↗

PubMed1992

Construction and expression of nonsense suppressor tRNAs which function in plant cells.

An Arabidopsis thaliana L. DNA containing the tRNA(TrpUGG) gene was isolated and altered to encode the amber suppressor tRNA(TrpUAG) or the ochre suppressor tRNA(TrpUAA). These DNAs were electroporated into carrot protoplasts and tRNA expression was demonstrated by the translational suppression of amber and ochre nonsense mutations in the chloramphenicol acetyltransferase (CAT) reporter gene. DNAs encoding tRNA(TrpUAG) and tRNA(TrpUAA) nonsense suppressor tRNAs caused suppression of their cognate nonsense codons in CAT mRNAs, with the tRNA(TrpUAG) gene exhibiting the greater suppression under optimal conditions for expression of CAT. The development of these translational suppressors which function in plant cells facilitates the study of plant tRNA gene expression and will make possible the manipulation of plant protein structure and function.

Anticodon↗

PubMed2025

Engineered Lactiplantibacillus plantarum and Levilactobacillus brevis utilizing ribonucleoprotein-mediated editing for inactivation of hemolysin gene.

Lactiplantibacillus plantarum and Levilactobacillus brevis are widely used probiotics with significant potential as chassis organisms for probiotic engineering. However, their bioengineering remains underdeveloped compared to that of other probiotic bacteria due to the limited availability of genetic tools. Although CRISPR-Cas systems have shown promise for genome editing in Lactobacillus species, strain- or site-specific targeting challenges must be overcome to enhance their broader applicability. This study aimed to develop a novel editing system with reduced dependency on plasmids and antibiotics in L. plantarum WCFS1, L. plantarum SPC 72 - 1 and L. brevis SPC-SNU 70 - 2 using a Cas9-gRNA ribonucleoprotein (RNP) complex. Although the hlyIII gene has been annotated as a hemolysin-related gene in several Lactobacillus genomes, no functional hemolytic activity has been definitively demonstrated to date. In this study, hlyIII was selected as a target to evaluate genome editing efficiency and to assess its potential relevance to strain safety. To construct ΔhlyIII strains, the RNP complex targeting hlyIII was separately transformed with recombinase RecE/T and double-stranded donor DNA. As a result, ΔhlyIII mutants were obtained under optimized electroporation conditions. Sequencing analysis revealed a 50 bp deletion and the introduction of a stop codon in hlyIII across all mutant strains. The hemolytic activity test showed a reduction in free hemoglobin levels in the ΔhlyIII strains compared to the wild type: 27.0%, 74.3%, and 5.0% in L. plantarum WCFS1, L. plantarum SPC 72 - 1, and L. brevis SPC-SNU 70 - 2, respectively. These results suggest strain-dependent differences in hemolytic activity and indicate that inactivation of hlyIII may contribute to reduced hemolysis, although further validation is needed to clarify its functional role. In conclusion, the hlyIII gene was successfully edited in L. plantarum and L. brevis using Cas9-gRNA ribonucleoprotein-mediated editing, demonstrating the feasibility of this genome editing platform for application in probiotic strains.

Gene Editing↗

PubMed1988

cDNA cloning and functional expression in yeast Saccharomyces cerevisiae of beta-naphthoflavone-induced rabbit liver P-450 LM4 and LM6.

A cDNA library was constructed from liver mRNA of a beta-naphthoflavone-induced rabbit. Two clones pLM4-1 and pLM6-1 containing 2.2-kbp inserts that hybridized at low stringincy with a mouse P1 P-450 probe were selected. The clone pLM4-1 was fully sequenced and found to contain a full-length cDNA coding for cytochrome P-450 LM4. Partial sequence and restriction mapping made it possible to identify pLM6-1 as coding for the major part of cytochrome P-450 LM6. Cloned LM4-1 cDNA was reformed by deletion of the 5' and 3' non-coding regions before insertion into yeast expression vectors PYe DP1/10. A similar operation was performed on pLM6-1 cDNA after replacement of the missing N-terminus-coding sequences by homologous sequences form the pLM4-1 clone resulting in a chimeric cytochrome P-450 coding sequence. Expression of cloned rabbit cytochrome P-450 into transformed yeast was optimized by studying the effect of the nature of the DNA sequence just preceding the initiation codon on the level of cytochrome P-450 production. Yeast synthesized cytochromes P-450 were characterized by immunoblotting, spectra and catalytic activity determinations. Cloned cytochrome P-450 LM4 was found by all criteria to be identical to the authentic rabbit one. The chimeric cytochrome P-450 that contains the 143 N-terminal amino acids of cytochrome P-450 LM4 and the remaining 375 amino acids of cytochrome P-450 LM6 was found to exhibit most of the authentic cytochrome P-450 LM6 catalytic properties. Enzymatic and evolutionary implications of these results are discussed.

Amino Acid Sequence↗

PubMed1992

Mutations affecting translational coupling between the rep genes of an IncB miniplasmid.

The nature of translational coupling between repB and repA, the overlapping rep genes of the IncB plasmid pMU720, was examined. Mutations in the start codon of the promoter proximal gene, repB, reduced the efficiency of translation of both rep genes. Moreover, there was no independent initiation of repA translation in the absence of repB translation. The position of the repB stop codon was crucial for the efficient expression of repA, with the wild-type positioning being optimal. Translational coupling was found to be totally dependent on the formation of a pseudoknot structure. A model which invokes formation of a pseudoknot to facilitate initiation of repA is proposed.

Bacterial Proteins↗

PubMed1991

Characterization of an alpha 1----3-galactosyltransferase homologue on human chromosome 12 that is organized as a processed pseudogene.

UDP-Gal:Gal beta 1----4GlcNAc alpha 1----3-galactosyltransferase is a terminal glycosyltransferase that is widely expressed in a variety of mammalian species, with the notable exception of man, apes, and Old World monkeys. We recently reported the isolation of a bovine cDNA clone that contains the complete coding sequence for this enzyme (Joziasse, D. H., Shaper, J. H., Van den Eijnden, D. H., Van Tunen, A. J., and Shaper, N. L. (1989) J. Biol. Chem. 264, 14290-14297). Using this cDNA as a probe, we have demonstrated that, although transcripts cannot be detected in a variety of established human cell lines by Northern blot analysis, homologous sequences are present in human genomic DNA. To establish that these sequences represent a human homologue of alpha 1----3-galactosyltransferase, we have used the bovine cDNA as a probe to isolate two nonoverlapping clones (HGT-2 and HGT-10) from a human genomic DNA library. Clone HGT-2 contains a 1.5-kilobase uninterrupted linear sequence similar to bovine alpha 1----3-galactosyltransferase that is organized as a processed pseudogene. This sequence, flanked by Alu type repeats, contains a short 5'- and 3'-untranslated region and a complete recognizable coding region that is 81% similar at the nucleotide level to bovine alpha 1----3-galactosyltransferase. This putative coding region contains multiple frameshift mutations and nonsense codons in all three reading frames which precludes the synthesis of a functional enzyme. Nevertheless, after optimal alignment, translation predicts a polypeptide that is 68% similar at the amino acid level to the bovine enzyme. Based on Southern analysis and limited sequence analysis, clone HGT-10 contains coding sequences similar to the NH2-terminal region of bovine alpha 1----3-galactosyltransferase. By analysis of panels of human-rodent somatic cell hybrids we have established that the nonfunctional, processed pseudogene and the human homologue represented by HGT-10 are located on human chromosomes 12 and 9, respectively. Interestingly, a comparison of the predicted amino acid sequence of the carboxyl-terminal two-thirds of human alpha 1----3-galactosyltransferase, with the corresponding region of the human blood group A, UDP-GalNAc:[Fuc alpha 1----2]Gal beta 1----4GlcNAc alpha 1----3-GalNAc-transferase (Yamamoto, F., Marken, J., Tsuji, T., White, T., Clausen, H., and Hakomori, S. (1990a) J. Biol. Chem. 265, 1146-1151), reveals a significant similarity (39%) suggesting that these two enzymes may have arisen from the same ancestral gene as a result of gene duplication and subsequent divergence.

Amino Acid Sequence↗

PubMed1990

Expression of human asparagine synthetase in Saccharomyces cerevisiae.

Human asparagine synthetase was expressed in the yeast Saccharomyces cerevisiae. The identity of the expressed protein was confirmed by immunoblotting and in vitro enzymatic activity. The recombinant enzyme was shown to have both the ammonia- and glutamine-dependent asparagine synthetase activity in vitro. In contrast to overproduction in Escherichia coli, the expressed protein was found to be soluble in the yeast cell. Furthermore, expression in yeast made it possible to isolate non-degraded human asparagine synthetase which had also the N-terminal methionine correctly processed. The yeast expression plasmid was constructed for optimal production of the recombinant enzyme. In addition, unique restriction enzyme sites that bracket the first five codons of the human asparagine synthetase gene were introduced. This will allow the use of oligonucleotide cassette mutagenesis to investigate the role of the N-terminal amino acids in asparagine synthetase enzymatic activity.

Amino Acid Sequence↗

PubMed2026

Robust error-minimization in the genetic code across physicochemical metrics and variant codes: A graph-theoretic analysis in GF(2)6.

The standard genetic code reduces the impact of point mutations, but the robustness of this property across physicochemical metrics, naturally occurring variant codes, and codon-reassignment mechanisms remains incompletely quantified. Embedding the 64 codons in GF(2)6 represents the hypercube Q6 as a coordinate-dependent subgraph of the encoding-independent single-nucleotide mutation graph H(3,4), and enables continuous ρ-interpolation between the two. Under a quartet-pattern shuffle null (n=10,000), the standard code is significantly low-cost across four established, code-independent physicochemical distance metrics with partially overlapping content (Grant ham p=0.0062; Miyata p<0.001; Woese polar requirement p=0.003; Kyte-Doolittle hydropathy p=0.001), and the signal strengthens monotonically as ρ moves Q6→H(3,4). A structure-aware sensitivity analysis under the alignment-derived ProtSub matrix (Jia & Jernigan 2021) yields the most extreme percentile of any measure tested (p=0.0004; all five p-values pass Bonferroni at α=0.05). Across the 27 NCBI translation tables, near-optimality is preserved: 11 of 12 informative-distance variants retain top-5% placement after BH-FDR correction. Natural codon reassignments avoid disrupting codon-family connectivity: under the encoding-independent H(3,4) adjacency, observed events are topology-breaking at relative risk 0.32 versus the candidate landscape (permutation p≤10-4). The H(3,4) result is stable by construction; the Q6 decomposition is representation-specific and fails to show depletion under 8 of 24 base-to-bit encodings, so we report H(3,4) as the primary test and Q6 as a sensitivity. Event-level conditional-logit modelling shows that topology avoidance and local physicochemical cost provide complementary, only weakly correlated signal (rs=0.15), and that topology adds explanatory value beyond physicochemistry under both Q6 and encoding-independent H(3,4) adjacency. Retrospective reanalysis of nine genome-recoding datasets is consistent with codon-family topology operating as an evolutionary-trajectory constraint distinct from acute engineering fitness. The contribution is the second axis: code evolution is jointly constrained by physicochemical smoothness and codon-family topological integrity, and these two constraints are partly independent.

Codon reassignment↗

PubMed1991

Restructuring the translation initiation region of the human parathyroid hormone gene for improved expression in Escherichia coli.

Overexpression of native human parathyroid hormone in Escherichia coli was achieved by a modification of the 5' end of the genomic gene sequence, thereby adapting this part of the translation initiation region to the bacterial host. Some simple rules abstracted from optimization studies of translation initiation of a beta-interferon gene were applied. These included (a) extending complementarity of the mRNA to the anticodon loop of tRNAfMet by use of a codon with a purine nucleotide directly following the ATG, (b) avoidance of stable secondary structure in the mRNA by use of synonymous A/U-rich codons, (c) elimination of a potential second Shine-Dalgarno sequence. The appropriate silent changes led to a 20-fold increase in parathyroid hormone production resulting in 4.3% of total soluble protein. This result proves the validity of our simple approach for optimization of foreign gene expression in E. coli.

Base Sequence↗

PubMed1989

On the information content of the genetic code.

In living organisms 20 amino acids along with the terminator value(s) are encoded by 64 codons giving a degeneracy of the codons as described by the genetic code. A basic theoretical problem of genetic codes is to explain the particular distribution of degeneracies of partitions involved in the codes. In this work the degeneracy problem is considered in the framework of information theory. It is shown by direct numerical evaluation of a certain degeneracy information function associated with the genetic code that the degeneracy of the codes is observed to be related to the optimization of this function.

Amino Acids↗