gene regulatory network (GRN)

基因调控网络 (GRN)
  • 文章类型: Journal Article
    细胞永生化,癌症发展的标志,是细胞在致癌过程中可以经历的过程。自发永生化的小鼠胚胎成纤维细胞(MEFs)已经使用了几十年;然而,在这个过程中,全球转录组的变化描述得很差。在我们的研究中,我们表征了自发永生化后poly-ARNA转录组的变化。为此,使用DESeq2筛选差异表达基因(DEGs),并通过基因本体富集分析和蛋白质-蛋白质相互作用(PPI)网络分析进行表征,以鉴定潜在的hub基因。在我们的研究中,我们确定了与增殖调节有关的基因表达的变化,细胞粘附,永生化MEF中的免疫应答和转录调控。此外,我们与以前报道的MEF永生化数据进行了比较分析,在此,我们基于Mapk11,Cdh1,Chl1,Zic1,Hoxd10和新的hub基因Il6和Itgb2的表达改变,提出了永生化MEF中预测的基因调控网络模型。
    Cell immortalization, a hallmark of cancer development, is a process that cells can undergo on their path to carcinogenesis. Spontaneously immortalized mouse embryonic fibroblasts (MEFs) have been used for decades; however, changes in the global transcriptome during this process have been poorly described. In our research, we characterized the poly-A RNA transcriptome changes after spontaneous immortalization. To this end, differentially expressed genes (DEGs) were screened using DESeq2 and characterized by gene ontology enrichment analysis and protein-protein interaction (PPI) network analysis to identify the potential hub genes. In our study, we identified changes in the expression of genes involved in proliferation regulation, cell adhesion, immune response and transcriptional regulation in immortalized MEFs. In addition, we performed a comparative analysis with previously reported MEF immortalization data, where we propose a predicted gene regulatory network model in immortalized MEFs based on the altered expression of Mapk11, Cdh1, Chl1, Zic1, Hoxd10 and the novel hub genes Il6 and Itgb2.
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  • 文章类型: Journal Article
    Hydra头的形成取决于Wnt/β-catenin信号传导的组织中心,起到诱导作用,正向调节Sp5和Zic4,Sp5限制Wnt3/β-catenin表达,Zic4触发触手形成。使用HySp5启动子驱动表皮或胃真皮中eGFP表达的转基因品系,我们显示Sp5启动子活性在每个上皮层中受到差异调节。在完整的动物中,表皮HySp5:GFP活性在顶部很强,沿身体柱较弱,而在胃真皮中,在触手环区域最大,并沿上身柱保持在较高水平。在根尖再生过程中,HySp5:GFP在胃层早期和表皮中被激活。Alsterpaullone治疗诱导根尖HySp5:GFP表达向体柱的转移,在体柱中在表皮中形成短暂的圆形图形。在β-连环蛋白(RNAi)时,HySp5:GFP活性在表皮中下调,而表达HySp5:GFP的芽样结构在胃真皮中发育。Sp5(RNAi)揭示了表皮中Sp5的负自动调节,但不是在胃皮里.表皮和胃真皮中的这些差异调节突出了子宫中Wnt/β-catenin/TCF/Sp5/Zic4网络的独特结构,完整动物的触手基部和身体柱,以及芽和顶端和基部再生尖端。
    Hydra head formation depends on an organizing center in which Wnt/β-catenin signaling, that plays an inductive role, positively regulates Sp5 and Zic4, with Sp5 limiting Wnt3/β-catenin expression and Zic4 triggering tentacle formation. Using transgenic lines in which the HySp5 promoter drives eGFP expression in either the epidermis or gastrodermis, we show that Sp5 promoter activity is differentially regulated in each epithelial layer. In intact animals, epidermal HySp5:GFP activity is strong apically and weak along the body column, while in the gastrodermis, it is maximal in the tentacle ring region and maintained at a high level along the upper body column. During apical regeneration, HySp5:GFP is activated early in the gastrodermis and later in the epidermis. Alsterpaullone treatment induces a shift in apical HySp5:GFP expression towards the body column where it forms transient circular figures in the epidermis. Upon β-catenin(RNAi), HySp5:GFP activity is down-regulated in the epidermis while bud-like structures expressing HySp5:GFP in the gastrodermis develop. Sp5(RNAi) reveals a negative Sp5 autoregulation in the epidermis, but not in the gastrodermis. These differential regulations in the epidermis and gastrodermis highlight the distinct architectures of the Wnt/β-catenin/TCF/Sp5/Zic4 network in the hypostome, tentacle base and body column of intact animals, as well as in the buds and apical and basal regenerating tips.
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  • 文章类型: Journal Article
    系统性双态真菌构成了重大的公共卫生挑战,每年造成超过一百万的新感染。腐生菌丝体和致病性酵母之间的双态转变与双态真菌的发病机理密切相关。然而,尽管二态转变具有动态性,当前的组学研究侧重于二态转变,主要采用静态策略,部分原因是缺乏合适的动态分析方法。
    我们在马尔尼菲塔拉酵母的双态转变过程中进行了时程转录分析,热二态真菌的模型生物。为了捕获非均匀和非线性的转录变化,我们开发了DyGAM-NS(具有自然三次平滑的动态优化广义加法模型)。通过与其他七种常用的时程分析方法进行比较,评估了DyGAM-NS的性能。基于DyGAM-NS鉴定的二态转变诱导基因(DTIG),利用聚类分析来辨别马尔尼菲双态转变过程中不同的基因表达模式。同时,构建了一个基因表达调控网络,以探测控制二态转换的关键调控元件。
    通过使用DyGAM-NS,模型,我们确定了5,223种马内菲的DTIG。值得注意的是,DyGAM-NS模型展示了与其他常用模型相当或优于其他常用模型的性能,在我们的评估中获得了最高的F1分数。此外,DyGAM-NS模型还显示了在整个时间过程中预测基因表达水平的潜力。DTIG的聚类分析表明菌丝体到酵母和酵母到菌丝体转换之间的基因表达模式不同,表示两个过渡方向的不对称性质。此外,利用已识别的DTIG,我们构建了二态转变的调节网络,并确定了两个含锌指的转录因子,它们可能在马尔尼菲T.
    我们的研究阐明了马尔尼菲双态转变过程中动态转录谱的变化。此外,它提供了一个新的视角来揭示真菌双态的潜在机制,强调动态分析方法在理解复杂生物过程中的重要性。
    UNASSIGNED: Systemic dimorphic fungi pose a significant public health challenge, causing over one million new infections annually. The dimorphic transition between saprophytic mycelia and pathogenic yeasts is strongly associated with the pathogenesis of dimorphic fungi. However, despite the dynamic nature of dimorphic transition, the current omics studies focused on dimorphic transition primarily employ static strategies, partly due to the lack of suitable dynamic analytical methods.
    UNASSIGNED: We conducted time-course transcriptional profiling during the dimorphic transition of Talaromyces marneffei, a model organism for thermally dimorphic fungi. To capture non-uniform and nonlinear transcriptional changes, we developed DyGAM-NS (dynamic optimized generalized additive model with natural cubic smoothing). The performance of DyGAM-NS was evaluated by comparison with seven other commonly used time-course analysis methods. Based on dimorphic transition induced genes (DTIGs) identified by DyGAM-NS, cluster analysis was utilized to discern distinct gene expression patterns throughout dimorphic transitions of T. marneffei. Simultaneously, a gene expression regulatory network was constructed to probe pivotal regulatory elements governing the dimorphic transitions.
    UNASSIGNED: By using DyGAM-NS, model, we identified 5,223 DTIGs of T. marneffei. Notably, the DyGAM-NS model showcases performance on par with or superior to other commonly used models, achieving the highest F1 score in our assessment. Moreover, the DyGAM-NS model also demonstrates potential in predicting gene expression levels throughout temporal processes. The cluster analysis of DTIGs suggests divergent gene expression patterns between mycelium-to-yeast and yeast-to-mycelium transitions, indicating the asymmetrical nature of two transition directions. Additionally, leveraging the identified DTIGs, we constructed a regulatory network for the dimorphic transition and identified two zinc finger-containing transcription factors that potentially regulate dimorphic transition in T. marneffei.
    UNASSIGNED: Our study elucidates the dynamic transcriptional profile changes during the dimorphic transition of T. marneffei. Furthermore, it offers a novel perspective for unraveling the underlying mechanisms of fungal dimorphism, emphasizing the importance of dynamic analytical methods in understanding complex biological processes.
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  • 文章类型: Journal Article
    铜绿假单胞菌感染是导致免疫功能低下的囊性纤维化患者死亡的主要原因之一,糖尿病,以及肺炎和支气管扩张等肺部疾病。此外,铜绿假单胞菌是全球范围内引起医院感染的主要多药耐药菌之一,包括在巴西分离的多药耐药CCBH4851菌株。
    分析其动态细胞行为的一种方法是通过对基因调控网络进行计算建模,这代表了调控基因和它们的靶标之间的相互作用。为此,布尔模型是分析这些相互作用的重要预测工具。它们是研究生物系统中复杂动态行为的最常用方法之一。
    因此,本研究包括使用RNA-seq实验数据构建铜绿假单胞菌CCBH4851基因调控网络的布尔模型。接下来,估计了吸引的盆地,因为这些区域和它们之间的过渡可以帮助识别吸引子,表示布尔模型中的长期行为。在两个条件下,盆地的必需基因与细菌的表型相关:生物膜形成和多粘菌素B处理。总的来说,在这项工作中提出的布尔模型和分析方法可以识别有希望的控制行动,并指出潜在的治疗目标,这可以帮助确定新药和干预策略。
    UNASSIGNED: Pseudomonas aeruginosa infections are one of the leading causes of death in immunocompromised patients with cystic fibrosis, diabetes, and lung diseases such as pneumonia and bronchiectasis. Furthermore, P. aeruginosa is one of the main multidrug-resistant bacteria responsible for nosocomial infections worldwide, including the multidrug-resistant CCBH4851 strain isolated in Brazil.
    UNASSIGNED: One way to analyze their dynamic cellular behavior is through computational modeling of the gene regulatory network, which represents interactions between regulatory genes and their targets. For this purpose, Boolean models are important predictive tools to analyze these interactions. They are one of the most commonly used methods for studying complex dynamic behavior in biological systems.
    UNASSIGNED: Therefore, this research consists of building a Boolean model of the gene regulatory network of P. aeruginosa CCBH4851 using data from RNA-seq experiments. Next, the basins of attraction are estimated, as these regions and the transitions between them can help identify the attractors, representing long-term behavior in the Boolean model. The essential genes of the basins were associated with the phenotypes of the bacteria for two conditions: biofilm formation and polymyxin B treatment. Overall, the Boolean model and the analysis method proposed in this work can identify promising control actions and indicate potential therapeutic targets, which can help pinpoint new drugs and intervention strategies.
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  • 文章类型: Journal Article
    背景:V0v脊髓中间神经元高度保守,谷氨酸能,在运动回路中起作用的连合神经元。我们先前已经表明Evx1和Evx2是指定这些细胞的神经递质表型所必需的。然而,我们仍然对V0v细胞中这些转录因子下游的基因调控网络知之甚少。
    方法:为了确定V0v基因调控网络的候选成员,我们FAC分选野生型和evx1;evx2双突变斑马鱼V0v脊髓中间神经元,并使用微阵列和单细胞RNA-seq对它们进行表达分析。我们还使用原位杂交来比较evx1中候选基因子集的表达;evx2双突变体和野生型兄弟姐妹。
    结果:我们的数据揭示了斑马鱼V0v脊髓中间神经元在48小时时的两种不同分子亚型,到了这个发展阶段,evx1;evx2双突变细胞转移到抑制性脊髓中间神经元,或者运动神经元.我们的结果还确定了25个转录调节基因,这些基因需要Evx1/2才能在V0v中间神经元中表达,加上另外11个转录调节基因,这些基因在V0v中间神经元中被Evx1/2抑制。后面的两个基因是hmx2和hmx3a。有趣的是,我们发现Hmx2/3a,抑制skor1a和nefma的dI2中间神经元表达,在V0v中间神经元中表达需要Evx1/2的两个基因。这表明Evx1/2可能通过抑制Hmx2/3a表达来调节V0v中间神经元中skor1a和nefma的表达。
    结论:这项研究确定了斑马鱼V0v脊髓中间神经元的两个分子不同的亚群,以及多个转录调节因子,它们是作用于Evx1/2下游的强大候选因子,以指定这些细胞的基本功能特征。我们的数据进一步表明,在没有Evx1和Evx2的情况下,V0v脊髓中间神经元最初将其神经递质表型从兴奋性变为抑制性,然后,稍后,开始表达不同类型的抑制性脊髓中间神经元的标记,或者运动神经元.一起来看,我们的研究结果显著增加了我们对V0v和脊柱发育的认识,并使我们更接近确定确定这一关键细胞类型的完整基因调控网络的基本目标.
    BACKGROUND: V0v spinal interneurons are highly conserved, glutamatergic, commissural neurons that function in locomotor circuits. We have previously shown that Evx1 and Evx2 are required to specify the neurotransmitter phenotype of these cells. However, we still know very little about the gene regulatory networks that act downstream of these transcription factors in V0v cells.
    METHODS: To identify candidate members of V0v gene regulatory networks, we FAC-sorted wild-type and evx1;evx2 double mutant zebrafish V0v spinal interneurons and expression-profiled them using microarrays and single cell RNA-seq. We also used in situ hybridization to compare expression of a subset of candidate genes in evx1;evx2 double mutants and wild-type siblings.
    RESULTS: Our data reveal two molecularly distinct subtypes of zebrafish V0v spinal interneurons at 48 h and suggest that, by this stage of development, evx1;evx2 double mutant cells transfate into either inhibitory spinal interneurons, or motoneurons. Our results also identify 25 transcriptional regulator genes that require Evx1/2 for their expression in V0v interneurons, plus a further 11 transcriptional regulator genes that are repressed in V0v interneurons by Evx1/2. Two of the latter genes are hmx2 and hmx3a. Intriguingly, we show that Hmx2/3a, repress dI2 interneuron expression of skor1a and nefma, two genes that require Evx1/2 for their expression in V0v interneurons. This suggests that Evx1/2 might regulate skor1a and nefma expression in V0v interneurons by repressing Hmx2/3a expression.
    CONCLUSIONS: This study identifies two molecularly distinct subsets of zebrafish V0v spinal interneurons, as well as multiple transcriptional regulators that are strong candidates for acting downstream of Evx1/2 to specify the essential functional characteristics of these cells. Our data further suggest that in the absence of both Evx1 and Evx2, V0v spinal interneurons initially change their neurotransmitter phenotypes from excitatory to inhibitory and then, later, start to express markers of distinct types of inhibitory spinal interneurons, or motoneurons. Taken together, our findings significantly increase our knowledge of V0v and spinal development and move us closer towards the essential goal of identifying the complete gene regulatory networks that specify this crucial cell type.
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  • 文章类型: Preprint
    背景V0v脊髓中间神经元高度保守,谷氨酸能,在运动回路中起作用的连合神经元。我们先前已经表明Evx1和Evx2是指定这些细胞的神经递质表型所必需的。然而,我们仍然对V0v细胞中这些转录因子下游的基因调控网络知之甚少。方法鉴定V0v基因调控网络的候选成员,我们FAC分选WT和evx1;evx2双突变斑马鱼V0v脊髓中间神经元,并使用微阵列和单细胞RNA-seq对它们进行表达分析。我们还使用原位杂交来比较evx1中候选基因子集的表达;evx2双突变体和野生型兄弟姐妹。结果我们的数据揭示了V0v脊髓中间神经元在48h的两个分子不同的亚型,到了这个发展阶段,evx1;evx2双突变细胞转移到抑制性脊髓中间神经元,或者运动神经元.我们的结果还确定了25个转录调节基因,这些基因需要Evx1/2才能在V0v中间神经元中表达,加上另外11个转录调节基因,这些基因在V0v中间神经元中被Evx1/2抑制。后面的两个基因是hmx2和hmx3a。有趣的是,我们发现Hmx2/3a,抑制skor1a和nefma的dI2神经元间表达,在V0v中间神经元中表达需要Evx1/2的两个基因。这表明Evx1/2可能通过抑制Hmx2/3a表达来调节V0v中间神经元中skor1a和nefma的表达。结论本研究确定了V0v脊髓中间神经元的两个不同分子亚群,以及多个转录调节因子,它们是作用于Evx1/2下游的强大候选因子,以指定这些细胞的基本功能特征。我们的数据进一步表明,在没有Evx1和Evx2的情况下,V0v脊髓中间神经元最初将其神经递质表型从兴奋性变为抑制性,然后,稍后,开始表达不同类型的抑制性脊髓中间神经元的标记,或者运动神经元.一起来看,我们的研究结果显著增加了我们对V0v和脊柱发育的认识,并使我们更接近确定确定这一关键细胞类型的完整基因调控网络的基本目标.
    UNASSIGNED: V0v spinal interneurons are highly conserved, glutamatergic, commissural neurons that function in locomotor circuits. We have previously shown that Evx1 and Evx2 are required to specify the neurotransmitter phenotype of these cells. However, we still know very little about the gene regulatory networks that act downstream of these transcription factors in V0v cells.
    UNASSIGNED: To identify candidate members of V0v gene regulatory networks, we FAC-sorted WT and evx1;evx2 double mutant zebrafish V0v spinal interneurons and expression-profiled them using microarrays and single cell RNA-seq. We also used in situ hybridization to compare expression of a subset of candidate genes in evx1;evx2 double mutants and wild-type siblings.
    UNASSIGNED: Our data reveal two molecularly distinct subtypes of V0v spinal interneurons at 48 h and suggest that, by this stage of development, evx1;evx2 double mutant cells transfate into either inhibitory spinal interneurons, or motoneurons. Our results also identify 25 transcriptional regulator genes that require Evx1/2 for their expression in V0v interneurons, plus a further 11 transcriptional regulator genes that are repressed in V0v interneurons by Evx1/2. Two of the latter genes are hmx2 and hmx3a. Intriguingly, we show that Hmx2/3a, repress dI2 interneuronal expression of skor1a and nefma, two genes that require Evx1/2 for their expression in V0v interneurons. This suggests that Evx1/2 might regulate skor1a and nefma expression in V0v interneurons by repressing Hmx2/3a expression.
    UNASSIGNED: This study identifies two molecularly distinct subsets of V0v spinal interneurons, as well as multiple transcriptional regulators that are strong candidates for acting downstream of Evx1/2 to specify the essential functional characteristics of these cells. Our data further suggest that in the absence of both Evx1 and Evx2, V0v spinal interneurons initially change their neurotransmitter phenotypes from excitatory to inhibitory and then, later, start to express markers of distinct types of inhibitory spinal interneurons, or motoneurons. Taken together, our findings significantly increase our knowledge of V0v and spinal development and move us closer towards the essential goal of identifying the complete gene regulatory networks that specify this crucial cell type.
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  • 文章类型: Editorial
    暂无摘要。
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  • 文章类型: Journal Article
    基因调控网络现在处于精准生物学的前沿,这可以帮助研究人员更好地了解基因和调控元件如何相互作用以控制细胞基因表达,在生物学研究中提供了更有前途的分子机制。基因和调控元件之间的相互作用涉及不同的启动子,增强器,转录因子,消音器,绝缘子,和远程监管元素,它们以时空方式发生在10µm的核上。这样,三维染色质构象和结构生物学对于解释生物效应和基因调控网络至关重要。在审查中,我们简要总结了三维染色质构象的最新过程,显微成像,和生物信息学,我们对这三个方面提出了展望和未来方向。
    Gene regulatory networks are now at the forefront of precision biology, which can help researchers better understand how genes and regulatory elements interact to control cellular gene expression, offering a more promising molecular mechanism in biological research. Interactions between the genes and regulatory elements involve different promoters, enhancers, transcription factors, silencers, insulators, and long-range regulatory elements, which occur at a ∼10 µm nucleus in a spatiotemporal manner. In this way, three-dimensional chromatin conformation and structural biology are critical for interpreting the biological effects and the gene regulatory networks. In the review, we have briefly summarized the latest processes in three-dimensional chromatin conformation, microscopic imaging, and bioinformatics, and we have presented the outlook and future directions for these three aspects.
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  • 文章类型: Journal Article
    人表皮朗格汉斯细胞(LC)维持皮肤中的免疫稳态。为了检查体内平衡过程中人类原发性LC的转录编程,我们对从表皮迁移前后的LCs进行了scRNA-seq分析,再加上对其调节性T细胞启动能力的功能评估。分析显示,稳态LC存在于连续的成熟状态中,并上调抗原呈递基因以及包括基因IDO1,LGALS1,LAMTOR1,IL4I,他们的移民。基因组状态的迁移诱导的转变伴随着LC在共培养测定中更有效地引发调节性T细胞应答的能力。使用SCENIC和上下文中的部分信息分解对scRNAseq数据集进行计算分析,确定了一组迁移诱导的转录因子,包括IRF4,KLF6和RelB作为免疫调节基因调控网络中的关键节点。这些发现支持了一个模型,其中LC对免疫调节反应的有效启动取决于具有免疫调节促进基因组模块的迁移偶联成熟程序的协调上调。
    Human epidermal Langerhans cells (LCs) maintain immune homeostasis in the skin. To examine transcriptional programming of human primary LCs during homeostasis, we performed scRNA-seq analysis of LCs before and after migration from the epidermis, coupled with functional assessment of their regulatory T cell priming capabilities. The analysis revealed that steady-state LCs exist in a continuum of maturation states and upregulate antigen presentation genes along with an immunoregulatory module including the genes IDO1, LGALS1, LAMTOR1, IL4I, upon their migration. The migration-induced transition in genomic state is accompanied by the ability of LCs to more efficiently prime regulatory T cell responses in co-culture assays. Computational analyses of the scRNAseq datasets using SCENIC and Partial Information Decomposition in Context identified a set of migration-induced transcription factors including IRF4, KLF6 and RelB as key nodes within a immunoregulatory gene regulatory network. These findings support a model in which efficient priming of immunoregulatory responses by LCs is dependent on coordinated upregulation of a migration-coupled maturation program with a immunoregulation-promoting genomic module.
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  • 文章类型: Journal Article
    高度独特和复杂的面部结构的形成由负责三维组织形态发生的精确协调的遗传程序控制。然而,管理这些过程的基本机制仍然知之甚少。我们结合了小鼠遗传和基因组方法来定义正常和有缺陷的面部中部形态发生的潜在机制。表达Pax3的谱系细胞中Wnt分泌蛋白Wls的条件失活破坏了额鼻原始模式,细胞存活和定向生长,导致面部结构改变,包括中面部发育不全和中线面部裂隙。单细胞RNA测序揭示了中面部原基间充质亚群的独特转录组学图谱,在条件Wls突变体中被破坏。差异表达基因和顺式调控序列分析发现Wls调节并整合了核心基因调控网络,由关键的中面调控转录因子(包括Msx1,Pax3和Pax7)及其下游靶标(包括Wnt,嘘,Tgfβ和视黄酸信号传导成分),在负责中线面部形成和融合的鼻内侧突起的间充质亚群中。这些结果揭示了哺乳动物面部中部形态发生和单细胞分辨率相关缺陷的基本机制。
    Formation of highly unique and complex facial structures is controlled by genetic programs that are responsible for the precise coordination of three-dimensional tissue morphogenesis. However, the underlying mechanisms governing these processes remain poorly understood. We combined mouse genetic and genomic approaches to define the mechanisms underlying normal and defective midfacial morphogenesis. Conditional inactivation of the Wnt secretion protein Wls in Pax3-expressing lineage cells disrupted frontonasal primordial patterning, cell survival and directional outgrowth, resulting in altered facial structures, including midfacial hypoplasia and midline facial clefts. Single-cell RNA sequencing revealed unique transcriptomic atlases of mesenchymal subpopulations in the midfacial primordia, which are disrupted in the conditional Wls mutants. Differentially expressed genes and cis-regulatory sequence analyses uncovered that Wls modulates and integrates a core gene regulatory network, consisting of key midfacial regulatory transcription factors (including Msx1, Pax3 and Pax7) and their downstream targets (including Wnt, Shh, Tgfβ and retinoic acid signaling components), in a mesenchymal subpopulation of the medial nasal prominences that is responsible for midline facial formation and fusion. These results reveal fundamental mechanisms underlying mammalian midfacial morphogenesis and related defects at single-cell resolution.
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