transcriptomic features

  • 文章类型: Journal Article
    人胚胎干细胞(hESC)是大规模和均质的间充质干细胞/基质细胞(MSC)产生的有利来源。然而,由于hESC-MSCs诱导的高效程序的局限性,有关中膜发生和早期MSC发育的系统和详细信息在很大程度上是模糊的。在这项研究中,我们利用已确立的扭曲相关蛋白1(TWIST1)过表达hESCs和两种小分子混合物(CHIR99021,地西他滨)进行高效MSC诱导.为了评估多维生物学和转录组特征,我们转向细胞和分子方法,如流式细胞术(FCM),定量逆转录聚合酶链反应(qRT-PCR),体外三谱系分化,细胞因子分泌分析,体内移植治疗急性肝损伤(ALI),和生物信息学分析(例如,基因本体论-生物过程[GO-BP],京都基因和基因组百科全书[KEGG],HeatMap,和主成分分析[PCA])。通过组合TWIST1过表达(表示为T)和所示的小分子混合物(表示为S),hESCs高效分化成MSCs(表示为TS-MSCs,由T和S联合诱导)在2周内。TS-MSC满足MSC定义的标准,并显示出相当的三谱系分化潜力和对ALI小鼠的改善功效。根据RNA测序(SEQ)分析,我们最初阐明了基因表达模式的逐渐变化和程序性hESC-MSCs伴随的生物功能。总的来说,我们的数据表明通过TWIST1和基于混合物的编程高效生成hESC-MSCs的可行性.产生的hESC-MSCs在体内和体外表现出多方面的生物功能,作为成年BM-MSCs,这共同暗示了未来ALI管理的前景。
    Human embryonic stem cells (hESCs) are advantaged sources for large-scale and homogeneous mesenchymal stem/stromal cells (MSCs) generation. However, due to the limitations in high-efficiency procedures for hESC-MSCs induction, the systematic and detailed information of mesengenesis and early MSC development are largely obscure. In this study, we took advantage of the well-established twist-related protein 1 (TWIST1)-overexpressing hESCs and two small molecular cocktails (CHIR99021, decitabine) for high-efficient MSC induction. To assess the multidimensional biological and transcriptomic characteristics, we turned to cellular and molecular methods, such as flow cytometry (FCM), quantitative reverse transcription-polymerase chain reaction (qRT-PCR), in vitro tri-lineage differentiation, cytokine secretion analysis, in vivo transplantation for acute liver injury (ALI) management, and bioinformatics analyses (eg, gene ontology-biological processes [GO-BP], Kyoto Encyclopedia of Genes and Genomes [KEGG], HeatMap, and principal component analysis [PCA]). By combining TWIST1 overexpression (denoted as T) and the indicated small molecular cocktails (denoted as S), hESCs high-efficiently differentiated into MSCs (denoted as TS-MSCs, induced by T and S combination) within 2 weeks. TS-MSCs satisfied the criteria for MSC definition and revealed comparable tri-lineage differentiation potential and ameliorative efficacy upon ALI mice. According to RNA-sequencing (SEQ) analysis, we originally illuminated the gradual variations in gene expression pattern and the concomitant biofunctions of the programmed hESC-MSCs. Overall, our data indicated the feasibility of high-efficient generation of hESC-MSCs by TWIST1 and cocktail-based programming. The generated hESC-MSCs revealed multifaceted in vivo and in vitro biofunctions as adult BM-MSCs, which collectively suggested promising prospects in ALI management in future.
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  • 文章类型: Journal Article
    近年来,已经有越来越多的基因与肌萎缩侧索硬化症(ALS),导致越来越多的新变体,尤其是错觉变体,其中许多具有未知的临床意义。这里,我们利用ALS知识门户(3,864名ALS个体和7,839名对照)和MinEALS测序联盟(4,366名ALS个体和1,832名对照)的测序工作,对24个ALS相关基因中的错义变异进行蛋白质组学和转录组学表征.询问了两个测序数据集的24个基因中的错义变异,和变异用基因组数据库次要等位基因频率注释,ClinVar致病性分类,蛋白质序列特征,包括Uniprot功能位点注释和PhosphoSitePlus翻译后修饰(PTM)位点注释,AlphaFold预测的单体3D结构的结构特征,和来自基因型-组织表达(GTEx)的转录组表达水平。然后,我们根据选定的蛋白质组和转录组特征对变异进行分级后,应用错义变异富集和基因负担测试,以鉴定与ALS相关基因中致病性最相关的那些。使用AlphaFold预测的人类蛋白质结构,我们确定,ALS患者携带的错义变体在β-折叠和α-螺旋中显著富集,以及在核心,埋葬,或中等埋藏区域。同时,我们确定了疏水性氨基酸残基,组成偏倚的蛋白质区域和蛋白质-蛋白质相互作用区域主要富集在ALS患者携带的错义变体中。基于转录组学的表达水平评估还揭示了在所有组织和脑内高和中等表达的变体的富集。我们使用负担分析进一步探索了感兴趣的富集特征,并鉴定了单个基因确实驱动了某些富集信号。针对SOD1进行了案例研究,以证明丰富的特征如何有助于定义变异致病性的概念。我们的结果提出了蛋白质组和转录组特征,这些特征是ALS中错义变异致病性的重要指标,并且与神经发育障碍相关的特征不同。
    Within recent years, there has been a growing number of genes associated with amyotrophic lateral sclerosis (ALS), resulting in an increasing number of novel variants, particularly missense variants, many of which are of unknown clinical significance. Here, we leverage the sequencing efforts of the ALS Knowledge Portal (3864 individuals with ALS and 7839 controls) and Project MinE ALS Sequencing Consortium (4366 individuals with ALS and 1832 controls) to perform proteomic and transcriptomic characterization of missense variants in 24 ALS-associated genes. The two sequencing datasets were interrogated for missense variants in the 24 genes, and variants were annotated with gnomAD minor allele frequencies, ClinVar pathogenicity classifications, protein sequence features including Uniprot functional site annotations, and PhosphoSitePlus post-translational modification site annotations, structural features from AlphaFold predicted monomeric 3D structures, and transcriptomic expression levels from Genotype-Tissue Expression. We then applied missense variant enrichment and gene-burden testing following binning of variation based on the selected proteomic and transcriptomic features to identify those most relevant to pathogenicity in ALS-associated genes. Using predicted human protein structures from AlphaFold, we determined that missense variants carried by individuals with ALS were significantly enriched in β-sheets and α-helices, as well as in core, buried or moderately buried regions. At the same time, we identified that hydrophobic amino acid residues, compositionally biased protein regions and regions of interest are predominantly enriched in missense variants carried by individuals with ALS. Assessment of expression level based on transcriptomics also revealed enrichment of variants of high and medium expression across all tissues and within the brain. We further explored enriched features of interest using burden analyses and identified individual genes were indeed driving certain enrichment signals. A case study is presented for SOD1 to demonstrate proof-of-concept of how enriched features may aid in defining variant pathogenicity. Our results present proteomic and transcriptomic features that are important indicators of missense variant pathogenicity in ALS and are distinct from features associated with neurodevelopmental disorders.
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