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Keywords = codon usage bias (CUB)

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14 pages, 3241 KiB  
Article
Evolutionary Dynamics of Codon Usage Bias in Tomato Spotted Wilt Virus: Insights into Viral Adaptation and Host Interactions
by Haiting Zhao, Lang Qin, Xiaolong Deng, Stuart Reitz, Shengyong Wu and Zhen He
Horticulturae 2025, 11(7), 721; https://doi.org/10.3390/horticulturae11070721 - 20 Jun 2025
Viewed by 408
Abstract
Tomato spotted wilt virus (TSWV), belonging to the genus Orthotospovirus, is a significant pathogen through its infection of economically vital crops including tomato, tobacco, pepper, and other species worldwide. Given its substantial influence on the agricultural industry, in-depth research on TSWV is [...] Read more.
Tomato spotted wilt virus (TSWV), belonging to the genus Orthotospovirus, is a significant pathogen through its infection of economically vital crops including tomato, tobacco, pepper, and other species worldwide. Given its substantial influence on the agricultural industry, in-depth research on TSWV is of great necessity. Several studies have been conducted on the dinucleotide preference of TSWV previously; however, the information regarding codon usage bias (CUB) and the virus’s adaptive evolution remains inconclusive. Here, a thorough analysis of TSWV was performed by utilizing five protein-coding sequences in order to investigate the characteristics of CUB. It has been observed that the TSWV protein-coding sequences are AU-rich, and codons ending with A or U are also preferred in these sequences. A consistently stable and preserved genomic composition characterized by a lower codon usage preference was also observed. Principal Component Analysis (PCA), neutrality analysis, and ENC-plot indicated that, in comparison to mutational pressure, natural selection has a more dominant influence on the CUB of TSWV. The codon adaptation index (CAI) demonstrated a more significant correlation between TSWV and Nicotiana tabacum. Meanwhile, the relative codon deoptimization index (RCDI) indicated a stronger correlation between TSWV and Solanum lycopersicum. This study is the first to systematically characterize the CUB of TSWV based on its protein-coding sequences, providing critical insights into viral genetic diversity, evolution mechanisms, and host adaptation. The findings advance understanding of plant-virus coevolution and inform virus-resistant crop breeding and antiviral strategies. Full article
(This article belongs to the Special Issue Disease Diagnosis and Control for Fruit Crops)
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21 pages, 15264 KiB  
Article
Comparative Analysis of Codon Usage Patterns in the Chloroplast Genomes of Fagopyrum Species
by Qilin Liu, Shurui Li, Dinghong He, Jinyu Liu, Xiuzhi He, Chengruizhi Lin, Jinze Li, Zhixuan Huang, Linkai Huang, Gang Nie, Xinquan Zhang and Guangyan Feng
Agronomy 2025, 15(5), 1190; https://doi.org/10.3390/agronomy15051190 - 14 May 2025
Viewed by 741
Abstract
The non-random usage of synonymous codons encoding the same amino acid—referred to as codon usage bias (CUB)—varies substantially across genomes and significantly affects translational efficiency by modulating transcriptional and post-transcriptional processes. In chloroplast genomes, the optimization of CUB is critical for improving the [...] Read more.
The non-random usage of synonymous codons encoding the same amino acid—referred to as codon usage bias (CUB)—varies substantially across genomes and significantly affects translational efficiency by modulating transcriptional and post-transcriptional processes. In chloroplast genomes, the optimization of CUB is critical for improving the efficacy of genetic engineering approaches. However, comprehensive analyses of CUB in Fagopyrum chloroplast genomes remain scarce. In this study, we performed an in-depth comparative analysis of codon usage patterns in the chloroplast genomes of nine Fagopyrum species. Our results revealed a marked AT-rich nucleotide composition, with base content in the order T > A > C > G. We identified 23 optimal codons and 29 high-frequency codons, most of which ended with A or U. Correlation analyses demonstrated that codon usage is strongly influenced by nucleotide skewness (GC and AT skews), protein properties (such as amino acid composition and the number of synonymous codons), and gene expression levels. Neutrality plot analysis (PR2 bias) and evaluations based on the effective number of codons (ENc) indicated that both mutational pressure and natural selection contribute to shaping CUB, with natural selection identified as the predominant evolutionary force. Comparative analyses with four model organisms indicated that Arabidopsis thaliana shares the highest codon usage compatibility with Fagopyrum chloroplast genomes, highlighting its suitability as a potential heterologous expression system. Phylogenetic reconstruction based on codon usage profiles yielded a fully resolved topology with 100% bootstrap support at all nodes, reinforcing the utility of codon usage data in evolutionary inference. This study elucidates the evolutionary determinants of codon usage variation in Fagopyrum plastomes and provides a robust methodological foundation for codon optimization in chloroplast-based synthetic biology. The validated codon adaptation metrics offer promising tools for improving heterologous protein expression and guiding transgene design in advanced breeding strategies. Full article
(This article belongs to the Special Issue Crop Genomics and Omics for Future Food Security)
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23 pages, 5107 KiB  
Article
Investigations into the Diversity and Distribution of tRNA and Phylogenetics of Translation Factors in Amoebozoa-Infecting Nucleocytoviricota
by Thaís I. R. Moreira, João Victor R. P. Carvalho, Clécio A. C. Filho, Júlia W. Souza, Bruna L. de Azevedo, Jônatas S. Abrahão and Rodrigo A. L. Rodrigues
Viruses 2025, 17(3), 328; https://doi.org/10.3390/v17030328 - 27 Feb 2025
Viewed by 675
Abstract
Translation is a sine qua non process for life as we know it. Translation factors (TFs) and tRNAs are rare among viruses but are commonly found in giant viruses of the class Megaviricetes. In this study, we explored the diversity and distribution [...] Read more.
Translation is a sine qua non process for life as we know it. Translation factors (TFs) and tRNAs are rare among viruses but are commonly found in giant viruses of the class Megaviricetes. In this study, we explored the diversity and distribution of tRNAs in giant viruses that were isolated and replicated in amoebae (phylum Amoebozoa), and investigated the evolutionary history of TFs to gain insights into their origins in these viruses. We analyzed the genomes of 77 isolated giant viruses, 52 of which contained at least 1 tRNA. In most of these viruses, tRNA sequences are dispersed throughout the genome, except in Tupanviruses and Yasmineviruses, where most tRNAs are clustered in specific genomic islands. The tRNAs in giant viruses often contain introns, with 73.1% of the genomes exhibiting at least one intronic region in these genes. Codon usage bias (CUB) analysis of various giant viruses revealed at least two distinct patterns of codon preferences among closely related viruses. We did not observe a clear correlation between the presence of tRNAs and CUB in giant viruses. Due to the limited size of these genes, we could not confidently investigate their phylogenetic relationships. However, phylogenetic analysis of TFs found in giant viruses often position these viruses as sister groups or embedded between different eukaryotic taxa with high statistical support. Overall, our findings reinforce the complexity of key components of the translation apparatus in different members of Nucleocytoviricota isolated from different regions of Earth. Full article
(This article belongs to the Section Viruses of Plants, Fungi and Protozoa)
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17 pages, 3987 KiB  
Article
Compare Analysis of Codon Usage Bias of Nuclear Genome in Eight Sapindaceae Species
by Yuxuan Song, Meng Shen, Fuliang Cao and Xiaoming Yang
Int. J. Mol. Sci. 2025, 26(1), 39; https://doi.org/10.3390/ijms26010039 - 24 Dec 2024
Cited by 3 | Viewed by 986
Abstract
Codon usage bias (CUB) refers to the different frequencies with which various codons are utilized within a genome. Examining CUB is essential for understanding genome structure, function, and evolution. However, little was known about codon usage patterns and the factors influencing the nuclear [...] Read more.
Codon usage bias (CUB) refers to the different frequencies with which various codons are utilized within a genome. Examining CUB is essential for understanding genome structure, function, and evolution. However, little was known about codon usage patterns and the factors influencing the nuclear genomes of eight ecologically significant Sapindaceae species widely utilized for food and medicine. In this study, an analysis of nucleotide composition revealed a higher A/T content and showed a preference for A/T at the third codon position in the eight species of Sapindaceae. A correspondence analysis of relative synonymous codon usage explained only part of the variation, suggesting that not only natural selection but also various other factors contribute to selective constraints on codon bias in the nuclear genomes of the eight Sapindaceae species. Additionally, ENC-GC3 plot, PR2-Bias, and neutrality plot analyses indicated that natural selection exerted a greater influence than mutation pressure across these eight species. Among the eight Sapindaceae species, 16 to 26 optimal codons were identified, with two common high-frequency codons: AGA (encoding Arg) and GCU (encoding Ala). The clustering heat map, which included the 8 Sapindaceae species and 13 other species, revealed two distinct clusters corresponding to monocots and dicots. This finding suggested that CUB analysis was particularly effective in elucidating evolutionary relationships at the family level. Collectively, our results emphasized the distinct codon usage characteristics and unique evolutionary traits of the eight Sapindaceae species. Full article
(This article belongs to the Collection Advances in Molecular Plant Sciences)
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17 pages, 3633 KiB  
Article
Comparative Analysis of the Codon Usage Pattern in the Chloroplast Genomes of Gnetales Species
by Xiaoming Yang, Yuan Wang, Wenxuan Gong and Yinxiang Li
Int. J. Mol. Sci. 2024, 25(19), 10622; https://doi.org/10.3390/ijms251910622 - 2 Oct 2024
Cited by 6 | Viewed by 1653
Abstract
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 [...] Read more.
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. Full article
(This article belongs to the Collection Feature Papers in Molecular Genetics and Genomics)
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16 pages, 5747 KiB  
Article
Comparative Analysis of Codon Usage Bias in Six Eimeria Genomes
by Yu Zhao and Shicheng Zhang
Int. J. Mol. Sci. 2024, 25(15), 8398; https://doi.org/10.3390/ijms25158398 - 1 Aug 2024
Cited by 4 | Viewed by 1391
Abstract
The codon usage bias (CUB) of genes encoded by different species’ genomes varies greatly. The analysis of codon usage patterns enriches our comprehension of genetic and evolutionary characteristics across diverse species. In this study, we performed a genome-wide analysis of CUB and its [...] Read more.
The codon usage bias (CUB) of genes encoded by different species’ genomes varies greatly. The analysis of codon usage patterns enriches our comprehension of genetic and evolutionary characteristics across diverse species. In this study, we performed a genome-wide analysis of CUB and its influencing factors in six sequenced Eimeria species that cause coccidiosis in poultry: Eimeria acervulina, Eimeria necatrix, Eimeria brunetti, Eimeria tenella, Eimeria praecox, and Eimeria maxima. The GC content of protein-coding genes varies between 52.67% and 58.24% among the six Eimeria species. The distribution trend of GC content at different codon positions follows GC1 > GC3 > GC2. Most high-frequency codons tend to end with C/G, except in E. maxima. Additionally, there is a positive correlation between GC3 content and GC3s/C3s, but a significantly negative correlation with A3s. Analysis of the ENC-Plot, neutrality plot, and PR2-bias plot suggests that selection pressure has a stronger influence than mutational pressure on CUB in the six Eimeria genomes. Finally, we identified from 11 to 15 optimal codons, with GCA, CAG, and AGC being the most commonly used optimal codons across these species. This study offers a thorough exploration of the relationships between CUB and selection pressures within the protein-coding genes of Eimeria species. Genetic evolution in these species appears to be influenced by mutations and selection pressures. Additionally, the findings shed light on unique characteristics and evolutionary traits specific to the six Eimeria species. Full article
(This article belongs to the Section Molecular Genetics and Genomics)
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11 pages, 1481 KiB  
Article
Analysis of Codon Usage Bias in Chloroplast Genomes of Dryas octopetala var. asiatica (Rosaceae)
by Lizhen Ling, Shudong Zhang and Tao Yang
Genes 2024, 15(7), 899; https://doi.org/10.3390/genes15070899 - 9 Jul 2024
Cited by 5 | Viewed by 1343
Abstract
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 [...] Read more.
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. Full article
(This article belongs to the Special Issue Plant Plastid Genome and Phylogenetics)
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14 pages, 6013 KiB  
Article
Exploring Plastomic Resources in Sempervivum (Crassulaceae): Implications for Phylogenetics
by Junhu Kan, Shuo Zhang, Zhiqiang Wu and De Bi
Genes 2024, 15(4), 441; https://doi.org/10.3390/genes15040441 - 30 Mar 2024
Cited by 4 | Viewed by 1811
Abstract
The plastid organelle is vital for photosynthesis and energy production. Advances in sequencing technology have enabled the exploration of plastomic resources, offering insights into plant evolution, diversity, and conservation. As an important group of horticultural ornamentals in the Crassulaceae family, Sempervivum plants are [...] Read more.
The plastid organelle is vital for photosynthesis and energy production. Advances in sequencing technology have enabled the exploration of plastomic resources, offering insights into plant evolution, diversity, and conservation. As an important group of horticultural ornamentals in the Crassulaceae family, Sempervivum plants are known for their unique rosette-like structures and reproduction through offsets. Despite their popularity, the classification status of Sempervivum remains uncertain, with only a single plastome sequence currently available. Furthermore, codon usage bias (CUB) is a widespread phenomenon of the unbalanced usage of synonymous codons in the coding sequence (CDS). However, due to the limited available plastid data, there has been no research that focused on the CUB analysis among Sempervivum until now. To address these gaps, we sequenced and released the plastomes of seven species and one subspecies from Sempervivum, revealing several consistent patterns. These included a shared 110 bp extension of the rps19 gene, 14 hypervariable regions (HVRs) with distinct nucleotide diversity (π: 0.01173 to 0.02702), and evidence of selective pressures shaping codon usage. Notably, phylogenetic analysis robustly divided the monophyletic clade into two sections: Jovibarba and Sempervivum. In conclusion, this comprehensive plastomic resource provides valuable insights into Sempervivum evolution and offers potential molecular markers for DNA barcoding. Full article
(This article belongs to the Special Issue Advances in Evolution of Plant Organelle Genome—2nd Edition)
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18 pages, 9289 KiB  
Article
Bioinformatic Analysis of Codon Usage Bias of HSP20 Genes in Four Cruciferous Species
by Huiyue Ji, Junnan Liu, Yineng Chen, Xinyi Yu, Chenlu Luo, Luxi Sang, Jiayu Zhou and Hai Liao
Plants 2024, 13(4), 468; https://doi.org/10.3390/plants13040468 - 6 Feb 2024
Cited by 6 | Viewed by 2028
Abstract
Heat shock protein 20 (HSP20) serves as a chaperone and plays roles in numerous biological processes, but the codon usage bias (CUB) of its genes has remained unexplored. This study identified 140 HSP20 genes from four cruciferous species, Arabidopsis thaliana, Brassica napus [...] Read more.
Heat shock protein 20 (HSP20) serves as a chaperone and plays roles in numerous biological processes, but the codon usage bias (CUB) of its genes has remained unexplored. This study identified 140 HSP20 genes from four cruciferous species, Arabidopsis thaliana, Brassica napus, Brassica rapa, and Camelina sativa, that were identified from the Ensembl plants database, and we subsequently investigated their CUB. As a result, the base composition analysis revealed that the overall GC content of HSP20 genes was below 50%. The overall GC content significantly correlated with the constituents at three codon positions, implying that both mutation pressure and natural selection might contribute to the CUB. The relatively high ENc values suggested that the CUB of the HSP20 genes in four cruciferous species was relatively weak. Subsequently, ENc exhibited a negative correlation with gene expression levels. Analyses, including ENc-plot analysis, neutral analysis, and PR2 bias, revealed that natural selection mainly shaped the CUB patterns of HSP20 genes in these species. In addition, a total of 12 optimal codons (ΔRSCU > 0.08 and RSCU > 1) were identified across the four species. A neighbor-joining phylogenetic analysis based on coding sequences (CDS) showed that the 140 HSP20 genes were strictly and distinctly clustered into 12 subfamilies. Principal component analysis and cluster analysis based on relative synonymous codon usage (RSCU) values supported the fact that the CUB pattern was consistent with the genetic relationship at the gene level and (or) species levels. These results will not only enrich the HSP20 gene resource but also advance our understanding of the CUB of HSP20 genes, which may underlie the theoretical basis for exploration of their genetic and evolutionary pattern. Full article
(This article belongs to the Special Issue Recent Advances in Horticultural Plant Genomics)
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12 pages, 2768 KiB  
Article
Differential Synonymous Codon Selection in the B56 Gene Family of PP2A Regulatory Subunits
by Gabriel Corzo, Claire E. Seeling-Branscomb and Joni M. Seeling
Int. J. Mol. Sci. 2024, 25(1), 392; https://doi.org/10.3390/ijms25010392 - 27 Dec 2023
Viewed by 1413
Abstract
Protein phosphatase 2A (PP2A) functions as a tumor suppressor and consists of a scaffolding, catalytic, and regulatory subunit. The B56 gene family of regulatory subunits impart distinct functions onto PP2A. Codon usage bias (CUB) involves the selection of synonymous codons, which can affect [...] Read more.
Protein phosphatase 2A (PP2A) functions as a tumor suppressor and consists of a scaffolding, catalytic, and regulatory subunit. The B56 gene family of regulatory subunits impart distinct functions onto PP2A. Codon usage bias (CUB) involves the selection of synonymous codons, which can affect gene expression by modulating processes such as transcription and translation. CUB can vary along the length of a gene, and differential use of synonymous codons can be important in the divergence of gene families. The N-termini of the gene product encoded by B56α possessed high CUB, high GC content at the third codon position (GC3), and high rare codon content. In addition, differential CUB was found in the sequence encoding two B56γ N-terminal splice forms. The sequence encoding the N-termini of B56γ/γ, relative to B56δ/γ, displayed CUB, utilized more frequent codons, and had higher GC3 content. B56α mRNA had stronger than predicted secondary structure at their 5′ end, and the B56δ/γ splice variants had long regions of weaker than predicted secondary structure at their 5′ end. The data suggest that B56α is expressed at relatively low levels as compared to the other B56 isoforms and that the B56δ/γ splice variant is expressed more highly than B56γ/γ. Full article
(This article belongs to the Special Issue Structural and Functional Prediction of RNA and Proteins)
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16 pages, 4502 KiB  
Article
An Evolutionary Perspective of Codon Usage Pattern, Dinucleotide Composition and Codon Pair Bias in Prunus Necrotic Ringspot Virus
by Lingqi Wang, Haiting Zhao, Zhilei Wang, Shiwen Ding, Lang Qin, Runzhou Jiang, Xiaolong Deng, Zhen He and Liangjun Li
Genes 2023, 14(9), 1712; https://doi.org/10.3390/genes14091712 - 28 Aug 2023
Cited by 5 | Viewed by 1950
Abstract
Prunus necrotic ringspot virus (PNRSV) is a significant virus of ornamental plants and fruit trees. It is essential to study this virus due to its impact on the horticultural industry. Several studies on PNRSV diversity and phytosanitary detection technology were reported, but the [...] Read more.
Prunus necrotic ringspot virus (PNRSV) is a significant virus of ornamental plants and fruit trees. It is essential to study this virus due to its impact on the horticultural industry. Several studies on PNRSV diversity and phytosanitary detection technology were reported, but the content on the codon usage bias (CUB), dinucleotide preference and codon pair bias (CPB) of PNRSV is still uncertain. We performed comprehensive analyses on a dataset consisting of 359 coat protein (CP) gene sequences in PNRSV to examine the characteristics of CUB, dinucleotide composition, and CPB. The CUB analysis of PNRSV CP sequences showed that it was not only affected by natural selection, but also affected by mutations, and natural selection played a more significant role compared to mutations as the driving force. The dinucleotide composition analysis showed an over-expression of the CpC/GpA dinucleotides and an under-expression of the UpA/GpC dinucleotides. The dinucleotide composition of the PNRSV CP gene showed a weak association with the viral lineages and hosts, but a strong association with viral codon positions. Furthermore, the CPB of PNRSV CP gene is low and is related to dinucleotide preference and codon usage patterns. This research provides reference for future research on PNRSV genetic diversity and gene evolution mechanism. Full article
(This article belongs to the Special Issue Genomics and Genetics of Plant Viruses)
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24 pages, 7547 KiB  
Article
Codon Usage Bias Analysis in Macronuclear Genomes of Ciliated Protozoa
by Yu Fu, Fasheng Liang, Congjun Li, Alan Warren, Mann Kyoon Shin and Lifang Li
Microorganisms 2023, 11(7), 1833; https://doi.org/10.3390/microorganisms11071833 - 18 Jul 2023
Cited by 8 | Viewed by 2526
Abstract
Ciliated protozoa (ciliates) are unicellular eukaryotes, several of which are important model organisms for molecular biology research. Analyses of codon usage bias (CUB) of the macronuclear (MAC) genome of ciliates can promote a better understanding of the genetic mode and evolutionary history of [...] Read more.
Ciliated protozoa (ciliates) are unicellular eukaryotes, several of which are important model organisms for molecular biology research. Analyses of codon usage bias (CUB) of the macronuclear (MAC) genome of ciliates can promote a better understanding of the genetic mode and evolutionary history of these organisms and help optimize codons to improve gene editing efficiency in model ciliates. In this study, the following indices were calculated: the guanine-cytosine (GC) content, the frequency of the nucleotides at the third position of codons (T3, C3, A3, G3), the effective number of codons (ENc), GC content at the 3rd position of synonymous codons (GC3s), and the relative synonymous codon usage (RSCU). Parity rule 2 plot analysis, Neutrality plot analysis, ENc plot analysis, and correlation analysis were employed to explore the main influencing factors of CUB. The results showed that the GC content in the MAC genomes of each of 21 ciliate species, the genomes of which were relatively complete, was lower than 50%, and the base compositions of GC and GC3s were markedly distinct. Synonymous codon analysis revealed that the codons in most of the 21 ciliates ended with A or T and four codons were the general putative optimal codons. Collectively, our results indicated that most of the ciliates investigated preferred using the codons with anof AT-ending and that codon usage bias was affected by gene mutation and natural selection. Full article
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17 pages, 3157 KiB  
Article
Comparative Analysis of Codon Usage Patterns in Nuclear and Chloroplast Genome of Dalbergia (Fabaceae)
by Zu-Kai Wang, Yi Liu, Hao-Yue Zheng, Min-Qiang Tang and Shang-Qian Xie
Genes 2023, 14(5), 1110; https://doi.org/10.3390/genes14051110 - 19 May 2023
Cited by 6 | Viewed by 2523
Abstract
The Dalbergia plants are widely distributed across more than 130 tropical and subtropical countries and have significant economic and medicinal value. Codon usage bias (CUB) is a critical feature for studying gene function and evolution, which can provide a better understanding of biological [...] Read more.
The Dalbergia plants are widely distributed across more than 130 tropical and subtropical countries and have significant economic and medicinal value. Codon usage bias (CUB) is a critical feature for studying gene function and evolution, which can provide a better understanding of biological gene regulation. In this study, we comprehensively analyzed the CUB patterns of the nuclear genome, chloroplast genome, and gene expression, as well as systematic evolution of Dalbergia species. Our results showed that the synonymous and optimal codons in the coding regions of both nuclear and chloroplast genome of Dalbergia preferred ending with A/U at the third codon base. Natural selection was the primary factor affecting the CUB features. Furthermore, in highly expressed genes of Dalbergia odorifera, we found that genes with stronger CUB exhibited higher expression levels, and these highly expressed genes tended to favor the use of G/C-ending codons. In addition, the branching patterns of the protein-coding sequences and the chloroplast genome sequences were very similar in the systematic tree, and different with the cluster from the CUB of the chloroplast genome. This study highlights the CUB patterns and features of Dalbergia species in different genomes, explores the correlation between CUB preferences and gene expression, and further investigates the systematic evolution of Dalbergia, providing new insights into codon biology and the evolution of Dalbergia plants. Full article
(This article belongs to the Section Plant Genetics and Genomics)
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18 pages, 6196 KiB  
Article
Codon Usage Analyses Reveal the Evolutionary Patterns among Plastid Genes of Saxifragales at a Larger-Sampling Scale
by De Bi, Shiyun Han, Jun Zhou, Maojin Zhao, Sijia Zhang and Xianzhao Kan
Genes 2023, 14(3), 694; https://doi.org/10.3390/genes14030694 - 11 Mar 2023
Cited by 9 | Viewed by 2361
Abstract
Saxifragales is a 15-family order of early-divergent Eudicots with a rich morphological diversity and an ancient rapid radiation. Codon usage bias (CUB) analyses have emerged as an essential tool for understanding the evolutionary dynamics in genes. Thus far, the codon utilization patterns had [...] Read more.
Saxifragales is a 15-family order of early-divergent Eudicots with a rich morphological diversity and an ancient rapid radiation. Codon usage bias (CUB) analyses have emerged as an essential tool for understanding the evolutionary dynamics in genes. Thus far, the codon utilization patterns had only been reported in four separate genera within Saxifragales. This study provides a comprehensive assessment of the codon manipulation based on 50 plastid genes, covering 11 constituent families at a larger sampling scale. Our results first showed a high preference for AT bases and AT-ending codons. We then used effective number of codons (ENC) to assess a range of codon bias levels in the plastid genes. We also detected high-informative intrafamilial differences of ENC in three families. Subsequently, parity rule 2 (PR2) plot analyses revealed both family-unique and order-shared bias patterns. Most importantly, the ENC plots and neutrality analyses collectively supported the dominant roles of selection in the CUB of Saxifragales plastid genes. Notably, the phylogenetic affinities inferred by both ML and BI methods were consistent with each other, and they all comprised two primary clades and four subclades. These findings significantly enhance our understanding of the evolutionary processes of the Saxifrage order, and could potentially inspire more CUB analyses at higher taxonomic levels. Full article
(This article belongs to the Special Issue Advances in Evolution of Plant Organelle Genome)
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25 pages, 5854 KiB  
Article
Composition and Codon Usage Pattern Results in Divergence of the Zinc Binuclear Cluster (Zn(II)2Cys6) Sequences among Ascomycetes Plant Pathogenic Fungi
by Shilpi Bansal, Mallana Gowdra Mallikarjuna, Alexander Balamurugan, S. Chandra Nayaka and Ganesan Prakash
J. Fungi 2022, 8(11), 1134; https://doi.org/10.3390/jof8111134 - 27 Oct 2022
Cited by 7 | Viewed by 2847
Abstract
Zinc binuclear cluster proteins (ZBC; Zn(II)2Cys6) are unique to the fungi kingdom and associated with a series of functions, viz., the utilization of macromolecules, stress tolerance, and most importantly, host–pathogen interactions by imparting virulence to the pathogen. Codon [...] Read more.
Zinc binuclear cluster proteins (ZBC; Zn(II)2Cys6) are unique to the fungi kingdom and associated with a series of functions, viz., the utilization of macromolecules, stress tolerance, and most importantly, host–pathogen interactions by imparting virulence to the pathogen. Codon usage bias (CUB) is the phenomenon of using synonymous codons in a non-uniform fashion during the translation event, which has arisen because of interactions among evolutionary forces. The Zn(II)2Cys6 coding sequences from nine Ascomycetes plant pathogenic species and model system yeast were analysed for compositional and codon usage bias patterns. The clustering analysis diverged the Ascomycetes fungi into two clusters. The nucleotide compositional and relative synonymous codon usage (RSCU) analysis indicated GC biasness toward Ascomycetes fungi compared with the model system S. cerevisiae, which tends to be AT-rich. Further, plant pathogenic Ascomycetes fungi belonging to cluster-2 showed a higher number of GC-rich high-frequency codons than cluster-1 and was exclusively AT-rich in S. cerevisiae. The current investigation also showed the mutual effect of the two evolutionary forces, viz. natural selection and compositional constraints, on the CUB of Zn(II)2Cys6 genes. The perseverance of GC-rich codons of Zn(II)2Cys6 in Ascomycetes could facilitate the invasion process. The findings of the current investigation show the role of CUB and nucleotide composition in the evolutionary divergence of Ascomycetes plant pathogens and paves the way to target specific codons and sequences to modulate host–pathogen interactions through genome editing and functional genomics tools. Full article
(This article belongs to the Special Issue Genomics of Fungal Plant Pathogens)
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