covariation

协变
  • 文章类型: Journal Article
    植物化学表型的多样化通常与空间和时间可变的植物-昆虫相互作用相关。花香通常被认为是传粉媒介选择的目标,而叶面化合物被认为是拮抗剂介导的选择的目标。然而,花卉和植物性植物化学物质可以通过生物合成方式连接,因此可以进化为整合的表型。利用一个由28个多年生草本植物拟南芥(十字花科)种群组成的共同花园,我们调查了花香化合物和叶面防御化合物(挥发性化合物和组织结合的芥子油苷)内部和之间的整合。在花香挥发物中,叶面挥发性化合物,和芥子油苷,植物化学物质通常呈正相关,并且这些组内的相关性强于它们之间。因此,我们没有发现化合物组之间整合的证据表明这些化合物可以自由独立进化.相对于自我相容的群体,自我不相容的群体经历了花香化合物之间更强的相关性,花香和叶面挥发物之间的整合趋势降低。我们的研究是对多重整合的罕见测试,生理相关的植物性状,每个都是昆虫介导的选择的潜在目标。我们的结果表明,独立的进化力很可能使植物化学的不同轴多样化,而没有重大限制。
    Diversification of plant chemical phenotypes is typically associated with spatially and temporally variable plant-insect interactions. Floral scent is often assumed to be the target of pollinator-mediated selection, whereas foliar compounds are considered targets of antagonist-mediated selection. However, floral and vegetative phytochemicals can be biosynthetically linked and may thus evolve as integrated phenotypes. Utilizing a common garden of 28 populations of the perennial herb Arabis alpina (Brassicaceae), we investigated integration within and among floral scent compounds and foliar defense compounds (both volatile compounds and tissue-bound glucosinolates). Within floral scent volatiles, foliar volatile compounds, and glucosinolates, phytochemicals were often positively correlated, and correlations were stronger within these groups than between them. Thus, we found no evidence of integration between compound groups indicating that these are free to evolve independently. Relative to self-compatible populations, self-incompatible populations experienced stronger correlations between floral scent compounds, and a trend toward lower integration between floral scent and foliar volatiles. Our study serves as a rare test of integration of multiple, physiologically related plant traits that each are potential targets of insect-mediated selection. Our results suggest that independent evolutionary forces are likely to diversify different axes of plant chemistry without major constraints.
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  • 文章类型: Journal Article
    类人猿谱系的进化特征是普遍的同质性,特别是在脊柱等区域,在身体支撑和运动中起着核心作用。对于大多数化石类人猿类群来说,很少有孤立的和较少的相关椎骨是已知的,但确定的标本表明,在形式和数量方面都可能具有很高的收敛性。因此,同质化使确定人类最后一个共同祖先的解剖结构和其他类群的尝试变得复杂。阐明同质作用的一种方法是通过表型整合研究约束,评估性状之间的共变,塑造进化路径,它本身随着选择而演变。我们评估了跨轴的表型整合和进化能力(宫颈,胸廓,腰椎,macaques骨)脊柱(n=96),长臂猿(n=77),黑猩猩(n=92),和现代人(n=151)。我们发现了一个中颈簇,可能在类人猿中颅骨移位,在黑猩猩中最明显的持续性胸簇,以及在长臂猿中扩张的腰骶丛。我们的结果强调了脊柱的高度保守性。分类群似乎利用现有的整合模式和本体遗传过程来转移,展开,或减少集群边界。Gibbons似乎是我们样本中衍生最多的分类群,可能是对他们高度专业化运动的回应。
    The evolution of the hominoid lineage is characterized by pervasive homoplasy, notably in regions such as the vertebral column, which plays a central role in body support and locomotion. Few isolated and fewer associated vertebrae are known for most fossil hominoid taxa, but identified specimens indicate potentially high levels of convergence in terms of both form and number. Homoplasy thus complicates attempts to identify the anatomy of the last common ancestor of hominins and other taxa and stymies reconstructions of evolutionary scenarios. One way to clarify the role of homoplasy is by investigating constraints via phenotypic integration, which assesses covariation among traits, shapes evolutionary pathways, and itself evolves in response to selection. We assessed phenotypic integration and evolvability across the subaxial (cervical, thoracic, lumbar, sacral) vertebral column of macaques (n = 96), gibbons (n = 77), chimpanzees (n = 92), and modern humans (n = 151). We found a mid-cervical cluster that may have shifted cranially in hominoids, a persistent thoracic cluster that is most marked in chimpanzees, and an expanded lumbosacral cluster in hominoids that is most expanded in gibbons. Our results highlight the highly conserved nature of the vertebral column. Taxa appear to exploit existing patterns of integration and ontogenetic processes to shift, expand, or reduce cluster boundaries. Gibbons appear to be the most highly derived taxon in our sample, possibly in response to their highly specialized locomotion.
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  • 文章类型: Journal Article
    背景:可变剪接(AS)是遗传调控的主要模式,也是产生结构和功能上不同的mRNA和蛋白质变体的最广泛使用的机制之一。AS的失调可能导致异常的转录和蛋白质产物,导致人类疾病的出现。尽管被认为对调节基因表达很重要,全基因组AS失调,潜在机制,与膝骨关节炎(OA)的临床相关性仍未阐明。因此,在这项研究中,我们阐明并验证了OA进展过程中的AS事件及其调控机制.
    结果:在这项研究中,我们确定了人类OA和健康半月板样本之间的差异表达基因。其中,OA相关基因主要富集在细胞外基质组织和骨化等生物学途径中.发现主要的OA相关的调节AS(RAS)事件与OA发展过程中的细胞凋亡有关。凋亡相关基因BCL2L13,XAF1和NF2的表达在OA和健康半月板样品之间显着不同。RNA结合蛋白(RBP)和RAS基因的共变网络的构建表明,差异表达的RBP基因LAMA2和CUL4B可能会调节凋亡基因XAF1和BCL2L13在OA进展过程中发生AS事件。最后,RT-qPCR显示,OA半月板样品中的CUL4B表达显着高于正常对照,并且对照和OA样品中XAF1的AS比率显着不同;这些发现与其预期的表达和调控关系一致。
    结论:差异表达的RBPs可能在膝关节OA进展过程中调控凋亡基因的AS。XAF1及其调节器,CUL4B,可能作为这种疾病的新型生物标志物和潜在治疗靶点。
    BACKGROUND: Alternative splicing (AS) is a principal mode of genetic regulation and one of the most widely used mechanisms to generate structurally and functionally distinct mRNA and protein variants. Dysregulation of AS may result in aberrant transcription and protein products, leading to the emergence of human diseases. Although considered important for regulating gene expression, genome-wide AS dysregulation, underlying mechanisms, and clinical relevance in knee osteoarthritis (OA) remain unelucidated. Therefore, in this study, we elucidated and validated AS events and their regulatory mechanisms during OA progression.
    RESULTS: In this study, we identified differentially expressed genes between human OA and healthy meniscus samples. Among them, the OA-associated genes were primarily enriched in biological pathways such as extracellular matrix organization and ossification. The predominant OA-associated regulated AS (RAS) events were found to be involved in apoptosis during OA development. The expression of the apoptosis-related gene BCL2L13, XAF1, and NF2 were significantly different between OA and healthy meniscus samples. The construction of a covariation network of RNA-binding proteins (RBPs) and RAS genes revealed that differentially expressed RBP genes LAMA2 and CUL4B may regulate the apoptotic genes XAF1 and BCL2L13 to undergo AS events during OA progression. Finally, RT-qPCR revealed that CUL4B expression was significantly higher in OA meniscus samples than in normal controls and that the AS ratio of XAF1 was significantly different between control and OA samples; these findings were consistent with their expected expression and regulatory relationships.
    CONCLUSIONS: Differentially expressed RBPs may regulate the AS of apoptotic genes during knee OA progression. XAF1 and its regulator, CUL4B, may serve as novel biomarkers and potential therapeutic targets for this disease.
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  • 文章类型: Journal Article
    四足动物配对四肢和腰带的模块化组织,受Hox基因表达的影响是动物运动进化的主要驱动力之一。成对肢体的形态多样化增加与肢体间协变减少相关,而元素内的相关性通常高于元素之间的相关性。尾巴两栖动物,比如Lissotritonnewts,具有双相的生活方式,水生和陆地环境对肢体骨骼施加不同的约束。通过采用计算机显微层析成像和3D几何形态计量学的方法,我们探索了形态变异的模式,视差,六种欧亚小体new前肢近端的模块化和形态整合。尽管该物种的肢体形状显着不同,肩胛骨和肱骨的形态有很大的重叠,形态差异没有差异。对于肩胛骨,与水生期持续时间相关的形状差异在长度上,深度和曲率。肱骨的形状不受水生期长度的影响,物种之间的形状差异与身体的健壮性有关。水生期的长度具有统计上支持的系统发育信号。肩胛骨和肱骨是不同模块化的结构。对于肱骨来说,在系统发育水平上最有力的支持是头/轴假说,这也可以解释为功能模块化。对于肩胛骨,最大的支持是Lissotritonvulgaris案例中模块化的前后假设,这可以用不同的功能角色和肌肉插入模式来解释,而没有系统发育模块化。模块化模式似乎与一般的四足动物模式相对应,模块化在远端结构中更为明显。未来的研究应包括更多具有不同栖息地偏好以及成虫和幼虫阶段的salamandrid类群,为了探索大小,系统发育和生态学会影响四肢的形态和共变模式。
    The modular organization of tetrapod paired limbs and girdles, influenced by the expression of Hox genes is one of the primary driving forces of the evolution of animal locomotion. The increased morphological diversification of the paired limbs is correlated with reduced between-limb covariation, while correlation within the elements is usually higher than between the elements. The tailed amphibians, such as Lissotriton newts, have a biphasic lifestyle with aquatic and terrestrial environments imposing different constraints on limb skeleton. By employing the methods of computerized microtomography and 3D geometric morphometrics, we explored the pattern of morphological variation, disparity, modularity and morphological integration in the proximal parts of the anterior limbs of six species of Eurasian small bodied newts. Although the species significantly differ in limb shape, there is a great overlap in morphology of scapula and humerus, and there are no differences in morphological disparity. For the scapula, the shape differences related to the duration of the aquatic period are in length, depth and curvature. The shape of the humerus is not affected by the length of aquatic period, and shape differences between the species are related to robustness of the body. The length of aquatic period has statistically supported phylogenetic signal. The scapula and humerus are structures of varying modularity. For the humerus, the strongest support on the phylogenetic level was for the capitulum/shaft hypothesis, which can also be interpreted as functional modularity. For the scapula, the greatest support was for the antero-posterior hypothesis of modularity in case of Lissotriton vulgaris, which can be explained by different functional roles and muscle insertion patterns, while there was no phylogenetic modularity. The modularity patterns seem to correspond with the general tetrapod pattern, with modularity being more pronounced in the distal structure. The future research should include more salamandrid taxa with different habitat preferences and both adult and larval stages, in order to explore how size, phylogeny and ecology affect the morphology and covariation patterns of limbs.
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  • 文章类型: Journal Article
    美国太平洋牡蛎种植者关注的重要病原体是流疱疹病毒1(OsHV-1)。目前,存在对OsHV-1具有耐受性的牡蛎种群;然而,不确定它们对OsHV-1的耐受性与它们在不同环境中的生长之间是否存在权衡。为了调查任何潜在的权衡,具有不同程度的OsHV-1耐受性的太平洋牡蛎家族生长在OsHV-1特有的海湾中(TomalesBay,CA)和不存在OsHV-1的海湾(威拉帕湾,西澳)。在Tomales湾,我们发现OsHV-1耐受家庭的牡蛎比OsHV-1易感家庭的牡蛎生长更快,在威拉帕湾,在TomalesBay观察到的具有不同OsHV-1耐受性水平的牡蛎家族之间的生长没有统计学上的显着差异。这些发现表明,无论在生长环境中是否存在OsHV-1,培育对OsHV-1具有耐受性的太平洋牡蛎都不会有更长的上市时间。
    An important pathogen of concern for Pacific oyster growers in the USA is ostreid herpesvirus 1 (OsHV-1). Currently, oyster stocks exist that are tolerant to OsHV-1; however, it is uncertain if a trade-off exists between their tolerance to OsHV-1 and their growth in different environments. To investigate any potential trade-offs, Pacific oyster families with varying levels of OsHV-1 tolerance were grown in a bay where OsHV-1 is endemic (Tomales Bay, CA) and in a bay where OsHV-1 is absent (Willapa Bay, WA). In Tomales Bay, we found that oysters from OsHV-1 tolerant families grew faster than oysters from OsHV-1 susceptible families, while in Willapa Bay, no statistically significant difference in growth was found between oyster families with different levels of OsHV-1 tolerance observed in Tomales Bay. These findings indicate that Pacific oysters bred to be tolerant to OsHV-1 would not be expected to have a longer time-to-market regardless of the presence of OsHV-1 in the growing environment.
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  • 文章类型: Journal Article
    除行为类型(个体平均行为)外,行为可预测性(独立于环境的个体内部行为变异)的生物学意义最近被接受为个体行为策略的重要组成部分。然而,我们不知道行为类型和可预测性是如何演变的。这里,我们测试了不同的进化情景:(i)两个性状独立进化(缺乏相关性)和(ii)由于(ii/a)邻近约束(相关性方向相似)或(ii/b)局部适应(相关性方向可变),两个性状的进化受到约束(丰富相关性)。我们应用了一组基于44种脊椎动物和无脊椎动物物种的93种效应大小的系统发育荟萃分析,专注于活动和冒险。行为类型和可预测性之间的一般相关性不是零。相关性的效应大小显示出相当大的异质性,同时存在负相关和正相关。总的绝对(无符号)效应大小高(Zr=0.58),并且显著超过了基于随机数据的零预期。我们的结果支持适应性情景:行为类型和可预测性之间的相关性在本质上是丰富的,但是他们的方向是可变的。我们建议这些行为成分的演变可能会受到系统特定方式的限制。
    The biological significance of behavioural predictability (environment-independent within-individual behavioural variation) became accepted recently as an important part of an individual\'s behavioural strategy besides behavioural type (individual mean behaviour). However, we do not know how behavioural type and predictability evolve. Here, we tested different evolutionary scenarios: (i) the two traits evolve independently (lack of correlations) and (ii) the two traits\' evolution is constrained (abundant correlations) due to either (ii/a) proximate constraints (direction of correlations is similar) or (ii/b) local adaptations (direction of correlations is variable). We applied a set of phylogenetic meta-analyses based on 93 effect sizes across 44 vertebrate and invertebrate species, focusing on activity and risk-taking. The general correlation between behavioural type and predictability did not differ from zero. Effect sizes for correlations showed considerable heterogeneity, with both negative and positive correlations occurring. The overall absolute (unsigned) effect size was high (Zr = 0.58), and significantly exceeded the null expectation based on randomized data. Our results support the adaptive scenario: correlations between behavioural type and predictability are abundant in nature, but their direction is variable. We suggest that the evolution of these behavioural components might be constrained in a system-specific way.
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  • 文章类型: Journal Article
    面部近似(FA)提供了一种有希望的方法来生成死者的可能的面部外观。它有助于探索推动祖先人类解剖学变化的进化力量,并能引起公众的注意。尽管最近在改善FA方法的性能方面取得了进展,对面部骨骼和软组织形态学之间详细定量颅面关系的有限理解可能会阻碍其准确性,因此需要主观经验和艺术诠释。在这项研究中,我们利用几何形态计量学,基于平均面部软组织厚度深度(FSTDs)以及鼻部和口腔的硬组织和软组织之间的协变量,探索了人群之间的颅面关系.此外,我们提出了一种计算机化的方法来分配学习的颅面关系,以生成可能的智人的面部外观,减少人为干预。近似人脸与实际人脸之间的相似性比较较小(平均Procrustes距离为0.0258,平均欧几里得距离为1.79mm),并且通过人脸池测试的识别率更高(91.67%)表明平均密集的FSTD有助于提高近似人脸的准确性。偏最小二乘(PLS)分析结果表明,鼻腔和口腔硬组织分别对其软组织产生影响。然而,相对较弱的RV相关性(<0.4)和更大的近似误差表明,我们需要对来自骨结构的近似鼻部和口腔软组织形状的准确性保持谨慎.总的来说,所提出的方法可以促进颅面关系的调查,并有可能提高近似面部的可靠性,以便在法医学的许多应用中使用。考古学,和人类学。
    Facial approximation (FA) provides a promising means of generating the possible facial appearance of a deceased person. It facilitates exploration of the evolutionary forces driving anatomical changes in ancestral humans and can capture public attention. Despite the recent progress made toward improving the performance of FA methods, a limited understanding of detailed quantitative craniofacial relationships between facial bone and soft tissue morphology may hinder their accuracy, and hence subjective experience and artistic interpretation are required. In this study, we explored craniofacial relationships among human populations based upon average facial soft tissue thickness depths (FSTDs) and covariations between hard and soft tissues of the nose and mouth using geometric morphometrics. Furthermore, we proposed a computerized method to assign the learned craniofacial relationships to generate a probable facial appearance of Homo sapiens, reducing human intervention. A smaller resemblance comparison (an average Procrustes distance was 0.0258 and an average Euclidean distance was 1.79 mm) between approximated and actual faces and a greater recognition rate (91.67%) tested by a face pool indicated that average dense FSTDs contributed to raising the accuracy of approximated faces. Results of partial least squares (PLS) analysis showed that nasal and oral hard tissues have an effect on their soft tissues separately. However, relatively weaker RV correlations (<0.4) and greater approximation errors suggested that we need to be cautious about the accuracy of the approximated nose and mouth soft tissue shapes from bony structures. Overall, the proposed method can facilitate investigations of craniofacial relationships and potentially improve the reliability of the approximated faces for use in numerous applications in forensic science, archaeology, and anthropology.
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  • 文章类型: Journal Article
    头部区域的空间生长限制可能导致形态变异的协调模式,随着组织竞争空间,该形态变异会对遗传定义的表型进行多效修饰。在这里,我们测试恒河猴(Macacamulatta)出生后个体发育过程中的此类建筑修改。我们从出生后13到1090天的153个MRI数据集中捕获了颅骨和大脑的形状,并测试了与相对大脑测量值的共变模式,眼球,和咬肌大小以及call束长度。我们发现,婴儿(<365天)猕猴颅骨的形状与咬肌和相对于面部大小测量的大脑大小最接近。婴儿的大脑和青少年(365-1090天)的颅骨形状与大脑大小相对于basicranium和面部大小更紧密地联系在一起。同时,幼年猕猴的大脑形状取决于大脑相对于basicrum的大小。与相对眼球大小和连合束长度的关联较弱。我们的结果与出生后猕猴个体发育过程中的空间包装方式一致,其中咬肌的相对生长,面部和颅骨对颅骨和大脑的整体形状的影响大于大脑的生长。
    Spatial growth constraints in the head region can lead to coordinated patterns of morphological variation that pleiotropically modify genetically defined phenotypes as the tissues compete for space. Here we test for such architectural modifications during rhesus macaque (Macaca mulatta) postnatal ontogeny. We captured cranium and brain shape from 153 MRI datasets spanning 13 to 1090 postnatal days and tested for patterns of covariation with measurements of relative brain, eyeball, and masseter muscle size as well as callosal tract length. We find that the shape of the infant (<365 days) macaque cranium was most closely aligned to masseter muscle and brain size measured relative to face size. Infant brain and juvenile (365-1090 days) cranium shape were more closely linked with brain size relative to basicranium and face size. Meanwhile, the juvenile macaque brain shape was dominated by the size of the brain relative to that of the basicranium. Associations with relative eyeball size and commissural tract lengths were weaker. Our results are consistent with a spatial-packing regime operating during postnatal macaque ontogeny, in which relative growth of the masseter, face and basicranium have a greater influence than brain growth on the overall shape of the cranium and brain.
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  • 文章类型: Journal Article
    目的:很少有被子植物的研究集中在雄激素的进化以及花冠形态和传粉者关系的进化变化上。西半球Justiniinae(Acanthaceae)进化枝提供了难得的机会来检查雄蕊形态的显着多样性。我们采取了系统发育知情的方法来检查这个高变组的雄蕊多样性,并询问花药分离的差异是否与花冠形态变异的系统发育知情模式有关。我们进一步讨论了该谱系中花药多样性与传粉者之间关联的证据。
    方法:对于西半球Justiiniinae的Dianthera/Sarotheca/Plagiacanthus(DSP)进化枝,我们基于一系列花冠测量并使用基于模型的聚类方法来表征花卉多样性。然后我们测试了花药分离和花冠性状之间的相关性,以及性状进化的变化,包括趋同的证据。
    结果:在整个DSP进化枝的花冠和花药性状中存在进化的模糊性,几乎没有系统发育约束的信号。花卉形态分为四个不同的组,反过来,与花药分离密切相关,在棘科和一个新的结果,根据我们的知识,跨越开花植物。这些簇群以花卉特征为标志,这些特征强烈指向与授粉动物的联系。具体来说,已知或可能是蜂鸟授粉的物种的雄蕊具有平行的雄蕊,而那些可能是蜜蜂或苍蝇授粉的雄蕊偏移,分歧的thecae。
    结论:我们的结果表明,花药分离可能与其他花冠特征一致。通过我们的分析检测到的显着形态变化对应于从昆虫到蜂鸟授粉的推定变化。这项研究的结果支持以下假设:花卉结构以综合方式发挥作用,并且可能会被选择为套件。Further,可以假设这些变化代表适应性进化。
    Few studies of angiosperms have focused on androecial evolution in conjunction with evolutionary shifts in corolla morphology and pollinator relationships. The Western Hemisphere clade of Justiciinae (Acanthaceae) presents the rare opportunity to examine remarkable diversity in staminal morphology. We took a phylogenetically informed approach to examine staminal diversity in this hypervariable group and asked whether differences in anther thecae separation is associated with phylogenetically informed patterns of variation in corolla morphology. We further discuss evidence for associations between anther diversity and pollinators in this lineage.
    For the Dianthera/Sarotheca/Plagiacanthus (DSP) clade of Western Hemisphere Justiciinae, we characterized floral diversity based on a series of corolla measurements and using a model-based clustering approach. We then tested for correlations between anther thecae separation and corolla traits, and for shifts in trait evolution, including evidence for convergence.
    There is evolutionary vagility in corolla and anther traits across the DSP clade with little signal of phylogenetic constraint. Floral morphology clusters into four distinct groups that are, in turn, strongly associated with anther thecae separation, a novel result in Acanthaceae and, to our knowledge, across flowering plants. These cluster groups are marked by floral traits that strongly point to associations with pollinating animals. Specifically, species that are known or likely to be hummingbird pollinated have stamens with parallel thecae, whereas those that are likely bee or fly pollinated have stamens with offset, divergent thecae.
    Our results suggest that anther thecae separation is likely under selection in concert with other corolla characters. Significant morphological shifts detected by our analyses corresponded to putative shifts from insect to hummingbird pollination. Results from this study support the hypothesis that floral structures function in an integrated manner and are likely subject to selection as a suite. Further, these changes can be hypothesized to represent adaptive evolution.
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  • 文章类型: Journal Article
    转录因子(TFs)与底物DNA之间的特异性相互作用构成了基因表达的基本基础。与诸如碱性螺旋-环-螺旋或碱性亮氨酸拉链的TF不同,对于螺旋-转角-螺旋(HTH),底物DNA的预测极具挑战性。染色质免疫沉淀与大规模平行DNA测序相结合的实验技术仍然是可行的选择。我们使用计算机工具表征了HTH-DNA相互作用中异质性的分子基础,并通过实验验证了它们。鉴于HTH的功能多样性,我们主要关注有翼HTH(wHTH)。我们考虑180wHTHTFs,其实验三维结构可用于DNA结合/未结合构象。从PDB范围的数据扫描和管理开始,我们构建了一个系统发育树,它将180个wHTH序列分布在多个子组中。结构-序列比对,然后进行详细的组内/组间分析,协变研究和广泛的网络理论分析帮助我们深入了解异质wHTH-底物DNA相互作用。这项研究的中心目的是找到一个共识来预测wHTH的底物DNA序列,在异质性中。我们详尽的理论研究的强度,包括分子对接,通过实验表征的wHTHTF从脱氮硫单胞菌成功测试。
    Specific interactions between transcription factors (TFs) and substrate DNA constitute the fundamental basis of gene expression. Unlike in TFs like basic helix-loop-helix or basic leucine zippers, prediction of substrate DNA is extremely challenging for helix-turn-helix (HTH). Experimental techniques like chromatin immunoprecipitation combined with massively parallel DNA sequencing remains a viable option. We characterize the molecular basis of heterogeneity in HTH-DNA interaction using in silico tools and thence validate them experimentally. Given the profound functional diversity in HTH, we focus primarily on winged-HTH (wHTH). We consider 180 wHTH TFs, whose experimental three-dimensional structures are available in DNA bound/unbound conformations. Starting with PDB-wide scanning and curation of data, we construct a phylogenetic tree, which distributes 180 wHTH sequences under multiple sub-groups. Structure-sequence alignment followed by detailed intra/intergroup analysis, covariation studies and extensive network theory analysis help us to gain deep insight into heterogeneous wHTH-substrate DNA interactions. A central aim of this study is to find a consensus to predict the substrate DNA sequence for wHTH, amidst heterogeneity. The strength of our exhaustive theoretical investigations including molecular docking are successfully tested through experimental characterization of wHTH TF from Sulfurimonas denitrificans.
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