topologically associating domains (TADs)

  • 文章类型: Journal Article
    染色质定位的进展揭示了哺乳动物复杂的染色质分层组织,包括拓扑关联域(TAD)及其子结构,然而,这种层次结构在基因调控和疾病进展中的功能意义尚未完全阐明。我们的研究深入研究了共享TAD边界的现象,这对于维持分级染色质结构和调节基因活性至关重要。通过集成高分辨率Hi-C数据,染色质可及性,和来自各种细胞系的DNA双链断裂(DSB)数据,我们系统地探索高层TAD边界的复杂监管格局。我们的研究结果表明,这些边界不仅是关键的建筑元素,而且是充满活力的枢纽,富含功能关键基因和复杂的转录因子结合位点聚集区。此外,它们表现出明显的DSB富集,这表明转录调控和基因组稳定性之间存在微妙的相互作用。我们的研究为3D基因组结构之间的复杂关系提供了新的见解,基因调控,和DNA修复机制,强调共享TAD边界在维持基因组完整性和抗扰动弹性方面的作用。我们的发现的意义扩展到理解基因组疾病的复杂性,并为针对TAD边界的结构和功能完整性的治疗干预开辟了新的途径。
    Advances in chromatin mapping have exposed the complex chromatin hierarchical organization in mammals, including topologically associating domains (TADs) and their substructures, yet the functional implications of this hierarchy in gene regulation and disease progression are not fully elucidated. Our study delves into the phenomenon of shared TAD boundaries, which are pivotal in maintaining the hierarchical chromatin structure and regulating gene activity. By integrating high-resolution Hi-C data, chromatin accessibility, and DNA double-strand breaks (DSBs) data from various cell lines, we systematically explore the complex regulatory landscape at high-level TAD boundaries. Our findings indicate that these boundaries are not only key architectural elements but also vibrant hubs, enriched with functionally crucial genes and complex transcription factor binding site-clustered regions. Moreover, they exhibit a pronounced enrichment of DSBs, suggesting a nuanced interplay between transcriptional regulation and genomic stability. Our research provides novel insights into the intricate relationship between the 3D genome structure, gene regulation, and DNA repair mechanisms, highlighting the role of shared TAD boundaries in maintaining genomic integrity and resilience against perturbations. The implications of our findings extend to understanding the complexities of genomic diseases and open new avenues for therapeutic interventions targeting the structural and functional integrity of TAD boundaries.
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  • 文章类型: Journal Article
    高通量染色质构象捕获技术,如Hi-C和Micro-C,已经实现了染色质空间组织的全基因组视图。最近,基于Hi-C的富集技术,包括HiChIP和PLAC-seq,由于其高信噪比和低成本,提供有吸引力的替代品。虽然已经为Hi-C数据开发了一系列计算工具,为HiChIP和PLAC-seq数据量身定制的方法仍在开发中。这里我们介绍HPTAD,一种从HiChIP和PLAC-seq数据中识别拓扑关联域(TAD)的计算方法。我们进行了全面的基准测试分析,以证明其优于为Hi-C数据设计的现有TAD呼叫者的性能。HPTAD可在https://github.com/yunliUNC/HPTAD免费获得。
    High-throughput chromatin conformation capture technologies, such as Hi-C and Micro-C, have enabled genome-wide view of chromatin spatial organization. Most recently, Hi-C-derived enrichment-based technologies, including HiChIP and PLAC-seq, offer attractive alternatives due to their high signal-to-noise ratio and low cost. While a series of computational tools have been developed for Hi-C data, methods tailored for HiChIP and PLAC-seq data are still under development. Here we present HPTAD, a computational method to identify topologically associating domains (TADs) from HiChIP and PLAC-seq data. We performed comprehensive benchmark analysis to demonstrate its superior performance over existing TAD callers designed for Hi-C data. HPTAD is freely available at https://github.com/yunliUNC/HPTAD.
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  • 文章类型: Journal Article
    随着染色体构象捕获技术的发展,基于Hi-C技术的基因组空间构象研究取得了巨大的飞跃。先前的研究表明,基因组被折叠成与拓扑关联域(TAD)相关的三维(3D)结构的层次结构,检测TAD边界在3D基因组结构的染色体水平分析中具有重要意义。在本文中,我们提出了一种新的TAD识别方法,LPAD,首先基于具有重启的随机游走从染色体的全局相互作用中提取节点相关性,然后从Hi-C接触矩阵构建无向图。接下来,LPAD设计了一种基于标签传播的方法来发现社区并生成TAD。实验结果验证了TAD检测方法的有效性和质量。此外,染色质免疫沉淀测序数据的实验评估表明,LPAD在TAD边界附近进行组蛋白修饰的高度富集,这些结果证明了LPAD在TAD识别精度上的优势。
    With the development of chromosome conformation capture technique, the study of spatial conformation of a genome based on Hi-C technique has made a quantum leap. Previous studies reveal that genomes are folded into hierarchy of three-dimensional (3D) structures associated with topologically associating domains (TADs), and detecting TAD boundaries is of great significance in the chromosome-level analysis of 3D genome architecture. In this paper, we propose a novel TAD identification method, LPAD, which first extracts node correlations from global interactions of chromosomes based on the random walk with restart and then builds an undirected graph from Hi-C contact matrix. Next, LPAD designs a label propagation-based approach to discover communities and generates TADs. Experimental results verify the effectiveness and quality of TAD detections compared with existing methods. Furthermore, experimental evaluation of chromatin immunoprecipitation sequencing data shows that LPAD performs high enrichment of histone modifications remarkably nearby the TAD boundaries, and these results demonstrate LPAD\'s advantages on TAD identification accuracy.
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  • 文章类型: Journal Article
    拓扑关联域(TAD)是空间基因组组织的组成部分,指导基因表达,细胞命运最近,一些进展揭示了非编码RNA(ncRNA)在哺乳动物TAD形式和功能调节中的作用。相分离也已成为ncRNAs在TAD调控中的潜在仲裁者。在这篇综述中,我们从两个角度讨论了这些新发现与ncRNAs如何在结构和功能上调节TAD有关的含义:通过与结构蛋白的相互作用来调节环路挤出,并促进TAD相分离。此外,我们提出了研究这些现象的未来研究和方向。
    Topologically associating domains (TADs) are integral to spatial genome organization, instructing gene expression, and cell fate. Recently, several advances have uncovered roles for noncoding RNAs (ncRNAs) in the regulation of the form and function of mammalian TADs. Phase separation has also emerged as a potential arbiter of ncRNAs in the regulation of TADs. In this review we discuss the implications of these novel findings in relation to how ncRNAs might structurally and functionally regulate TADs from two perspectives: moderating loop extrusion through interactions with architectural proteins, and facilitating TAD phase separation. Additionally, we propose future studies and directions to investigate these phenomena.
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  • 文章类型: Journal Article
    背景:空间染色质结构与体细胞畸变错综复杂地联系在一起,以及各种癌症相关基因的体细胞突变,称为共突变(CoMuts),在癌症开始和进展期间以某些模式发生。在甲状腺癌(TC)中,这些遗传事件的潜在功能机制仍不清楚。有了不同的区分,甲状腺乳头状癌(PTC)和间变性甲状腺癌(ATC)在特征和预后上差异很大。我们旨在揭示两种TC亚型之间的空间基因变化和调控。
    方法:我们系统地研究并比较了ATC(8305C)之间的空间共变,PTC(BCPAP和TPC-1),和正常甲状腺细胞(Nthy-ori-3-1)。我们构建了一个整合全基因组测序(WGS)的框架,高通量染色体构象捕获(Hi-C),和转录组测序,为了系统地检测癌症相关基因的体细胞共突变之间的关联,结构变化(SV),拷贝数变化(CNVs),和高阶染色质构象。
    结果:空间共突变热点在TC的拓扑关联域(TAD)周围富集。在ATC和PTC中确定了一组共有的227个边界,它们之间有明显的重叠。两种TC类型的共突变基因对的空间接近度明显大于基因水平和整体背景,与PTC电池相比,ATC电池具有更高的TAD接触频率,CoMuts>10。与正常甲状腺细胞相比,在ATC中,创建的新型三维染色质结构域的数量增加了10%,移位的TAD数量减少了7%。我们发现了5个具有ATC特异性CoMut基因/事件的TAD区块,这些基因包括MAST-NSUN4,AM129B/TRUB2,COL5A1/PPP1R26,PPP1R26/GPSM1/CCDC183和PRAC2/DLX4。对于大多数ATC和PTC电池,TAD中靠近CoMut基因转录起始位点的HOXA10和HIF2α信号明显强于背景信号。在两种TC亚型中,CNV断点与TAD边界显著重叠。ATCs有更多与TAD边界重叠的CNV损失,和非编码SVs参与染色体内SVs,放大倒置,ATC和PTC之间的串联复制有所不同。短程TAD在ATC中比PTC中更丰富。与PTC相比,ATC电池中存在更多的A/B隔室类型开关。基因表达显著同步,并由复杂的表观遗传学和调控元件精心策划。
    结论:在TC中,染色质相互作用和基因改变和调控在很大程度上是异质的。CNVs和复杂SVs可能通过与TAD相互作用而在TC基因组中起作用,ATC和PTC之间的差异很大。TC基因组的复杂性,通过介导突变和结构变异以及基因激活的3D全基因组相互作用高度组织,可能在很大程度上被低估了。我们的综合分析可能为更定制的TC诊断和治疗提供关键证据和目标。
    BACKGROUND: Spatial chromatin structure is intricately linked with somatic aberrations, and somatic mutations of various cancer-related genes, termed co-mutations (CoMuts), occur in certain patterns during cancer initiation and progression. The functional mechanisms underlying these genetic events remain largely unclear in thyroid cancer (TC). With discrepant differentiation, papillary thyroid cancer (PTC) and anaplastic thyroid cancer (ATC) differ greatly in characteristics and prognosis. We aimed to reveal the spatial gene alterations and regulations between the two TC subtypes.
    METHODS: We systematically investigated and compared the spatial co-mutations between ATC (8305C), PTC (BCPAP and TPC-1), and normal thyroid cells (Nthy-ori-3-1). We constructed a framework integrating whole-genome sequencing (WGS), high-throughput chromosome conformation capture (Hi-C), and transcriptome sequencing, to systematically detect the associations between the somatic co-mutations of cancer-related genes, structural variations (SVs), copy number variations (CNVs), and high-order chromatin conformation.
    RESULTS: Spatial co-mutation hotspots were enriched around topologically associating domains (TADs) in TC. A common set of 227 boundaries were identified in both ATC and PTC, with significant overlaps between them. The spatial proximities of the co-mutated gene pairs in the two TC types were significantly greater than in the gene-level and overall backgrounds, and ATC cells had higher TAD contact frequency with CoMuts > 10 compared with PTC cells. Compared with normal thyroid cells, in ATC the number of the created novel three-dimensional chromatin structural domains increased by 10%, and the number of shifted TADs decreased by 7%. We found five TAD blocks with CoMut genes/events specific to ATC with certain mutations in genes including MAST-NSUN4, AM129B/TRUB2, COL5A1/PPP1R26, PPP1R26/GPSM1/CCDC183, and PRAC2/DLX4. For the majority of ATC and PTC cells, the HOXA10 and HIF2α signals close to the transcription start sites of CoMut genes within TADs were significantly stronger than those at the background. CNV breakpoints significantly overlapped with TAD boundaries in both TC subtypes. ATCs had more CNV losses overlapping with TAD boundaries, and noncoding SVs involved in intrachromosomal SVs, amplified inversions, and tandem duplication differed between ATC and PTC. TADs with short range were more abundant in ATC than PTC. More switches of A/B compartment types existed in ATC cells compared with PTC. Gene expression was significantly synchronized, and orchestrated by complex epigenetics and regulatory elements.
    CONCLUSIONS: Chromatin interactions and gene alterations and regulations are largely heterogeneous in TC. CNVs and complex SVs may function in the TC genome by interplaying with TADs, and are largely different between ATC and PTC. Complexity of TC genomes, which are highly organized by 3D genome-wide interactions mediating mutational and structural variations and gene activation, may have been largely underappreciated. Our comprehensive analysis may provide key evidence and targets for more customized diagnosis and treatment of TC.
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  • 文章类型: Journal Article
    对唤起患者的癌症易感基因(CPG)进行测序(即,具有多发性/早发性/不寻常癌症的个人和家族史的患者)允许在确定致病致病变异后对其亲属进行随访。不幸的是,许多令人回味的家庭仍然无法解释。这种“缺失遗传力”的部分原因可能是由于远程非编码基因组改变引起的CPG失调。转录水平通过启动子与其远处的顺式调节元件物理相互作用的能力来调节。三维染色质接触,由动态循环挤压过程介导,被染色体构象捕获(3C)和3C衍生技术所揭示,这使得在发育性疾病和癌症中发现了新的病理机制。高外显率癌症易感性是由散发性癌症在体细胞水平上发现的种系遗传性改变引起的。因此,来自发育性疾病和癌症的数据提供了有关可能未知的癌症易感性机制的信息.这篇小型综述旨在从这些数据中推断异常染色质折叠是否会导致高外显率癌症易感性。
    Sequencing cancer predisposing genes (CPGs) in evocative patients (i.e., patients with personal and family history of multiple/early-onset/unusual cancers) allows follow-up in their relatives to be adapted when a causative pathogenic variant is identified. Unfortunately, many evocative families remain unexplained. Part of this \"missing heritability\" could be due to CPG dysregulations caused by remote noncoding genomic alterations. Transcription levels are regulated through the ability of promoters to physically interact with their distant cis-regulatory elements. Three-dimensional chromatin contacts, mediated by a dynamic loop extrusion process, are uncovered by chromosome conformation capture (3C) and 3C-derived techniques, which have enabled the discovery of new pathological mechanisms in developmental diseases and cancers. High-penetrance cancer predisposition is caused by germline hereditary alterations otherwise found at the somatic level in sporadic cancers. Thus, data from both developmental diseases and cancers provide information about possible unknown cancer predisposition mechanisms. This mini-review aims to deduce from these data whether abnormal chromatin folding can cause high-penetrance cancer predisposition.
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  • 文章类型: Journal Article
    染色体构象捕获技术是用于通过捕获和鉴定基因组基因座对之间的物理接触来确定3D基因组组织的一组方法。其中,4C-seq(与高通量测序偶联的环状染色体构象捕获)允许鉴定和定量与预选的目标基因座相互作用的序列。4C-seq已在文献中广泛使用,主要研究增强子和启动子之间或CTCF结合位点之间的染色质环,并确定染色质域边界。由于3D接触可以以等位基因特异性方式建立,我们描述了最新的等位基因特异性4C-seq方案,从等位基因特异性观点的选择到Illumina测序。该协议主要针对培养的哺乳动物细胞进行了优化,但可以适用于其他细胞类型,在初始步骤中变化相对较小。
    Chromosome conformation capture techniques are a set of methods used to determine 3D genome organization through the capture and identification of physical contacts between pairs of genomic loci. Among them, 4C-seq (circular chromosome conformation capture coupled to high-throughput sequencing) allows for the identification and quantification of the sequences interacting with a preselected locus of interest. 4C-seq has been widely used in the literature, mainly to study chromatin loops between enhancers and promoters or between CTCF binding sites and to identify chromatin domain boundaries. As 3D-contacts may be established in an allele-specific manner, we describe an up-to-date allele-specific 4C-seq protocol, starting from the selection of allele-specific viewpoints to Illumina sequencing. This protocol has mainly been optimized for cultured mammalian cells, but can be adapted for other cell types with relatively minor changes in initial steps.
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  • 文章类型: Journal Article
    染色体由许多不同的染色质结构域组成,可变地称为拓扑域或拓扑关联域(TAD)。这些结构域在不同的细胞类型中是稳定的,并且在物种中高度保守,因此,这些染色质结构域被认为是染色体折叠的基本单位,被认为是染色体组织中重要的二级结构。然而,由于Hi-C数据或实验的高成本和低分辨率,TAD边界的识别仍然是一个巨大的挑战。在这项研究中,我们提出了一个新的集成学习框架,被称为StackTADB,用于预测TAD的边界。StackTADB集成了四个基本分类器,包括随机森林,Logistic回归,K-近邻和支持向量机.通过对先前研究中数据集的一系列检查的分析,结论是StackTADB在六个指标中具有最佳性能,AUC,准确性,MCC,Precision,回忆和F1得分,优于现有方法。此外,多个特征的性能比较表明,基于Kmers的特征在预测果蝇的TADs边界中起着至关重要的作用,并且我们还应用SHapley加法扩张(SHAP)框架来解释StackTADB的预测,以确定基于Kmers的特征至关重要的原因。实验结果表明,与BEAF-32基序匹配的子序列在预测TAD边界中起着至关重要的作用。源代码可在https://github.com/HaoWuLab-Bioinformatics/StackTADB免费获得,StackTADB的网络服务器可在http://hwtad免费获得。sdu.edu.cn:8002/StackTADB.
    Chromosome is composed of many distinct chromatin domains, referred to variably as topological domains or topologically associating domains (TADs). The domains are stable across different cell types and highly conserved across species, thus these chromatin domains have been considered as the basic units of chromosome folding and regarded as an important secondary structure in chromosome organization. However, the identification of TAD boundaries is still a great challenge due to the high cost and low resolution of Hi-C data or experiments. In this study, we propose a novel ensemble learning framework, termed as StackTADB, for predicting the boundaries of TADs. StackTADB integrates four base classifiers including Random Forest, Logistic Regression, K-NearestNeighbor and Support Vector Machine. From the analysis of a series of examinations on the data set in the previous study, it is concluded that StackTADB has optimal performance in six metrics, AUC, Accuracy, MCC, Precision, Recall and F1 score, and it is superior to the existing methods. In addition, the comparison of the performance of multiple features shows that Kmers-based features play an essential role in predicting TADs boundaries of fruit flies, and we also apply the SHapley Additive exPlanations (SHAP) framework to interpret the predictions of StackTADB to identify the reason why Kmers-based features are vital. The experimental results show that the subsequences matching the BEAF-32 motif play a crucial role in predicting the boundaries of TADs. The source code is freely available at https://github.com/HaoWuLab-Bioinformatics/StackTADB and the webserver of StackTADB is freely available at http://hwtad.sdu.edu.cn:8002/StackTADB.
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  • 文章类型: Journal Article
    背景:随着HiC技术的发展,越来越多的HiC测序数据已经产生。尽管有几十个软件包可以将测序数据转化为联系图,没有适当的工具来查询联系图,以便从HiC数据集中提取生物信息。
    结果:我们介绍了HiCapTools,生物学家有效计算和分析HiC图的工具。完整的程序提供了多查询模式和分析工具。我们已经在两个真正的生物学问题上验证了其实用性:TAD环和TAD内密度。
    结论:HiCmapTools支持七个访问选项,以便生物学家可以量化感兴趣站点的接触频率。该工具已在C++和R中实现,可在https://github.com/changlabtw/hicmaptools上免费获得,并在https://hicmaptools上记录。readthedocs.io/.
    BACKGROUND: With the development of HiC technology, more and more HiC sequencing data have been produced. Although there are dozens of packages that can turn sequencing data into contact maps, there is no appropriate tool to query contact maps in order to extract biological information from HiC datasets.
    RESULTS: We present HiCmapTools, a tool for biologists to efficiently calculate and analyze HiC maps. The complete program provides multi-query modes and analysis tools. We have validated its utility on two real biological questions: TAD loop and TAD intra-density.
    CONCLUSIONS: HiCmapTools supports seven access options so that biologists can quantify contact frequency of the interest sites. The tool has been implemented in C++ and R and is freely available at https://github.com/changlabtw/hicmaptools and documented at https://hicmaptools.readthedocs.io/ .
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  • 文章类型: Journal Article
    这里讨论了分子细胞遗传学在所有其他细胞基因组方法中的作用。简要介绍了如何建立细胞遗传学和分子细胞遗传学,然后是荧光原位杂交(FISH)的技术方面。后者包含方法论本身,探针和靶DNA的类型,以及探头组。主要部分介绍了现代FISH应用的示例,强调该方法的独特可能性,比如研究单个细胞甚至单个染色体的可能性。FISH的不同变体可用于从(几乎)碱基对到整个基因组水平检索基因组信息,除了只有第二代和第三代测序方法可以做。这里特别突出的FISH变体是分子梳理,染色体取向-FISH(CO-FISH),端粒-FISH,亲本来源测定FISH(POD-FISH),解决核架构的FISH,多色-FISH(mFISH)方法,在其他应用于显色诱变研究中,彗星鱼,和CRISPR介导的FISH应用。总的来说,分子细胞遗传学远未过时,并积极参与最新的诊断和研究。
    Here the role of molecular cytogenetics in the context of yet available all other cytogenomic approaches is discussed. A short introduction how cytogenetics and molecular cytogenetics were established is followed by technical aspects of fluorescence in situ hybridization (FISH). The latter contains the methodology itself, the types of probe- and target-DNA, as well as probe sets. The main part deals with examples of modern FISH-applications, highlighting unique possibilities of the approach, like the possibility to study individual cells and even individual chromosomes. Different variants of FISH can be used to retrieve information on genomes from (almost) base pair to whole genomic level, as besides only second and third generation sequencing approaches can do. Here especially highlighted variations of FISH are molecular combing, chromosome orientation-FISH (CO-FISH), telomere-FISH, parental origin determination FISH (POD-FISH), FISH to resolve the nuclear architecture, multicolor-FISH (mFISH) approaches, among other applied in chromoanagenesis studies, Comet-FISH, and CRISPR-mediated FISH-applications. Overall, molecular cytogenetics is far from being outdated and actively involved in up-to-date diagnostics and research.
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