single-cell RNA-seq

单细胞 RNA - seq
  • 文章类型: Journal Article
    代谢性肝病,包括酒精和非酒精性脂肪性肝病(ALD/NAFLD),以炎症和预防感染的能力下降为特征。患有严重酒精相关肝炎(sAH)的患者在接受类固醇治疗时特别容易感染。了解这些反应的免疫机制对于管理代谢性肝病患者的治疗至关重要。细胞毒性NK细胞和CD8T细胞,使用溶细胞颗粒,通过杀死感染的细胞发挥重要的免疫作用,包括单核细胞。然而,sAH患者的NK细胞功能失调,不能杀死靶细胞,尽管机制未知。
    我们使用单细胞RNA-seq(scRNA-seq)(n=4)和多面板细胞内流式细胞术(所有患者组n=7-8)对从sAH患者和健康对照(HC)分离的PBMC进行了探索性研究。
    ScRNA-seq显示,与健康对照相比,sAH患者中激活单核细胞的细胞毒性细胞识别所需的NK细胞和CD8T细胞中的受体下调。颗粒溶素是NK细胞和效应CD8T细胞中最下调的基因。在来自HC的NK细胞中,颗粒溶素的表达,穿孔素,颗粒酶A和B高度相关;然而,在SAH,这些基因失去了协调表达,指示功能失调的细胞溶解颗粒形成。最后,从sAH开始,NK细胞中溶细胞颗粒蛋白的表达降低,表明细胞溶解颗粒减少。
    一起,这些结果表明,来自sAH的PBMC中细胞毒性细胞功能的丧失,这可能导致与其他免疫细胞的交流能力下降,如单核细胞,防止被感染的细胞被杀死,从而增加感染的风险。
    UNASSIGNED: Metabolic liver diseases, including alcohol- and non-alcoholic fatty liver diseases (ALD/NAFLD), are characterized by inflammation and decreased ability to prevent infections. Patients with severe alcohol-associated hepatitis (sAH) are particularly susceptible to infections while undergoing treatment with steroids. Understanding the immunological mechanisms for these responses is critical to managing the treatment of patients with metabolic liver diseases. Cytotoxic NK cells and CD8 T cells, using cytolytic granules, serve an important immunological role by killing infected cells, including monocytes. However, patients with sAH have dysfunctional NK cells, which cannot kill target cells, though the mechanism is unknown.
    UNASSIGNED: We performed an exploratory study using single-cell RNA-seq (scRNA-seq) (n = 4) and multi-panel intracellular flow cytometry (n = 7-8 for all patient groups) on PBMCs isolated from patients with sAH and healthy controls (HC).
    UNASSIGNED: ScRNA-seq revealed receptors in NK cells and CD8 T cells required for cytotoxic cell recognition of activated monocytes were downregulated in patients with sAH compared to healthy controls. Granulysin was the most downregulated gene in both NK cells and effector CD8 T cells. In NK cells from HC, expression of granulysin, perforin, and granzymes A and B was highly correlated; however, in sAH, these genes lost coordinate expression, indicative of dysfunctional cytolytic granule formation. Finally, the expression of cytolytic granule proteins in NK cells was decreased from sAH, indicating reduced cytolytic granules.
    UNASSIGNED: Together, these results suggest a loss of cytotoxic cell function in PBMCs from sAH that may contribute to a decreased ability to communicate with other immune cells, such as monocytes, and prevent the killing of infected cells, thus increasing the risk of infection.
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  • 文章类型: Journal Article
    我们对妊娠晚期人类胎儿小脑发育的理解,星形胶质细胞生成的关键时期,少突胶质细胞,和单极刷细胞(UBC),仍然有限。这里,我们对18-25孕周(GWs)的人胎儿小脑样本进行了单细胞RNA测序(scRNA-seq).我们发现,增殖的UBC祖细胞分布在白质(WM)附近的菱形唇(RLSVZ)的室下区,形成层结构。我们还描绘了从星形放射状胶质细胞(ARG)到Bergmann胶质祖细胞(BGP)的两种轨迹,并将少突胶质细胞(ORG)识别为原始少突胶质细胞祖细胞(PriOPCs)的一种来源。此外,我们对21三体胎儿小脑在这一阶段的scRNA-seq分析揭示了细胞粘附途径和粘着斑途径等途径中异常上调的基因,这可能促进神经元分化。总的来说,我们的研究为人类胎儿小脑的正常和异常发育提供了有价值的见解。
    Our understanding of human fetal cerebellum development during the late second trimester, a critical period for the generation of astrocytes, oligodendrocytes, and unipolar brush cells (UBCs), remains limited. Here, we performed single-cell RNA sequencing (scRNA-seq) in human fetal cerebellum samples from gestational weeks (GWs) 18-25. We find that proliferating UBC progenitors distribute in the subventricular zone of the rhombic lip (RLSVZ) near white matter (WM), forming a layer structure. We also delineate two trajectories from astrogenic radial glia (ARGs) to Bergmann glial progenitors (BGPs) and recognize oligodendrogenic radial glia (ORGs) as one source of primitive oligodendrocyte progenitor cells (PriOPCs). Additionally, our scRNA-seq analysis of the trisomy 21 fetal cerebellum at this stage reveals abnormal upregulated genes in pathways such as the cell adhesion pathway and focal adhesion pathway, which potentially promote neuronal differentiation. Overall, our research provides valuable insights into normal and abnormal development of the human fetal cerebellum.
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  • 文章类型: Journal Article
    目标:骨肉瘤,主要影响青少年的高度恶性原发性骨肿瘤,经常对初始化疗产生耐药性,导致转移和有限的治疗选择。我们的研究旨在发现转移性和复发性骨肉瘤的新治疗靶点。
    方法:在本研究中,我们证明了调节YAP1调节的谷氨酰胺代谢途径以增强OS对DFMO的反应的潜力。我们最初使用单细胞转录组数据来测量MTAP缺失OS患者中多胺代谢的激活水平。来自复发和非复发患者组织的转录组测序数据进一步证实了这一点。确认进行性OS中多胺代谢的激活。通过高通量药物筛选,我们指出了一种YAP1抑制剂CIL56,作为与DFMO联合治疗策略的有希望的候选人。在体内,我们利用PDX和CDX模型验证了该药物组合的疗效.体外,我们进行了蛋白质印迹分析,qPCR分析,免疫荧光染色,和PuMA实验来监测分子表达的变化,分布,和肿瘤转移能力。我们使用CCK-8和集落形成测定法来评估实验组中细胞的增殖能力。我们使用流式细胞术和活性氧探针观察细胞内ROS和谷氨酰胺代谢的变化。最后,我们将RNA-seq与代谢组学联合应用于鉴定用DFMO和CIL56组合处理的OS细胞中的代谢改变.这使我们能够干预并验证YAP1介导的谷氨酰胺代谢途径在DFMO抗性中的作用。
    结果:通过单细胞RNA-seq数据分析,我们确定了聚胺代谢显著上调的晚期OS细胞亚群.通过复发性和非复发性OS组织的转录组学分析进一步证实了这种上调。高通量药物筛选揭示了涉及DFMO和CIL56的有希望的组合策略。DFMO处理抑制了OS细胞中YAP1蛋白的磷酸化,促进核进入并启动YAP1介导的谷氨酰胺代谢途径。这降低了细胞内ROS水平,对抗DFMO的抗癌作用。通过将其与YAP1抑制剂CIL56或谷氨酰胺酶抑制剂CB-839组合,可以在体内和体外放大DFMO的治疗功效。这强调了靶向YAP1介导的谷氨酰胺代谢途径以增强DFMO功效的显著潜力。
    结论:我们的发现阐明了YAP1介导的谷氨酰胺代谢是对抗DFMO的关键旁路机制,在抑制多胺代谢之后。我们的研究为DFMO在转移性和复发性骨肉瘤的“一两次冲击”治疗中的潜在作用提供了有价值的见解。
    OBJECTIVE: Osteosarcoma, a highly malignant primary bone tumor primarily affecting adolescents, frequently develops resistance to initial chemotherapy, leading to metastasis and limited treatment options. Our study aims to uncover novel therapeutic targets for metastatic and recurrent osteosarcoma.
    METHODS: In this study, we proved the potential of modulating the YAP1-regulated glutamine metabolic pathway to augment the response of OS to DFMO. We initially employed single-cell transcriptomic data to gauge the activation level of polyamine metabolism in MTAP-deleted OS patients. This was further substantiated by transcriptome sequencing data from recurrent and non-recurrent patient tissues, confirming the activation of polyamine metabolism in progressive OS. Through high-throughput drug screening, we pinpointed CIL56, a YAP1 inhibitor, as a promising candidate for a combined therapeutic strategy with DFMO. In vivo, we utilized PDX and CDX models to validate the therapeutic efficacy of this drug combination. In vitro, we conducted western blot analysis, qPCR analysis, immunofluorescence staining, and PuMA experiments to monitor alterations in molecular expression, distribution, and tumor metastasis capability. We employed CCK-8 and colony formation assays to assess the proliferative capacity of cells in the experimental group. We used flow cytometry and reactive oxygen probes to observe changes in ROS and glutamine metabolism within the cells. Finally, we applied RNA-seq in tandem with metabolomics to identify metabolic alterations in OS cells treated with a DFMO and CIL56 combination. This enabled us to intervene and validate the role of the YAP1-mediated glutamine metabolic pathway in DFMO resistance.
    RESULTS: Through single-cell RNA-seq data analysis, we pinpointed a subset of late-stage OS cells with significantly upregulated polyamine metabolism. This upregulation was further substantiated by transcriptomic profiling of recurrent and non-recurrent OS tissues. High-throughput drug screening revealed a promising combination strategy involving DFMO and CIL56. DFMO treatment curbs the phosphorylation of YAP1 protein in OS cells, promoting nuclear entry and initiating the YAP1-mediated glutamine metabolic pathway. This reduces intracellular ROS levels, countering DFMO\'s anticancer effect. The therapeutic efficacy of DFMO can be amplified both in vivo and in vitro by combining it with the YAP1 inhibitor CIL56 or the glutaminase inhibitor CB-839. This underscores the significant potential of targeting the YAP1-mediated glutamine metabolic pathway to enhance efficacy of DFMO.
    CONCLUSIONS: Our findings elucidate YAP1-mediated glutamine metabolism as a crucial bypass mechanism against DFMO, following the inhibition of polyamine metabolism. Our study provides valuable insights into the potential role of DFMO in an \"One-two Punch\" therapy of metastatic and recurrent osteosarcoma.
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  • 文章类型: Journal Article
    背景:胰腺纤维化是常见遗传性疾病囊性纤维化(CF)的早期诊断特征。许多CF(pwCF)患者从出生起就胰腺功能不足,而腺泡组织被囊性病变和纤维化替代是一种进行性表型,后来可能导致糖尿病。关于纤维化过程中的起始事件知之甚少,尽管它可能是由于CFTR丧失损害正常液体分泌而导致的胰管炎症的后遗症。在这里,我们使用CF(CFTR-/-)的绵羊模型来检查通过妊娠的胰腺疾病的演变。
    方法:从妊娠50天到足月的六个时间点收集胎儿胰腺,相当于人类足月约13周。从组织中提取RNA用于大量RNA-seq,并从80天制备单细胞,scRNA-seq的120天和足月样品。通过免疫化学验证数据。
    结果:来自大量RNA-seq的转录组学证据显示,到妊娠65天,CFTR-/-胰腺发生了改变,妊娠80天后伴有明显的病理变化。这些包括纤维化反应,通过COL1A1,αSMA和SPARC的免疫染色证实,连同腺泡损失。此外,使用scRNA-seq,我们确定了一个独特的细胞群体,在妊娠80天和120天时,在CFTR-/-动物中显著过度代表,就像足月的星状细胞一样。
    结论:我们观察到的转录组变化和细胞失衡可能在CF胰腺疾病的演变中起关键作用,并可能为延迟或预防CF胰腺破坏提供治疗机会。
    BACKGROUND: Pancreatic fibrosis is an early diagnostic feature of the common inherited disorder cystic fibrosis (CF). Many people with CF (pwCF) are pancreatic insufficient from birth and the replacement of acinar tissue with cystic lesions and fibrosis is a progressive phenotype that may later lead to diabetes. Little is known about the initiating events in the fibrotic process though it may be a sequela of inflammation in the pancreatic ducts resulting from loss of CFTR impairing normal fluid secretion. Here we use a sheep model of CF (CFTR-/-) to examine the evolution of pancreatic disease through gestation.
    METHODS: Fetal pancreas was collected at six time points from 50-days of gestation through to term, which is equivalent to ~ 13 weeks to term in human. RNA was extracted from tissue for bulk RNA-seq and single cells were prepared from 80-day, 120-day and term samples for scRNA-seq. Data were validated by immunochemistry.
    RESULTS: Transcriptomic evidence from bulk RNA-seq showed alterations in the CFTR-/- pancreas by 65-days of gestation, which are accompanied by marked pathological changes by 80-days of gestation. These include a fibrotic response, confirmed by immunostaining for COL1A1, αSMA and SPARC, together with acinar loss. Moreover, using scRNA-seq we identify a unique cell population that is significantly overrepresented in the CFTR-/- animals at 80- and 120-days gestation, as are stellate cells at term.
    CONCLUSIONS: The transcriptomic changes and cellular imbalance that we observe likely have pivotal roles in the evolution of CF pancreatic disease and may provide therapeutic opportunities to delay or prevent pancreatic destruction in CF.
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  • 文章类型: Journal Article
    我们描述了一种时间分辨的新生单细胞RNA测序(RNA-seq)方法,该方法可测量基因特异性转录噪声和酿酒酵母中活性基因的分数。大多数基因以近组成型行为表达,而一部分基因显示高mRNA变异,提示转录爆发。转录噪声在辅因子/共激活因子冗余(CR)基因类别中最高(取决于SAGA和TFIID),在含TATA的CR基因中最强。使用这种方法,我们还发现组蛋白基因转录从低水平转换,在M和M/G1期间的低噪声组成模式到S期的激活状态,显示出活性启动子分数的增加和向嘈杂和突发性转录模式的转换。辅因子SAGA和MEDTail的快速消耗表明,这两种因子在刺激CR基因的活性启动子部分中起重要作用。在转录噪声中具有更适度的作用。
    We describe a time-resolved nascent single-cell RNA sequencing (RNA-seq) approach that measures gene-specific transcriptional noise and the fraction of active genes in S. cerevisiae. Most genes are expressed with near-constitutive behavior, while a subset of genes show high mRNA variance suggestive of transcription bursting. Transcriptional noise is highest in the cofactor/coactivator-redundant (CR) gene class (dependent on both SAGA and TFIID) and strongest in TATA-containing CR genes. Using this approach, we also find that histone gene transcription switches from a low-level, low-noise constitutive mode during M and M/G1 to an activated state in S phase that shows both an increase in the fraction of active promoters and a switch to a noisy and bursty transcription mode. Rapid depletion of cofactors SAGA and MED Tail indicates that both factors play an important role in stimulating the fraction of active promoters at CR genes, with a more modest role in transcriptional noise.
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  • 文章类型: Journal Article
    腹主动脉瘤(AAA)的特征是永久性管腔扩张和由于主动脉破裂引起的高死亡率。尽管在许多疾病中发现了甲羟戊酸途径(MVA)的异常,包括心血管疾病,该通路对AAA的潜在影响尚不清楚.这项研究旨在研究在血管紧张素II(AngII)诱导的AAA进展过程中MVA相关酶的表达是否发生变化。AngII28D和AngII5D组连续灌注AngII28天和5天,分别,假手术组灌注生理盐水。通过生化和组织学分析确定AAA的一般和重塑特征。通过蛋白质印迹和单细胞RNA测序(scRNA-seq)显示MVA相关酶表达的改变。AngII连续输注28天显示明显的主动脉扩张和动脉重塑。虽然动脉直径略有增加,AngII诱导5天未发现动脉瘤形成。AngII诱导后,MVA相关酶的表达和小GTP结合蛋白的激活显着增加。正如scRNA-seq所验证的那样,关键酶基因在AngⅡ28d中表达也较高。同样,在AngII输注5天诱导的AAA早期,检测到上述酶的表达水平和小G蛋白的活性升高。持续AngII输注诱导的腹主动脉扩张和动脉重塑伴随着MVA中关键酶表达的改变。
    Abdominal aortic aneurysm (AAA) is characterized by permanent luminal expansion and a high mortality rate due to aortic rupture. Despite the identification of abnormalities in the mevalonate pathway (MVA) in many diseases, including cardiovascular diseases, the potential impact of this pathway on AAA remains unclear. This study aims to investigate whether the expression of the MVA-related enzyme is altered during the progression of angiotensin II (Ang II) -induced AAA.Ang II 28D and Ang II 5D groups were continuously perfused with Ang II for 28 days and 5 days, respectively, and the Sham group was perfused with saline. The general and remodeling characteristics of AAA were determined by biochemical and histological analysis. Alteration of MVA-related enzyme expressions was revealed by western blot and single-cell RNA sequencing (scRNA-seq).The continuous Ang II infusion for 28 days showed significant aorta expansion and arterial remodeling. Although the arterial diameter slightly increased, the aneurysm formation was not found in Ang II induction for 5 days. MVA-related enzyme expression and activation of small GTP-binding proteins were significantly increased after Ang II-induced. As verified by scRNA-seq, the key enzyme gene expression was also higher in Ang II 28D. Similarly, it was detected that the expression levels of the above enzymes and the activity of small G proteins were elevated in the early stage of AAA as induced by Ang II infusion for 5 days.Continuous Ang II infusion-induced abdominal aortic expansion and arterial remodeling were accompanied by altered expression of key enzymes in the MVA.
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  • 文章类型: Journal Article
    背景:乳腺癌(BC)是一种异质性疾病,导管亚型表现出显著的细胞多样性,影响预后和对治疗的反应。本研究利用GEO数据库中的单细胞RNA测序数据来研究细胞异质性的潜在机制,并鉴定潜在的预后标志物和治疗靶标。
    方法:使用R包进行生物信息学分析,以分析单细胞测序数据。检查了相同BC样品中高度可变基因的存在和恶性效力的差异。鉴定了1型和2型导管上皮细胞之间的差异基因表达和生物学功能。采用Lasso回归和Cox比例风险回归分析来鉴定与患者预后相关的基因。在体外和体内进行实验验证以确认所鉴定的基因的功能相关性。
    结果:分析揭示了BC细胞间的显著异质性,在同一样品中存在高度可变的基因和恶性行为的差异。在1型和2型导管上皮细胞之间发现了基因表达和生物学功能的显着差异。通过回归分析,CYP24A1和TFPI2被鉴定为与患者预后相关的关键基因。Kaplan-Meier曲线证明了它们的预后意义,实验验证证实了它们对导管BC细胞恶性行为的抑制作用。
    结论:这项研究强调了导管亚型乳腺癌的细胞异质性,并描述了1型和2型导管上皮细胞之间的差异基因表达和生物学功能。基因CYP24A1和TFPI2成为有希望的预后标志物和治疗靶点,在体外和体内对BC细胞恶性肿瘤表现出抑制作用。这些发现为改善BC管理和制定针对性治疗策略提供了潜力。
    BACKGROUND: Breast cancer (BC) is a heterogeneous disease, with the ductal subtype exhibiting significant cellular diversity that influences prognosis and response to treatment. Single-cell RNA sequencing data from the GEO database were utilized in this study to investigate the underlying mechanisms of cellular heterogeneity and to identify potential prognostic markers and therapeutic targets.
    METHODS: Bioinformatics analysis was conducted using R packages to analyze the single-cell sequencing data. The presence of highly variable genes and differences in malignant potency within the same BC samples were examined. Differential gene expression and biological function between Type 1 and Type 2 ductal epithelial cells were identified. Lasso regression and Cox proportional hazards regression analyses were employed to identify genes associated with patient prognosis. Experimental validation was performed in vitro and in vivo to confirm the functional relevance of the identified genes.
    RESULTS: The analysis revealed notable heterogeneity among BC cells, with the presence of highly variable genes and differences in malignant behavior within the same samples. Significant disparities in gene expression and biological function were identified between Type 1 and Type 2 ductal epithelial cells. Through regression analyses, CYP24A1 and TFPI2 were identified as pivotal genes associated with patient prognosis. Kaplan-Meier curves demonstrated their prognostic significance, and experimental validation confirmed their inhibitory effects on malignant behaviors of ductal BC cells.
    CONCLUSIONS: This study highlights the cellular heterogeneity in ductal subtype breast cancer and delineates the differential gene expressions and biological functions between Type 1 and Type 2 ductal epithelial cells. The genes CYP24A1 and TFPI2 emerged as promising prognostic markers and therapeutic targets, exhibiting inhibitory effects on BC cell malignancy in vitro and in vivo. These findings offer the potential for improved BC management and the development of targeted treatment strategies.
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  • 文章类型: Journal Article
    我们的实验室有兴趣研究斑马鱼血小板的成熟过程,是人类血小板的功能等价物。我们采用斑马鱼模型来获得哺乳动物血小板产生的见解,或血小板生成。值得注意的是,斑马鱼在其循环血液中表现出两种不同的血小板群体:年轻和成熟的血小板。这个观察很有趣,因为成熟似乎发生在循环中,然而,控制这种成熟的确切机制仍然难以捉摸。我们的目标是通过对年轻和成熟的血小板进行单细胞RNA测序(scRNA-Seq)来了解血小板成熟的机制。分析这些转录组,以确定每个血小板群体特有的基因,阐明这些基因在成熟过程中的作用,通过对这些基因中的每一个的搭载敲除后的血小板数量进行定量。在这一章中,我们提出了一个全面的,一步一步的协议,详细说明了理解血小板成熟所涉及的多方面的方法,包括收集斑马鱼的血液,使用流式细胞术分离年轻和成熟的血小板,这些不同的血小板群体的scRNA-Seq分析,鉴定特异于年轻和成熟血小板的基因,以及随后通过基因敲低技术进行验证。
    Our laboratory is interested in investigating the maturation process of zebrafish thrombocytes, which are functional equivalents to human platelets. We have adopted the zebrafish model to gain insights into mammalian platelet production, or thrombopoiesis. Notably, zebrafish exhibit two distinct populations of thrombocytes in their circulating blood: young and mature thrombocytes. This observation is intriguing because maturation appears to occur in circulation, yet the precise mechanisms governing this maturation remain elusive. Our goal is to understand the mechanisms underlying thrombocyte maturation by conducting single-cell RNA sequencing (scRNA-Seq) on young and mature thrombocytes, analyzing these transcriptomes to identify genes specific to each thrombocyte population, and elucidating the role of these genes in the maturation process, by quantifying thrombocyte numbers after the piggyback knockdown of each of these genes. In this chapter, we present a comprehensive, step-by-step protocol detailing the multifaceted methodology involved in understanding thrombocyte maturation, which encompasses the collection of zebrafish blood, the separation of young and mature thrombocytes using flow cytometry, scRNA-Seq analysis of these distinct thrombocyte populations, identification of genes specific to young and mature thrombocytes, and subsequent validation through gene knockdown techniques.
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  • 文章类型: Journal Article
    单细胞转录组学允许通过在单细胞水平上分析基因表达来无偏表征样品中的细胞异质性。这些配置文件捕获动态过程中的瞬态或稳态快照,如细胞周期,激活,或差异化,可以使用轨迹推理方法将其计算排序为细胞发育的“翻转书”。然而,预测更复杂的拓扑结构,如分叉或树木,仍然具有挑战性。在这一章中,我们提出了两种用户友好的协议,用于从Totem的单细胞转录组学数据中推断树形单细胞轨迹和伪时间。图腾是一种轨迹推理方法,通过避免繁琐的参数微调,提供了推断非线性和线性轨迹的灵活性和可用性。QuickStart协议提供了一个简单而实用的示例,而GuidedStart方案详细说明了一步一步的分析。两种方案都是使用人类骨髓CD34+细胞的案例研究来证明的,允许研究三个谱系的分支:红系,淋巴样,和骨髓。所有的分析都可以在Linux中完全复制,macOS,和具有>8GbRAM的Windows操作系统(amd64体系结构)使用提供的与笔记本一起分发的Docker映像,脚本,和DockerHub中的数据(elolab/repro-totem-ti)。这些材料在https://elolab的开源许可下在线共享。github.io/图腾协议。
    Single-cell transcriptomics allows unbiased characterization of cell heterogeneity in a sample by profiling gene expression at single-cell level. These profiles capture snapshots of transient or steady states in dynamic processes, such as cell cycle, activation, or differentiation, which can be computationally ordered into a \"flip-book\" of cell development using trajectory inference methods. However, prediction of more complex topology structures, such as multifurcations or trees, remains challenging. In this chapter, we present two user-friendly protocols for inferring tree-shaped single-cell trajectories and pseudotime from single-cell transcriptomics data with Totem. Totem is a trajectory inference method that offers flexibility in inferring both nonlinear and linear trajectories and usability by avoiding the cumbersome fine-tuning of parameters. The QuickStart protocol provides a simple and practical example, whereas the GuidedStart protocol details the analysis step-by-step. Both protocols are demonstrated using a case study of human bone marrow CD34+ cells, allowing the study of the branching of three lineages: erythroid, lymphoid, and myeloid. All the analyses can be fully reproduced in Linux, macOS, and Windows operating systems (amd64 architecture) with >8 Gb of RAM using the provided docker image distributed with notebooks, scripts, and data in Docker Hub (elolab/repro-totem-ti). These materials are shared online under open-source license at https://elolab.github.io/Totem-protocol .
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  • 文章类型: Journal Article
    本章显示了将不对称样品内转化应用于与先前的缺失填补匹配的单细胞RNA-Seq数据。不对称转化是一种特殊的winsorization,可以平坦低表达强度并保留高表达基因水平。在标准的分层聚类算法之前,中间步骤根据应用于每个基因熵估计的阈值来去除非信息性基因。在聚类之后,一个时间密集的算法被证明可以揭示与每个簇相关的分子特征。该步骤实施重采样算法以生成随机基线来测量上调/下调的显著基因。为了这个目标,我们采用在DESeq2包中实现的GLM模型。我们以图形模式呈现结果。虽然这些工具是标准的热图,我们引入了一些数据缩放来阐明结果的可靠性。
    This chapter shows applying the Asymmetric Within-Sample Transformation to single-cell RNA-Seq data matched with a previous dropout imputation. The asymmetric transformation is a special winsorization that flattens low-expressed intensities and preserves highly expressed gene levels. Before a standard hierarchical clustering algorithm, an intermediate step removes noninformative genes according to a threshold applied to a per-gene entropy estimate. Following the clustering, a time-intensive algorithm is shown to uncover the molecular features associated with each cluster. This step implements a resampling algorithm to generate a random baseline to measure up/downregulated significant genes. To this aim, we adopt a GLM model as implemented in DESeq2 package. We render the results in graphical mode. While the tools are standard heat maps, we introduce some data scaling to clarify the results\' reliability.
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