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PubMed1996

Codon usage in the Mycobacterium tuberculosis complex.

The usage of alternative synonymous codons in Mycobacterium tuberculosis (and M. bovis) genes has been investigated. This species is a member of the high-G+C Gram-positive bacteria, with a genomic G+C content around 65 mol%. This G+C-richness is reflected in a strong bias towards C- and G-ending codons for every amino acid: overall, the G+C content at the third positions of codons is 83%. However, there is significant variation in codon usage patterns among genes, which appears to be associated with gene expression level. From the variation among genes, putative optimal codons were identified for 15 amino acids. The degree of bias towards optimal codons in an M. tuberculosis gene is correlated with that in homologues from Escherichia coli and Bacillus subtilis. The set of selectively favoured codons seems to be quite highly conserved between M. tuberculosis and another high-G+C Gram-positive bacterium, Corynebacterium glutamicum, even though the genome and overall codon usage of the latter are much less G+C-rich.

Bacillus subtilis↗
PubMed2026

Sequence optimization targeting mRNA stability enhances monoclonal antibody titers in CHO cells.

This study presents a DNA sequence optimization approach that integrates mRNA stability as a tunable design parameter to enhance monoclonal antibody expression in Chinese hamster ovary (CHO) cells. A comprehensive combinatorial library of synonymous coding-sequence variants of an IgG1 light chain was integrated as single copies at a defined genomic locus in CHO cells with identical regulatory elements. Steady-state mRNA abundance, quantified by deep sequencing of gDNA and mRNA, served as a proxy for mRNA stability. These data were used to train a machine learning model that predicts mRNA abundance from coding sequence using embeddings from a pre-trained nucleotide transformer. This abundance predictor, together with established translational metrics, was incorporated into a genetic algorithm for multi-objective codon optimization. As proof-of-concept, we optimized sequences encoding Trastuzumab to either maximize or minimize the abundance criterion and obtained benchmark sequences from two commercial providers. Using targeted integration, we generated CHO cell lines and measured protein titer and cell-specific productivity. Sequences optimized for high abundance significantly increased intracellular mRNA levels (+41%), protein titer (+59%), and cell-specific productivity (+85%) relative to low-abundance designs, while viable cell densities remained comparable. Compared to commercial benchmarks, high-abundance sequences achieved significantly higher titer (+70%) and cell-specific productivity (+98%). These findings establish mRNA stability as a practical and complementary design parameter for codon optimization in monoclonal antibody production, with potential applicability to other proteins and expression systems.

CHO↗
PubMedDate not supplied

Codon usage and tRNA genes in eukaryotes: correlation of codon usage diversity with translation efficiency and with CG-dinucleotide usage as assessed by multivariate analysis.

The species-specific diversity of codon usage in five eukaryotes (Schizosaccharomyces pombe, Caenorhabditis elegans, Drosophila melanogaster, Xenopus laevis, and Homo sapiens) was investigated with principal component analysis. Optimal codons for translation were predicted on the basis of tRNA-gene copy numbers. Highly expressed genes, such as those encoding ribosomal proteins and histones in S. pombe, C. elegans, and D. melanogaster, have biased patterns of codon usage which have been observed in a wide range of unicellular organisms. In S. pombe and C. elegans, codons contributing positively to the principal component with the largest variance (Z1-parameter) corresponded to the optimal codons which were predicted on the basis of tRNA gene numbers. In D. melanogaster, this correlation was less evident, and the codons contributing positively to the Z1-parameter corresponded primarily to codons with a C or G in the codon third position. In X. laevis and H. sapiens, codon usage in the genes encoding ribosomal proteins and histones was not significantly biased, suggesting that the primary factor influencing codon-usage diversity in these species is not translation efficiency. Codon-usage diversity in these species is known to reflect primarily isochore structures. In the present study, the second additional factor was explained by the level of use of codons containing CG-dinucleotides, and this is discussed with respect to transcription regulation via methylation of CG-dinucleotides, which is observed in mammalian genomes.

Animals↗
PubMed2025

Codon usage of human DNA viruses and its similarity to certain host genes.

Codon usages of DNA viruses had previously been shown to associate with their genome size. Codon usage of various human DNA viruses was compared to those of human genes to further understand viral codon usage and its roles in viral-host interaction. Codon usage bias in both large and small genome human DNA viruses was dominantly driven by translation selection. Non-optimal codon usage in small DNA viruses showed similarity to cell cycle-related genes, whereas codon usage of large DNA viruses was more diverse, herpesviruses showed more heterogeneity than human adenoviruses, while poxviruses showed a clear bimodal pattern. Some of the large DNA viruses such as herpes simplex and molluscum contagiosum viruses showed more optimal codon usage. Enrichment analysis identified some groups of human genes with similar codon usage to each group of these viruses. These host genes with similarity in codon usages to those of viruses may be efficiently expressed in infected cells and involved in their life cycle, pathogenesis and/or immune evasion.

Humans↗
PubMed1999

Gene gun DNA vaccination with Rev-independent synthetic HIV-1 gp160 envelope gene using mammalian codons.

DNA immunization with HIV envelope plasmids induce only moderate levels of specific antibodies which may in part be due to limitations in expression influenced by a species-specific and biased HIV codon usage. We compared antibody levels, Th1/Th2 type and CTL responses induced by synthetic genes encoding membrane bound gp160 versus secreted gp120 using optimized codons and the efficient gene gun immunization method. The in vitro expression of syn.gp160 as gp120 + gp41 was Rev independent and much higher than a classical wt.gp160 plasmid. Mice immunized with syn.gp160 and wt.gp160 generated low and inconsistent ELISA antibody titres whereas the secreted gp120 consistently induced faster seroconversion and higher antibody titres. Due to a higher C + G content the numbers of putative CpG immune (Th1) stimulatory motifs were highest in the synthetic gp160 gene. However, both synthetic genes induced an equally strong and more pronounced Th2 response with higher IgG1/IgG2a and IFNgamma/IL-4 ratios than the wt.gp160 gene. As for induction of CTL, synthetic genes induced a somewhat earlier response but did not offer any advantage over wild type genes at a later time point. Thus, optimizing codon usage has the advantage of rendering the structural HIV genes Rev independent. For induction of antibodies the level of expression, while important, seems less critical than optimal contact with antigen presenting cells at locations reached by the secreted gp120 protein. A proposed Th1 adjuvant effect of the higher numbers of CpG motifs in the synthetic genes was not seen using gene gun immunization which may be due to the low amount of DNA used.

AIDS Vaccines↗
PubMed2004

Amino acids 270 to 510 of the severe acute respiratory syndrome coronavirus spike protein are required for interaction with receptor.

A novel coronavirus, severe acute respiratory syndrome coronavirus (SARS-CoV), has recently been identified as the causative agent of severe acute respiratory syndrome (SARS). SARS-CoV appears similar to other coronaviruses in both virion structure and genome organization. It is known for other coronaviruses that the spike (S) glycoprotein is required for both viral attachment to permissive cells and for fusion of the viral envelope with the host cell membrane. Here we describe the construction and expression of a soluble codon-optimized SARS-CoV S glycoprotein comprising the first 1,190 amino acids of the native S glycoprotein (S(1190)). The codon-optimized and native S glycoproteins exhibit similar molecular weight as determined by Western blot analysis, indicating that synthetic S glycoprotein is modified correctly in a mammalian expression system. S(1190) binds to the surface of Vero E6 cells, a cell permissive to infection, as demonstrated by fluorescence-activated cell sorter analysis, suggesting that S(1190) maintains the biologic activity present in native S glycoprotein. This interaction is blocked with serum obtained from recovering SARS patients, indicating that the binding is specific. In an effort to map the ligand-binding domain of the SARS-CoV S glycoprotein, carboxy- and amino-terminal truncations of the S(1190) glycoprotein were constructed. Amino acids 270 to 510 were the minimal receptor-binding region of the SARS-CoV S glycoprotein as determined by flow cytometry. We speculate that amino acids 1 to 510 of the SARS-CoV S glycoprotein represent a unique domain containing the receptor-binding site (amino acids 270 to 510), analogous to the S1 subunit of other coronavirus S glycoproteins.

Amino Acids↗
PubMed2006

Maximum likelihood estimation of ancestral codon usage bias parameters in Drosophila.

We present a likelihood method for estimating codon usage bias parameters along the lineages of a phylogeny. The method is an extension of the classical codon-based models used for estimating dN/dS ratios along the lineages of a phylogeny. However, we add one extra parameter for each lineage: the selection coefficient for optimal codon usage (S), allowing joint maximum likelihood estimation of S and the dN/dS ratio. We apply the method to previously published data from Drosophila melanogaster, Drosophila simulans, and Drosophila yakuba and show, in accordance with previous results, that the D. melanogaster lineage has experienced a reduction in the selection for optimal codon usage. However, the D. melanogaster lineage has also experienced a change in the biological mutation rates relative to D. simulans, in particular, a relative reduction in the mutation rate from A to G and an increase in the mutation rate from C to T. However, neither a reduction in the strength of selection nor a change in the mutational pattern can alone explain all of the data observed in the D. melanogaster lineage. For example, we also confirm previous results showing that the Notch locus has experienced positive selection for previously classified unpreferred mutations.

Animals↗
PubMed2004

Optimized cassettes for fluorescent protein tagging in Saccharomyces cerevisiae.

Green fluorescent protein (GFP) has become an increasingly popular protein tag for determining protein localization and abundance. With the availability of GFP variants with altered fluorescence spectra, as well as GFP homologues from other organisms, multi-colour fluorescence with protein tags is now possible, as is measuring protein interactions using fluorescence resonance energy transfer (FRET). We have created a set of yeast tagging vectors containing codon-optimized variants of GFP, CFP (cyan), YFP (yellow), and Sapphire (a UV-excitable GFP). These codon-optimized tags are twice as detectable as unoptimized tags. We have also created a tagging vector containing the monomeric DsRed construct tdimer2, which is up to 15-fold more detectable than tags currently in use. These tags significantly improve the detection limits for live-cell fluorescence imaging in yeast, and provide sufficient distinguishable fluorophores for four-colour imaging.

Fluorometry↗
PubMed1992

Synonymous codon preferences in bacteriophage T4: a distinctive use of transfer RNAs from T4 and from its host Escherichia coli.

Codon usage data of bacteriophage T4 genes were compiled and synonymous codon preferences were investigated in comparison with tRNA availabilities in an infected cell. Since the genome of T4 is highly AT rich and its codon usage pattern is significantly different from that of its host Escherichia coli, certain codons of T4 genes need to be translated by appropriate host transfer RNAs present in minor amounts. To avoid this predicament, T4 phage seems to direct the synthesis of its own tRNA molecules and these phage tRNAs are suggested to supplement the host tRNA population with isoacceptors that are normally present in minor amounts. A positive correlation was found in that the frequency of E. coli optimal codons in T4 genes increases as the number of protein monomers per phage particle increases. A negative correlation was also found between the number of protein monomers per phage and the frequency of "T4 optimal codons", which are defined as those codons that are efficiently recognized by T4 tRNAs. From these observations it was proposed that tRNAs from the host are predominantly used for translation of highly expressed T4 genes while tRNAs from T4 tend to be used for translation of weakly expressed T4 genes. This distinctive tRNA-usage in T4 may be an optimization of translational efficiency, and an adjustment of T4-encoded tRNAs to the synonymous codon preferences, which are largely influenced by the high genomic AT-content, would have occurred during evolution.

Bacteriophage T4↗
PubMed2006

Optimized green fluorescent protein variants provide improved single cell resolution of transgene expression in ascidian embryos.

The green fluorescent protein (GFP) is used extensively to monitor gene expression and protein localization in living cells, particularly in developing embryos from a variety of species. Several GFP mutations have been characterized that improve protein expression and alter the emission spectra to produce proteins that emit green, blue, cyan, and yellow wavelengths. DsRed and its variants encode proteins that emit in the orange to red wavelengths. Many of these commercially available fluorescent proteins have been "codon optimized" for maximal levels of expression in mammalian cells. We have generated several fluorescent protein color variants that have been codon optimized for maximal expression in the ascidian Ciona intestinalis. By analyzing quantitative time-lapse recordings of transgenic embryos, we demonstrate that, in general, our Ciona optimized variants are detected and expressed at higher levels than commercially available fluorescent proteins. We show that three of these proteins, expressed simultaneously in different spatial domains within the same transgenic embryo are easily detectable using optimized fluorescent filter sets for epifluorescent microscopy. Coupled with recently developed quantitative imaging techniques, our GFP variants should provide useful reagents for monitoring the simultaneous expression of multiple genes in transgenic ascidian embryos.

Animals↗
PubMed2003

Translational selection is operative for synonymous codon usage in Clostridium perfringens and Clostridium acetobutylicum.

Here, the codon usage patterns of two Clostridium species (Clostridium perfringens and Clostridium acetobutylicum) are reported. These prokaryotes are characterized by a strong mutational bias towards A+T, a striking excess of coding sequences and purine-rich leading strands of replication, strong GC-skews and a high frequency of genomic rearrangements. As expected, it was found that the mutational bias dominates codon usage but there is some variation of synonymous codon choices among genes in the two species. This variation was investigated using a multivariate statistical approach. In the two species, two major trends were detected. One was related to the location of the sequences in the leading or lagging strand of replication, and the other was associated with the preferential use of putatively translational optimal codons in heavily expressed genes. Analyses of the estimated number of synonymous and non-synonymous substitutions among orthologous genes permit us to postulate that optimal codons might be selected not only for speed but also for accuracy during translation.

Amino Acids↗
PubMed2003

Enhancement of immune responses to an HIV env DNA vaccine by a C-terminal segment of listeriolysin O.

An effective vaccine against AIDS should induce both cellular and humoral immune responses. Here we report that immunization of mice with a DNA plasmid encoding a chimeric protein consisting of HIV89.6 Env gp140 and the listeriolysin O (LLO) C-terminal segment (59 amino acids) significantly enhanced both humoral and cellular immune responses against the HIV89.6 Env protein. Plasmid DNA expression vectors with genes codon-optimized for mammalian expression were synthesized for HIV89.6 gp140 as well as for chimeric protein gp140-LLO, in which the coding sequence for the C-terminal 59 amino acids of LLO were fused in frame to the 3' end of the codon-optimized gene for gp140. All plasmid vectors produced high levels of protein expression, and the gp140-LLO chimeric protein was cleaved and secreted as efficiently as gp140. Analysis of humoral immune responses by ELISA showed that the chimeric gp140-LLO construct induced higher antibody responses than the gp140 construct in immunized mice, more notably in the IgG2a antibody subtype. Intracellular cytokine staining and flow cytometry analysis showed that the gp140-LLO construct induced significantly higher levels of cytotoxic T lymphocyte immune responses against the HIV 89.6 Env protein than those observed with the gp140 construct. Our results thus demonstrate that the C-terminal segment of LLO can be effectively employed to enhance both cellular and humoral immune responses against the HIV89.6 Env antigen in the context of a DNA vaccine.

AIDS Vaccines↗
PubMed2005

Both antigen optimization and lysosomal targeting are required for enhanced anti-tumour protective immunity in a human papillomavirus E7-expressing animal tumour model.

DNA immunization is a new approach for cancer immune therapy. In this study, we constructed human papillomavirus (HPV) 16 E7 expression vector cassettes and then compared the abilities of these constructs to induce antitumour protection. Lysosome-targeted E7 antigens, and to a lesser degree signal sequence-conjugated and transmembrane region sequence-conjugated E7 antigens in a DNA form, displayed tumour protection significantly higher than wild-type E7 antigens. This enhanced tumour protection was mediated by CD8+ cytotoxic T lymphocytes (CTL), as determined by in vivo T-cell depletion and in vitro interferon-gamma (IFN-gamma) production. Subsequent co-injection with interleukin-12-expressing cDNA showed insignificantly enhanced antitumour protection. However, E7 codon optimization plus lysosomal targeting resulted in a dramatic enhancement in antitumour protection both prophylactically and therapeutically through augmentation of the E7-specific CTL population, compared to either one of them alone. However, wild-type or codonoptimized E7 antigens without intracellular targeting displayed no protection against tumour challenge. Thus, these data suggest that antigen codon optimization plus lysosomal targeting strategy could be important in crafting more efficacious E7 DNA vaccines for tumour protection.

Animals↗
PubMed2001

Synonymous codon usage in Cryptosporidium parvum: identification of two distinct trends among genes.

The usage of alternative synonymous codons in the apicomplexan Cryptosporidium parvum has been investigated. A data set of 54 genes was analysed. Overall, A- and U-ending codons predominate, as expected in an A+T-rich genome. Two trends of codon usage variation among genes were identified using correspondence analysis. The primary trend is in the extent of usage of a subset of presumably translationally optimal codons, that are used at significantly higher frequencies in genes expected to be expressed at high levels. Fifteen of the 18 codons identified as optimal are more G+C-rich than the otherwise common codons, so that codon selection associated with translation opposes the general mutation bias. Among 40 genes with lower frequencies of these optimal codons, a secondary trend in G+C content was identified. In these genes, G+C content at synonymously variable third positions of codons is correlated with that in 5' and 3' flanking sequences, indicative of regional variation in G+C content, perhaps reflecting regional variation in mutational biases.

Animals↗
PubMed1996

Expression and codon usage optimization of the erythroid-specific transcription factor cGATA-1 in baculoviral and bacterial systems.

Biochemical characterization of cGATA-1, a key transcription factor in the regulation of globin expression in chickens, has been precluded by the unavailability of appreciable amounts of the pure protein. Purification directly from embryonic red blood cells has been limited by the difficulty in obtaining large quantities of the starting material, and previous attempts at bacterial expression have consistently yielded truncated product. To solve these problems, we have taken two approaches to the expression of cGATA-1. First, we were able to produce efficient expression from baculovirus-infected insect cells. Second, by altering the codon usage in cDNA encoding the protein's carboxy-terminal region, we obtained good expression of full-length protein in Escherichia coli. These preparations should prove useful in biochemical and structural studies of the factor. Additionally, we describe a primer extension/PCR-based method which can be used to synthesize extended regions of DNA sequence for gene construction.

Animals↗
PubMed2004

Elicitation of neutralizing antibodies with DNA vaccines expressing soluble stabilized human immunodeficiency virus type 1 envelope glycoprotein trimers conjugated to C3d.

DNA vaccines expressing the envelope (Env) of human immunodeficiency virus type 1 (HIV-1) have been relatively ineffective at generating high-titer, long-lasting immune responses. Oligomeric or trimeric (gp140) forms of Env that more closely mimic the native proteins on the virion are often more effective immunogens than monomeric (gp120) envelopes. In this study, several forms of Env constructed from the HIV-1 isolate YU-2 (HIV-1(YU-2)) were tested for their immunogenic potential: a trimeric form of uncleaved (-) Env stabilized with a synthetic trimer motif isolated from the fibritin (FT) protein of the T4 bacteriophage, sgp140(YU-2)(-/FT), was compared to sgp140(YU-2)(-) without a synthetic trimerization domain, as well as to monomeric gp120(YU-2). DNA plasmids were constructed to express Env alone or fused to various copies of murine C3d (mC3d). BALB/c mice were vaccinated (day 1 and week 4) with DNA expressing a codon-optimized envelope gene insert, alone or fused to mC3d. Mice were subsequently boosted (week 8) with the DNA or recombinant Env protein. All mice had high anti-Env antibody titers regardless of the use of mC3d. Sera from mice vaccinated with DNA expressing non-C3d-fused trimers elicited neutralizing antibodies against homologous HIV-1(YU-2) virus infection in vitro. In contrast, sera from mice inoculated with DNA expressing Env-C3d protein trimers elicited antibody that neutralized both homologous HIV-1(YU-2) and heterologous HIV-1(ADA), albeit at low titers. Therefore, DNA vaccines expressing trimeric envelopes coupled to mC3d, expressed in vivo from codon-optimized sequences, elicit low titers of neutralizing antibodies against primary isolates of HIV-1.

AIDS Vaccines↗
PubMed2005

Plant based HIV-1 vaccine candidate: Tat protein produced in spinach.

The HIV-1 Tat protein has been recently explored as a prospective vaccine candidate with broad, subtype non-specific action. We approached the problem of delivery of Tat through the mucosal route by expressing Tat in an edible plant. The tat gene was assembled from synthetic overlapping oligonucleotides, and was subsequently cloned into a plant virus-based vector tobacco mosaic virus (TMV). Spinach plants inoculated with the Tat-producing constructs were collected and fed to mice 7-14 days post inoculation. DNA vaccinations were performed using a gene gun. Codon optimization of the Tat gene expressed in spinach plants resulted in several-fold yield increase as detected in immunoblots, and did not cause severe symptoms in inoculated plants. Mice were fed with the Tat-producing or control vector-inoculated spinach. After three feedings, 1 week apart, 1g per mice, no differences were detected in the growth rate or behavior of the animals fed with these three types of spinach. None of the animals developed measurable Tat antibodies. Following DNA vaccination, however, mice having previously received oral Tat developed higher antibody titers to Tat than did the controls, with the titers peaking at 4 weeks post-vaccination. Codon optimization allows production of up to 300-500 microg of Tat antigen per 1 g of leaf tissue in spinach using a plant virus-based expression system. The plant produced Tat does not seem to have any apparent adverse effect on mice growth or behavior, when fed with spinach for 4 weeks. ELISA data suggested that oral Tat primed for the development of Tat antibodies when mice were subsequently vaccinated with plasmid DNA designed for Tat expression.

AIDS Vaccines↗
PubMed1999

Codon usage in the A/T-rich bacterium Campylobacter jejuni.

Campylobacter jejuni is a Gram negative, microaerophilic pathogen that causes gastroenteritis in humans. The genome of C. jejuni is AT-rich, with a mol% G + C of 30.4. This high AT content was hypothesized to result in unique codon usage. In the present study, we analyzed the codon usage of sixty-seven C. jejuni genes and generated a codon frequency table. As predicted, the codon usage of C. jejuni revealed a strong bias towards codons ending in A or U. In addition to determining codon usage frequencies, the relative synonymous codon usage values were calculated to identify rare and optimal codons. Seventeen codons were identified as optimal and twelve codons as rare. Thirty-two codons exhibited little or no bias. A plot of the effective number of codons versus the third position %G + C values for the sixty-seven genes revealed that C. jejuni uses an average of 39 of the 61 codons to encode proteins. These data will be useful for various molecular analyses including selection of degenerate primers to screen C. jejuni-genomic DNA libraries.

Adenine↗