transcription factors (TFs)

转录因子 (TFs)
  • 文章类型: Journal Article
    结论:该研究揭示了Si通过调节DEGs的调节影响,TFs,和TRs。进一步的bHLH亚家族和生长素转运蛋白途径阐明了促进根发育和结瘤的机制。大豆是全球重要的作物,是数百万人的植物蛋白的主要来源。这些植物的根部带有必需的固氮结构,称为结节。这项研究调查了硅(Si)应用对大豆的多方面影响,专注于根系发展,和结瘤采用全面的转录组学分析和基因调控网络。利用RNA序列分析来检查基因表达的变化,并鉴定与大豆根瘤和根发育增强有关的值得注意的差异表达基因(DEGs)。鉴定了一组涉及多种生物学和分子途径的316个基因,重点是转录因子(TFs)和转录调节因子(TRs)。这项研究揭示了TF和TR基因,分为68个不同的家庭,突出了大豆中受硅影响的复杂监管格局。上调最重要的bHLH亚家族和生长素转运蛋白途径的参与强调了有助于增强根发育和结瘤的分子机制。这项研究弥合了其他研究的见解,增强硅对应激反应途径和苯丙素生物合成的影响对结瘤至关重要。该研究揭示了与细胞成分功能相关的基因表达模式的显著改变,根系发育,和对Si的反应结瘤。
    CONCLUSIONS: The study unveils Si\'s regulatory influence by regulating DEGs, TFs, and TRs. Further bHLH subfamily and auxin transporter pathway elucidates the mechanisms enhancing root development and nodulation. Soybean is a globally important crop serving as a primary source of vegetable protein for millions of individuals. The roots of these plants harbour essential nitrogen fixing structures called nodules. This study investigates the multifaceted impact of silicon (Si) application on soybean, with a focus on root development, and nodulation employing comprehensive transcriptomic analyses and gene regulatory network. RNA sequence analysis was utilised to examine the change in gene expression and identify the noteworthy differentially expressed genes (DEGs) linked to the enhancement of soybean root nodulation and root development. A set of 316 genes involved in diverse biological and molecular pathways are identified, with emphasis on transcription factors (TFs) and transcriptional regulators (TRs). The study uncovers TF and TR genes, categorized into 68 distinct families, highlighting the intricate regulatory landscape influenced by Si in soybeans. Upregulated most important bHLH subfamily and the involvement of the auxin transporter pathway underscore the molecular mechanisms contributing to enhanced root development and nodulation. The study bridges insights from other research, reinforcing Si\'s impact on stress-response pathways and phenylpropanoid biosynthesis crucial for nodulation. The study reveals significant alterations in gene expression patterns associated with cellular component functions, root development, and nodulation in response to Si.
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  • 文章类型: Journal Article
    细胞分裂素(CKs)和脱落酸(ABA)在植物和病原真菌的生活中起着重要作用。然而,CKs和ABA在真菌生长调节中的作用,发育和毒力尚未得到充分研究。我们比较了致病性真菌StagonosporanodorumBerk的两种毒力分离株(SnB和Sn9MN-3A)和一种无毒分离株(Sn4VD)的能力。合成三组激素(CKs,ABA和生长素),并研究了外源ABA和玉米素对生长的影响,其中的孢子形成和坏死因子(NEs)和转录因子(TFs)的基因表达。S.nodorum的各种分离株合成了不同量的CKs,ABA和吲哚乙酸。使用外源ABA和玉米素,我们证明了这些激素对S.nodorum分离株的生长和孢子形成的影响是相反的,取决于分离物的基因型和激素的浓度,并通过调节碳水化合物代谢进行。ABA和玉米素调控真菌TF和NE基因的表达,但是这些参数的相关性分析表明,这种影响取决于分离株的基因型。这项研究将有助于我们了解激素ABA和CKs在真菌病原体S.nodorum生物学中的作用。
    Cytokinins (CKs) and abscisic acid (ABA) play an important role in the life of both plants and pathogenic fungi. However, the role of CKs and ABA in the regulation of fungal growth, development and virulence has not been sufficiently studied. We compared the ability of two virulent isolates (SnB and Sn9MN-3A) and one avirulent isolate (Sn4VD) of the pathogenic fungus Stagonospora nodorum Berk. to synthesize three groups of hormones (CKs, ABA and auxins) and studied the effect of exogenous ABA and zeatin on the growth, sporulation and gene expression of necrotrophic effectors (NEs) and transcription factors (TFs) in them. Various isolates of S. nodorum synthesized different amounts of CKs, ABA and indoleacetic acid. Using exogenous ABA and zeatin, we proved that the effect of these hormones on the growth and sporulation of S. nodorum isolates can be opposite, depends on both the genotype of the isolate and on the concentration of the hormone and is carried out through the regulation of carbohydrate metabolism. ABA and zeatin regulated the expression of fungal TF and NE genes, but correlation analysis of these parameters showed that this effect depended on the genotype of the isolate. This study will contribute to our understanding of the role of the hormones ABA and CKs in the biology of the fungal pathogen S. nodorum.
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  • 文章类型: Journal Article
    基于转录因子的生物报告基因已被广泛研究用于监测和检测环境毒物。在大肠杆菌中,多种抗生素抗性调节因子(MarR)在与水杨酸(SA)结合时诱导转录。我们利用mar操纵子的操纵子区和MarR作为报告域和传感域的组成部分,产生了SA特异性大肠杆菌细胞生物报告基因。分别。尽管基于内源性MarR和野生型大肠杆菌细胞的生物报告基因对SA有反应,它们的灵敏度和选择性不足以用于实际样品监测。为了改进这些参数,我们对宿主菌株进行基因工程改造以获得最佳的MarR表达,这增强了生物传感器对微摩尔量SA的灵敏度,并增加了选择性。在优化的实验条件下,该生物传感器可以量化环境样品中的SA。对于验证,使用开发的生物传感器确定人工污染的含SA化妆品样品中的SA浓度。通过比较使用LC-MS/MS测定的浓度的可靠性评估揭示了>90%的生物报道分子的准确度。虽然生物记者不被认为是环境监测的标准工具,由于其可负担性和简单性,基于细菌细胞的生物报道分子可以用作替代工具。在这项研究中开发的SA生物传感器可能是监测环境系统中SA的有价值的工具。关键点:•通过在大肠杆菌中采用mar操纵子系统产生SA响应性生物报道分子•通过遗传/生化工程增强SA特异性和选择性•新型生物报道分子对于环境系统中的SA监测将是有价值的。
    Transcription factor-based bioreporters have been extensively studied for monitoring and detecting environmental toxicants. In Escherichia coli, the multiple antibiotic resistance regulator (MarR) induces transcription upon binding to salicylic acid (SA). We generated SA-specific E. coli cell-based bioreporters utilizing the operator region of the mar operon and MarR as components of the reporter and sensing domains, respectively. Although bioreporters based on endogenous MarR and wild-type E. coli cells responded to SA, their sensitivity and selectivity were insufficient for practical sample monitoring. To improve these parameters, we genetically engineered host strains for optimal MarR expression, which enhanced the sensitivity of the biosensor to micromolar quantities of SA with increased selectivity. Under the optimized experimental conditions, the biosensor could quantify SA in environmental samples. For validation, the SA concentration in artificially contaminated SA-containing cosmetic samples was determined using the developed biosensor. Reliability assessment by comparing the concentrations determined using LC-MS/MS revealed > 90% accuracy of the bioreporters. Although bioreporters are not considered standard tools for environmental monitoring, bacterial cell-based bioreporters may serve as alternative tools owing to their affordability and simplicity. The SA biosensor developed in this study can potentially be a valuable tool for monitoring SA in environmental systems. KEY POINTS: • SA-responsive bioreporter is generated by employing mar operon system in E. coli • SA specificity and selectivity were enhanced by genetic/biochemical engineering • The novel bioreporter would be valuable for SA monitoring in environmental systems.
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  • 文章类型: Journal Article
    背景:茶树(互叶千层)以生产茶树油而闻名,一种精油,主要由从枝条中提取的萜烯组成。MYB转录因子,是最大的TF家族之一,在调节初级和次级代谢产物的合成中起着至关重要的作用。然而,对互叶互叶分枝杆菌MYB基因家族的了解有限。
    结果:这里,我们对互花分枝杆菌中的MYB基因进行了全面的全基因组分析,被称为MaMYB,包括系统发育关系,结构,启动子区域,和GO注释。我们的发现将219个MaMYB分为四个亚家族:一个5R-MYB,四个3R-MYB,61个MYB相关,剩下的153个都是2R-MYB.基于GO注释,七个基因(MYB189、MYB146、MYB44、MYB29、MYB175、MYB162和MYB160)与萜类化合物合成相关。拟南芥同源MYB基因的系统发育分析表明,MYB193和MYB163也可能参与萜类化合物的合成。此外,通过基因表达和代谢物含量的相关性分析,我们鉴定了42个与代谢物含量相关的MYB基因。
    结论:这些结果提供了有关MYB转录因子在互叶菊精油生产中的重要性的有价值的见解。这些发现为更好地理解MYB调控网络和开发新策略以增强互花菊精油合成奠定了基础。
    BACKGROUND: The tea tree (Melaleuca alternifolia) is renowned for its production of tea tree oil, an essential oil primarily composed of terpenes extracted from its shoot. MYB transcription factors, which are one of the largest TF families, play a crucial role in regulating primary and secondary metabolite synthesis. However, knowledge of the MYB gene family in M. alternifolia is limited.
    RESULTS: Here, we conducted a comprehensive genome-wide analysis of MYB genes in M. alternifolia, referred to as MaMYBs, including phylogenetic relationships, structures, promoter regions, and GO annotations. Our findings classified 219 MaMYBs into four subfamilies: one 5R-MYB, four 3R-MYBs, sixty-one MYB-related, and the remaining 153 are all 2R-MYBs. Seven genes (MYB189, MYB146, MYB44, MYB29, MYB175, MYB162, and MYB160) were linked to terpenoid synthesis based on GO annotation. Phylogenetic analysis with Arabidopsis homologous MYB genes suggested that MYB193 and MYB163 may also be involved in terpenoid synthesis. Additionally, through correlation analysis of gene expression and metabolite content, we identified 42 MYB genes associated with metabolite content.
    CONCLUSIONS: The results provide valuable insights into the importance of MYB transcription factors in essential oil production in M. alternifolia. These findings lay the groundwork for a better understanding of the MYB regulatory network and the development of novel strategies to enhance essential oil synthesis in M. alternifolia.
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  • 文章类型: Journal Article
    近年来,研究集中于癌症相关成纤维细胞(CAFs)的多面性和功能,旨在揭示它们的异质性,并确定不同肿瘤的共性,以更有效地治疗靶向肿瘤基质微环境。然而,CAF子集的统一功能分类仍然难以捉摸,在临床环境中开发靶向CAF疗法面临挑战。CAF表型源于肿瘤微环境中信号的复杂相互作用,其中转录因子充当各种细胞途径的中心介质。单细胞RNA测序技术的最新进展强调了转录因子在各种癌症类型中正常成纤维细胞向不同CAF亚型转化中的作用。这篇综述全面概述了转录因子网络在形成CAF异质性中的具体作用。可塑性,和功能。从它们在伤口愈合和纤维化期间对成纤维细胞稳态和重编程的影响开始,它深入研究了转录因子调控网络的新兴见解。了解这些机制不仅可以更精确地表征CAF子集,而且还可以阐明管理CAF异质性和功能的早期监管过程。最终,这些知识可能会揭示癌症治疗的新治疗靶点,解决基质靶向治疗的现有挑战。
    In recent years, research focused on the multifaceted landscape and functions of cancer-associated fibroblasts (CAFs) aimed to reveal their heterogeneity and identify commonalities across diverse tumors for more effective therapeutic targeting of pro-tumoral stromal microenvironment. However, a unified functional categorization of CAF subsets remains elusive, posing challenges for the development of targeted CAF therapies in clinical settings.The CAF phenotype arises from a complex interplay of signals within the tumor microenvironment, where transcription factors serve as central mediators of various cellular pathways. Recent advances in single-cell RNA sequencing technology have emphasized the role of transcription factors in the conversion of normal fibroblasts to distinct CAF subtypes across various cancer types.This review provides a comprehensive overview of the specific roles of transcription factor networks in shaping CAF heterogeneity, plasticity, and functionality. Beginning with their influence on fibroblast homeostasis and reprogramming during wound healing and fibrosis, it delves into the emerging insights into transcription factor regulatory networks. Understanding these mechanisms not only enables a more precise characterization of CAF subsets but also sheds light on the early regulatory processes governing CAF heterogeneity and functionality. Ultimately, this knowledge may unveil novel therapeutic targets for cancer treatment, addressing the existing challenges of stromal-targeted therapies.
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  • 文章类型: Journal Article
    Ref-1/APE1(氧化还原效应/脱嘌呤内切核酸酶1)是一种多功能酶,可作为几种转录因子(TFs)的氧化还原因子,例如,NF-kB,HIF-1α,在氧化状态下无法结合DNA。这些TFs转化为还原状态用于调节各种生物反应,如细胞生长,炎症,和细胞代谢。氧化还原活性涉及硫醇交换反应,其中Cys65(C65)充当亲核试剂。在人胰腺导管腺癌(PDAC)细胞中使用CRISPR编辑,我们在Ref-1中将C65改为Ala(C65A),以评估Ref-1氧化还原动力学的改变以及Ref-1氧化还原活性对细胞信号通路的慢性丧失,特别是受NF-kB和HIF-1α调节的那些。Ref-1的氧化还原活性需要部分解折叠以暴露C65,C65埋在折叠结构中。用聚乙二醇-马来酰亚胺(PEGm)标记Ref-1提供Ref-1中减少的Cys残基的读出,从而评估Ref-1中的部分解折叠。在比较Ref-1WT和Ref-1C65A细胞系时,我们发现Ref-1的氧化态与还原态的分布发生了变化。因此,与Ref-1WT系相比,Ref-1C65A系中NF-kB和HIF-1α的活化显著较低。生物信息学数据揭示了与Ref-1WT品系相比,在Ref-1C65A表达克隆中包括OXPHOS的代谢途径的显著下调。与Ref-1WT系相比,Ref-1C65A还证明了减少的细胞增殖和三羧酸(TCA)底物的使用。皮下和PDAC原位体内模型显示肿瘤大小显著减小,体重,和Ref-1C65A品系与Ref-1WT品系相比的生长。此外,植入Ref-1C65A氧化还原缺陷型细胞的小鼠与植入Ref-1氧化还原缺陷型细胞的小鼠相比,表现出显著降低的肝和肺转移负担。当前研究的这些结果提供了直接证据,表明Ref-1中Cys65的慢性缺失导致人PDAC细胞中蛋白质的氧化还原失活,随后的生物学结果证实了Ref-1氧化还原信号和致瘤表型的关键参与。
    Ref-1/APE1 (Redox Effector/Apurinic Endonuclease 1) is a multifunctional enzyme that serves as a redox factor for several transcription factors (TFs), e.g., NF-kB, HIF-1α, which in an oxidized state fail to bind DNA. Conversion of these TFs to a reduced state serves to regulate various biological responses such as cell growth, inflammation, and cellular metabolism. The redox activity involves a thiol exchange reaction for which Cys65 (C65) serves as the nucleophile. Using CRISPR editing in human pancreatic ductal adenocarcinoma (PDAC) cells, we changed C65 to Ala (C65A) in Ref-1 to evaluate alteration of Ref-1 redox dynamics as well as chronic loss of Ref-1 redox activity on cell signaling pathways, specifically those regulated by NF-kB and HIF-1α. The redox activity of Ref-1 requires partial unfolding to expose C65, which is buried in the folded structure. Labeling of Ref-1 with polyethylene glycol-maleimide (PEGm) provides a readout of reduced Cys residues in Ref-1 and thereby an assessment of partial unfolding in Ref-1. In comparing Ref-1WT vs Ref-1C65A cell lines, we found an altered distribution of oxidized versus reduced states of Ref-1. Accordingly, activation of NF-kB and HIF-1α in Ref-1C65A lines was significantly lower compared to Ref-1WT lines. The bioinformatic data revealed significant downregulation of metabolic pathways including OXPHOS in Ref-1C65A expressing clones compared to Ref-1WT line. Ref-1C65A also demonstrated reduced cell proliferation and use of tricarboxylic acid (TCA) substrates compared to Ref-1WT lines. A subcutaneous as well as PDAC orthotopic in vivo model demonstrated a significant reduction in tumor size, weight, and growth in the Ref-1C65A lines compared to the Ref-1WT lines. Moreover, mice implanted with Ref-1C65A redox deficient cells demonstrate significantly reduced metastatic burden to liver and lung compared to mice implanted with Ref-1 redox proficient cells. These results from the current study provide direct evidence that the chronic absence of Cys65 in Ref-1 results in redox inactivity of the protein in human PDAC cells, and subsequent biological results confirm a critical involvement of Ref-1 redox signaling and tumorigenic phenotype.
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  • 文章类型: Journal Article
    色域解旋酶DNA结合蛋白8(CHD8)是一种染色质重塑蛋白,其突变是相关的,高外显率,自闭症。CHD8突变的个体有共同的症状,如自闭症行为,认知障碍,精神分裂症合并症,和表型特征,如大头畸形和面部缺陷。Chd8缺陷小鼠模型概括了在人类大脑和其他器官中看到的大多数表型。众所周知,CHD8调节-直接和间接-神经元,自闭症谱系障碍(ASDs)相关基因和长链非编码RNA(lncRNAs)基因,which,反过来,调节神经元分化和大脑发育和功能的基本方面。CHD8基因表达调控的主要特征是其非线性和剂量敏感性。CHD8突变似乎主要影响男性,尽管观察到的性别偏见的原因仍然未知。我们最近报道,CHD8通过Xist长链非编码RNA(lncRNA)的转录控制直接调节X染色体失活(XCI),哺乳动物XCI的主要调节因子。我们确定了CHD8通过与Xist调节区的转录因子(TF)竞争性结合来调节Xist启动子的可及性的作用。我们在此推测,CHD8也可能在神经发生和大脑发育过程中通过类似的竞争性结合机制调节神经元/ASD靶标的可及性。然而,虽然这样的模型可以调和在Chd8敲除(KD)与敲除(KO)小鼠模型中观察到的表型差异,解释观察到的CHD8非线性剂量依赖性活性,它不能自己解释所观察到的疾病性别偏见。
    The chromodomain helicase DNA-binding protein 8 (CHD8) is a chromatin remodeler whose mutation is associated, with high penetrance, with autism. Individuals with CHD8 mutations share common symptoms such as autistic behaviour, cognitive impairment, schizophrenia comorbidity, and phenotypic features such as macrocephaly and facial defects. Chd8-deficient mouse models recapitulate most of the phenotypes seen in the brain and other organs of humans. It is known that CHD8 regulates - directly and indirectly - neuronal, autism spectrum disorder (ASDs)-associated genes and long non-coding RNAs (lncRNAs) genes, which, in turn, regulate fundamental aspects of neuronal differentiation and brain development and function. A major characteristic of CHD8 regulation of gene expression is its non-linear and dosage-sensitive nature. CHD8 mutations appear to affect males predominantly, although the reasons for this observed sex bias remain- unknown. We have recently reported that CHD8 directly regulates X chromosome inactivation (XCI) through the transcriptional control of the Xist long non-coding RNA (lncRNA), the master regulator of mammalian XCI. We identified a role for CHD8 in regulating accessibility at the Xist promoter through competitive binding with transcription factors (TFs) at Xist regulatory regions. We speculate here that CHD8 might also regulate accessibility at neuronal/ASD targets through a similar competitive binding mechanism during neurogenesis and brain development. However, whilst such a model can reconcile the phenotypic differences observed in Chd8 knock-down (KD) vs knock-out (KO) mouse models, explaining the observed CHD8 non-linear dosage-dependent activity, it cannot on its own explain the observed disease sex bias.
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  • 文章类型: Journal Article
    结论:这篇综述文章探讨了复杂的作用,regulation,和WRKYTFs响应生物胁迫的信号机制,特别强调它们在植物-病原体相互作用的滋养中的关键作用。转录因子(TFs)通过控制各种下游靶基因的表达在控制植物防御和发育中起着至关重要的作用。早期研究表明某些WRKY转录因子通过微生物感染的差异表达。一些转录组范围的研究后来证明,不同组的WRKY在病毒的早期阶段被显著激活,细菌,和真菌感染。此外,功能研究表明,某些WRKY基因在植物中的过表达或沉默可以极大地改变疾病症状以及病原体的繁殖率。因此,可以探索病原体触发的WRKYTFs介导的植物防御调节的新方面。WRKYs已经认识到的作用包括防御相关基因的转录调节,调节激素信号,并参与信号转导途径。一些WRKYs已被证明直接与病原体效应子结合,充当诱饵或抗性蛋白。值得注意的是,像水杨酸这样的信号分子,茉莉酸,与植物防御有关的乙烯和乙烯显着增加了几种WRKYs的表达。此外,在ISR期间还观察到WRKY基因的诱导或增强的WRKY活性,所述ISR由保护植物免受随后的病原体感染的有益微生物触发。为了了解WRKYTFs对抗病性的贡献及其在受感染植物中的确切代谢功能,需要进一步的研究。这篇综述文章探讨了内在的转录调控,信号机制,和植物疾病防御反应中由WRKYTFs控制的激素串扰,特别强调它们对不同生物营养的具体作用,半营养,和坏死病原体感染。
    CONCLUSIONS: This review article explores the intricate role, regulation, and signaling mechanisms of WRKY TFs in response to biotic stress, particularly emphasizing their pivotal role in the trophism of plant-pathogen interactions. Transcription factors (TFs) play a vital role in governing both plant defense and development by controlling the expression of various downstream target genes. Early studies have shown the differential expression of certain WRKY transcription factors by microbial infections. Several transcriptome-wide studies later demonstrated that diverse sets of WRKYs are significantly activated in the early stages of viral, bacterial, and fungal infections. Furthermore, functional investigations indicated that overexpression or silencing of certain WRKY genes in plants can drastically alter disease symptoms as well as pathogen multiplication rates. Hence the new aspects of pathogen-triggered WRKY TFs mediated regulation of plant defense can be explored. The already recognized roles of WRKYs include transcriptional regulation of defense-related genes, modulation of hormonal signaling, and participation in signal transduction pathways. Some WRKYs have been shown to directly bind to pathogen effectors, acting as decoys or resistance proteins. Notably, the signaling molecules like salicylic acid, jasmonic acid, and ethylene which are associated with plant defense significantly increase the expression of several WRKYs. Moreover, induction of WRKY genes or heightened WRKY activities is also observed during ISR triggered by the beneficial microbes which protect the plants from subsequent pathogen infection. To understand the contribution of WRKY TFs towards disease resistance and their exact metabolic functions in infected plants, further studies are required. This review article explores the intrinsic transcriptional regulation, signaling mechanisms, and hormonal crosstalk governed by WRKY TFs in plant disease defense response, particularly emphasizing their specific role against different biotrophic, hemibiotrophic, and necrotrophic pathogen infections.
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  • 文章类型: Editorial
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  • 文章类型: Journal Article
    基因调控网络(GRN)代表转录因子(TF)与其靶基因之间的调控联系。在植物中,它们对于理解控制重要农业性状(如产量或(a)生物胁迫反应)的转录程序至关重要。尽管已经开发了几种高通量和低通量的实验方法来绘制植物中的GRN,这些有时很贵,伴随着艰苦的协议,并不总是针对番茄进行优化,世界上最重要的园艺作物之一。在这一章中,我们提出了一种计算方法,它涵盖了两种协议:一种协议在两个不同的番茄基因组组装体之间映射基因标识符,和另一种方案,通过利用公开可用的TF结合信息,在给定一组功能相关或共调节基因的情况下,预测推定的调节因子并描绘GRN。作为一个例子,我们在番茄上应用了基序富集协议,使用上调的基因来响应茉莉酸,以及分别具有OENAM1和nam1基因型的植物中上调和下调的基因。我们发现,我们的协议准确地推断预期的TFs作为顶级富集调节因子,并识别出在与研究中的实验背景相关的生物过程中功能富集的GRN。
    Gene regulatory networks (GRNs) represent the regulatory links between transcription factors (TF) and their target genes. In plants, they are essential to understand transcriptional programs that control important agricultural traits such as yield or (a)biotic stress response. Although several high- and low-throughput experimental methods have been developed to map GRNs in plants, these are sometimes expensive, come with laborious protocols, and are not always optimized for tomato, one of the most important horticultural crops worldwide. In this chapter, we present a computational method that covers two protocols: one protocol to map gene identifiers between two different tomato genome assemblies, and another protocol to predict putative regulators and delineate GRNs given a set of functionally related or coregulated genes by exploiting publicly available TF-binding information. As an example, we applied the motif enrichment protocol on tomato using upregulated genes in response to jasmonate, as well as upregulated and downregulated genes in plants with genotypes OENAM1 and nam1, respectively. We found that our protocol accurately infers the expected TFs as top enriched regulators and identifies GRNs functionally enriched in biological processes related with the experimental context under study.
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