scRNA sequencing

  • 文章类型: Journal Article
    前神经转录因子无碱性螺旋-环-螺旋转录因子7(ATOH7)在发育中的神经视网膜的早期祖细胞中表达。在脊椎动物中,这对视网膜神经节细胞(RGC)的发育至关重要,由于突变动物几乎完全没有RGC,视神经发育不全,和视网膜血管发育的像差。人类突变是罕见的,并导致常染色体隐性视神经发育不全(ONH)或严重的血管变化,诊断为原发性玻璃体常染色体隐性持续增生(PHPVAR)。为了更好地理解ATOH7在神经视网膜发育中的作用,我们创建了ATOH7敲除和表达eGFP的ATOH7报告人诱导多能干细胞(hiPSCs),分化为早期视网膜类器官。由ATOH7调节的靶基因座通过在靶下切割和使用核酸酶的释放进行测序(CUT&RUN-seq)和通过野生型和突变型类器官衍生的报告细胞的RNA测序(RNA-seq)的差异表达来鉴定。此外,对整个类器官进行单细胞RNA测序(scRNA-seq)以鉴定细胞类型特异性基因.突变的类器官在轴突发芽中表现出实质性的缺陷,RGC的减少,以及其他细胞类型的增加。我们确定了469个差异表达的靶基因,属于轴突发育/指导和Notch信号传导的基因过度表达。一起来看,我们通过诱导RGC特异性基因,同时抑制其他细胞命运,巩固了人类ATOH7在指导祖细胞能力方面的功能。此外,我们强调了负责ATOH7相关视神经和视网膜血管异常的候选基因,这揭示了相关疾病的潜在未来治疗目标。
    The proneural transcription factor atonal basic helix-loop-helix transcription factor 7 (ATOH7) is expressed in early progenitors in the developing neuroretina. In vertebrates, this is crucial for the development of retinal ganglion cells (RGCs), as mutant animals show an almost complete absence of RGCs, underdeveloped optic nerves, and aberrations in retinal vessel development. Human mutations are rare and result in autosomal recessive optic nerve hypoplasia (ONH) or severe vascular changes, diagnosed as autosomal recessive persistent hyperplasia of the primary vitreous (PHPVAR). To better understand the role of ATOH7 in neuroretinal development, we created ATOH7 knockout and eGFP-expressing ATOH7 reporter human induced pluripotent stem cells (hiPSCs), which were differentiated into early-stage retinal organoids. Target loci regulated by ATOH7 were identified by Cleavage Under Targets and Release Using Nuclease with sequencing (CUT&RUN-seq) and differential expression by RNA sequencing (RNA-seq) of wildtype and mutant organoid-derived reporter cells. Additionally, single-cell RNA sequencing (scRNA-seq) was performed on whole organoids to identify cell type-specific genes. Mutant organoids displayed substantial deficiency in axon sprouting, reduction in RGCs, and an increase in other cell types. We identified 469 differentially expressed target genes, with an overrepresentation of genes belonging to axon development/guidance and Notch signaling. Taken together, we consolidate the function of human ATOH7 in guiding progenitor competence by inducing RGC-specific genes while inhibiting other cell fates. Furthermore, we highlight candidate genes responsible for ATOH7-associated optic nerve and retinovascular anomalies, which sheds light to potential future therapy targets for related disorders.
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  • 文章类型: Journal Article
    纤维发育不良(FD)是一种罕见的骨骼疾病,其特征是用良性纤维骨组织代替正常骨骼。缺乏合适的研究模型阻碍了我们对病理生理学和治疗选择的理解的发展。在这项研究中,我们开发了一种体外器官型模型,能够概括FD的关键内在和表型特性。最初,从患者病变组织中分离的单个细胞的转录组学分析揭示了病变内分子和细胞异质性。利用这些见解,我们使用从患者FD病变获得的原代细胞建立了患者来源的类器官(PDO).PDO的评估证明了在FD病变中观察到的纤维化相关组成细胞类型和转录特征的保留。此外,PDO保留了FD特有的基因组和代谢改变的不同星座。组织学评估进一步证实了PDO的保真度,以概括FD的重要表型特征,强调了其病理生理相关性。我们的发现代表了该领域的有意义的进展,因为它们为三维背景下罕见骨病变的体外建模开辟了可能性,并且可能标志着为研究和治疗研究创建个性化平台的第一步。
    Fibrous dysplasia (FD) is a rare bone disorder characterized by the replacement of normal bone with benign fibro-osseous tissue. Developments in our understanding of the pathophysiology and treatment options are impeded by the lack of suitable research models. In this study, we developed an in vitro organotypic model capable of recapitulating key intrinsic and phenotypic properties of FD. Initially, transcriptomic profiling of individual cells isolated from patient lesional tissues unveiled intralesional molecular and cellular heterogeneity. Leveraging these insights, we established patient-derived organoids (PDOs) using primary cells obtained from patient FD lesions. Evaluation of PDOs demonstrated preservation of fibrosis-associated constituent cell types and transcriptional signatures observed in FD lesions. Additionally, PDOs retained distinct constellations of genomic and metabolic alterations characteristic of FD. Histological evaluation further corroborated the fidelity of PDOs in recapitulating important phenotypic features of FD that underscore their pathophysiological relevance. Our findings represent meaningful progress in the field, as they open up the possibility for in vitro modeling of rare bone lesions in a three-dimensional context and may signify the first step towards creating a personalized platform for research and therapeutic studies.
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  • 文章类型: Journal Article
    糖尿病肾病(DN)是糖尿病的严重并发症,以肾脏结构和功能变化为特征。天然产物迷迭香酸(RA)已显示出治疗效果,包括抗炎和抗氧化应激,在肾损害或功能障碍。在这项研究中,我们在单细胞水平表征了肾脏对DN诱导的损伤和RA治疗的细胞反应的异质性.我们的结果表明,RA可显着减轻肾小管上皮损伤,特别是在近端肾小管S1段和称为足细胞的肾小球上皮细胞上,同时减弱巨噬细胞的炎症反应,氧化应激,和自然杀伤细胞的细胞毒性。这些发现提供了对RA减轻肾脏损害的机制的全面理解。氧化应激,和炎症,为RA在DN治疗中的临床应用提供了有价值的指导。
    Diabetic nephropathy (DN) is a severe complication of diabetes, characterized by changes in kidney structure and function. The natural product rosmarinic acid (RA) has demonstrated therapeutic effects, including anti-inflammation and anti-oxidative-stress, in renal damage or dysfunction. In this study, we characterized the heterogeneity of the cellular response in kidneys to DN-induced injury and RA treatment at single cell levels. Our results demonstrated that RA significantly alleviated renal tubular epithelial injury, particularly in the proximal tubular S1 segment and on glomerular epithelial cells known as podocytes, while attenuating the inflammatory response of macrophages, oxidative stress, and cytotoxicity of natural killer cells. These findings provide a comprehensive understanding of the mechanisms by which RA alleviates kidney damage, oxidative stress, and inflammation, offering valuable guidance for the clinical application of RA in the treatment of DN.
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  • 文章类型: Journal Article
    角化是一种铜依赖性细胞死亡,与多种疾病的发展和免疫反应有关。然而,在脓毒症的免疫特征中,角化功能仍不清楚。
    我们从GEO数据库中获得了两个败血症数据集(GSE9960和GSE134347),并用R包对原始数据进行了分类。人工筛选与角化相关的基因,并鉴定了差异表达的角化相关基因(DECuGs)。之后,我们应用了富集分析,并通过执行机器学习技术确定了关键的DECuG。然后,通过CIBERSORT算法建立免疫细胞浸润和DECuG与免疫细胞特征之间的相关性。随后,基于关键DECuG进行无监督层次聚类分析。然后,我们通过使用多步计算策略和DrugBank数据库中预测的潜在药物,构建了基于关键DECuG的ceRNA网络。最后,这些关键基因在免疫细胞中的作用在脓毒症患者和健康对照组的单细胞RNA水平得到验证.
    总的来说,获得16个DECuG,大多数在脓毒症样本中的表达水平较低。之后,我们通过执行机器学习获得了六个关键的DECuG。然后,LIPT1-T细胞的CD4记忆静息状态是DECuG-免疫细胞对中最正相关的。随后,通过六个DECuG识别出两个不同的亚簇。生物信息学分析表明,两个亚簇之间存在不同的免疫特征。此外,我们在ceRNA网络中鉴定了关键的lncRNAOIP5-AS1,并获得了4种可能代表脓毒症新药的药物.最后,这些关键的DECuG在另一个验证集中在统计学上显著失调,并在单核细胞中显示出主要分布,T细胞,B细胞,NK细胞和血小板在单细胞RNA水平。
    这些研究结果表明,细胞凋亡可能通过影响免疫系统和代谢功能障碍来促进脓毒症的进展,为了解脓毒症的潜在致病过程和治疗靶点提供了新的方向。
    UNASSIGNED: Cuproptosis is a copper-dependent cell death that is connected to the development and immune response of multiple diseases. However, the function of cuproptosis in the immune characteristics of sepsis remains unclear.
    UNASSIGNED: We obtained two sepsis datasets (GSE9960 and GSE134347) from the GEO database and classified the raw data with R packages. Cuproptosis-related genes were manually curated, and differentially expressed cuproptosis-related genes (DECuGs) were identified. Afterwards, we applied enrichment analysis and identified key DECuGs by performing machine learning techniques. Then, the immune cell infiltrations and correlation between DECuGs and immunocyte features were created by the CIBERSORT algorithm. Subsequently, unsupervised hierarchical clustering analysis was performed based on key DECuGs. We then constructed a ceRNA network based on key DECuGs by using multi-step computational strategies and predicted potential drugs in the DrugBank database. Finally, the role of these key genes in immune cells was validated at the single-cell RNA level between septic patients and healthy controls.
    UNASSIGNED: Overall, 16 DECuGs were obtained, and most of them had lower expression levels in sepsis samples. Afterwards, we obtained six key DECuGs by performing machine learning. Then, the LIPT1-T-cell CD4 memory resting was the most positively correlated DECuG-immunocyte pair. Subsequently, two different subclusters were identified by six DECuGs. Bioinformatics analysis revealed that there were different immune characteristics between the two subclusters. Moreover, we identified the key lncRNA OIP5-AS1 within the ceRNA network and obtained 4 drugs that may represent novel drugs for sepsis. Finally, these key DECuGs were statistically significantly dysregulated in another validation set and showed a major distribution in monocytes, T cells, B cells, NK cells and platelets at the single-cell RNA level.
    UNASSIGNED: These findings suggest that cuproptosis might promote the progression of sepsis by affecting the immune system and metabolic dysfunction, which provides a new direction for understanding potential pathogenic processes and therapeutic targets in sepsis.
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  • 文章类型: Journal Article
    表皮细胞是植物与环境之间信号和物质交换的主要途径。叶表皮细胞主要包括路面细胞,保卫细胞,和毛状体细胞。不同表皮细胞的发育和分布受到植物激素介导的复杂转录调控网络的严密调控,包括茉莉酸,和转录因子。叶表皮细胞的命运是如何决定的,然而,由于细胞类型的多样性及其调节的复杂性,在很大程度上仍然未知。这里,我们使用单细胞RNA测序表征了3天大的拟南芥真叶中表皮细胞的转录谱。我们确定了两个编码BASICLEUCINE-ZIPPER(bZIP)转录因子的基因,即bZIP25和bZIP53,在路面细胞和早期分生组织细胞中高度表达。发现路面细胞和毛状体细胞的密度增加和减少,分别,在bzip25和bzip53突变体中,与野生型植物相比。这种趋势在茉莉酸的存在下更为明显,提示这些转录因子响应茉莉酸调节毛状体细胞和路面细胞的发育。
    Epidermal cells are the main avenue for signal and material exchange between plants and the environment. Leaf epidermal cells primarily include pavement cells, guard cells, and trichome cells. The development and distribution of different epidermal cells are tightly regulated by a complex transcriptional regulatory network mediated by phytohormones, including jasmonic acid, and transcription factors. How the fate of leaf epidermal cells is determined, however, is still largely unknown due to the diversity of cell types and the complexity of their regulation. Here, we characterized the transcriptional profiles of epidermal cells in 3-day-old true leaves of Arabidopsis thaliana using single-cell RNA sequencing. We identified two genes encoding BASIC LEUCINE-ZIPPER (bZIP) transcription factors, namely bZIP25 and bZIP53, which are highly expressed in pavement cells and early-stage meristemoid cells. Densities of pavement cells and trichome cells were found to increase and decrease, respectively, in bzip25 and bzip53 mutants, compared with wild-type plants. This trend was more pronounced in the presence of jasmonic acid, suggesting that these transcription factors regulate the development of trichome cells and pavement cells in response to jasmonic acid.
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  • 文章类型: Journal Article
    目的:克罗恩病(CD)的发病率在全球范围内持续增加。CD4+细胞群的贡献仍有待阐明。这里,我们旨在对驱动CD慢性炎症的CD4+T细胞进行深入的转录评估.
    方法:我们对从CD患者回肠活检组织中分离的CD4+T细胞与健康个体进行了单细胞RNA测序。细胞进行了聚类分析,其次是基因信号网络的分析。我们将我们的差异表达基因与公开的微阵列数据集重叠,并进行了体外功能研究。包括体外抑制测定和类器官系统,模拟CDTREG中观察到的基因表达变化并测试预测的治疗方法。
    结果:我们鉴定了五个不同的FOXP3+调节性T(Treg)亚群。从健康对照中分离的Treg代表了假颞叶发育为炎症相关亚型的起源。这些促炎性Treg表现出对TNFα信号传导的独特响应性,在体外具有受损的抑制活性,并且在类器官共培养系统中具有升高的细胞因子应答。正如硅片中预测的那样,组蛋白去乙酰化酶抑制剂伏立诺他标准化基因表达模式,在体外挽救FOXP3+细胞的抑制功能。
    结论:我们确定了一部小说,CD患者的促炎FOXP3+T细胞亚群,并开发了使用FDA批准的药物Vorinostat特异性靶向这些细胞的管道。
    The incidence of Crohn\'s disease (CD) continues to increase worldwide. The contribution of CD4+ cell populations remains to be elucidated. We aimed to provide an in-depth transcriptional assessment of CD4+ T cells driving chronic inflammation in CD.
    We performed single-cell RNA-sequencing in CD4+ T cells isolated from ileal biopsies of patients with CD compared with healthy individuals. Cells underwent clustering analysis, followed by analysis of gene signaling networks. We overlapped our differentially expressed genes with publicly available microarray data sets and performed functional in vitro studies, including an in vitro suppression assay and organoid systems, to model gene expression changes observed in CD regulatory T (Treg) cells and to test predicted therapeutics.
    We identified 5 distinct FOXP3+ regulatory Treg subpopulations. Tregs isolated from healthy controls represent the origin of pseudotemporal development into inflammation-associated subtypes. These proinflammatory Tregs displayed a unique responsiveness to tumor necrosis factor-α signaling with impaired suppressive activity in vitro and an elevated cytokine response in an organoid coculture system. As predicted in silico, the histone deacetylase inhibitor vorinostat normalized gene expression patterns, rescuing the suppressive function of FOXP3+ cells in vitro.
    We identified a novel, proinflammatory FOXP3+ T cell subpopulation in patients with CD and developed a pipeline to specifically target these cells using the US Food and Drug Administration-approved drug vorinostat.
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  • 文章类型: Journal Article
    臂旁核(PBN)是接收来自内部和外部环境的感觉信息的主要枢纽。PBN神经元的特定群体参与行为,包括食物和水的摄入,伤害性反应,呼吸调节,以及学习和对威胁刺激做出适当反应。然而,目前尚不清楚存在多少PBN神经元群体,以及独特的信号分子或受体如何编码不同的行为。在这里,我们提供了一个关于分子身份的数据储存库,空间位置,和几十个PBN神经元亚簇的投影模式。使用单细胞RNA测序,我们确定了PBN和相邻区域中的21个神经元亚簇。多重原位杂交显示,许多这些亚簇在特定的PBN子区域中富集,在其他几个区域中分散了细胞。我们还提供了来自小鼠21Cre-driver线的轴突投影的详细可视化。这些结果都可以公开下载,并为进一步询问PBN功能和连接奠定了基础。
    The parabrachial nucleus (PBN) is a major hub that receives sensory information from both internal and external environments. Specific populations of PBN neurons are involved in behaviors including food and water intake, nociceptive responses, breathing regulation, as well as learning and responding appropriately to threatening stimuli. However, it is unclear how many PBN neuron populations exist and how different behaviors may be encoded by unique signaling molecules or receptors. Here we provide a repository of data on the molecular identity, spatial location, and projection patterns of dozens of PBN neuron subclusters. Using single-cell RNA sequencing, we identified 21 subclusters of neurons in the PBN and neighboring regions. Multiplexed in situ hybridization showed many of these subclusters are enriched within specific PBN subregions with scattered cells in several other regions. We also provide detailed visualization of the axonal projections from 21 Cre-driver lines of mice. These results are all publicly available for download and provide a foundation for further interrogation of PBN functions and connections.
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  • 文章类型: Journal Article
    神经元的分子谱影响神经发育和功能,但桥接基因之间的差距,电路,行为非常困难。在这里,我们使用单细胞RNAseq来生成果蝇幼虫中枢神经系统的完整基因表达图谱,该图谱由跨三个发育阶段的131,077个单细胞组成(1小时,孵化后24h和48h)。我们根据基因表达模式鉴定了67个不同的细胞簇。其中包括31个功能成熟的幼虫神经元簇,1个环形压盖组,8个胶质簇,6个神经前兆簇,和13个发育中的未成熟成年神经元簇。一些集群存在于幼虫发育的所有阶段,而其他是阶段特异性的(如发育成神经元)。我们确定了在每个簇中差异表达的基因,以及在幼虫生命的不同阶段差异表达的基因。这些差异表达的基因为调节幼虫神经系统中特定神经元和神经胶质类型的功能提供了有希望的候选基因,或成年神经元的规范和分化。果蝇幼虫神经系统的细胞转录组图谱是发育生物学和系统神经科学的宝贵资源,为阐明基因如何调节神经发育和功能提供了基础。
    Molecular profiles of neurons influence neural development and function but bridging the gap between genes, circuits, and behavior has been very difficult. Here we used single cell RNAseq to generate a complete gene expression atlas of the Drosophila larval central nervous system composed of 131,077 single cells across three developmental stages (1 h, 24 h and 48 h after hatching). We identify 67 distinct cell clusters based on the patterns of gene expression. These include 31 functional mature larval neuron clusters, 1 ring gland cluster, 8 glial clusters, 6 neural precursor clusters, and 13 developing immature adult neuron clusters. Some clusters are present across all stages of larval development, while others are stage specific (such as developing adult neurons). We identify genes that are differentially expressed in each cluster, as well as genes that are differentially expressed at distinct stages of larval life. These differentially expressed genes provide promising candidates for regulating the function of specific neuronal and glial types in the larval nervous system, or the specification and differentiation of adult neurons. The cell transcriptome Atlas of the Drosophila larval nervous system is a valuable resource for developmental biology and systems neuroscience and provides a basis for elucidating how genes regulate neural development and function.
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  • 文章类型: Journal Article
    两种最常见的神经退行性疾病-阿尔茨海默氏症和帕金森氏症-的特征是突触功能障碍和变性,由于异常的蛋白质积累导致神经元丢失。过度磷酸化tau的细胞内聚集和淀粉样β斑块的细胞外聚集形成阿尔茨海默病病理学的基础。帕金森病的主要标志是黑质致密部多巴胺能神经元的丧失,路易体形成后,主要由α-突触核蛋白聚集体组成。然而,导致这些疾病中神经变性的离散机制仍然知之甚少.在这些疾病的动物模型中已经报道了神经元损失和成人神经发生受损。然而,由于在人类患者的死后脑组织中缺乏确凿的证据,这些发现仍然存在争议。虽然一些出版物提供了与阿尔茨海默病和帕金森病中轴突再生有关的重要发现,他们还强调了神经再生疗法发展的局限性和障碍。在这次审查中,我们总结了与神经发生相关的体外和体内发现,阿尔茨海默病和帕金森病背景下的神经再生和神经变性。
    Two of the most common neurodegenerative disorders - Alzheimer\'s and Parkinson\'s diseases - are characterized by synaptic dysfunction and degeneration that culminate in neuronal loss due to abnormal protein accumulation. The intracellular aggregation of hyper-phosphorylated tau and the extracellular aggregation of amyloid beta plaques form the basis of Alzheimer\'s disease pathology. The major hallmark of Parkinson\'s disease is the loss of dopaminergic neurons in the substantia nigra pars compacta, following the formation of Lewy bodies, which consists primarily of alpha-synuclein aggregates. However, the discrete mechanisms that contribute to neurodegeneration in these disorders are still poorly understood. Both neuronal loss and impaired adult neurogenesis have been reported in animal models of these disorders. Yet these findings remain subject to frequent debate due to a lack of conclusive evidence in post mortem brain tissue from human patients. While some publications provide significant findings related to axonal regeneration in Alzheimer\'s and Parkinson\'s diseases, they also highlight the limitations and obstacles to the development of neuroregenerative therapies. In this review, we summarize in vitro and in vivo findings related to neurogenesis, neuroregeneration and neurodegeneration in the context of Alzheimer\'s and Parkinson\'s diseases.
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  • 文章类型: Journal Article
    长链非编码RNA(lncRNAs)因其在调节角质形成细胞分化和炎症反应中的潜在作用而受到关注;然而,对于许多鉴定的皮肤表达lncRNAs,关于它们的生物学作用没有全面的描述。此外,报道的lncRNAs的表达谱可能由于其低表达性质而不明确.这篇综述的目的是利用大规模基因组数据来表征突出的皮肤表达lncRNAs,旨在通过整合体外和体内数据,为它们在银屑病和特应性皮炎的炎性皮肤病理学中的潜在作用提供更多的见解。我们强调了不同的皮肤表达lncRNAs,包括H19,在AD/牛皮癣的皮损中以及在角质形成细胞中的细胞因子刺激后显著下调;它也与CYP1A1呈负相关(r=-0.75,p=8×10-73),参与药物代谢和皮肤屏障稳态的基因,在角质形成细胞中。此外,SPRR2C,调节IL-22刺激的潜在调节剂,在特应性皮炎和牛皮癣病灶皮肤中均上调,并且也是角质形成细胞中IL-17A和IL-17+TNF信号传导的下游。使用scRNAseq,我们进一步揭示了lncRNAs的细胞类型特异性,包括表皮中H19的基础表达性质。有趣的是,而不是具有细胞类型特异性表达谱,我们发现很少有lncRNAs在皮肤的不同细胞类型中表达,包括MALAT1、NEAT1和GAS5。虽然lncRNAs通常具有较低的表达,我们结合体外和体内实验数据的结果证明了这些lncRNAs中的一些如何在细胞因子刺激途径中发挥介导作用.
    Long non-coding RNAs (lncRNAs) have attracted attention for their potential roles in modulating keratinocyte differentiation and inflammatory response; however, for many identified skin-expressing lncRNAs, there is no comprehensive characterization regarding their biological roles. In addition, the reported expression profiles for lncRNAs can be ambiguous due to their low-expressing nature. The objective of this review is to utilize large scale genomic data to characterize the prominent skin-expressing lncRNAs, aiming to provide additional insights for their potential roles in the pathology of inflammatory skin of psoriasis and atopic dermatitis by integrating in vitro and in vivo data. We highlighted the different skin-expressing lncRNAs, including H19, which is significantly down-regulated in lesional skin of AD/psoriasis and upon cytokine stimulation in keratinocytes; it is also negatively correlated with CYP1A1 (r = -0.75, p = 8 × 10-73), a gene involved in drug metabolism and skin barrier homeostasis, in keratinocytes. In addition, SPRR2C, a potential regulator that modulates IL-22 stimulation, was upregulated in both atopic dermatitis and psoriasis lesional skin and was also downstream of the IL-17A and IL-17 + TNF signaling in keratinocytes. Using scRNAseq, we further revealed the cell type specificity of lncRNAs, including basal-expressing nature of H19 in the epidermis. Interestingly, instead of having cell type specific expression profile, we found few lncRNAs that are express across different cell types in skin, including MALAT1, NEAT1, and GAS5. While lncRNAs in general have lower expression, our results combining in vitro and in vivo experimental data demonstrate how some of these lncRNAs can play mediator roles in the cytokine-stimulated pathway.
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