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Statistical method for predicting protein coding regions in nucleic acid sequences.

Protein coding regions of a genome fragment can be mathematically predicted by studying variations in the statistical properties or by searching the signals characteristic of the junctions between the coding and non-coding regions. We propose here a new statistical method using correspondence analysis. This method does not use any reference codon set but takes into account the codon usage homogeneity along the studied genome fragment. Comparison with previously published methods especially the 'codon usage method' of Staden has been made, and two examples are presented here. Applications to analysis of prokaryotic operon and eukaryotic split genes are also discussed. Use of the method has also shown two structures not previously described: i) in the human prt gene, a strong triplet structure exists in a non-coding region; ii) in the human tp-a codon usage is not uniform between the different exons.

Algorithms↗

Directional mutation pressure and transfer RNA in choice of the third nucleotide of synonymous two-codon sets.

Bacterial species have diverged into a series of families, some with high G + C content in their DNA, and other with high A + T content, resulting, respectively, from G.C- and A.T-directional mutation pressures. Such mutation pressure (G.C/A.T pressure) may be an important determinant for codon usage. It has also been suggested that tRNA acts as a selective constraint for determining codon usage. We have studied the relation between G.C/A.T pressure and tRNA constraints in determining choice of the third nucleotide of eight two-codon sets, using codon usage data obtained from protein genes in four bacterial species, Mycoplasma capricolum, Bacillus subtilis, Escherichia coli, and Micrococcus luteus, and in liverwort (Marchantia polymorpha) chloroplasts. The genomic G + C contents of these range from 25% to 74%. The results demonstrate that tRNA levels act additively to A.T and G.C pressure in affecting contents of A (pairing with *UNN anticodons, in which *U indicates a 2-thiouridine derivative) and C (pairing with GNN anticodons) or G (pairing with CNN anticodons), respectively, in third nucleotide positions of codons.

Chloroplasts↗

Compositional properties of nuclear genes from Plasmodium falciparum.

We have analyzed the compositional distributions of coding sequences and their different codon positions, as well as the codon usage of the nuclear genes of Plasmodium falciparum, a parasite characterized by an extremely GC-poor genome. As expected, coding sequences are AT-rich, codon usage is strongly biased towards A or T in third codon positions, and some particular amino acids (aa) are especially abundant in the encoded proteins. Remarkably, however, no difference was detected between housekeeping (HK) and antigen (Ag) genes, in spite of differences in expression level and evolutionary constraints. Moreover, all the features found in P. falciparum are very similar to those found in a bacterium characterized by a very GC-poor genome, Staphylococcus aureus. These findings stress the importance of compositional constraints in determining codon usage and aa utilisation.

Amino Acids↗

Comparison of three actin-coding sequences in the mouse; evolutionary relationships between the actin genes of warm-blooded vertebrates.

We have determined the sequences of three recombinant cDNAs complementary to different mouse actin mRNAs that contain more than 90% of the coding sequences and complete or partial 3' untranslated regions (3'UTRs): pAM 91, complementary to the actin mRNA expressed in adult skeletal muscle (alpha sk actin); pAF 81, complementary to an actin mRNA that is accumulated in fetal skeletal muscle and is the major transcript in adult cardiac muscle (alpha c actin); and pAL 41, identified as complementary to a beta nonmuscle actin mRNA on the basis of its 3'UTR sequence. As in other species, the protein sequences of these isoforms are highly (greater than 93%) conserved, but the three mRNAs show significant divergence (13.8-16.5%) at silent nucleotide positions in their coding regions. A nucleotide region located toward the 5' end shows significantly less divergence (5.6-8.7%) among the three mouse actin mRNAs; a second region, near the 3' end, also shows less divergence (6.9%), in this case between the mouse beta and alpha sk actin mRNAs. We propose that recombinational events between actin sequences may have homogenized these regions. Such events distort the calculated evolutionary distances between sequences within a species. Codon usage in the three actin mRNAs is clearly different, and indicates that there is no strict relation between the tissue type, and hence the tRNA precursor pool, and codon usage in these and other muscle mRNAs examined. Analysis of codon usage in these coding sequences in different vertebrate species indicates two tendencies: increases in bias toward the use of G and C in the third codon position in paralogous comparisons (in the order alpha c less than beta less than alpha sk), and in orthologous comparisons (in the order chicken less than rodent less than man). Comparison of actin-coding sequences between species was carried out using the Perler method of analysis. As one moves backward in time, changes at silent sites first accumulate rapidly, then begin to saturate after -(30-40) million years (MY), and actually decrease between -400 and -500 MY. Replacements or silent substitutions therefore cannot be used as evolutionary clocks for these sequences over long periods. Other phenomena, such as gene conversion or isochore compartmentalization, probably distort the estimated divergence time.

Actins↗

Nucleotide sequence of the structural gene for tryptophanase of Escherichia coli K-12.

The tryptophanase structural gene, tnaA, of Escherichia coli K-12 was cloned and sequenced. The size, amino acid composition, and sequence of the protein predicted from the nucleotide sequence agree with protein structure data previously acquired by others for the tryptophanase of E. coli B. Physiological data indicated that the region controlling expression of tnaA was present in the cloned segment. Sequence data suggested that a second structural gene of unknown function was located distal to tnaA and may be in the same operon. The pattern of codon usage in tnaA was intermediate between codon usage in four of the ribosomal protein structural genes and the structural genes for three of the tryptophan biosynthetic proteins.

Amino Acid Sequence↗

Selective differences among translation termination codons.

The frequency of use of the three alternative translation termination codons has been examined in 165 Escherichia coli, 52 Bacillus subtilis and 106 Saccharomyces cerevisiae genes. Genes were first categorised according to their degree of bias in sense codon usage. In each species there is a very strong bias in favour of UAA (over UAG and UGA) in genes where sense codon usage is highly biased. This bias declines, principally with an increase in the use of UGA, in genes with lower sense codon bias. It appears that selection operating during translation may maintain the bias in stop codon usage. Such selection could result from the greater availability of UAA-cognate release factor(s), or from a lower frequency of translational readthrough at UAA.

Bacillus subtilis↗

Comparison and evolutionary analysis of the glycosomal glyceraldehyde-3-phosphate dehydrogenase from different Kinetoplastida.

In this work, we present the sequences and a comparison of the glycosomal GAPDHs from a number of Kinetoplastida. The complete gene sequences have been determined for some species (Crithidia fasciculata, Herpetomonas samuelpessoai, Leptomonas seymouri, and Phytomonas sp), whereas for other species (Trypanosoma brucei gambiense, Trypanosoma congolense, Trypanosoma vivax, and Leishmania major), only partial sequences have been obtained by PCR amplification. The structure of all available glycosomal GAPDH genes was analyzed in detail. Considerable variations were observed in both their nucleotide composition and their codon usage. The GC content varies between 64.4% in L. seymouri and 49.5% in the previously sequenced GAPDH gene from Trypanoplasma borreli. A highly biased codon usage was found in C. fasciculata, with only 34 triplets used, whereas in T. borreli 57 codons were employed. No obvious correlation could be observed between the codon usage and either the nucleotide composition or the level of gene expression. The glycosomal GAPDH is a very well-conserved enzyme. The maximal overall difference observed in the amino acid sequences is only 25%. Specific insertions and extensions are retained in all sequences. The residues involved in catalysis, substrate, and inorganic phosphate binding are fully conserved, whereas some variability is observed in the cofactor-binding pocket. The implications of these data for the design of new trypanocidal drugs targeted against GAPDH are discussed. All available gene and amino acid sequences of glycosomal GAPDHs were used for a phylogenetic analysis. The division of the Kinetoplastida into two suborders, Bodonina and Trypanosomatina, was well supported. Within the letter group, the Trypanosoma species appeared to be monophyletic, whereas the other trypanosomatids form a second clade.

Amino Acid Sequence↗

Expression of the green fluorescent protein in Paramecium tetraurelia.

In this paper we describe the expression of green fluorescent protein (GFP) as a reporter in vivo to monitor transformation in Paramecium cells. This is not trivial because of the limited number of strong promoters available for heterologous expression and the very high AT content of the genomic DNA, the consequence of which is a very aberrant codon usage. Taking into account differences in codon usage we selected and modified the original GFP open reading frame (ORF) from Aequorea victoria and placed the altered ORF into the Paramecium expression vector pPXV. Injection of the linearized plasmid into the macronucleus resulted in a cytoplasmic fluorescence signal in the clonal descendants, which was proportional to the number of copies injected. Southern hybridization indicated the establishment and replication of the plasmid during vegetative growth. Expression was also monitored by Northern and Western analysis. The results indicate that the modified GFP can be used in Paramecium as a reporter for transformation as an alternative to selection with antibiotics and that it may also be used to construct and localize fusion proteins.

Animals↗

Genetic analysis of Carboxydothermus hydrogenoformans carbon monoxide dehydrogenase genes cooF and cooS.

Carboxydothermus hydrogenoformans is an extremely thermophilic, Gram-positive bacterium growing on carbon monoxide (CO) as single carbon and energy source and producing only H(2) and CO(2). Carbon monoxide dehydrogenase is a key enzyme for CO metabolism. The carbon monoxide dehydrogenase genes cooF and cooS from C. hydrogenoformans were cloned and sequenced. These genes showed the highest similarity to the cooF genes from the archaeon Archaeoglobus fulgidus and the cooS gene from the bacterium Rhodospirillum rubrum, respectively. The cooS gene was identified immediately downstream of cooF, however, the cooF and cooS genes from C. hydrogenoformans have substantially different codon usage, and the cooF gene Arg codon usage pattern, dominated by AGA and AGG, resembles the archaeal pattern. The data therefore suggest lateral transfer of these genes, possibly from different donor species.

Aldehyde Oxidoreductases↗

Correlations between the coding and non-coding regions in DNA.

In this paper various aspects of codon usage and k-tuple correlations in the DNA are compared. It is shown that the correlation structures of the coding and the non-coding regions are very similar and that codon usage is reasonably specific for large groups of organisms. These results suggest that the origin of codon usage is related to the origin and structure of the DNA.

Amino Acid Sequence↗

Disparate sequence characteristics of the Erysiphe graminis f.sp. hordei glyceraldehyde-3-phosphate dehydrogenase gene.

The Erysiphe graminis f.sp. hordei (Egh) glyceraldehyde-3-phosphate dehydrogenase (gpd) gene was isolated and characterized. It contains typical promoter elements and has three introns, one of which is positioned in the 5' untranslated region of the gene. The deduced amino-acid sequence has 87% similarity to gpd genes from other Ascomycete fungi. This is at the same level as previously estimated among these fungi. Comparison at the DNA level reveal similarities of only around 70%, which is 10% lower than previously reported. In an evolutionary tree based on the sequences from 18 fungal gpd genes, Egh falls into the group of Ascomycetes located at a basal position. The regulatory region of the Egh gpd gene has no homology to corresponding sequences in other filamentous Ascomycetes. Codon usage was determined for the four characterized Egh genes (tub2, Egh7, Egh16 and gpd) and found to be similar for all four genes. The results of the codon-usage analysis suggest that Egh is more flexible than other fungi in the choice of nucleotides at the wobble position. Codon-usage preferences in Egh and barley genes indicate a level of difference which may be exploited to discriminate between fungal and plant genes in sequence mixtures. The Egh gpd promoter appears to be superior to that of the Egh beta-tubulin gene (tub2) for driving the E. coli beta-glucuronidase (GUS) gene in transformation experiments.

Ascomycota↗

Substitution rates in Drosophila nuclear genes: implications for translational selection.

The relationships between synonymous and nonsynonymous substitution rates and between synonymous rate and codon usage bias are important to our understanding of the roles of mutation and selection in the evolution of Drosophila genes. Previous studies used approximate estimation methods that ignore codon bias. In this study we reexamine those relationships using maximum-likelihood methods to estimate substitution rates, which accommodate the transition/transversion rate bias and codon usage bias. We compiled a sample of homologous DNA sequences at 83 nuclear loci from Drosophila melanogaster and at least one other species of Drosophila. Our analysis was consistent with previous studies in finding that synonymous rates were positively correlated with nonsynonymous rates. Our analysis differed from previous studies, however, in that synonymous rates were unrelated to codon bias. We therefore conducted a simulation study to investigate the differences between approaches. The results suggested that failure to properly account for multiple substitutions at the same site and for biased codon usage by approximate methods can lead to an artifactual correlation between synonymous rate and codon bias. Implications of the results for translational selection are discussed.

Animals↗

Selection on the codon bias of chloroplast and cyanelle genes in different plant and algal lineages.

In the plant chloroplast genome the codon usage of the highly expressed psbA gene is unique and is adapted to the tRNA population, probably due to selection for translation efficiency. In this study the role of selection on codon usage in each of the fully sequenced chloroplast genomes, in addition to Chlamydomonas reinhardtii, is investigated by measuring adaptation to this pattern of codon usage. A method is developed which tests selection on each gene individually by constructing sequences with the same amino acid composition as the gene and randomly assigning codons based on the nucleotide composition of noncoding regions of that genome. The codon bias of the actual gene is then compared to a distribution of random sequences. The data indicate that within the algae selection is strong in Cyanophora paradoxa, affecting a majority of genes, of intermediate intensity in Odontella sinensis, and weaker in Porphyra purpurea and Euglena gracilis. In the plants, selection is found to be quite weak in Pinus thunbergii and the angiosperms but there is evidence that an intermediate level of selection exists in the liverwort Marchantia polymorpha. The role of selection is then further investigated in two comparative studies. It is shown that average relative codon bias is correlated with expression level and that, despite saturation levels of substitution, there is a strong correlation among the algae genomes in the degree of codon bias of homologous genes. All of these data indicate that selection for translation efficiency plays a significant role in determining the codon bias of chloroplast genes but that it acts with different intensities in different lineages. In general it is stronger in the algae than the higher plants, but within the algae Euglena is found to have several unusual features which are noted. The factors that might be responsible for this variation in intensity among the various genomes are discussed.

Chloroplasts↗

How optimized is the translational machinery in Escherichia coli, Salmonella typhimurium and Saccharomyces cerevisiae?

The optimization of the translational machinery in cells requires the mutual adaptation of codon usage and tRNA concentration, and the adaptation of tRNA concentration to amino acid usage. Two predictions were derived based on a simple deterministic model of translation which assumes that elongation of the peptide chain is rate-limiting. The highest translational efficiency is achieved when the codon recognized by the most abundant tRNA reaches the maximum frequency. For each codon family, the tRNA concentration is optimally adapted to codon usage when the concentration of different tRNA species matches the square-root of the frequency of their corresponding synonymous codons. When tRNA concentration and codon usage are well adapted to each other, the optimal content of all tRNA species carrying the same amino acid should match the square-root of the frequency of the amino acid. These predictions are examined against empirical data from Escherichia coli, Salmonella typhimurium, and Saccharomyces cerevisiae.

Codon↗

Gene synthesis, bacterial expression and purification of the Rickettsia prowazekii ATP/ADP translocase.

The Rickettsia prowazekii ATP/ADP translocase (Tlc) is the first member of a new family of ATP/ADP exchangers that includes both prokaryotic and eukaryotic proteins. We optimized the codon usage for expression of tlc in Escherichia coli by means of gene synthesis, expressed the synthetic gene in E. coli, and purified a modified Tlc that contained a C-terminal tag of 10 consecutive histidine residues by immobilized metal affinity chromatography. Although codon usage in R. prowazekii is very different from E. coli, the optimization of the codon usage by itself was insufficient to improve expression. However, the change of the cloning vector from pET11a to pT7-5 led to a 3-10-fold increase in the specific ATP transport rate by cells expressing the synthetic construct. The authenticity of the purified protein was confirmed by N-terminal amino acid sequencing and a matrix assisted laser desorption/ionization mass spectrometry.

Amino Acid Sequence↗

Contextual constraints on synonymous codon choice.

We have studied the statistical constraints on synonymous codon choice to evaluate various proposals regarding the origin of the bias in synonymous codon usage observed by Fiers et al. (1975), Air et al. (1976), Grantham et al. (1980) and others. We have determined the statistical dependence of the degenerate third base on either of its nearest neighbors in mitochondrial, prokaryotic, and eukaryotic coding sequences. We noted an increasing dependence of the third base on its nearest neighbors in moving from mitochondria to prokaryotes to eukaryotes. A statistical model assuming random equiprobable selection of synonymous codons was found grossly adequate for the mitochondria, but totally inadequate for prokaryotes and eukaryotes. A model assuming selection of synonymous codons reflecting a genomic strategy, i.e. the genome hypothesis of Grantham et al. (1980), gave a good approximation of the mitochondrial sequences. A statistical model which exactly maintains codon frequency, but allows the position of corresponding synonymous codons to vary was only grossly adequate for prokaryotes and totally inadequate for eukaryotes. The results of these simulations are consistent with the measures on experimental sequences and suggest that a "frequency constraint" model such as that of Grantham et al. (1980) may be an adequate explanation of the codon usage in mitochondria. However, in addition to this frequency constraint, there may be constraints on synonymous codon choice in prokaryotes due to codon context. Furthermore, any proposal to explain codon usage in eukaryotes must involve a constraint on the context of a codon in the sequence.

Amino Acid Sequence↗

Synonymous and nonsynonymous substitution rates in diatoms: a comparison between chloroplast and nuclear genes.

Rates of synonymous and nonsynonymous nucleotide substitutions and codon usage bias (ENC) were estimated for a number of nuclear and chloroplast genes in a sample of centric and pennate diatoms. The results suggest that DNA evolution has taken place, on an average, at a slower rate in the chloroplast genes than in the nuclear genes: a rate variation pattern similar to that observed in land plants. Synonymous substitution rates in the chloroplast genes show a negative association with the degree of codon usage bias, suggesting that genes with a higher degree of codon usage bias have evolved at a slower rate. While this relationship has been shown in both prokaryotes and multicellular eukaryotes, it has not been demonstrated before in diatoms.

Cell Nucleus↗

Coding sequence divergence between two closely related plant species: Arabidopsis thaliana and Brassica rapa ssp. pekinensis.

To characterize the coding-sequence divergence of closely related genomes, we compared DNA sequence divergence between sequences from a Brassica rapa ssp. pekinensis EST library isolated from flower buds and genomic sequences from Arabidopsis thaliana. The specific objectives were (i) to determine the distribution of and relationship between K(a) and K(s), (ii) to identify genes with the lowest and highest K(a): K(s) values, and (iii) to evaluate how codon usage has diverged between two closely related species. We found that the distribution of K(a): K(s) was unimodal, and that substitution rates were more variable at nonsynonymous than synonymous sites, and detected no evidence that K(a) and K(s) were positively correlated. Several genes had K(a): K(s) values equal to or near zero, as expected for genes that have evolved under strong selective constraint. In contrast, there were no genes with K(a): K(s) >1 and thus we found no strong evidence that any of the 218 sequences we analyzed have evolved in response to positive selection. We detected a stronger codon bias but a lower frequency of GC at synonymous sites in A. thaliana than B. rapa. Moreover, there has been a shift in the profile of most commonly used synonymous codons since these two species diverged from one another. This shift in codon usage may have been caused by stronger selection acting on codon usage or by a shift in the direction of mutational bias in the B. rapa phylogenetic lineage.

Arabidopsis↗