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IntroductionThe genus Panax comprises highly valued medicinal plants, yet codon usage patterns in its chloroplast genomes remain insufficiently characterized at the genus level. Here, we systematically investigated chloroplast codon usage bias (CUB) across nine Panax species and evaluated the potential factors shaping these patterns.Methods and resultsFiltered coding sequences from the complete chloroplast genomes of nine Panax species were analyzed for nucleotide composition, relative synonymous codon usage, relative synonymous codon frequency, high-frequency codons, and candidate optimal codons. ENC-plot, PR2-plot, neutrality-plot, and correspondence analyses were performed to assess the contributions of compositional constraints, mutational bias, and possible selective effects. Codon-frequency patterns were also compared with those of four model organisms. Chloroplast genes exhibited moderate and highly conserved CUB across the genus, with a pronounced preference for A/T-ending codons. GC content at the third codon position ranged from 30.15% to 30.52%. Eleven candidate optimal codons were shared by all nine species, and all terminated in A or T. The combined ENC, PR2, neutrality, and correspondence analyses suggested that Panax chloroplast CUB was shaped by multiple factors rather than by GC-related mutational pressure alone. Nicotiana tabacum showed the greatest codon-usage similarity among the tested organisms.DiscussionThe highly conserved A/T-ending codon preference provides a comparative reference for chloroplast genome evolution and codon optimization in Panax. However, the analytical approaches used here are indirect, and the candidate optimal codons should not be regarded as experimentally validated indicators of translational efficiency. Codon-usage similarity alone is also insufficient to predict heterologous expression efficiency. Nevertheless, these findings provide a useful resource for future chloroplast genetic-engineering studies.

Background The genus Caragana , known for its adaptability and high forage value, is commonly planted to rehabilitate barren land and prevent desertification. Several Caragana species are also used for medicinal purposes. Analysis of synonymous codon usage bias and their primary influencing factors in chloroplast genomes aims to provide insights into molecular research and germplasm innovation for Caragana plants. Results The GC content of the five Caragana species ranged from 36.00% to 37.10%, showing a preference for codons ending in A/U, although the codon bias was weak. The screening identified nine to twelve optimal codons, but their frequency of use was low. Correlation analysis, neutrality plots, ENC plots and PR2 plots of the parameters identified two potential groups among the five species: Caragana arborescens and Caragana jubata , and Caragana turkestanica , Caragana opulens and Caragana tibetica . These groups showed a high level of intragroup similarity in the parameter analyses. In the RSCU cluster tree analysis, Caragana turkestanica and Caragana arborescens grouped together, while Caragana tibetica , Caragana jubata and Caragana opulens formed a separate clade in the CDS sequence and complete sequence phylogenetic tree analysis. Conclusions The codon usage bias in the chloroplast genomes of the five Caragana species showed high similarity, suggesting that natural selection has a greater influence on codon bias than mutation. Furthermore, the identified optimal codons provide valuable insights for germplasm improvement of Caragana plants.

Background Codon usage bias (CUB) analysis is an effective method for studying specificity, evolutionary relationships, and mRNA translation and discovering new genes among various species. In general, CUB analysis is mainly performed within one species or between closely related species and no such study has been applied among species with distant genetic relationships. Here, seven Rosales species with high economic value were selected to conduct CUB analysis. Results The results showed that the average GC1, GC2 and GC3 contents were 51.08, 40.52 and 43.12%, respectively, indicating that the A/T content is more abundant and the Rosales species prefer A/T as the last codon. Neutrality plot and ENc plot analysis revealed that natural selection was the main factor leading to CUB during the evolution of Rosales species. All 7 Rosales species contained three high-frequency codons, AGA, GTT and TTG, encoding Arg, Val and Leu, respectively. The 7 Rosales species differed in high-frequency codon pairs and the distribution of GC3, though the usage patterns of closely related species were more consistent. The results of the biclustering heat map among 7 Rosales species and 20 other species were basically consistent with the results of genome data, suggesting that CUB analysis is an effective method for revealing evolutionary relationships among species at the family or order level. In addition, chlorophytes prefer using G/C as ending codon, while monocotyledonous and dicotyledonous plants prefer using A/T as ending codon. Conclusions The CUB pattern among Rosales species was mainly affected by natural selection. This work is the first to highlight the CUB patterns and characteristics of Rosales species and provides a new perspective for studying genetic relationships across a wide range of species.

Abstract Codon usage bias (CUB), where certain codons are used more frequently than expected by chance, is a ubiquitous phenomenon and occurs across the tree of life. The dominant paradigm is that the proportion of preferred codons is set by weak selection. While experimental changes in codon usage have at times shown large phenotypic effects in contrast to this paradigm, genome-wide population genetic estimates have supported the weak selection model. Here we use deep genomic population sequencing of two Drosophila melanogaster populations to measure selection on synonymous sites in a way that allowed us to estimate the prevalence of both weak and strong purifying selection. We find that selection in favor of preferred codons ranges from weak (|Nes| ∼ 1) to strong (|Nes| > 10), with strong selection acting on 10–20% of synonymous sites in preferred codons. While previous studies indicated that selection at synonymous sites could be strong, this is the first study to detect and quantify strong selection specifically at the level of CUB. Further, we find that CUB-associated polymorphism accounts for the majority of strong selection on synonymous sites, with secondary contributions of splicing (selection on alternatively spliced genes, splice junctions, and spliceosome-bound sites) and transcription factor binding. Our findings support a new model of CUB and indicate that the functional importance of CUB, as well as synonymous sites in general, have been underestimated.

Human Papillomavirus Type 59 (HPV-59) is a high-risk subtype linked to cervical and other cancers. However, its codon usage patterns remain underexplored despite their importance in understanding viral behavior and vaccine optimization. This study reveals a mild codon usage bias in HPV-59, with a notable preference for A/T-ending codons and 29 favored codons, primarily ending in A or T. Additionally, CpG dinucleotides were significantly underrepresented, potentially aiding immune evasion. Analyses using the Parity Rule 2, Effective Number of Codons plot, and neutrality plot indicate that both mutational pressure and natural selection shape codon usage, with natural selection playing a dominant role. The virus's codon usage moderately aligns with human translational machinery, as shown by the Isoacceptor tRNA pool, Codon Adaptation Index, and Relative Codon Deoptimization Index, reflecting an evolutionary balance between protein synthesis efficiency and host compatibility. These findings provide valuable insights into HPV-59 biology, offering guidance for developing optimized vaccines.

Main conclusion The codon usage bias in chloroplast genes of Oryza species was low and AT rich. The pattern of codon usage was different among Oryza species and mainly influenced by mutation pressure and natural selection. Codon usage bias (CUB) is the unequal usage of synonymous codons in which some codons are more preferred to others in the coding sequences of genes. It shows a species-specific property. We studied the patterns of codon usage and the factors that influenced the CUB of protein-coding chloroplast (cp) genes in 18 Oryza species as no work was yet reported. The nucleotide composition analysis revealed that the overall GC content of cp genes in different species of Oryza was lower than 50%, i.e., Oryza cp genes were AT rich. Synonymous codon usage order (SCUO) suggested that CUB was weak in the cp genes of different Oryza species. A highly significant correlation was observed between overall nucleotides and its constituents at the third codon position suggesting that both, mutation pressure and natural selection, might influence the CUB. Correspondence analysis (COA) revealed that codon usage pattern differed across Oryza species. In the neutrality plot, a narrow range of GC3 distribution was recorded and some points were diagonally distributed in all the plots, suggesting that natural selection and mutation pressure might have influenced the CUB. The slope of the regression line was < 0.5, augmenting our inference that natural selection might have played a major role, while mutation pressure had a minor role in shaping the CUB of cp genes. The magnitudes of mutation pressure and natural selection on cp genes varied across Oryza species.

Background Dendrobium is the second-largest genus in the Orchidaceae family. However, research on codon usage bias (CUB) in Dendrobium genus remains relatively limited. This knowledge gap impedes progress in genetic engineering and the breeding of superior varieties, making it challenging to meet the growing demand for higher yield and quality of Dendrobium . Results The cp genomes of Dendrobium species exhibited codon composition biased toward A/T bases, with GC content below 50% (GC1 > GC2 > GC3). Eleven to nineteen optimal codons were identified across these species, with the third base of most codons predominantly ending with A/U. Parity rule 2-bias plots, effective number of codons plots, and neutrality plot analysis further revealed that natural selection serves as the primary driver of CUB variation, while mutation pressure played a secondary role. Notably, the positions of some species were different in the phylogenetic topologies from cp genomes and cp CDS. Conclusions CUB is an effective tool for investigating the phylogenetic evolution of Dendrobium. The CUB in Dendrobium species is primarily driven by natural selection, while mutation pressure plays a secondary role.

Background Since the onset of the SARS-CoV-2 pandemic, bioinformatic analyses have been performed to understand the nucleotide and synonymous codon usage features and mutational patterns of the virus. However, comparatively few have attempted to perform such analyses on a considerably large cohort of viral genomes while organizing the plethora of available sequence data for a month-by-month analysis to observe changes over time. Here, we aimed to perform sequence composition and mutation analysis of SARS-CoV-2, separating sequences by gene, clade, and timepoints, and contrast the mutational profile of SARS-CoV-2 to other comparable RNA viruses. Methods Using a cleaned, filtered, and pre-aligned dataset of over 3.5 million sequences downloaded from the GISAID database, we computed nucleotide and codon usage statistics, including calculation of relative synonymous codon usage values. We then calculated codon adaptation index (CAI) changes and a nonsynonymous/synonymous mutation ratio (dN/dS) over time for our dataset. Finally, we compiled information on the types of mutations occurring for SARS-CoV-2 and other comparable RNA viruses, and generated heatmaps showing codon and nucleotide composition at high entropy positions along the Spike sequence. Results We show that nucleotide and codon usage metrics remain relatively consistent over the 32-month span, though there are significant differences between clades within each gene at various timepoints. CAI and dN/dS values vary substantially between different timepoints and different genes, with Spike gene on average showing both the highest CAI and dN/dS values. Mutational analysis showed that SARS-CoV-2 Spike has a higher proportion of nonsynonymous mutations than analogous genes in other RNA viruses, with nonsynonymous mutations outnumbering synonymous ones by up to 20:1. However, at several specific positions, synonymous mutations were overwhelmingly predominant. Conclusions Our multifaceted analysis covering both the composition and mutation signature of SARS-CoV-2 gives valuable insight into the nucleotide frequency and codon usage heterogeneity of SARS-CoV-2 over time, and its unique mutational profile compared to other RNA viruses.

Codon usage bias refers to the preferential use of synonymous codons, a widespread phenomenon found in bacteria, plants, and animals. Codon bias varies among species, families, and groups within kingdoms and between genes within an organism. Codon usage bias (CUB) analysis sheds light on the evolutionary dynamics of various species and optimizes targeted gene expression in heterologous host plants. As a significant order of gymnosperms, species within Gnetales possess extremely high ecological and pharmaceutical values. However, comprehensive analyses of CUB within the chloroplast genomes of Gnetales species remain unexplored. A systematic analysis was conducted to elucidate the codon usage patterns in 13 diverse Gnetales species based on the chloroplast genomes. Our results revealed that chloroplast coding sequences (cp CDSs) in 13 Gnetales species display a marked preference for AT bases and A/T-ending codons. A total of 20 predominantly high-frequency codons and between 2 and 7 optimal codons were identified across these species. The findings from the ENC-plot, PR2-plot, and neutrality analyses suggested that both mutation pressure and natural selection exert influence on the codon bias in these 13 Gnetales species, with natural selection emerging as the predominant influence. Correspondence analysis (COA) demonstrated variation in the codon usage patterns among the Gnetales species and indicated mutation pressure is another factor that could impact CUB. Additionally, our research identified a positive correlation between the measure of idiosyncratic codon usage level of conservatism (MILC) and synonymous codon usage order (SCUO) values, indicative of CUB’s potential influence on gene expression. The comparative analysis concerning codon usage frequencies among the 13 Gnetales species and 4 model organisms revealed that Saccharomyces cerevisiae and Nicotiana tabacum were the optimal exogenous expression hosts. Furthermore, the cluster and phylogenetic analyses illustrated distinct patterns of differentiation, implying that codons, even with weak or neutral preferences, could affect the evolutionary trajectories of these species. Our results reveal the characteristics of codon usage patterns and contribute to an enhanced comprehension of evolutionary mechanisms in Gnetales species.

Dryas octopetala var. asiatica, a dwarf shrub belonging to the Rosaceae family and native to Asia, exhibits notable plasticity in photosynthesis in response to temperature variations. However, the codon usage patterns and factors influencing them in the chloroplast genome of this species have not yet been documented. This study sequenced and assembled the complete genome of D. octopetala var. asiatica. The annotated genes in the chloroplast genome were analyzed for codon composition through multivariate statistical methods including a neutrality plot, a parity rule 2 (PR2) bias plot, and an effective number of codons (ENC) plot using CodonW 1.4.2 software. The results indicated that the mean GC content of 53 CDSs was 38.08%, with the average GC content at the third codon base position being 27.80%, suggesting a preference for A/U(T) at the third codon position in chloroplast genes. Additionally, the chloroplast genes exhibited a weak overall codon usage bias (CUB) based on ENC values and other indicators. Correlation analysis showed a significant negative correlation between ENC value and GC2, an extremely positive correlation with GC3, but no correlation with GC1 content. These findings highlight the importance of the codon composition at the third position in influencing codon usage bias. Furthermore, our analysis indicated that the CUB of the chloroplast genome of D. octopetala var. asiatica was primarily influenced by natural selection and other factors. Finally, this study identified UCA, CCU, GCU, AAU, GAU, and GGU as the optimal codons. These results offer a foundational understanding for genetic modification and evolutionary dynamics of the chloroplast genome of D. octopetala var. asiatica.