Selection pressure

选择压力
  • 文章类型: Journal Article
    细胞信号传导多肽的转化生长因子β(TGF-β)家族的成员由于其从线虫到哺乳动物调节控制胚胎生长并维持组织稳态的基于细胞的活性的能力而引起了极大的兴趣。本研究设计了TGF-β蛋白家族的计算分析,以在分子水平上理解这些蛋白。本研究首次确定了尼罗罗非鱼TGF-β基因家族的基因组结构。我们选择了33个TGF-β基因进行鉴定,并将它们分为两个亚组,TGF-样和BMP-样。此外,尼罗罗非鱼TGF-β蛋白的亚细胞定位表明,除BMP6,BMP7和INHAC外,TGF-β蛋白家族的大多数成员都存在于细胞外基质和血浆中。除BMP1外,所有TGF-β蛋白均是热稳定的。每种蛋白质都表现出碱性,不包括BMP1,BMP2,BMP7,BMP10,GDF2,GDF8,GDF11,AMH,INHA,INHBB,和NODALM。根据不稳定性指数,所有蛋白质都给人不稳定的印象,值超过40,不包括BMP1和BMP2。发现每种TGF-β蛋白是疏水性的,GRAVY值降低。此外,发现的每一个TGF-β基因都有一致的进化模式.TGF-β基因家族有8个片段重复,和Ka/Ks比率表明纯化选择对经历选择压力的重复基因对有影响。这项研究强调了TGF-β的重要功能,并描述了进一步研究以更好地了解转化生长因子β在鱼类和其他物种中的作用和机制的需求。
    The members of the transforming growth factor β (TGF-β) family of cell signaling polypeptides have garnered a great deal of interest due to its capacity from nematodes to mammals to regulate cell-based activities which control the growth of embryos and sustain tissue homeostasis. The current study designed a computational analysis of the TGF-β protein family for understanding these proteins at the molecular level. This study determined the genomic structure of TGF-β gene family in Nile tilapia for the first time. We chose 33 TGF-β genes for identification and divided them into two subgroups, TGF-like and BMP-like. Moreover, the subcellular localization of the Nile tilapia TGF-β proteins have showed that majority of the members of TGF-β proteins family are present into extracellular matrix and plasma except BMP6, BMP7, and INHAC. All TGF-β proteins were thermostable excluding BMP1. Each protein exhibited basic nature, excluding of BMP1, BMP2, BMP7, BMP10, GDF2, GDF8, GDF11, AMH, INHA, INHBB, and NODAL M. All proteins gave impression of being unstable depending on the instability index, having values exceeding 40 excluding BMP1 and BMP2. Each TGF-β protein was found to be hydrophobic with lowered values of GRAVY. Moreover, every single one of the discovered TGF-β genes had a consistent evolutionary pattern. The TGF-β gene family had eight segmental duplications, and the Ka/Ks ratio demonstrated that purifying selection had an impact on the duplicated gene pairs which have experienced selection pressure. This study highlights important functionality of TGF-β and depicts the demand for further investigation to better understand the role and mechanism of transforming growth factor β in fishes and other species.
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  • 文章类型: Journal Article
    微生物通过特定的代谢途径适应砷的毒性,在砷的生物地球化学循环中起着至关重要的作用。然而,原核和真核微生物之间不同的砷解毒策略知之甚少。这阻碍了我们对微生物-砷相互作用如何驱动砷循环以及微生物修复方法的发展的理解。在这项研究中,我们利用来自16个砷生物转化基因(ABGs)的保守蛋白结构域在670个微生物基因组中搜索同源蛋白.原核生物表现出比真菌更广泛的砷还原和砷外排相关基因的物种分布。而与砷氧化相关的基因在真菌中比在原核生物中更普遍。细菌中acr3(亚砷酸盐流出通透酶)的表达(上调3.72倍)明显高于真菌(上调1.54倍),真菌中aoxA(亚砷酸盐氧化酶)的表达(上调5.11倍)高于细菌(上调2.05倍)。在古细菌(0.098)和细菌(0.124)中,同源ABGs的每个非同义位点的非同义取代到每个同义位点的同义取代(dN/dS)的平均值高于真菌(0.051)。古细菌中ABGs的dN/dS与物种分布宽度和基因表达水平之间存在显着负相关,细菌,和真菌表明,微生物为同源ABG的纯化选择建立了独特的强度。这些差异导致原核和真核微生物中不同的砷代谢途径。这些观察结果促进了从研究单个或多个ABG到表征砷解毒的综合微生物策略的重大转变。
    Microbes play a crucial role in the arsenic biogeochemical cycle through specific metabolic pathways to adapt to arsenic toxicity. However, the different arsenic-detoxification strategies between prokaryotic and eukaryotic microbes are poorly understood. This hampers our comprehension of how microbe-arsenic interactions drive the arsenic cycle and the development of microbial methods for remediation. In this study, we utilized conserved protein domains from 16 arsenic biotransformation genes (ABGs) to search for homologous proteins in 670 microbial genomes. Prokaryotes exhibited a wider species distribution of arsenic reduction- and arsenic efflux-related genes than fungi, whereas arsenic oxidation-related genes were more prevalent in fungi than in prokaryotes. This was supported by significantly higher acr3 (arsenite efflux permease) expression in bacteria (upregulated 3.72-fold) than in fungi (upregulated 1.54-fold) and higher aoxA (arsenite oxidase) expression in fungi (upregulated 5.11-fold) than in bacteria (upregulated 2.05-fold) under arsenite stress. The average values of nonsynonymous substitutions per nonsynonymous site to synonymous substitutions per synonymous site (dN/dS) of homologous ABGs were higher in archaea (0.098) and bacteria (0.124) than in fungi (0.051). Significant negative correlations between the dN/dS of ABGs and species distribution breadth and gene expression levels in archaea, bacteria, and fungi indicated that microbes establish the distinct strength of purifying selection for homologous ABGs. These differences contribute to the distinct arsenic metabolism pathways in prokaryotic and eukaryotic microbes. These observations facilitate a significant shift from studying individual or several ABGs to characterizing the comprehensive microbial strategies of arsenic detoxification.
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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
    背景:中国是全球淡水蟹多样性研究的热点,但是他们的野生种群面临着与人为因素相关的严重压力,有必要绘制其分类和遗传多样性图,并设计保护政策。
    结果:这里,我们对一种中国淡水蟹的线粒体基因组进行了测序,发现它被分成两条染色体。我们证实碎片化不限于单个标本或群体。1号染色体包含15,111个碱基对(bp),在其上编码26个基因和一个假基因(伪nad1)。2号染色体包含8,173bp,在其上编码12个基因和两个假基因(伪trnL2和伪rrnL)。合并,它们是Potamidae中最大的有丝分裂体(23,284bp)。Bottapotamon是Potamiae数据集中唯一显示蛋白质编码基因重排的属。Bottapotamonfukienense在数据集中表现出平均序列进化率,并且与其余的Potamidae在选择压力上没有差异。
    结论:这是甲壳类动物中第一个经实验证实的有丝分裂体的分裂。而福氏芽孢杆菌的有丝分裂基因组表现出多种有丝分裂基因组结构进化速率升高的迹象,包括特别大的尺寸,重复的基因,伪生殖,蛋白质编码基因的重排,和碎片化,没有证据表明这与升高的序列进化率或选择压力的变化相匹配.
    BACKGROUND: China is the hotspot of global freshwater crab diversity, but their wild populations are facing severe pressures associated with anthropogenic factors, necessitating the need to map their taxonomic and genetic diversity and design conservation policies.
    RESULTS: Herein, we sequenced the mitochondrial genome of a Chinese freshwater crab species Bottapotamon fukienense, and found that it is fragmented into two chromosomes. We confirmed that fragmentation was not limited to a single specimen or population. Chromosome 1 comprised 15,111 base pairs (bp) and there were 26 genes and one pseudogene (pseudo-nad1) encoded on it. Chromosome 2 comprised 8,173 bp and there were 12 genes and two pseudogenes (pseudo-trnL2 and pseudo-rrnL) encoded on it. Combined, they comprise the largest mitogenome (23,284 bp) among the Potamidae. Bottapotamon was the only genus in the Potamidae dataset exhibiting rearrangements of protein-coding genes. Bottapotamon fukienense exhibited average rates of sequence evolution in the dataset and did not differ in selection pressures from the remaining Potamidae.
    CONCLUSIONS: This is the first experimentally confirmed fragmentation of a mitogenome in crustaceans. While the mitogenome of B. fukienense exhibited multiple signs of elevated mitogenomic architecture evolution rates, including the exceptionally large size, duplicated genes, pseudogenisation, rearrangements of protein-coding genes, and fragmentation, there is no evidence that this is matched by elevated sequence evolutionary rates or changes in selection pressures.
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  • 文章类型: Journal Article
    Styraxjaponicus是一种药用和观赏灌木,属于Styraceae科。为探讨日本血吸虫叶绿体基因组的多样性和特征,我们对4种自然分布的日本血吸虫的叶绿体基因组进行了测序和比较。结果表明,四个叶绿体基因组(157,914-157,962bp)表现出典型的四方结构,由大的单拷贝(LSC)区域组成,一个小的单一副本(SSC)区域,和一对反向重复(IRa和IRb),结构高度保守。DNA多态性分析显示,三个编码基因(infA,psbK,和rpl33)和五个基因间区域(petA-psbJ,trnC-petN,trnD-trnY,trnE-trnT,和trnY-trnE)被鉴定为突变热点。这些遗传片段具有用作DNA条形码用于未来鉴定目的的潜力。当比较边界基因时,在四个日本血吸虫的IR区域观察到少量收缩。选择压力分析表明ycf1和ndhD的选择呈阳性。这些发现共同表明了日本血吸虫的适应性进化。系统发育结构揭示了几种日本血吸虫之间相互矛盾的关系,表明该物种内不同的进化路径。我们的研究结论是揭示了日本血吸虫品种分化过程中叶绿体基因组的遗传性状,为这个物种的进化谱系提供了新的视角。
    Styrax japonicus is a medicinal and ornamental shrub belonging to the Styracaceae family. To explore the diversity and characteristics of the chloroplast genome of S. japonicus, we conducted sequencing and comparison of the chloroplast genomes of four naturally distributed S. japonicus. The results demonstrated that the four chloroplast genomes (157,914-157,962 bp) exhibited a typical quadripartite structure consisting of a large single copy (LSC) region, a small single copy (SSC) region, and a pair of reverse repeats (IRa and IRb), and the structure was highly conserved. DNA polymorphism analysis revealed that three coding genes (infA, psbK, and rpl33) and five intergene regions (petA-psbJ, trnC-petN, trnD-trnY, trnE-trnT, and trnY-trnE) were identified as mutation hotspots. These genetic fragments have the potential to be utilized as DNA barcodes for future identification purposes. When comparing the boundary genes, a small contraction was observed in the IR region of four S. japonicus. Selection pressure analysis indicated positive selection for ycf1 and ndhD. These findings collectively suggest the adaptive evolution of S. japonicus. The phylogenetic structure revealed conflicting relationships among several S. japonicus, indicating divergent evolutionary paths within this species. Our study concludes by uncovering the genetic traits of the chloroplast genome in the differentiation of S. japonicus variety, offering fresh perspectives on the evolutionary lineage of this species.
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  • 文章类型: Journal Article
    巨果,属于十字花科的多年生草本物种,具有潜在的药用价值。我们分离并表征了巨果分枝杆菌的叶绿体(cp)基因组,并将其与密切相关的物种进行了比较。叶绿体基因组表现出典型的四方结构,跨越154,877个基点,总鸟嘌呤-胞嘧啶(GC)含量为36.20%。此外,这个基因组包含129个基因,105个简单序列重复(SSR),和48个长重复序列。重要的是,ycf1基因在小的单拷贝(SSC)区域和反向重复(IRa)边界处表现出高度的多态性。尽管有这种多态性,发现相对同义密码子使用(RSCU)值在物种之间相似,没有检测到大的段重排或倒置。与IR区相比,大的单拷贝(LSC)和SSC区显示出更高的序列变异和核苷酸多态性。13个不同的热点区域被鉴定为潜在的分子标记。我们的选择压力分析表明,蛋白质编码基因rpl20在各种物种中受到不同的选择压力。系统发育分析将巨果分枝杆菌定位在十字花科的扩展谱系II中。估计的发散时间表明,M.megalocarpa大约在497万年前发散。总之,这项研究为分子鉴定提供了重要的基线信息,系统发育关系,保护努力,和野生资源的利用。
    Megacarpaea megalocarpa, a perennial herbaceous species belonging to the Brassicaceae family, has potential medicinal value. We isolated and characterized the chloroplast (cp) genome of M. megalocarpa and compared it with closely related species. The chloroplast genome displayed a typical quadripartite structure, spanning 154,877 bp, with an overall guanine-cytosine (GC) content of 36.20%. Additionally, this genome contained 129 genes, 105 simple sequence repeats (SSRs), and 48 long repeat sequences. Significantly, the ycf1 gene exhibited a high degree of polymorphism at the small single copy (SSC) region and the inverted repeat a (IRa) boundary. Despite this polymorphism, relative synonymous codon usage (RSCU) values were found to be similar across species, and no large segment rearrangements or inversions were detected. The large single copy (LSC) and SSC regions showed higher sequence variations and nucleotide polymorphisms compared to the IR region. Thirteen distinct hotspot regions were identified as potential molecular markers. Our selection pressure analysis revealed that the protein-coding gene rpl20 is subjected to different selection pressures in various species. Phylogenetic analysis positioned M. megalocarpa within the expanded lineage II of the Brassicaceae family. The estimated divergence time suggests that M. megalocarpa diverged approximately 4.97 million years ago. In summary, this study provides crucial baseline information for the molecular identification, phylogenetic relationships, conservation efforts, and utilization of wild resources in Megacarpaea.
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  • 文章类型: Journal Article
    在巴基斯坦,对登革热病毒(DENV)的进化进行全面和系统的检查至关重要,因为该病毒具有适应和进化的能力,对公共卫生提出了重大挑战。为了揭示所有四种DENV血清型的复杂进化模式,我们分析了1994年至2023年在巴基斯坦收集的所有4种DENV血清型的完整基因组序列(n=43)和包膜(E)基因序列(n=44),提供了它们的遗传进化的整体观点.我们的发现表明,DENV的所有四种血清型在巴基斯坦共同传播,DENV-1和DENV-3之间存在密切的进化关系。基因上不同的血清型DENV-2和DENV-4表明DENV-4是最不同的基因。而DENV-2由于多种基因型的存在以及基因型患病率的时间波动的可能性而表现出更大的复杂性。包膜(E)基因的选择性压力分析揭示了序列(n=44)之间的异质性,突出了基因组中经历选择性压力的46个密码子,其特征是偏向于平衡选择,表明病毒的遗传稳定性。此外,我们的研究表明,DENV-4向DENV-2进化枝的一个有趣的进化转变,可能受到与多种血清型具有交叉反应性的抗体的影响,提供了对形成DENV进化的复杂因素的关键见解,并有助于新血清型的出现。
    A comprehensive and systematic examination of dengue virus (DENV) evolution is essential in Pakistan, where the virus poses a significant public health challenge due to its ability to adapt and evolve. To shed light on the intricate evolutionary patterns of all four DENV serotypes, we analyzed complete genome sequences (n = 43) and Envelope (E) gene sequences (n = 44) of all four DENV serotypes collected in Pakistan from 1994 to 2023, providing a holistic view of their genetic evolution. Our findings revealed that all four serotypes of DENV co-circulate in Pakistan with a close evolutionary relationship between DENV-1 and DENV-3. Among the genetically distinct serotypes DENV-2 and DENV-4, DENV-4 stands out as the most genetically different, while DENV-2 exhibits greater complexity due to the presence of multiple genotypes and the possibility of temporal fluctuations in genotype prevalence. Selective pressure analysis of the Envelope (E) gene revealed heterogeneity among sequences (n = 44), highlighting 46 codons in the genome experiencing selective pressure, characterized by a bias toward balancing selection, indicating genetic stability of the virus. Furthermore, our study suggested an intriguing evolutionary shift of DENV-4 toward the DENV-2 clade, potentially influenced by antibodies with cross-reactivity to multiple serotypes, providing a critical insight into the complex factors, shaping DENV evolution and contributing to the emergence of new serotypes.
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  • 文章类型: Journal Article
    在蚂蚁-蚜虫共生中,蚂蚁是否对蚜虫形态施加进化选择压力尚未得到充分检验。这里,我们测试了Stomaphisyanonis(AphididaeLachninae)蚜虫的长长长毛是否在防止蚂蚁捕食方面具有优势。具体来说,我们检验了长鼻较短的蚜虫会分泌较少的蜜露的假设,使它们更有可能被蚂蚁捕食。我们的结果表明,长鼻较短的蚜虫个体比长鼻的个体摄取更少的韧皮部汁液,排泄更少的蜜露。此外,在体型相似的蚜虫中,与长鼻相比,长鼻较短的人更容易被蚂蚁捕食。这些结果表明,抚育蚂蚁的捕食,通过对蚜虫形态施加选择压力,导致蚜虫进化更长的长鼻。
    Whether in ant-aphid mutualism the ants exert evolutionary selection pressure on aphid morphology has not yet been fully tested. Here, we tested whether the long proboscises of Stomaphis yanonis (Aphididae Lachninae) aphids confer an advantage in preventing predation by the tending ants. Specifically, we tested the hypothesis that aphids with a shorter proboscis would excrete less honeydew, making them more likely to be preyed upon by ants. Our results showed that aphid individuals with a shorter proboscis took up less phloem sap and excreted less honeydew than individuals with a longer proboscis. In addition, among aphids with a similar body size, those with a shorter proboscis were more susceptible to predation by ants than those with a longer proboscis. These results suggest that predation by tending ants, by exerting selection pressure on aphid proboscis morphology, has caused the aphids to evolve longer proboscises.
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  • 文章类型: Journal Article
    MYB构成了开花植物中第二大转录因子(TF)超家族,具有大量的结构和功能多样性。由于它们通过调节花青素的生物合成来影响花朵的颜色,因此受到了关注。到目前为止,几种菊花物种的基因组数据已经发布,这为揭示菊花MYB基因家族的进化提供了丰富的基因组资源。在本研究中,六个代表性物种的MYB基因家族的比较分析,包括Lavandulifolium,C.Seticuspe,C.×morifolium,向日葵,Lactucasativa,和拟南芥,被执行了。总共1104MYB,分为四个亚科和35个谱系,在三种菊花物种中鉴定出(C.lavandulifolium,C.Seticuspe,和C.×morifolium)。我们发现,在栽培菊花的进化过程中,全基因组复制和串联复制是导致CmMYB(尤其是R2R3-MYB亚家族)重复发生的主要复制机制。MYB基因家族的序列结构和选择压力分析表明,某些R2R3-MYB进行了阳性选择,它们主要位于染色体的远端端粒片段上,并包含基序7和8。此外,CmMYBs在C.×moorifolium的不同器官和各个小头发育阶段的基因表达分析表明,CmMYBS2,CmMYB96和CmMYB109可能是花青素生物合成的负调节因子。我们的研究结果为菊花MYB基因家族的遗传和功能进化研究提供了系统环境,并加深了我们对MYBTFs对菊花花色的调控机制的理解。
    MYBs constitute the second largest transcription factor (TF) superfamily in flowering plants with substantial structural and functional diversity, which have been brought into focus because they affect flower colors by regulating anthocyanin biosynthesis. Up to now, the genomic data of several Chrysanthemum species have been released, which provides us with abundant genomic resources for revealing the evolution of the MYB gene family in Chrysanthemum species. In the present study, comparative analyses of the MYB gene family in six representative species, including C. lavandulifolium, C. seticuspe, C. ×morifolium, Helianthus annuus, Lactuca sativa, and Arabidopsis thaliana, were performed. A total of 1104 MYBs, which were classified into four subfamilies and 35 lineages, were identified in the three Chrysanthemum species (C. lavandulifolium, C. seticuspe, and C. ×morifolium). We found that whole-genome duplication and tandem duplication are the main duplication mechanisms that drove the occurrence of duplicates in CmMYBs (particularly in the R2R3-MYB subfamily) during the evolution of the cultivated chrysanthemums. Sequence structure and selective pressure analyses of the MYB gene family revealed that some of R2R3-MYBs were subjected to positive selection, which are mostly located on the distal telomere segments of the chromosomes and contain motifs 7 and 8. In addition, the gene expression analysis of CmMYBs in different organs and at various capitulum developmental stages of C. ×morifolium indicated that CmMYBS2, CmMYB96, and CmMYB109 might be the negative regulators for anthocyanin biosynthesis. Our results provide the phylogenetic context for research on the genetic and functional evolution of the MYB gene family in Chrysanthemum species and deepen our understanding of the regulatory mechanism of MYB TFs on the flower color of C. ×morifolium.
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  • 文章类型: Journal Article
    自最初驯化以来,山羊已成为全球重要的牲畜,主要是由于它们对各种环境和生产系统的显着适应性。受气候影响的不同选择压力导致了它们物理属性的变化,在不同农业生态环境中饲养的山羊品种的基因组中留下遗传印记。鉴于此,我们的研究进行了全面的分析,合并具有单核苷酸多态性(SNP)变异的环境数据,发掘由山羊气候介导的力量形成的选择迹象。通过使用四种分析方法对51个适应不同气候条件的本地山羊品种的43,300个SNP进行检查:潜在因子混合模型(LFMM),F统计(Fst),跨群体扩展单倍型纯合性(XPEHH),和空间分析方法(SAM),共有74个基因显示出明显的选择迹象,被认为受气候条件的影响。在这些基因中,通过至少两种应用的方法一致识别出32个,和三个基因(DENND1A,PLCB1和ITPR2)被所有四种方法证实。此外,我们的研究基于这74个基因产生了148个基因本体论(GO)术语,强调对环境适应至关重要的关键生物途径。这些途径包括血管平滑肌收缩等功能,细胞对热的反应,GTP酶调节活性,有节奏的过程,以及对温度刺激的反应。意义重大,关于内分泌调节和能量代谢反应的GO术语,还发现了当地适应的关键,包括生物过程,如细胞分化,肽激素分泌的调节,和脂质代谢。这些发现有助于我们了解整个山羊基因组中气候触发适应的遗传结构,并对山羊标记辅助育种具有实际意义。
    Goats have achieved global prominence as essential livestock since their initial domestication, primarily owing to their remarkable adaptability to diverse environmental and production systems. Differential selection pressures influenced by climate have led to variations in their physical attributes, leaving genetic imprints within the genomes of goat breeds raised in diverse agroecological settings. In light of this, our study pursued a comprehensive analysis, merging environmental data with single nucleotide polymorphism (SNP) variations, to unearth indications of selection shaped by climate-mediated forces in goats. Through the examination of 43,300 SNPs from 51 indigenous goat breeds adapting to different climatic conditions using four analytical methods: latent factor mixed models (LFMM), F-statistics (Fst), Extended haplotype homozygosity across populations (XPEHH), and spatial analysis method (SAM), A total of 74 genes were revealed to display clear signs of selection, which are believed to be influenced by climatic conditions. Among these genes, 32 were consistently identified by at least two of the applied methods, and three genes (DENND1A, PLCB1, and ITPR2) were confirmed by all four approaches. Moreover, our investigation yielded 148 Gene Ontology (GO) terms based on these 74 genes, underlining pivotal biological pathways crucial for environmental adaptation. These pathways encompass functions like vascular smooth muscle contraction, cellular response to heat, GTPase regulator activity, rhythmic processes, and responses to temperature stimuli. Of significance, GO terms about endocrine regulation and energy metabolic responses, key for local adaptation were also uncovered, including biological processes, such as cell differentiation, regulation of peptide hormone secretion, and lipid metabolism. These findings contribute to our knowledge of the genetic structure of climate-triggered adaptation across the goat genome and have practical implications for marker-assisted breeding in goats.
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