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Convergent Degenerated Regulatory Elements Associated with Limb Loss in Limbless Amphibians and Reptiles. 与无肢两栖类和爬行类动物肢体缺失有关的趋同退化调控元件。
IF 11 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-01 DOI: 10.1093/molbev/msae239
Chenglong Zhu, Shengyou Li, Daizhen Zhang, Jinjin Zhang, Gang Wang, Botong Zhou, Jiangmin Zheng, Wenjie Xu, Zhengfei Wang, Xueli Gao, Qiuning Liu, Tingfeng Xue, Huabin Zhang, Chunhui Li, Baoming Ge, Yuxuan Liu, Qiang Qiu, Huixian Zhang, Jinghui Huang, Boping Tang, Kun Wang

Limbs are a defining characteristic of tetrapods, yet numerous taxa, primarily among amphibians and reptiles, have independently lost limbs as an adaptation to new ecological niches. To elucidate the genetic factors contributing to this convergent limb loss, we present a 12 Gb chromosome-level assembly of the Banna caecilian (Ichthyophis bannanicus), a limbless amphibian. Our comparative analysis, which includes the reconstruction of amphibian karyotype evolution, reveals constrained gene length evolution in a subset of developmental genes across 3 large genomes. Investigation of limb development genes uncovered the loss of Grem1 in caecilians and Tulp3 in snakes. Interestingly, caecilians and snakes share a significantly larger number of convergent degenerated conserved noncoding elements than limbless lizards, which have a shorter evolutionary history of limb loss. These convergent degenerated conserved noncoding elements overlap significantly with active genomic regions during mouse limb development and are conserved in limbed species, suggesting their essential role in limb patterning in the tetrapod common ancestor. While most convergent degenerated conserved noncoding elements emerged in the jawed vertebrate ancestor, coinciding with the origin of paired appendage, more recent degenerated conserved noncoding elements also contribute to limb development, as demonstrated through functional experiments. Our study provides novel insights into the regulatory elements associated with limb development and loss, offering an evolutionary perspective on the genetic basis of morphological specialization.

肢体是四足动物的一个显著特征,然而许多类群,主要是两栖类和爬行类中的类群,为了适应新的生态位,都独立地失去了肢体。为了阐明导致这种趋同性肢体丧失的遗传因素,我们展示了一种无肢两栖动物--Banna caecilian(Ichthyophis bannanicus)的 12 Gb 染色体组。我们的比较分析包括两栖动物核型进化的重建,揭示了三个大型基因组中发育基因子集受限的基因长度进化。对肢体发育基因的研究发现,在无尾两栖动物中Grem1基因缺失,在蛇类中Tulp3基因缺失。有趣的是,与肢体缺失进化史较短的无肢蜥蜴相比,凯西利亚人和蛇类共享的趋同退化保守非编码元件(dCNEs)数量要多得多。这些收敛的dCNEs与小鼠肢体发育过程中的活跃基因组区域有明显重叠,并且在有肢物种中是保守的,这表明它们在四足动物共同祖先的肢体模式化过程中发挥着重要作用。虽然大多数会聚dCNE出现于有颌脊椎动物的祖先,与成对附肢的起源相吻合,但正如功能实验所证明的那样,较新的dCNE也有助于肢体的发育。我们的研究为了解与肢体发育和缺失相关的调控元件提供了新的视角,为形态特化的遗传基础提供了一个进化的视角。
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引用次数: 0
Ancient Secretory Pathways Contributed to the Evolutionary Origin of an Ecologically Impactful Bioluminescence System. 古老的分泌途径促成了具有生态影响的生物发光系统的进化起源。
IF 11 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-01 DOI: 10.1093/molbev/msae216
Lisa Y Mesrop, Geetanjali Minsky, Michael S Drummond, Jessica A Goodheart, Stephen R Proulx, Todd H Oakley

Evolutionary innovations in chemical secretion-such as the production of secondary metabolites, pheromones, and toxins-profoundly impact ecological interactions across a broad diversity of life. These secretory innovations may involve a "legacy-plus-innovation" mode of evolution, whereby new biochemical pathways are integrated with conserved secretory processes to create novel products. Among secretory innovations, bioluminescence is important because it evolved convergently many times to influence predator-prey interactions, while often producing courtship signals linked to increased rates of speciation. However, whether or not deeply conserved secretory genes are used in secretory bioluminescence remains unexplored. Here, we show that in the ostracod Vargula tsujii, the evolutionary novel c-luciferase gene is co-expressed with many conserved genes, including those related to toxin production and high-output protein secretion. Our results demonstrate that the legacy-plus-innovation mode of secretory evolution, previously applied to sensory modalities of olfaction, gustation, and nociception, also encompasses light-producing signals generated by bioluminescent secretions. This extension broadens the paradigm of secretory diversification to include not only chemical signals but also bioluminescent light as an important medium of ecological interaction and evolutionary innovation.

化学分泌方面的进化创新--如次级代谢物、信息素和毒素的产生--深刻地影响着多种多样生命的生态互动。这些分泌创新可能涉及一种 "传承加创新 "的进化模式,即新的生化途径与保守的分泌过程相结合,创造出新的产品。在分泌创新中,生物发光非常重要,因为它经过多次趋同进化,影响了捕食者与被捕食者之间的相互作用,同时还经常产生与提高物种分化率有关的求偶信号。然而,深度保守的分泌基因是否用于分泌性生物发光仍未得到研究。在这里,我们发现在栉水母(Vargula tsujii)中,进化而来的新型 c-luciferase 基因与许多保守基因共同表达,包括与毒素产生和高产出蛋白质分泌相关的基因。我们的研究结果表明,以前应用于嗅觉、味觉和痛觉等感官模式的分泌进化的传承加创新模式也包括生物发光分泌物产生的光信号。这一扩展拓宽了分泌物多样化的范式,不仅包括化学信号,还包括作为生态互动和进化创新重要媒介的生物发光。
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引用次数: 0
Genetic and Developmental Divergence in the Neural Crest Program between Cichlid Fish Species. 慈鲷物种间神经嵴程序的遗传和发育差异。
IF 11 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-01 DOI: 10.1093/molbev/msae217
Aleksandra Marconi, Grégoire Vernaz, Achira Karunaratna, Maxon J Ngochera, Richard Durbin, M Emília Santos

Neural crest (NC) is a vertebrate-specific embryonic progenitor cell population at the basis of important vertebrate features such as the craniofacial skeleton and pigmentation patterns. Despite the wide-ranging variation of NC-derived traits across vertebrates, the contribution of NC to species diversification remains underexplored. Here, leveraging the adaptive diversity of African Great Lakes' cichlid species, we combined comparative transcriptomics and population genomics to investigate the evolution of the NC genetic program in the context of their morphological divergence. Our analysis revealed substantial differences in transcriptional landscapes across somitogenesis, an embryonic period coinciding with NC development and migration. This included dozens of genes with described functions in the vertebrate NC gene regulatory network, several of which showed signatures of positive selection. Among candidates showing between-species expression divergence, we focused on teleost-specific paralogs of the NC-specifier sox10 (sox10a and sox10b) as prime candidates to influence NC development. These genes, expressed in NC cells, displayed remarkable spatio-temporal variation in cichlids, suggesting their contribution to interspecific morphological differences, such as craniofacial structures and pigmentation. Finally, through CRISPR/Cas9 mutagenesis, we demonstrated the functional divergence between cichlid sox10 paralogs, with the acquisition of a novel skeletogenic function by sox10a. When compared with teleost models zebrafish and medaka, our findings reveal that sox10 duplication, although retained in most teleost lineages, had variable functional fates across their phylogeny. Altogether, our study suggests that NC-related processes-particularly those controlled by sox10s-are involved in generating morphological diversification between species and lays the groundwork for further investigations into the mechanisms underpinning vertebrate NC diversification.

神经嵴(NC)是脊椎动物特有的胚胎祖细胞群,是颅面骨骼和色素模式等脊椎动物重要特征的基础。尽管脊椎动物的NC衍生性状存在广泛差异,但NC对物种多样化的贡献仍未得到充分探索。在这里,我们利用非洲大湖慈鲷物种的适应多样性,结合比较转录组学和群体基因组学,研究了形态分化背景下NC遗传程序的进化。我们的分析揭示了体细胞发生过程中转录景观的巨大差异,体细胞发生是与数控系统发育和迁移相吻合的胚胎时期。这包括脊椎动物NC基因调控网络中数十个具有描述功能的基因,其中几个基因显示出正向选择的特征。在表现出物种间表达差异的候选基因中,我们重点研究了影响NC发育的主要候选基因--NC特异性基因sox10的远缘对映体(sox10a和sox10b)。这些在NC细胞中表达的基因在慈鲷中表现出显著的时空变异,表明它们对特异性形态差异(如颅面结构和色素沉着)做出了贡献。最后,通过CRISPR/Cas9诱变,我们证明了慈鲷sox10旁系亲属之间的功能分化,sox10a获得了新的骨骼形成功能。与远洋鱼类模型斑马鱼和青鳉相比,我们的研究结果表明,sox10复制虽然保留在大多数远洋鱼类种系中,但在其系统发育过程中具有不同的功能命运。总之,我们的研究表明,NC相关过程--尤其是由sox10s控制的过程--参与了物种间形态多样化的产生,并为进一步研究脊椎动物NC多样化的机制奠定了基础。
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引用次数: 0
The Meaning and Measure of Concordance Factors in Phylogenomics. 系统发生组学中一致性因子的意义和测量方法。
IF 11 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-01 DOI: 10.1093/molbev/msae214
Robert Lanfear, Matthew W Hahn

As phylogenomic datasets have grown in size, researchers have developed new ways to measure biological variation and to assess statistical support for specific branches. Larger datasets have more sites and loci and therefore less sampling variance. While we can more accurately measure the mean signal in these datasets, lower sampling variance is often reflected in uniformly high measures of branch support-such as the bootstrap and posterior probability-limiting their utility. Larger datasets have also revealed substantial biological variation in the topologies found across individual loci, such that the single species tree inferred by most phylogenetic methods represents a limited summary of the data for many purposes. In contrast to measures of statistical support, the degree of underlying topological variation among loci should be approximately constant regardless of the size of the dataset. "Concordance factors" (CFs) and similar statistics have therefore become increasingly important tools in phylogenetics. In this review, we explain why CFs should be thought of as descriptors of topological variation rather than as measures of statistical support, and argue that they provide important information about the predictive power of the species tree not contained in measures of support. We review a growing suite of statistics for measuring concordance, compare them in a common framework that reveals their interrelationships, and demonstrate how to calculate them using an example from birds. We also discuss how measures of topological variation might change in the future as we move beyond estimating a single "tree of life" toward estimating the myriad evolutionary histories underlying genomic variation.

随着系统发生组数据集规模的不断扩大,研究人员开发出了衡量生物变异和评估特定分支统计支持度的新方法。较大的数据集拥有更多的位点和位点,因此取样方差较小。虽然我们可以更准确地测量这些数据集中的平均信号,但较低的取样方差往往反映在较高的分支支持度量上,如自举法(bootstrap)和后验概率(posterior probability),从而限制了它们的效用。较大的数据集也揭示了单个位点拓扑结构的巨大生物差异,因此大多数系统发育方法推断出的单一物种树在很多情况下只能代表数据的有限总结。与统计支持度相比,无论数据集的大小如何,基因位点间基本拓扑结构的变化程度应大致恒定。因此,"一致性因子 "和类似的统计量已成为系统发生学中越来越重要的工具。在这篇综述中,我们解释了为什么应将协整因子视为拓扑变异的描述符而不是统计支持度量,并认为协整因子提供了支持度量中未包含的有关物种树预测能力的重要信息。我们回顾了越来越多的测量一致性的统计方法,在一个共同的框架内对它们进行了比较,揭示了它们之间的相互关系,并以鸟类为例演示了如何计算它们。我们还讨论了拓扑变异的测量方法在未来可能发生的变化,因为我们已经从估算单一的 "生命之树 "转向估算基因组变异背后的无数进化历史。
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引用次数: 0
Correction to: Insertions and Deletions: Computational Methods, Evolutionary Dynamics, and Biological Applications. 更正:插入和删除:计算方法、进化动力学和生物应用》。
IF 11 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-01 DOI: 10.1093/molbev/msae230
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引用次数: 0
The Bayesian Phylogenetic Bootstrap and its Application to Short Trees and Branches. 贝叶斯系统发育引导法,短树和分支的应用。
IF 11 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-01 DOI: 10.1093/molbev/msae238
Frédéric Lemoine, Olivier Gascuel

Felsenstein's bootstrap is the most commonly used method to measure branch support in phylogenetics. Current sequencing technologies can result in massive sampling of taxa (e.g. SARS-CoV-2). In this case, the sequences are very similar, the trees are short, and the branches correspond to a small number of mutations (possibly 0). Nevertheless, these trees contain a strong signal, with unresolved parts but a low rate of false branches. With such data, Felsenstein's bootstrap is not satisfactory. Due to the frequentist nature of bootstrap sampling, the expected support of a branch corresponding to a single mutation is ∼63%, even though it is highly likely to be correct. Here, we propose a Bayesian version of the phylogenetic bootstrap in which sites are assigned uninformative prior probabilities. The branch support can then be interpreted as a posterior probability. We do not view the alignment as a small subsample of a large sample of sites, but rather as containing all available information (e.g. as with complete viral genomes, which are becoming routine). We give formulas for expected supports under the assumption of perfect phylogeny, in both the frequentist and Bayesian frameworks, where a branch corresponding to a single mutation now has an expected support of ∼90%. Simulations show that these theoretical results are robust to realistic data. Analyses on low-homoplasy viral and nonviral datasets show that Bayesian bootstrap support is easier to interpret, with high supports for branches very likely to be correct. As homoplasy increases, the two supports become closer and strongly correlated.

费尔森斯泰因引导法(Felsenstein's bootstrap)是系统发生学中测量分支支持率最常用的方法。目前的测序技术可以对分类群进行大量采样(如 SARS-CoV-2)。在这种情况下,序列非常相似,树很短,分支对应的突变数量很少(可能为 0)。然而,这些树含有强烈的信号,有未解决的部分,但错误分支率很低。对于这样的数据,费尔森斯坦的引导法并不令人满意。由于自举取样的频繁性,与单个突变相对应的分支的预期支持率为 63%,尽管它很可能是正确的。在这里,我们提出了贝叶斯版本的系统发育自举法,其中的位点被赋予了无信息的先验概率。分支支持率可以解释为后验概率。我们不把比对看作是大量位点样本中的一个小的子样本,而是把它看作包含了所有可用信息(例如,完整的病毒基因组,这已成为常规)。我们给出了完美系统发育假设下的预期支持率公式,在频数主义和贝叶斯框架下,对应于单个突变的分支现在的预期支持率为 ∼90%。模拟结果表明,这些理论结果对现实数据是可靠的。对低同源性病毒和非病毒数据集的分析表明,贝叶斯引导支持率更容易解释,高支持率的分支很可能是正确的。随着同源性的增加,这两种支持率变得更加接近,并具有很强的相关性。
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引用次数: 0
Five-leaf Generalizations of the D-statistic Reveal the Directionality of Admixture. D 统计量的五叶概括揭示了掺杂的方向性。
IF 11 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-01 DOI: 10.1093/molbev/msae198
Kalle Leppälä, Flavio Augusto da Silva Coelho, Michaela Richter, Victor A Albert, Charlotte Lindqvist

Over the past 15 years, the D-statistic, a four-taxon test for organismal admixture (hybridization, or introgression) which incorporates single nucleotide polymorphism data with allelic patterns ABBA and BABA, has seen considerable use. This statistic seeks to discern significant deviation from either a given species tree assumption, or from the balanced incomplete lineage sorting that could otherwise defy this species tree. However, while the D-statistic can successfully discriminate admixture from incomplete lineage sorting, it is not a simple matter to determine the directionality of admixture using only four-leaf tree models. As such, methods have been developed that use five leaves to evaluate admixture. Among these, the DFOIL method ("FOIL", a mnemonic for "First-Outer-Inner-Last"), which tests allelic patterns on the "symmetric" tree S=(((1,2),(3,4)),5), succeeds in finding admixture direction for many five-taxon examples. However, DFOIL does not make full use of all symmetry, nor can DFOIL function properly when ancient samples are included because of the reliance on singleton patterns (such as BAAAA and ABAAA). Here, we take inspiration from DFOIL to develop a new and completely general family of five-leaf admixture tests, dubbed Δ-statistics, that can either incorporate or exclude the singleton allelic patterns depending on individual taxon and age sampling choices. We describe two new shapes that are also fully testable, namely the "asymmetric" tree A=((((1,2),3),4),5) and the "quasisymmetric" tree Q=(((1,2),3),(4,5)), which can considerably supplement the "symmetric" S=(((1,2),(3,4)),5) model used by DFOIL. We demonstrate the consistency of Δ-statistics under various simulated scenarios, and provide empirical examples using data from black, brown and polar bears, the latter also including two ancient polar bear samples from previous studies. Recently, DFOIL and one of these ancient samples was used to argue for a dominant polar bear → brown bear introgression direction. However, we find, using both this ancient polar bear and our own, that by far the strongest signal using both DFOIL and Δ-statistics on tree S is actually bidirectional gene flow of indistinguishable direction. Further experiments on trees A and Q instead highlight what were likely two phases of admixture: one with stronger brown bear → polar bear introgression in ancient times, and a more recent phase with predominant polar bear → brown bear directionality.

在过去的 15 年中,D 统计量(D-statistic)得到了广泛应用,它是一种生物混杂(杂交或引入)的四种群检验方法,结合了等位基因模式 ABBA 和 BABA 的单核苷酸多态性数据。该统计量旨在发现明显偏离特定物种树假设的情况,或偏离平衡的不完整世系分类的情况,否则可能会违背该物种树。然而,虽然 D 统计量可以成功地从不连贯世系排序中分辨出掺杂,但仅用四叶树模型来确定掺杂的方向性并不简单。因此,人们开发了使用五叶树来评估掺杂的方法。其中,在 "对称 "树 S =(((1,2),(3,4)),5)上测试等位基因模式的 DFOIL 方法成功地找到了许多 5 个物种实例的混杂方向。然而,DFOIL 并没有充分利用所有的对称性,而且由于依赖单子模式(如 BAAAA 和 ABAAA),当包含古代样本时,DFOIL 也无法正常工作。在此,我们从 DFOIL 中汲取灵感,开发了一个全新的、完全通用的五叶混杂检验系列,称为 Δ-统计量,它可以根据单个分类群和年龄取样的选择,纳入或排除单子等位基因模式。我们描述了两种也可完全检验的新形状,即 "非对称 "树 A = ((((1,2),3),4),5)和 "准对称 "树 Q = (((1,2),3),(4,5)) ,它们可以大大补充 DFOIL 使用的 "对称 "树 S = (((1,2),(3,4)),5) 模型。我们利用黑熊、棕熊和北极熊的数据证明了Δ统计量在各种模拟情况下的一致性,并提供了经验实例,后者还包括先前研究中的两个古老北极熊样本。最近,DFOIL 和其中一个古老样本被用来论证北极熊→棕熊的主导性引种方向。然而,我们利用这只远古北极熊和我们自己的北极熊样本发现,到目前为止,在树 S 上使用 DFOIL 和 Δ 统计的最强信号实际上是无法区分方向的双向基因流动。在树 A 和树 Q 上的进一步实验反而凸显了可能存在的两个混杂阶段:一个是远古时期较强的棕熊→北极熊引入,另一个是较近的北极熊→棕熊方向性占主导地位的阶段。代码和文档见 https://github.com/KalleLeppala/Delta-statistics。
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引用次数: 0
Recent and Recurrent Autopolyploidization Fueled Diversification of Snow Carp on the Tibetan Plateau. 近期反复出现的自多倍体化推动了青藏高原雪鲤鱼的多样化。
IF 11 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-01 DOI: 10.1093/molbev/msae221
Xinxin Li, Min Wang, Ming Zou, Xiaotong Guan, Shaohua Xu, Weitao Chen, Chongnv Wang, Yiyu Chen, Shunping He, Baocheng Guo

Whole-genome duplication (WGD), or polyploidization, is a major contributor to biodiversity. However, the establishment and survival of WGDs are often considered to be stochastic, since elucidating the processes of WGD establishment remains challenging. In the current study, we explored the processes leading to polyploidy establishment in snow carp (Cyprinidae: Schizothoracinae), a predominant component of the ichthyofauna of the Tibetan Plateau and its surrounding areas. Using large-scale genomic data from isoform sequencing, we analyzed ohnolog genealogies and divergence in hundreds to thousands of gene families across major snow carp lineages. Our findings demonstrated that independent autopolyploidization subsequent to speciation was prevalent, while autopolyploidization followed by speciation also occurred in the diversification of snow carp. This was further supported by matrilineal divergence and drainage evolution evidence. Contrary to the long-standing hypothesis that ancient polyploidization preceded the diversification of snow carp, we determined that polyploidy in extant snow carp was established by recurrent autopolyploidization events during the Pleistocene. These findings indicate that the diversification of extant snow carp resembles a coordinated duet: first, the uplift of the Tibetan Plateau orchestrated the biogeography and diversification of their diploid progenitors; then, the extensive Pliocene-Pleistocene climate changes acted as relay runners, further fueling diversification through recurrent autopolyploidization. Overall, this study not only reveals a hitherto unrecognized recent WGD lineage in vertebrates but also advances current understanding of WGD processes, emphasizing that WGD establishment is a nonstochastic event, emerging from numerous adaptations to environmental challenges and recurring throughout evolutionary history rather than merely in plants.

全基因组复制(WGD)或多倍体化是生物多样性的一个重要因素。然而,WGD的建立和存活通常被认为是随机的,因为阐明WGD的建立过程仍然具有挑战性。在本研究中,我们探讨了青藏高原及其周边地区鱼类的主要组成部分--雪鲤鱼(鲤科:Schizothoracinae)的多倍体建立过程。利用同工酶测序获得的大规模基因组数据,我们分析了雪鲤主要品系中数百至数千个基因家族的ohnolog谱系和分化情况。我们的研究结果表明,在雪鲤鱼的多样化过程中,物种分化后的独立自多倍体化现象十分普遍,而物种分化后的自多倍体化现象也时有发生。母系分化和排水进化证据进一步证实了这一点。与长期以来认为古代多倍体化先于雪鲤鱼多样化的假说相反,我们确定现生雪鲤鱼的多倍体化是通过更新世期间反复发生的自多倍体化事件建立起来的。这些研究结果表明,现生雪鲤的多样化类似于一场协调的二重奏:首先,青藏高原的隆起协调了其二倍体祖先的生物地理学和多样化;然后,上新世-更新世的广泛气候变化充当了接力跑者,通过反复的自多倍体化进一步推动了多样化。总之,这项研究不仅揭示了脊椎动物中迄今为止尚未被认识到的最近的WGD世系,而且还推进了目前对WGD过程的认识,强调了WGD的建立是一个非随机事件,它产生于对环境挑战的众多适应,并在整个进化史中反复出现,而不仅仅是在植物中。
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引用次数: 0
SMBE Secretary's Report. SMBE 秘书报告。
IF 11 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-01 DOI: 10.1093/molbev/msae227
Emmanuelle Lerat
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引用次数: 0
Tree Sequences as a General-Purpose Tool for Population Genetic Inference. 树序列作为群体遗传推断的通用工具。
IF 11 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-01 DOI: 10.1093/molbev/msae223
Logan S Whitehouse, Dylan D Ray, Daniel R Schrider

As population genetic data increase in size, new methods have been developed to store genetic information in efficient ways, such as tree sequences. These data structures are computationally and storage efficient but are not interchangeable with existing data structures used for many population genetic inference methodologies such as the use of convolutional neural networks applied to population genetic alignments. To better utilize these new data structures, we propose and implement a graph convolutional network to directly learn from tree sequence topology and node data, allowing for the use of neural network applications without an intermediate step of converting tree sequences to population genetic alignment format. We then compare our approach to standard convolutional neural network approaches on a set of previously defined benchmarking tasks including recombination rate estimation, positive selection detection, introgression detection, and demographic model parameter inference. We show that tree sequences can be directly learned from using a graph convolutional network approach and can be used to perform well on these common population genetic inference tasks with accuracies roughly matching or even exceeding that of a convolutional neural network-based method. As tree sequences become more widely used in population genetic research, we foresee developments and optimizations of this work to provide a foundation for population genetic inference moving forward.

随着群体遗传学数据规模的扩大,人们开发出了新的方法,以树状序列等高效方式存储遗传信息。这些数据结构具有计算和存储效率高的特点,但无法与许多群体遗传推断方法(如使用卷积神经网络(CNN)进行群体遗传排列)中使用的现有数据结构互换。为了更好地利用这些新的数据结构,我们提出并实现了图卷积网络(GCN),直接从树序列拓扑和节点数据中学习,这样就可以使用神经网络应用,而无需将树序列转换为群体遗传排列格式的中间步骤。然后,我们将我们的方法与标准 CNN 方法在一组先前定义的基准任务上进行了比较,这些基准任务包括重组率估计、正向选择检测、引入检测和人口模型参数推断。我们的研究表明,树序列可以直接从 GCN 方法中学习,并能在这些常见的种群遗传学推断任务中表现出色,其精确度与基于 CNN 的方法基本相当,甚至超过 CNN 方法。随着树序列在群体遗传学研究中的应用越来越广泛,我们预计这项工作将得到发展和优化,为今后的群体遗传学推断奠定基础。
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引用次数: 0
期刊
Molecular biology and evolution
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