Selective sweeps

选择性扫描
  • 文章类型: Journal Article
    背景:层的育种强调卵相关性状的持续选择,比如产蛋,鸡蛋质量和蛋壳,这提高了他们的生产力,满足了市场的需求。随着繁殖过程的继续,层的基因组纯合性逐渐增加,导致纯合性(ROH)运行的出现。因此,ROH分析可以与其他方法结合使用以检测选择特征并鉴定与层育种中的各种重要性状相关的候选基因。
    结果:在这项研究中,我们从罗德岛红种群中的686只母鸡中获得了全基因组测序数据,该种群经历了连续15代的密集人工选择.我们进行了全基因组ROH分析,并利用多种方法来检测选择的特征。在整个人群中总共发现了141,720个ROH段,其中大多数(97.35%)长度小于3Mb。确定了23个ROH岛,它们与一些带有选择签名的区域重叠,通过多信号去相关复合方法(DCMS)检测。发现了60个基因,功能注释分析揭示了它们在生长中的可能作用,发展,免疫和信号层。此外,对44个层表型进行了包括DCMS和ROH的双尾分析,以找出个体的顶部和底部10%表型的亚组之间的基因组差异。结合GWAS的结果,我们观察到,与性状显著相关的区域在高低亚组之间也表现出选择特征.我们在GGA1的25Mb区域附近确定了与卵重显着相关的区域,该区域在低卵重亚群中表现出选择特征并具有较高的基因组纯合性。这表明该地区可能在鸡蛋重量的下降中起作用。
    结论:总之,通过对ROH的联合分析,选择签名,和GWAS,我们确定了几个与层的生产特征相关的基因组区域,层基因组的研究提供参考。
    BACKGROUND: The breeding of layers emphasizes the continual selection of egg-related traits, such as egg production, egg quality and eggshell, which enhance their productivity and meet the demand of market. As the breeding process continued, the genomic homozygosity of layers gradually increased, resulting in the emergence of runs of homozygosity (ROH). Therefore, ROH analysis can be used in conjunction with other methods to detect selection signatures and identify candidate genes associated with various important traits in layer breeding.
    RESULTS: In this study, we generated whole-genome sequencing data from 686 hens in a Rhode Island Red population that had undergone fifteen consecutive generations of intensive artificial selection. We performed a genome-wide ROH analysis and utilized multiple methods to detect signatures of selection. A total of 141,720 ROH segments were discovered in whole population, and most of them (97.35%) were less than 3 Mb in length. Twenty-three ROH islands were identified, and they overlapped with some regions bearing selection signatures, which were detected by the De-correlated composite of multiple signals methods (DCMS). Sixty genes were discovered and functional annotation analysis revealed the possible roles of them in growth, development, immunity and signaling in layers. Additionally, two-tailed analyses including DCMS and ROH for 44 phenotypes of layers were conducted to find out the genomic differences between subgroups of top and bottom 10% phenotype of individuals. Combining the results of GWAS, we observed that regions significantly associated with traits also exhibited selection signatures between the high and low subgroups. We identified a region significantly associated with egg weight near the 25 Mb region of GGA 1, which exhibited selection signatures and has higher genomic homozygosity in the low egg weight subpopulation. This suggests that the region may be play a role in the decline in egg weight.
    CONCLUSIONS: In summary, through the combined analysis of ROH, selection signatures, and GWAS, we identified several genomic regions that associated with the production traits of layers, providing reference for the study of layer genome.
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  • 文章类型: Journal Article
    推断种群的人口统计学历史提供了对物种动态的基本见解,对于开发空模型以准确研究选择过程至关重要。然而,背景选择和选择性扫描可以在链接位点产生基因组特征,模拟或掩盖与历史种群数量变化相关的信号.虽然选择的关联效应引入的理论偏见已经得到了很好的确立,目前尚不清楚,在典型的实证分析中,基于ARG的人口统计学推断方法是否容易受到这些影响的误判.为了解决这个问题,我们开发了人类和果蝇种群的高度逼真的正向模拟,包括经验估计的基因密度变异性,突变率,重组率,净化和正选择,在不同的历史人口情况下,使用基于家谱的方法广泛评估选择对人口统计推断的影响。我们的结果表明,选择的关联效应对人口统计学推断的影响最小,尽管它可能会在具有相似基因组结构和种群参数的种群中引起错误的推断,这些种群经历了更频繁的反复扫描。我们发现,通过基于ARG的方法对D.melanogaster种群进行准确的人口统计学推断会受到普遍背景选择的影响,导致最近人口扩张的虚假推论,而反复的扫荡可能会进一步恶化,取决于有益突变的比例和强度。当使用基于ARG的方法推断非人类种群的种群历史时,需要谨慎并进行针对特定物种的模拟的额外测试,以避免由于选择的关联效应而导致的错误推断。
    Inferring the demographic history of populations provides fundamental insights into species dynamics and is essential for developing a null model to accurately study selective processes. However, background selection and selective sweeps can produce genomic signatures at linked sites that mimic or mask signals associated with historical population size change. While the theoretical biases introduced by the linked effects of selection have been well established, it is unclear whether ARG-based approaches to demographic inference in typical empirical analyses are susceptible to mis-inference due to these effects. To address this, we developed highly realistic forward simulations of human and Drosophila melanogaster populations, including empirically estimated variability of gene density, mutation rates, recombination rates, purifying and positive selection, across different historical demographic scenarios, to broadly assess the impact of selection on demographic inference using a genealogy-based approach. Our results indicate that the linked effects of selection minimally impact demographic inference for human populations, though it could cause mis-inference in populations with similar genome architecture and population parameters experiencing more frequent recurrent sweeps. We found that accurate demographic inference of D. melanogaster populations by ARG-based methods is compromised by the presence of pervasive background selection alone, leading to spurious inferences of recent population expansion which may be further worsened by recurrent sweeps, depending on the proportion and strength of beneficial mutations. Caution and additional testing with species-specific simulations are needed when inferring population history with non-human populations using ARG-based approaches to avoid mis-inference due to the linked effects of selection.
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  • 文章类型: Journal Article
    云杉和蒙古云杉的分类学分类长期以来一直存在争议。为了调查遗传相关性,进化史,和这些物种的种群历史动态,基因分型测序(GBS)技术用于获得全基因组单核苷酸多态性(SNP)标记,随后被用来评估人口结构,人口动态,和适应性分化。在基因组水平上的系统发育和种群结构分析表明,尽管蒙古假单胞菌的祖先是M.meyeri和M.koraiensis的杂种,蒙古云杉是一种独立的云杉物种。此外,蒙古P与P.meyeri的关系比与M.koraiensis的关系更密切,这与它的地理分布是一致的。在P.meyeri和P.mongolica之间有多达八个种间和种内基因流实例。P.meyeri和P.mongolica的有效种群规模普遍减少,Maxent模型显示,从最后一次冰川最大值(LGM)到现在,它们的栖息地面积最初减少,然后增加。然而,在未来的气候情景下,两种物种的栖息地面积预计都会减少,特别是在高排放的情况下,这将使蒙古假单胞菌面临灭绝的危险,迫切需要保护。局部适应促进了P.meyeri和P.mongolica之间的分化。基因型-环境关联分析揭示了96,543个与环境因素相关的SNP,主要与植物对水分和温度的适应有关。选择性扫描显示,在P.meyeri中选择的基因,蒙古假单胞菌和红单胞菌主要在维管植物中与开花有关,果实发育,和抗压力。这项研究增强了我们对云杉物种分类的理解,并为未来的遗传改良和物种保护工作提供了基础。
    The taxonomic classification of Picea meyeri and P. mongolica has long been controversial. To investigate the genetic relatedness, evolutionary history, and population history dynamics of these species, genotyping-by-sequencing (GBS) technology was utilized to acquire whole-genome single nucleotide polymorphism (SNP) markers, which were subsequently used to assess population structure, population dynamics, and adaptive differentiation. Phylogenetic and population structural analyses at the genomic level indicated that although the ancestor of P. mongolica was a hybrid of P. meyeri and P. koraiensis, P. mongolica is an independent Picea species. Additionally, P. mongolica is more closely related to P. meyeri than to P. koraiensis, which is consistent with its geographic distribution. There were up to eight instances of interspecific and intraspecific gene flow between P. meyeri and P. mongolica. The P. meyeri and P. mongolica effective population sizes generally decreased, and Maxent modeling revealed that from the Last Glacial Maximum (LGM) to the present, their habitat areas decreased initially and then increased. However, under future climate scenarios, the habitat areas of both species were projected to decrease, especially under high-emission scenarios, which would place P. mongolica at risk of extinction and in urgent need of protection. Local adaptation has promoted differentiation between P. meyeri and P. mongolica. Genotype‒environment association analysis revealed 96,543 SNPs associated with environmental factors, mainly related to plant adaptations to moisture and temperature. Selective sweeps revealed that the selected genes among P. meyeri, P. mongolica and P. koraiensis are primarily associated in vascular plants with flowering, fruit development, and stress resistance. This research enhances our understanding of Picea species classification and provides a basis for future genetic improvement and species conservation efforts.
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  • 文章类型: Journal Article
    检测密切相关的种群或物种之间的渗入是进化生物学的基本目标。从种群遗传数据中检测迁移和推断迁移率的现有方法通常采用中性进化模型。越来越多的证据表明,选择对不同分类单元中大部分基因组的普遍影响表明,这种假设在大多数经验系统中都是不现实的。Further,忽略选择以前已经被证明会对人口推断产生负面影响(例如,人口规模历史)。然而,生物现实选择对迁移推断的影响仍未得到充分探讨。这里,我们在背景选择模型下模拟数据,选择性扫描,平衡选择,和适应性渗入。我们证明,忽略选择有时会导致依赖站点频谱(SFS)的常用方法中的错误迁移推断。具体来说,平衡选择和一些背景选择模型导致拒绝仅隔离模型,而支持隔离与迁移模型,并导致迁移率估计升高。BPP,一种直接分析序列数据的方法,在最近的分歧时间显示所有条件的假阳性,但是平衡选择也会导致中等发散时间的假阳性。我们的结果表明,这种方法在一些经验系统中可能是不可靠的,这样就需要开发新的选择方法。
    Detecting introgression between closely related populations or species is a fundamental objective in evolutionary biology. Existing methods for detecting migration and inferring migration rates from population genetic data often assume a neutral model of evolution. Growing evidence of the pervasive impact of selection on large portions of the genome across diverse taxa suggests that this assumption is unrealistic in most empirical systems. Further, ignoring selection has previously been shown to negatively impact demographic inferences (e.g., of population size histories). However, the impacts of biologically realistic selection on inferences of migration remain poorly explored. Here, we simulate data under models of background selection, selective sweeps, balancing selection, and adaptive introgression. We show that ignoring selection sometimes leads to false inferences of migration in popularly used methods that rely on the site frequency spectrum (SFS). Specifically, balancing selection and some models of background selection result in the rejection of isolation-only models in favor of isolation-with-migration models and lead to elevated estimates of migration rates. BPP, a method that analyzes sequence data directly, showed false positives for all conditions at recent divergence times, but balancing selection also led to false positives at medium divergence times. Our results suggest that such methods may be unreliable in some empirical systems, such that new methods that are robust to selection need to be developed.
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  • 文章类型: Preprint
    人口科统计,估计焦点人群相对于两个外组的分支长度,已被用作基于FST的全基因组扫描的替代方法,用于识别与局部选择性扫描相关的基因座。除了原始人口分支统计(PBS)之外,随后提出了分支重新划分:归一化人口分支统计量(PBSn1),相对于同一基因座上的外组分支长度调整焦点分支长度,和人口分支过剩(PBE),其中还包括其他基因座的中位分支长度。已提出PBSn1和PBE对由背景选择或地理上普遍存在的正选择而不是局部选择性扫描产生的等位基因频率差异较不敏感。然而,部门统计数据的准确性和统计能力尚未得到系统评估。要做到这一点,我们模拟具有代表性的大型和小型群体的基因组,在遗传漂移或背景选择(使用变量Ne近似)下进化的不同比例的位点,本地选择性扫描,和地理上平行的选择性扫描。然后,我们通过FST和每个分支统计量评估将局部选择性扫描基因座正确识别为异常值的概率。我们发现,在识别本地扫描时,分支统计信息的表现始终优于FST。当引入背景选择和/或并行扫描时,PBSn1和特别是PBE以高于PBS的频率正确地识别其顶部异常值中的局部扫描。这些结果验证了重新缩放的分支统计数据(如PBE)的更大特异性,以检测特定人群的阳性选择。支持它们在侧重于局部适应的基因组研究中的使用。
    人口分支统计被广泛用于全基因组扫描,以识别与局部适应相关的基因座。这项研究发现,在广泛的人口统计学参数和进化模型下,分支统计在识别局部选择性扫描方面比FST更准确。它还表明,某些分支统计数据提高了将局部适应与其他自然选择模型区分开来的能力。
    Population branch statistics, which estimate the branch lengths of focal populations with respect to two outgroups, have been used as an alternative to FST-based genome-wide scans for identifying loci associated with local selective sweeps. In addition to the original population branch statistic (PBS), there are subsequently proposed branch rescalings: normalized population branch statistic (PBSn1), which adjusts focal branch length with respect to outgroup branch lengths at the same locus, and population branch excess (PBE), which also incorporates median branch lengths at other loci. PBSn1 and PBE have been proposed to be less sensitive to allele frequency divergence generated by background selection or geographically ubiquitous positive selection rather than local selective sweeps. However, the accuracy and statistical power of branch statistics have not been systematically assessed. To do so, we simulate genomes in representative large and small populations with varying proportions of sites evolving under genetic drift or background selection (approximated using variable Ne), local selective sweeps, and geographically parallel selective sweeps. We then assess the probability that local selective sweep loci are correctly identified as outliers by FST and by each of the branch statistics. We find that branch statistics consistently outperform FST at identifying local sweeps. When background selection and/or parallel sweeps are introduced, PBSn1 and especially PBE correctly identify local sweeps among their top outliers at a higher frequency than PBS. These results validate the greater specificity of rescaled branch statistics such as PBE to detect population-specific positive selection, supporting their use in genomic studies focused on local adaptation.
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  • 文章类型: Journal Article
    在全球气候变化的背景下,了解当地适应的遗传基础至关重要。红树林,作为热带和亚热带海岸线潮间带的耐盐树木和灌木,特别容易受到气候变化的影响。Kandeliaobovata,最耐寒的红树林,经历了不耐寒的生态物种形成,KandeliaCandel,与南中国海地理隔离。在这项研究中,我们对中国东南沿海的双叶夜蛾种群进行了全基因组重测序,阐明红树林局部适应气候的遗传基础。我们的分析揭示了三个双歧杆菌种群中强大的种群结构,复杂的人口历史涉及人口扩张,瓶颈,和基因流动。全基因组扫描揭示了成对种群中高度分化区域的选择性扫描的明显模式,与南部人口相比,北部人口的特征更强。此外,确定了温度相关变量的显著基因型-环境关联,而没有检测到降水的关联。确定了一组39个高置信度的候选基因,这些基因是双叶双歧杆菌局部适应的基础。与通过比较K.obovata及其不耐受寒冷的亲戚K.candel检测到的选择基因不同。这些结果极大地有助于我们了解K.obovata局部适应的遗传基础,并为塑造红树林种群遗传多样性以应对气候变化的进化过程提供了有价值的见解。
    Understanding the genetic basis of local adaption is crucial in the context of global climate change. Mangroves, as salt-tolerant trees and shrubs in the intertidal zone of tropical and subtropical coastlines, are particularly vulnerable to climate change. Kandelia obovata, the most cold-tolerant mangrove species, has undergone ecological speciation from its cold-intolerant counterpart, Kandelia candel, with geographic separation by the South China Sea. In this study, we conducted whole-genome re-sequencing of K. obovata populations along China\'s southeast coast, to elucidate the genetic basis responsible for mangrove local adaptation to climate. Our analysis revealed a strong population structure among the three K. obovata populations, with complex demographic histories involving population expansion, bottleneck, and gene flow. Genome-wide scans unveiled pronounced patterns of selective sweeps in highly differentiated regions among pairwise populations, with stronger signatures observed in the northern populations compared to the southern population. Additionally, significant genotype-environment associations for temperature-related variables were identified, while no associations were detected for precipitation. A set of 39 high-confidence candidate genes underlying local adaptation of K. obovata were identified, which are distinct from genes under selection detected by comparison between K. obovata and its cold-intolerant relative K. candel. These results significantly contribute to our understanding of the genetic underpinnings of local adaptation in K. obovata and provide valuable insights into the evolutionary processes shaping the genetic diversity of mangrove populations in response to climate change.
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  • 文章类型: Journal Article
    群体中有益等位基因固定的速率取决于固定此类等位基因的概率和时间。这两个数量都可能受到人口细分和有限基因流的显着影响。这里,我们研究了有限的分散如何影响有益的从头突变的固定率,以及站立遗传变异的固定时间。我们针对根据扩散岛模型构造的种群进行研究,允许我们使用扩散近似,我们用模拟来补充。我们发现,在选择适度的情况下,在有限的分散下,固定的时间平均比在panmixia下少。如果适应发生于从头隐性突变,情况尤其如此,和分散没有太受限制(使得大约FST<0.2)。原因是轻度有限的分散只会导致有效种群规模的适度增加(这会减慢固定速度),但由于近亲繁殖而足以导致纯合性相对过量,从而将罕见的隐性等位基因暴露于选择(加速固定)。我们还探索了通过局部灭绝然后重新定居的种群动态的影响,发现这种动态总是加速固定的遗传变异,而从头突变显示出更快的固定,并伴随着更长的等待时间。最后,我们讨论了我们的结果对扫描检测的影响,这表明有限的分散减轻了涉及隐性和显性等位基因的扫描的遗传特征之间的预期差异。
    The rate at which beneficial alleles fix in a population depends on the probability of and time to fixation of such alleles. Both of these quantities can be significantly impacted by population subdivision and limited gene flow. Here, we investigate how limited dispersal influences the rate of fixation of beneficial de novo mutations, as well as fixation time from standing genetic variation. We investigate this for a population structured according to the island model of dispersal allowing us to use the diffusion approximation, which we complement with simulations. We find that fixation may take on average fewer generations under limited dispersal than under panmixia when selection is moderate. This is especially the case if adaptation occurs from de novo recessive mutations, and dispersal is not too limited (such that approximately FST<0.2). The reason is that mildly limited dispersal leads to only a moderate increase in effective population size (which slows down fixation), but is sufficient to cause a relative excess of homozygosity due to inbreeding, thereby exposing rare recessive alleles to selection (which accelerates fixation). We also explore the effect of metapopulation dynamics through local extinction followed by recolonization, finding that such dynamics always accelerate fixation from standing genetic variation, while de novo mutations show faster fixation interspersed with longer waiting times. Finally, we discuss the implications of our results for the detection of sweeps, suggesting that limited dispersal mitigates the expected differences between the genetic signatures of sweeps involving recessive and dominant alleles.
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  • 文章类型: Journal Article
    粗皮鱼(Trachidemusfasciatus)是中国濒临灭绝的鱼类。近年来,人工育种技术取得了重大进展,通过增强计划和释放青少年,粗皮独石的种群已经在自然环境中恢复。然而,释放的粗皮sculpin对野生种群的遗传结构和多样性的影响尚不清楚。基于不同类型和数量的分子标记的遗传多样性分析研究得出的结果不一致。在这项研究中,通过对两个养殖种群和一个野生种群的全基因组重测序,我们获得了2,610,157个高质量SNP和494,698个InDels。与野生种群相比,两个养殖种群均显示出一致的基因组多态性水平,并且连锁程度略有增加。两个养殖种群的种群结构与野生种群的种群结构不同,但遗传分化程度较低(总体平均Fst=0.015)。选择性扫描分析表明,在两个养殖种群中选择了523,529个基因,和KEGG富集分析表明,所选基因与氨基酸代谢有关,这可能是由人工喂养引起的。这项研究的发现为现有的基因组资源提供了有价值的补充,以帮助保护粗皮独石种群。
    The roughskin sculpin (Trachidermus fasciatus) is an endangered fish species in China. In recent years, artificial breeding technology has made significant progress, and the population of roughskin sculpin has recovered in the natural environment through enhancement programs and the release of juveniles. However, the effects of released roughskin sculpin on the genetic structure and diversity of wild populations remain unclear. Studies on genetic diversity analysis based on different types and numbers of molecular markers have yielded inconsistent results. In this study, we obtained 2,610,157 high-quality SNPs and 494,698 InDels through whole-genome resequencing of two farmed populations and one wild population. Both farmed populations showed consistent levels of genomic polymorphism and a slight increase in linkage compared with wild populations. The population structure of the two farmed populations was distinct from that of the wild population, but the degree of genetic differentiation was low (overall average Fst = 0.015). Selective sweep analysis showed that 523,529 genes were selected in the two farmed populations, and KEGG enrichment analysis showed that the selected genes were related to amino acid metabolism, which might be caused by artificial feeding. The findings of this study provide valuable additions to the existing genomic resources to help conserve roughskin sculpin populations.
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  • 文章类型: Journal Article
    从群体基因组数据中检测选择性扫描通常依赖于以下前提:所讨论的有益突变在采样时间附近已经固定。正如前面已经表明的那样,检测选择性扫描的能力强烈依赖于自固定以来的时间以及选择的强度。情况自然是如此强烈,最近的扫荡留下了最强烈的签名。然而,生物学现实是有益的突变以一定的速度进入人群,部分确定扫描事件之间的平均等待时间,从而确定其年龄分布。因此,一个重要的问题仍然是关于检测复发性选择性扫描的能力,当它们通过现实的突变率建模并作为健身效应(DFE)的现实分布的一部分时,而不是单身,最近,在纯中性背景上的孤立事件,这是更常见的建模方法。在这里,我们使用时间前向模拟来研究常用扫描统计信息的性能,在包含净化和背景选择的更现实的进化基线模型的背景下,人口规模变化,突变和重组率异质性。结果表明这些过程的重要相互作用,在解释选择扫描时需要谨慎;特别是,在大部分评估的参数空间中,假阳性率超过真阳性率,和选择性扫描通常是不可检测的,除非选择的强度是非常强的。
    The detection of selective sweeps from population genomic data often relies on the premise that the beneficial mutations in question have fixed very near the sampling time. As it has been previously shown that the power to detect a selective sweep is strongly dependent on the time since fixation as well as the strength of selection, it is naturally the case that strong, recent sweeps leave the strongest signatures. However, the biological reality is that beneficial mutations enter populations at a rate, one that partially determines the mean wait time between sweep events and hence their age distribution. An important question thus remains about the power to detect recurrent selective sweeps when they are modeled by a realistic mutation rate and as part of a realistic distribution of fitness effects, as opposed to a single, recent, isolated event on a purely neutral background as is more commonly modeled. Here we use forward-in-time simulations to study the performance of commonly used sweep statistics, within the context of more realistic evolutionary baseline models incorporating purifying and background selection, population size change, and mutation and recombination rate heterogeneity. Results demonstrate the important interplay of these processes, necessitating caution when interpreting selection scans; specifically, false-positive rates are in excess of true-positive across much of the evaluated parameter space, and selective sweeps are often undetectable unless the strength of selection is exceptionally strong.
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  • 文章类型: Journal Article
    了解进化过程如何塑造遗传变异并影响物种对环境变化的反应对于生物多样性保护和分子育种至关重要。Gymnocyprisprzewalskiiprzewalskii是唯一一种居住在青藏高原青海湖微咸水中的鲤鱼。揭示其适应高盐度和碱度的遗传基础,在G.p.przewalskii及其淡水亲戚Gynocypriseckloni和Gymnocyprisprzewalskiiganzihonensis中进行了全基因组测序。与淡水物种相比,在G.p.przewalskii中观察到较低的遗传多样性和较高的连锁不平衡。选择性扫描分析鉴定了424个富含转运活性的核心选择性基因。转染分析表明,盐处理后,阳性选择基因水通道蛋白3(AQP3)的遗传变化提高了细胞活力,表明它参与了微咸水的适应。我们的分析表明离子和水转运蛋白基因经历了密集的选择,这可能有助于保持G.p.przewalskii的高渗透压和离子含量。目前的研究确定了参与鱼适应微咸水的关键分子,为耐盐鱼类的分子育种提供了宝贵的基因组资源。
    Understanding how evolutionary processes shape the genetic variations and influence the response of species to environmental alterations is critical for biodiversity conservation and molecular breeding. Gymnocypris przewalskii przewalskii is the only known cyprinid fish that dwells in the brackish water of Lake Qinghai on the Qinghai-Tibetan Plateau. To reveal the genetic basis of its adaptation to high salinity and alkalinity, whole-genome sequencing was performed in G. p. przewalskii and its freshwater relatives Gymnocypris eckloni and Gymnocypris przewalskii ganzihonensis. Compared with freshwater species, lower genetic diversity and higher linkage disequilibrium were observed in G. p. przewalskii. Selective sweep analysis identified 424 core-selective genes enriched in transport activities. Transfection analysis showed that genetic changes in the positively selected gene aquaporin 3 (AQP3) improved cell viability after salt treatment, suggesting its involvement in brackish water adaptation. Our analysis indicates that ion and water transporter genes experienced intensive selection, which might have contributed to the maintenance of high osmolality and ion content in G. p. przewalskii. The current study identified key molecules involved in the adaptation of fish to brackish water, providing valuable genomic resources for the molecular breeding of salt-tolerant fish.
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