Codon usage

密码子用法
  • 文章类型: Journal Article
    尽管越来越多的研究详细介绍了土壤细菌群落的分类和功能组成,这些社区的生活史特征在很大程度上仍然未知。这项研究分析了土壤宏基因组的全球数据集,以探索生长潜力的环境驱动因素,细菌生活史的一个基本方面。我们发现增长潜力,根据密码子使用统计估计,在森林生物群落中最高,在干旱纬度中最低。这表明细菌生产力通常反映全球生态系统生产力。因此,增长潜力的最强环境预测因子是生产率指标,比如到赤道的距离,和随生产力梯度变化的土壤特性,如pH和碳氮比。我们还观察到生长潜能与参与碳水化合物代谢的基因的相对丰度呈负相关。证明了土壤细菌生长和资源获取之间的权衡。总的来说,我们确定了细菌生长潜力的宏观生态模式,并将生长速率与土壤碳循环联系起来。
    Despite the growing catalogue of studies detailing the taxonomic and functional composition of soil bacterial communities, the life history traits of those communities remain largely unknown. This study analyzes a global dataset of soil metagenomes to explore environmental drivers of growth potential, a fundamental aspect of bacterial life history. We find that growth potential, estimated from codon usage statistics, was highest in forested biomes and lowest in arid latitudes. This indicates that bacterial productivity generally reflects ecosystem productivity globally. Accordingly, the strongest environmental predictors of growth potential were productivity indicators, such as distance to the equator, and soil properties that vary along productivity gradients, such as pH and carbon to nitrogen ratios. We also observe that growth potential was negatively correlated with the relative abundances of genes involved in carbohydrate metabolism, demonstrating tradeoffs between growth and resource acquisition in soil bacteria. Overall, we identify macroecological patterns in bacterial growth potential and link growth rates to soil carbon cycling.
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  • 文章类型: Journal Article
    不同物种基因组编码的基因的密码子使用偏好(CUB)差异很大。对密码子使用模式的分析丰富了我们对不同物种的遗传和进化特征的理解。在这项研究中,我们对导致家禽球虫病的六种测序艾美球虫物种的CUB及其影响因素进行了全基因组分析:艾美球虫,艾美球虫Brunetti,艾美耳球虫,艾美球虫praecox,和最大的艾美球虫。在六个艾美球虫物种中,蛋白质编码基因的GC含量在52.67%至58.24%之间变化。GC含量在不同密码子位置的分布趋势遵循GC1>GC3>GC2。大多数高频密码子倾向于以C/G结尾,除了E.maxima。此外,GC3含量与GC3s/C3s呈正相关,但与A3s呈显著负相关。对ENC图的分析,中立情节,和PR2偏倚图表明,在六个艾美耳球虫基因组中,选择压力比突变压力对CUB的影响更大。最后,我们确定了11到15个最佳密码子,GCA,CAG,AGC是这些物种中最常用的最佳密码子。这项研究提供了对CUB与艾美球虫物种蛋白质编码基因内选择压力之间关系的彻底探索。这些物种的遗传进化似乎受到突变和选择压力的影响。此外,这些发现揭示了六种艾美球虫物种特有的独特特征和进化特征。
    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.
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  • 文章类型: Journal Article
    四角(Vitaceae)以其观赏性而闻名,药用,和生态意义。然而,四角叶绿体基因组的结构和变异特征及其对系统发育关系的影响仍未得到充分研究。这项研究利用生物信息学方法来组装和注释10个Tetrastigma物种的叶绿体基因组,并将其与五个先前测序的物种进行比较。这项研究分析了基因组成,简单的序列重复,和密码子使用模式,显示出较高的A/T含量,在五个物种和几个首选密码子中唯一鉴定的五核苷酸重复。此外,对15个四角物种的叶绿体基因组进行了比较分析,检查它们的结构差异并识别多态性热点(rps16,rps16-trnQ,trnS,trnD,psbc-trnS-psbz,accD-psaI,psbE-petL-petG,等。)适用于DNA标记开发。此外,系统发育和选择压力分析是基于这15个四角物种的叶绿体基因组进行的,验证和阐明Tetrastigma内的属内关系。Futhermore,正选择的几个基因,比如atpF和accD,被确认,对四角自适应进化的启示。利用40种藤本植物,估计了四角的发散时间,阐明Tetrastigma相对于其他属的进化关系。分析揭示了上新世和上新世的四角不同的差异,在始新世之前可能有古代分歧事件。此外,家族级选择性压力分析确定了将四角与其他属区分开来的关键特征,显示出较高程度的净化选择。这项研究丰富了Tetrastigma的叶绿体基因组数据,并为物种鉴定提供了新的见解,系统发育分析,和适应性进化,增强我们对这些物种的遗传多样性和进化史的理解。
    Tetrastigma (Vitaceae) is known for its ornamental, medicinal, and ecological significance. However, the structural and variational characteristics of the Tetrastigma chloroplast genome and their impact on phylogenetic relationships remain underexplored. This study utilized bioinformatics methods to assemble and annotate the chloroplast genomes of 10 Tetrastigma species and compare them with five previously sequenced species. This study analyzed gene composition, simple sequence repeats, and codon usage patterns, revealing a high A/T content, uniquely identified pentanucleotide repeats in five species and several preferred codons. In addition, comparative analyses were conducted of the chloroplast genomes of 15 Tetrastigma species, examining their structural differences and identifying polymorphic hotspots (rps16, rps16-trnQ, trnS, trnD, psbC-trnS-psbZ, accD-psaI, psbE-petL-petG, etc.) suitable for DNA marker development. Furthermore, phylogenetic and selective pressure analyses were performed based on the chloroplast genomes of these 15 Tetrastigma species, validating and elucidating intra-genus relationships within Tetrastigma. Futhermore, several genes under positive selection, such as atpF and accD, were identified, shedding light on the adaptive evolution of Tetrastigma. Utilizing 40 Vitaceae species, the divergence time of Tetrastigma was estimated, clarifying the evolutionary relationships within Tetrastigma relative to other genera. The analysis revealed diverse divergences of Tetrastigma in the Miocene and Pliocene, with possible ancient divergence events before the Eocene. Furthermore, family-level selective pressure analysis identified key features distinguishing Tetrastigma from other genera, showing a higher degree of purifying selection. This research enriches the chloroplast genome data for Tetrastigma and offers new insights into species identification, phylogenetic analysis, and adaptive evolution, enhancing our understanding of the genetic diversity and evolutionary history of these species.
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  • 文章类型: Journal Article
    扶桑属属,是兰科系统发育树中基础谱系的一部分。目前,据报道,兰花中只有10个完整的线粒体基因组,这极大地阻碍了对兰科线粒体进化的理解。因此,我们组装并注释了A.fujianica的线粒体基因组,其长度为573,612bp,GC含量为44.5%。我们共注释了44个基因,包括30个蛋白质编码基因,12个tRNA基因,和两个rRNA基因.我们还进行了相对同义密码子使用(RSCU)分析,重复序列分析,基因组间转移(IGT)分析,并对8种兰花的线粒体基因组进行了RNA编辑位点分析。我们发现大多数蛋白质编码基因都在纯化选择中,但是nad6处于正选择状态,Ka/Ks值为1.35。在福建A.的有丝分裂体的IGT事件期间,trnN-GUU,trnD-GUC,trnW-CCA,trnP-UGG,和psaJ基因被鉴定为已从质体转移到线粒体。与其他单子叶植物相比,兰科似乎失去了rpl10,rpl14,sdh3和sdh4基因。此外,为了进一步阐明单子叶植物之间的进化关系,我们根据单子叶植物的完整有丝分裂基因组构建了一个系统发育树。我们的研究结果提供了有价值的数据,为未来的遗传变异研究奠定了基础。进化关系,和兰科的繁殖。
    Apostasia fujianica belongs to the genus Apostasia and is part of the basal lineage in the phylogenetic tree of the Orchidaceae. Currently, there are only ten reported complete mitochondrial genomes in orchids, which greatly hinders the understanding of mitochondrial evolution in Orchidaceae. Therefore, we assembled and annotated the mitochondrial genome of A. fujianica, which has a length of 573,612 bp and a GC content of 44.5%. We annotated a total of 44 genes, including 30 protein-coding genes, 12 tRNA genes, and two rRNA genes. We also performed relative synonymous codon usage (RSCU) analysis, repeat sequence analysis, intergenomic transfer (IGT) analysis, and Ka/Ks analysis for A. fujianica and conducted RNA editing site analysis on the mitochondrial genomes of eight orchid species. We found that most protein-coding genes are under purifying selection, but nad6 is under positive selection, with a Ka/Ks value of 1.35. During the IGT event in A. fujianica\'s mitogenome, the trnN-GUU, trnD-GUC, trnW-CCA, trnP-UGG, and psaJ genes were identified as having transferred from the plastid to the mitochondrion. Compared to other monocots, the family Orchidaceae appears to have lost the rpl10, rpl14, sdh3, and sdh4 genes. Additionally, to further elucidate the evolutionary relationships among monocots, we constructed a phylogenetic tree based on the complete mitogenomes of monocots. Our study results provide valuable data on the mitogenome of A. fujianica and lay the groundwork for future research on genetic variation, evolutionary relationships, and breeding of Orchidaceae.
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  • 文章类型: Journal Article
    炎症性肠病(IBD)是胃肠道的炎症性疾病。本研究试图了解与IBD进展相关的基因中的密码子使用偏好。成分分析,密码子使用偏倚(CUB),相对同义密码子使用(RSCU),RNA结构,并进行表达分析以获得IBD基因中密码子使用的全面情况。对62个IBD相关基因的组成分析表明,G和T是最丰富和最不丰富的核苷酸,分别。ApG,CpA,TpG二核苷酸被过度代表或随机使用,而ApC,CpG,GpT,和TpA二核苷酸在IBD相关基因中要么代表性不足,要么随机使用。IBD基因中影响密码子使用最多的密码子是CGC和AGG。IBD之间密码子使用的比较,和胰腺炎(非IBD炎症性疾病)表明,只有密码子CTG密码子的使用在IBD和胰腺炎之间有显著差异。同时,有密码子ATA,ACA,CGT,CAA,GTA,CCT,ATT,GCT,CGG,TTG,和CAG,对于IBD和管家基因集,密码子使用显着不同。结果表明,至少两种炎症性疾病的密码子使用相似,IBD和胰腺炎。分析有助于理解密码子生物学,影响IBD相关基因表达的因素,以及这些基因的进化。该研究有助于揭示与IBD相关的分子模式。
    Inflammatory bowel disease (IBD) is an inflammatory disorder of the gastrointestinal tract. The present study attempted to understand the codon usage preferences in genes associated with IBD progression. Compositional analysis, codon usage bias (CUB), Relative synonymous codon usage (RSCU), RNA structure, and expression analysis were performed to obtain a comprehensive picture of codon usage in IBD genes. Compositional analysis of 62 IBD-associated genes revealed that G and T are the most and least abundant nucleotides, respectively. ApG, CpA, and TpG dinucleotides were overrepresented or randomly used, while ApC, CpG, GpT, and TpA dinucleotides were either underrepresented or randomly used in genes related to IBD. The codons influencing the codon usage the most in IBD genes were CGC and AGG. A comparison of codon usage between IBD, and pancreatitis (non-IBD inflammatory disease) indicated that only codon CTG codon usage was significantly different between IBD and pancreatitis. At the same time, there were codons ATA, ACA, CGT, CAA, GTA, CCT, ATT, GCT, CGG, TTG, and CAG for whom codon usage was significantly different for IBD and housekeeping gene sets. The results suggest similar codon usage in at least two inflammatory disorders, IBD and pancreatitis. The analysis helps understand the codon biology, factors affecting gene expression of IBD-associated genes, and the evolution of these genes. The study helps reveal the molecular patterns associated with IBD.
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  • 文章类型: Journal Article
    葡萄球菌属包括多种细菌,对人类健康具有重要意义,包括金黄色葡萄球菌和表皮葡萄球菌等不良病原体。了解葡萄球菌物种的遗传组成和密码子使用模式对于揭示其进化动态至关重要,适应性策略,和致病潜力。在这项研究中,我们对葡萄球菌属48个物种的密码子使用模式进行了全面分析.我们的发现揭示了葡萄球菌物种基因组G-C含量的差异,影响密码子使用偏好,在致病性菌株中观察到对富含A/T的密码子的显著偏好。这种对富含A/T的密码子的偏好表明了病原生物的节能策略。二核苷酸对表达模式分析揭示了对基因组动力学的见解,过度表达的密码子对反映了跨基因组二核苷酸表达的趋势。此外,CAI和基因组G-C含量之间的显著相关性强调了密码子使用模式和基因表达策略之间的复杂关系.氨基酸使用分析突出了对能源便宜氨基酸的偏好,提出提高能源效率的适应性策略。这一综合分析揭示了葡萄球菌物种采用的进化动力学和适应机制,为其致病潜力和临床意义提供有价值的见解。了解这些基因组特征对于制定应对葡萄球菌感染和改善公共卫生结果的策略至关重要。
    The genus Staphylococcus encompasses a diverse array of bacteria with significant implications for human health, including disreputable pathogens such as Staphylococcus aureus and Staphylococcus epidermidis. Understanding the genetic composition and codon usage patterns of Staphylococcus species is crucial for unraveling their evolutionary dynamics, adaptive strategies, and pathogenic potential. In this study, we conducted a comprehensive analysis of codon usage patterns across 48 species within the Staphylococcus genus. Our findings uncovered variations in genomic G-C content across Staphylococcus species, impacting codon usage preferences, with a notable preference for A/T-rich codons observed in pathogenic strains. This preference for A/T-rich codons suggests an energy-saving strategy in pathogenic organisms. Analysis of dinucleotide pair expression patterns unveiled insights into genomic dynamics, with overrepresented codon pairs reflecting trends in dinucleotide expression across genomes. Additionally, a significant correlation between CAI and genomic G-C content underscored the intricate relationship between codon usage patterns and gene expression strategies. Amino acid usage analysis highlighted preferences for energetically cheaper amino acids, suggesting adaptive strategies promoting energy efficiency. This comprehensive analysis sheds light on the evolutionary dynamics and adaptive mechanisms employed by Staphylococcus species, providing valuable insights into their pathogenic potential and clinical implications. Understanding these genomic features is crucial for devising strategies to combat staphylococcal infections and improve public health outcomes.
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  • 文章类型: Journal Article
    大肠杆菌GroEL/ES分子伴侣系统以ATP驱动的方式促进蛋白质折叠。尽管GroEL可以在体外相互作用并帮助多种蛋白质的折叠,但在大肠杆菌中存在<100个该系统的专性客户。目前还不清楚,然而,这些特征将专性客户与大肠杆菌细胞中的所有其他蛋白质区分开来。为了解决这个问题,我们建立了一个选择小鼠二氢叶酸还原酶(mDHFR)突变的系统,GroEL交互器,这减少了它对GroEL折叠的依赖。引人注目的是,发现同义和非同义密码子替换均可降低mDHFR对GroEL的依赖性。非同义取代增加自发折叠的速率,而计算分析表明同义取代似乎影响特定位点的翻译速率。
    The Escherichia coli GroEL/ES chaperonin system facilitates protein folding in an ATP-driven manner. There are <100 obligate clients of this system in E. coli although GroEL can interact and assist the folding of a multitude of proteins in vitro. It has remained unclear, however, which features distinguish obligate clients from all the other proteins in an E. coli cell. To address this question, we established a system for selecting mutations in mouse dihydrofolate reductase (mDHFR), a GroEL interactor, that diminish its dependence on GroEL for folding. Strikingly, both synonymous and non-synonymous codon substitutions were found to reduce mDHFR\'s dependence on GroEL. The non-synonymous substitutions increase the rate of spontaneous folding whereas computational analysis indicates that the synonymous substitutions appear to affect translation rates at specific sites.
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  • 文章类型: Journal Article
    Papilionidae的大多数物种是大型而美丽的观赏蝴蝶。它们被认为是生态学中的模式生物,进化生物学,遗传学,和保护生物学,但存在许多未解决的系统发育问题。完整的线粒体基因组(有丝分裂基因组)已广泛用于蝴蝶的系统发育研究,但是乳头科的有丝分裂基因组知识是有限的,它的系统发育远未解决。在这项研究中,我们首先报道了Papilionidae亚科的Byasaconfusa的有丝分裂基因组。B.confusa的有丝分裂基因组长度为15,135bp,包含13个蛋白质编码基因,22个转移RNA基因,2核糖体RNA基因,和富AT控制区(CR),密切反映了在相关蝴蝶物种中观察到的基因组结构。对77个Papilionidae有丝分裂基因组的比较分析表明,基因组成和顺序与祖先昆虫相同,和AT偏差,Ka/Ks,和相对同义密码子使用(RSCU)都与其他报道的蝴蝶有丝分裂基因组一致。我们使用最大似然(ML)和贝叶斯推理(BI)方法进行了系统发育分析,以77个Papilionidae物种为内群,而Numphalidae和Lycaenidae两个物种为外群。系统发育分析表明,B.confusa在Byasa中成簇。系统发育树显示了Papilioninae亚科和Leptocircircini部落的单系,Papilionini,还有Troidini.数据支持Papilioninae上部落级别的以下关系:(((TroidiniPapilionini)Teinopalpini)Leptocircircini)。分歧时间分析表明,蛇纹虫科起源于晚期肌理。总的来说,利用迄今为止测序的最大数量的乳头科有丝分裂基因组,随着目前对蛇纹虫科(包括四个亚科)的系统发育分析的首次探索,本研究全面揭示了有丝分裂基因组特征和基于有丝分裂基因组的系统发育,为有丝分裂基因组的进一步研究提供信息,系统发育,进化,和蛇纹虫科的分类学修订。
    Most species of Papilionidae are large and beautiful ornamental butterflies. They are recognized as model organisms in ecology, evolutionary biology, genetics, and conservation biology but present numerous unresolved phylogenetic problems. Complete mitochondrial genomes (mitogenomes) have been widely used in phylogenetic studies of butterflies, but mitogenome knowledge within the family Papilionidae is limited, and its phylogeny is far from resolved. In this study, we first report the mitogenome of Byasa confusa from the subfamily Papilioninae of Papilionidae. The mitogenome of B. confusa is 15,135 bp in length and contains 13 protein-coding genes, 22 transfer RNA genes, 2 ribosomal RNA genes, and an AT-rich control region (CR), closely mirroring the genomic structure observed in related butterfly species. Comparative analysis of 77 Papilionidae mitogenomes shows gene composition and order to be identical to that of an ancestral insect, and the AT bias, Ka/Ks, and relative synonymous codon usage (RSCU) are all consistent with that of other reported butterfly mitogenomes. We conducted phylogenetic analyses using maximum-likelihood (ML) and Bayesian-inference (BI) methods, with 77 Papilionidae species as ingroups and two species of Nymphalidae and Lycaenidae as outgroups. The phylogenetic analysis indicated that B. confusa were clustered within Byasa. The phylogenetic trees show the monophyly of the subfamily Papilioninae and the tribes Leptocircini, Papilionini, and Troidini. The data supported the following relationships in tribe level on Papilioninae: (((Troidini + Papilionini) + Teinopalpini) + Leptocircini). The divergence time analysis suggests that Papilionidae originated in the late Creataceous. Overall, utilizing the largest number of Papilionidae mitogenomes sequenced to date, with the current first exploration in a phylogenetic analysis on Papilionidae (including four subfamilies), this study comprehensively reveals the mitogenome characteristics and mitogenome-based phylogeny, providing information for further studies on the mitogenome, phylogeny, evolution, and taxonomic revision of the Papilionidae family.
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  • 文章类型: Journal Article
    大角红(苔藓科,苔藓植物),一种罕见的药用苔藓植物,因其在中药中的心血管治疗特性而受到重视。这项研究提出了第一个完整的叶绿体基因组序列。包括其程序集和注释。巨大的圆形叶绿体基因组长度为124,315bp,显示出一个典型的四方结构,有128个基因:83个蛋白质编码基因,37个tRNA,和8个rRNA。密码子使用偏倚分析,重复序列,简单序列重复(SSRs)揭示了A/U末端密码子偏好,96个重复序列,和385个SSRs在R.giganteum叶绿体基因组中。核苷酸多样性分析确定了10个高突变热点。Ka/Ks比值分析表明rpl20、rps18、petG、和psbM基因。来自位于Bryales内的R.giganteum的38种苔藓物种的整个叶绿体基因组的系统发育分析,与紫罗兰密切相关。这项研究增加了Bryales的叶绿体基因组数据,并为药用苔藓植物的分子标记开发和遗传多样性分析提供了基础。
    Rhodobryum giganteum (Bryaceae, Bryophyta), a rare medicinal bryophyte, is valued for its cardiovascular therapeutic properties in traditional Chinese medicine. This study presents the first complete chloroplast genome sequence of R. giganteum, including its assembly and annotation. The circular chloroplast genome of R. giganteum is 124,315 bp in length, displaying a typical quadripartite structure with 128 genes: 83 protein-coding genes, 37 tRNAs, and 8 rRNAs. Analyses of codon usage bias, repetitive sequences, and simple sequence repeats (SSRs) revealed an A/U-ending codon preference, 96 repetitive sequences, and 385 SSRs in the R. giganteum chloroplast genome. Nucleotide diversity analysis identified 10 high mutational hotspots. Ka/Ks ratio analysis suggested potential positive selection in rpl20, rps18, petG, and psbM genes. Phylogenetic analysis of whole chloroplast genomes from 38 moss species positioned R. giganteum within Bryales, closely related to Rhodobryum laxelimbatum. This study augments the chloroplast genomic data for Bryales and provides a foundation for molecular marker development and genetic diversity analyses in medicinal bryophytes.
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  • 文章类型: Journal Article
    Dryasoctopetalavar.亚洲,一种矮灌木,属于玫瑰科,原产于亚洲,响应温度变化,光合作用表现出明显的可塑性。然而,该物种叶绿体基因组中的密码子使用模式和影响它们的因素尚未被记录。这项研究对D.octopetalavar的完整基因组进行了测序和组装。亚洲。通过包括中性图在内的多变量统计方法分析叶绿体基因组中注释的基因的密码子组成,奇偶校验规则2(PR2)偏差图,和使用CodonW1.4.2软件的有效密码子数(ENC)图。结果表明,53个CDS的平均GC含量为38.08%,第三个密码子碱基位置的平均GC含量为27.80%,表明在叶绿体基因的第三个密码子位置偏好A/U(T)。此外,基于ENC值和其他指标,叶绿体基因表现出较弱的总体密码子使用偏好性(CUB).相关分析表明,ENC值与GC2呈显著负相关,与GC3呈极正相关,与GC1含量无相关性。这些发现突出了第三位置处的密码子组成在影响密码子使用偏差中的重要性。此外,我们的分析表明,D.octopetalavar的叶绿体基因组的CUB。积雪草主要受自然选择和其他因素的影响。最后,这项研究确定了UCA,CCU,GCU,AAU,GAU,和GGU作为最佳密码子。这些结果为D.octopetalavar的叶绿体基因组的遗传修饰和进化动力学提供了基础理解。亚洲。
    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.
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