Transcriptional Factors

转录因子
  • 文章类型: Journal Article
    背景:扩张型心肌病(DCM)和冠心病(CHD)是导致死亡的两个主要原因。然而,对DCM和CHD调控机制的全面理解仍然有限,特别是从单细胞转录分析的有利位置。
    方法:我们使用了GEO数据库中的GSE121893数据集,使用DropletUtils等工具分析单细胞表达式,Seurat,还有Monocle.我们还利用GSVA软件包比较DCM和CHD中的基因作用,最后,我们进行了qRT-PCR和Westernblot分析,以测量SMARCA4,Col1A1,Col3A1和α-SMA的表达水平,并通过EdU和Transwell法探讨SMARCA4对成纤维细胞的作用。
    结果:我们的分析确定了心脏组织中的六种细胞类型,成纤维细胞与其他细胞的相互作用最大。成纤维细胞中的DEG与肌肉发育和形态发生有关。假时间分析揭示了正常和疾病组中成纤维细胞变化的动力学,以及可能参与此过程的许多转录因子(TF)。在这些TFs中,被翻译成蛋白质BRG1的SMARCA4显示出最显著的差异。体内实验已经证明SMARCA4确实促进成纤维细胞增殖和迁移。
    结论:这项研究为心脏疾病的细胞类型动力学提供了更清晰的理解,强调成纤维细胞的作用和SMARCA4在其功能中的重要性。我们的结果提供了对DCM和CHD背后的细胞机制的见解,潜在的指导未来的治疗策略。
    BACKGROUND: Dilated cardiomyopathy (DCM) and coronary heart disease (CHD) stand as two of the foremost causes of mortality. However, the comprehensive comprehension of the regulatory mechanisms governing DCM and CHD remains limited, particularly from the vantage point of single-cell transcriptional analysis.
    METHODS: We used the GSE121893 dataset from the GEO database, analyzing single-cell expressions with tools like DropletUtils, Seurat, and Monocle. We also utilized the GSVA package for comparing gene roles in DCM and CHD, Finally, we conducted qRT-PCR and Western blot analyses to measure the expression levels of SMARCA4, Col1A1, Col3A1 and α-SMA, and the role of SMARCA4 on fibroblasts were explored by EdU and Transwell assay.
    RESULTS: Our analysis identified six cell types in heart tissue, with fibroblasts showing the most interaction with other cells. DEGs in fibroblasts were linked to muscle development and morphogenesis. Pseudotime analysis revealed the dynamics of fibroblast changes in both the normal and disease groups and many transcription factors (TFs) potentially involved in this process. Among these TFs, SMARCA4 which was translated into protein BRG1, showed the most significantly difference. In vivo experiments have demonstrated that SMARCA4 indeed promoted fibroblasts proliferation and migration.
    CONCLUSIONS: This study provides a clearer understanding of cell-type dynamics in heart diseases, emphasizing the role of fibroblasts and the significance of SMARCA4 in their function. Our results offer insights into the cellular mechanisms underlying DCM and CHD, potentially guiding future therapeutic strategies.
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  • 文章类型: Journal Article
    作为主要的空气污染物,直径在2.5μm以内的大气细颗粒物(PM2.5)日益受到世界各国研究者的关注,这将导致对中枢神经系统(CNS)的各种不利影响,然而潜在的机制尚不清楚.在这项研究中,将小胶质细胞(BV2细胞系)暴露于不同浓度的PM2.5(5、10和20μg/cm2)24小时。发现PM2.5会对小胶质细胞产生不利影响,例如细胞活力降低,结构损伤甚至细胞死亡。据报道,长链非编码RNA(lncRNAs)可能参与多种神经系统疾病。因此,进行微阵列分析是为了通过确定差异表达的lncRNAs(DElncRNAs)来揭示PM2.5的潜在神经毒性机制。结果表明,DElncRNAs在各种生物途径中富集,包括铁性凋亡,IL-17信号通路和NOD样受体信号通路。此外,观察到DElncRNAs的顺式和反式调节的mRNA以及相应的转录因子(TFs),如CEBPA,MYC,MEIS1和KLF4。总之,我们的研究通过靶向lncRNAs提供了一些候选文库和针对PM2.5诱导毒性的潜在预防靶点.此外,转录后调控将有助于未来对PM2.5诱导的神经毒性的研究。
    As a dominating air pollutant, atmospheric fine particulate matter within 2.5 μm in diameter (PM2.5) has attracted increasing attention from the researchers all over the world, which will lead to various adverse effects on the central nervous system (CNS), yet the potential mechanism is unclear. In this study, the microglia (BV2 cell line) were exposed to different concentrations of PM2.5 (5, 10 and 20 μg/cm2) for 24 h. It was found that PM2.5 could result in adverse effects on microglia such as decreased cell viability, structural damage and even cell death. And it was reported that long non-coding RNAs (lncRNAs) could participate in multitudinous neurological diseases. Therefore, the microarray analysis was conducted in order to disclose the underlying neurotoxicity mechanism of PM2.5 by ascertaining the differentially expressed lncRNAs (DElncRNAs). The consequences indicated that the DElncRNAs were enriched in various biological pathways, including ferroptosis, IL-17 signaling pathway and NOD-like receptor signaling pathway. Moreover, the cis- and trans-regulated mRNAs by DElncRNAs as well as the corresponding transcriptional factors (TFs) were observed, such as CEBPA, MYC, MEIS1 and KLF4. In summary, our study supplies some candidate libraries and potential preventive target against PM2.5-induced toxicity through targeting lncRNAs. Furthermore, the post-transcriptional regulation will contribute to the future research on PM2.5-induced neurotoxicity.
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  • 文章类型: Journal Article
    将体细胞直接重编程为功能细胞在效率和实现重编程细胞的功能成熟度方面仍然面临主要限制。虽然通常基于利用生化信号开发了不同的方法,很少报道引入刺激重编程过程的适当机械线索。在这项研究中,采用硬度接近胶原骨(40kPa)的胶原涂层聚丙烯酰胺(PAM)水凝胶,以增强小鼠成纤维细胞到成骨细胞样细胞的直接重编程过程。结果表明,使用非病毒载体在水凝胶基质上培养细胞可增强成骨转录因子的过表达,并提高成骨细胞样细胞的产量。特别是,已观察到机械线索和转录因子的过表达对实现成骨功能的协同作用,导致增强的成骨转化和骨矿物质基质的产生。动物实验表明,在基质水凝胶上产生的重编程细胞加速了骨再生并刺激了异位成骨。机制分析表明,肌动球蛋白收缩和机械信号介导的途径如RhoA-ROCK途径的关键参与,导致对关键转录过程的协同效应,包括染色质重塑,核易位,和表观遗传转变。这项研究提供了对机械提示增强的直接重编程和细胞治疗的见解。
    Direct reprogramming of somatic cells into functional cells still faces major limitations in terms of efficiency and achieving functional maturity of the reprogramed cells. While different approaches have been developed commonly based on exploiting biochemical signals, introducing appropriate mechanical cues that stimulate the reprogramming process is rarely reported. In this study, collagen-coated polyacrylamide (PAM) hydrogels with stiffness close to that of collagenous bone (40 kPa) were adopted to augment the direct reprogramming process of mouse fibroblasts to osteoblastic-like cells. The results suggested that culturing cells on a hydrogel substrate enhanced the overexpression of osteogenic transcription factors using nonviral vectors and improved the yield of osteoblast-like cells. Particularly, a synergistic effect on achieving osteogenic functionality has been observed for the mechanical cues and overexpression of transcriptional factors, leading to enhanced osteogenic transformation and production of bone mineral matrix. Animal experiments suggested that reprogramed cells generated on matrix hydrogels accelerated bone regeneration and stimulated ectopic osteogenesis. Mechanism analysis suggested the critical involvement of actomyosin contraction and mechanical signal-mediated pathways like the RhoA-ROCK pathway, leading to a synergistic effect on the key transcriptional processes, including chromatin remodeling, nuclear translocation, and epigenetic transition. This study provides insights into the mechanical cue-enhanced direct reprogramming and cell therapy.
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  • 文章类型: Journal Article
    骨头是一个自我修复的器官,它经历了连续的再生过程,该过程受到具有骨吸收能力的破骨细胞和具有骨形成能力的成骨细胞的紧密调节。一般来说,骨髓间充质干细胞(BMSCs)分化为最终的成骨细胞已被认为是骨重建的关键作用。在这方面,几种转录因子(TF),其结合位点最初隐藏在可接近的染色质深处,参与调节成骨细胞分化和骨基质矿化。然后,有必要进一步探讨成骨过程中表观遗传转录机制的动态变化。这里,我们使用转座酶可及染色质测序(ATAC-seq)和RNA测序(RNA-Seq),对成骨细胞分化和矿化的染色质可及性和转录组学进行了研究.我们的数据发现,成骨细胞生成过程中的整体染色质可及性得到了广泛改善。在这上面,结果表明,关键靶基因包括Col6a3,Serpina3n,Ms4a4d,在成骨细胞分化和矿化过程中,Lyz2,Phf11b和Grin3a富集在差异位点RNA-seq和ATAC-Seq峰中,并有连续变化的趋势。此外,基序富集(AME)的分析用于阐明调节这些靶基因的TF。在这项研究中,首次显示这些重要的TFs,包括MEF2A,PRRX1,Shox2和HOXB13可以在成骨细胞生成过程中改变靶基因的启动子可及性。这有助于我们理解TF结合基序可接近性如何影响成骨细胞分化。此外,这也表明,调节成骨的染色质可及性可以作为调节骨再生的有希望的策略。
    Bone acts as a self-healing organ, which undergoes continuous regeneration process that is tightly regulated by the cooperation of osteoclasts with the capability of bone resorption and osteoblasts with the capability of bone formation. Generally, bone marrow derived mesenchymal stem cells (BMSCs) differentiated to final osteoblasts have been considered as critical role in bone remodeling. In this regard, several transcription factors (TFs) whose binding sites are initially hidden deep within accessible chromatin that participate in modulating osteoblast differentiation and bone matrix mineralization. Then, it is necessary to explore further the dynamic changes about the epigenetic transcription machinery during osteoblastogenesis. Here, we performed the chromatin accessibility and transcriptomic landscape of osteoblast differentiation and mineralization by using transposase-accessible chromatin sequencing (ATAC-seq) and RNA sequencing (RNA-Seq). Our data found that global chromatin accessibility during osteoblastogenesis was extensively improved. Above this, it is shown that key target genes including Col6a3, Serpina3n, Ms4a4d, Lyz2, Phf11b and Grin3a were enriched in differential loci RNA-seq and ATAC-Seq peaks with continuous changed tendency during osteoblasts differentiation and mineralization. In addition, Analysis of Motif Enrichment (AME) was used to elucidate TFs which modulated these target genes. In this study, it was shown for the first time that these important TFs including MEF2A, PRRX1, Shox2 and HOXB13 could alter promoter accessibility of target genes during osteoblastogenesis. This helps us understand how TF binding motif accessibility influences osteoblast differentiation. In addition, it also suggests that modulating the chromatin accessibility of osteogenesis could be developed as the promising strategies to regulate bone regeneration.
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  • 文章类型: Journal Article
    背景:人胚胎干细胞(hESC)衍生的内皮细胞(EC)在许多疾病中具有治疗潜力。细胞因子补充诱导和转录因子过表达已成为hESC-EC诱导的两种主流方法。单细胞RNA-seq技术已广泛用于分析hESC-EC诱导过程中的动态过程以及诱导的内皮细胞的成分。然而,使用单细胞RNA-seq的研究主要基于细胞因子补充方法。在这项研究中,我们使用了一种称为"FLI1-PKC系统"的高效人胚胎干细胞-内皮细胞系(hESC-EC)作为研究模型,并采用单细胞RNA测序(scRNA-seq)来研究转录格局和细胞动力学.
    方法:在我们先前的研究中建立了高效的hESC-EC诱导(FLI1-PKC)系统。我们在不同时间点应用了分化细胞的单细胞RNA测序(scRNA-seq),并研究了基因表达谱。
    结果:FLI1-PKC诱导系统可以将hESC定向分化为具有所有必需功能的成熟内皮细胞。与其他hES-EC诱导方案不同,FLI1-PKC方法遵循不同的诱导途径;尽管如此,诱导内皮细胞(iECs)的转录组保持不变。激活的转录因子数量的增加可以解释为什么FLI1-PKC系统比其他hES-EC方案更有效。
    结论:我们的研究提出了高效hESC-EC诱导系统的单细胞转录概述,可作为其他hESC诱导系统进一步改进的模型和参考。
    BACKGROUND: Human embryonic stem cell (hESC)-derived endothelial cells (ECs) possess therapeutic potential in many diseases. Cytokine supplementation induction and transcription factor overexpression have become two mainstream methods of hESC-EC induction. Single-cell RNA-seq technology has been widely used to analyse dynamic processes during hESC-EC induction and components of induced endothelial cells. However, studies that used single-cell RNA-seq are mainly based on cytokine supplementation methods. In this study, we used a high-efficiency human embryonic stem cell-endothelial cell line (hESC-EC) called the \"FLI1-PKC system\" as a research model and employed single-cell RNA sequencing (scRNA-seq) to investigate the transcriptional landscape and cellular dynamics.
    METHODS: The high-efficiency hESC-EC induction (FLI1-PKC) system was established in our previous study. We applied single-cell RNA sequencing (scRNA-seq) of the differentiated cells at different time points and investigated the gene expression profiles.
    RESULTS: The FLI1-PKC induction system can directionally differentiate hESCs into mature endothelial cells with all the requisite functions. Unlike other hES-EC induction protocols, the FLI1-PKC method follows a different induction route; nonetheless, the transcriptome of induced endothelial cells (iECs) remains the same. The elevated number of activated transcription factors may explain why the FLI1-PKC system is more effective than other hES-EC protocols.
    CONCLUSIONS: Our study has presented a single-cell transcriptional overview of a high-efficiency hESC-EC induction system, which can be used as a model and reference for further improvement in other hESC induction systems.
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  • 文章类型: Journal Article
    3-羟酰基辅酶A脱水酶1(Hacd1)是长链多不饱和脂肪酸(LC-PUFA)生物合成中的关键酶。hacd1表达的差异可能解释了淡水鱼的LC-PUFA生物合成能力强于海洋鱼,但对鱼hacd1知之甚少。因此,这项研究比较了大黄鱼和虹鳟鱼hacd1对不同油源或脂肪酸的反应,并检查了该基因的转录调控。在这项研究中,hacd1在大黄鱼和虹鳟鱼的肝脏中高表达,是LC-PUFA生物合成的主要器官。因此,我们克隆了hacd1编码序列,系统发育分析表明该基因在进化上是保守的。它位于内质网(ER),也可能表明一个保守的结构和功能。用大豆油(SO)代替鱼油后,肝脏中hacd1的表达显着降低,但在棕榈油(PO)代替后没有显着影响。亚油酸(LA)孵育显着促进了大黄鱼原代肝细胞中hacd1的表达,二十碳五烯酸(EPA)孵育显着促进了虹鳟鱼原代肝细胞中hacd1的表达。转录因子STAT4,C/EBPα,C/EBPβ,在大黄鱼和虹鳟鱼中均鉴定出HNF1,HSF3和FOXP3。HNF1在虹鳟鱼中的活化作用强于大黄鱼。FOXP3抑制大黄鱼的hacd1启动子活性,但对虹鳟鱼没有影响。因此,HNF1和FOXP3之间的差异影响了hacd1在肝脏中的表达,因此是虹鳟鱼LC-PUFA生物合成能力高的原因。
    3-hydroxyacyl-CoA dehydratases 1 (Hacd1) is a critical enzyme in long-chain polyunsaturated fatty acids (LC-PUFA) biosynthesis. The difference in expression of hacd1 might account for the stronger capacity of LC-PUFA biosynthesis in freshwater fish than in marine fish, but little is known about fish hacd1. Therefore, this study compared the responses of large yellow croaker and rainbow trout hacd1 to different oil sources or fatty acids, and also examined transcriptional regulation of this gene. In this study, hacd1 was highly expressed in the liver of large yellow croaker and rainbow trout, which is the main organ for LC-PUFA biosynthesis. Therefore, we cloned the hacd1 coding sequence, with a phylogenetic analysis showing that this gene is evolutionarily conserved. Its localization to the endoplasmic reticulum (ER), likely also indicates a conserved structure and function. The expression of hacd1 in the liver was significantly decreased after the substitution of soybean oil (SO) for fish oil but was not significantly affected after palm oil (PO) substitution. Linoleic acid (LA) incubation significantly promoted hacd1 expression in primary hepatocytes of large yellow croaker and eicosapentaenoic acid (EPA) incubation significantly promoted hacd1 expression in primary hepatocytes of rainbow trout. Transcription factors STAT4, C/EBPα, C/EBPβ, HNF1, HSF3 and FOXP3 were identified in both large yellow croaker and rainbow trout. HNF1 had a stronger activation effect in rainbow trout than in large yellow croaker. FOXP3 inhibited hacd1 promoter activity in large yellow croaker but had no effect in rainbow trout. Therefore, the differences between HNF1 and FOXP3 affected the expression of hacd1 in the liver thus being responsible for the high capacity of LC-PUFA biosynthesis in rainbow trout.
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  • 文章类型: Journal Article
    脓毒症仍然是一个世界性的公共卫生问题。本研究旨在探讨转录因子(TFs)在脓毒症心肌损伤中的作用及机制。首先,选择TFKLF13探讨其在脓毒症心肌损伤中的作用。建立CLP诱导的脓毒症小鼠模型,并使用H&E染色检查脓毒症小鼠的组织病理学变化。检测KLF13在脓毒症小鼠心脏和LPS诱导的细胞炎症模型中的表达。促凋亡裂解caspase3/caspase3和Bax水平和抗凋亡Bcl2水平,炎性细胞因子(IL-1β,TNF-α,检测脓毒症小鼠和LPS诱导的细胞中IL-8和MCP-1)的产生以及IκB-α蛋白水平和p65磷酸化,以评估心肌细胞凋亡,炎症反应和NF-κB通路激活。在体内和体外对KLF13进行过表达,以探讨其在脓毒症诱导的心肌损伤中的特异性作用。败血症小鼠表现出明显的水肿,肌丝排列紊乱,心肌细胞有不同程度的降解和坏死。在脓毒症小鼠心脏和LPS诱导的细胞炎症模型中KLF13下调。脓毒症心脏和LPS诱导的细胞模型显示心肌细胞凋亡异常增加(cleaved-caspase3/caspase和Bax蛋白水平升高,Bcl2水平降低),炎症升高(炎性细胞因子的产生增加)和激活的NF-κB途径(p65磷酸化增加和IκB-α蛋白水平降低)。KLF13过表达在体内和体外显着改善了脓毒症诱导的心肌损伤。KLF13过表达通过抑制炎症途径(尤其是NF-κB信号传导)和心肌细胞凋亡,保护脓毒症诱导的心肌损伤和LPS诱导的细胞炎症和凋亡。
    Sepsis remains a worldwide public health problem. This study aims to explore the role and mechanism of transcriptional factors (TFs) in sepsis-induced myocardial injury. Firstly, TF KLF13 was selected to explore its role in sepsis-induced myocardial injury. The caecal ligation and puncture (CLP) -induced sepsis mouse model was established and the septic mice were examined using standard histopathological methods. KLF13 expression was detected in the septic mouse heart and was also seen in a lipoploysaccharide (LPS) -induced cellular inflammation model. To explore this further both pro-apoptotic cleaved-caspase3/caspase3 and Bax levels and anti-apoptotic Bcl2 levels were examined, also in both models, In addition inflammatory cytokine (IL-1β, TNF-α, IL-8 and MCP-1) production and IκB-α protein level and p65 phosphorylation were examined in both septic mice and LPS-induced cells. Thus three parameters - cardiomyocyte apoptosis, inflammatory response and NF-κB pathway activation were evaluated under similar conditions. The septic mice showed significant oedema, disordered myofilament arrangement and degradation and necrosis to varying degrees in the myocardial cells. KLF13 was downregulated in both the septic mouse heart and the LPS-induced cellular inflammation model. Furthermore, both models showed abnormally increased cardiomyocyte apoptosis (increased cleaved-caspase3/caspase and Bax protein levels and decreased Bcl2 level), elevated inflammation (increased production of inflammatory cytokines) and the activated NF-κB pathway (increased p65 phosphorylation and decreased IκB-α protein level). KLF13 overexpression notably ameliorated sepsis-induced myocardial injury in vivo and in vitro. KLF13 overexpression protected against sepsis-induced myocardial injury and LPS-induced cellular inflammation and apoptosis via inhibiting the inflammatory pathways (especially NF-κB signalling) and cardiomyocyte apoptosis.
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  • 文章类型: Editorial
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  • 文章类型: Journal Article
    转座因子(TEs)和转录因子(TFs)在植入前阶段参与基因表达的精确调控。TEs的激活是哺乳动物胚胎基因组激活和植入前早期胚胎发育的关键事件。TFs参与调节基因表达模式的剧烈变化,但是,在正常/异常人类胚胎发育过程中,TEs和TFs之间的相互作用仍然缺乏清单。在这里,我们使用从双亲和单亲胚胎产生的单细胞RNA测序数据来进行TE和TF表达的综合分析。我们的结果表明,内源性逆转录病毒(ERV)主要在早期胚胎的次要胚胎基因组激活(EGA)过程中表达,而Alu在中后期逐渐表达。一些重要的ERV(例如,LTR5_Hs,MLT2A1)和AluTE在雄性激素胚胎中以显着较低的水平表达。整合分析表明,转录因子CTCF和POU5F1的表达与ERVTEs的差异表达相关。比较共表达网络分析进一步显示重要TFs的不同表达水平(例如,LEUTX和ZSCAN5A)在异卵胚胎中与孤雌生殖和雄激素胚胎。通过单细胞RNA测序对人类早期胚胎发育中TE和TF表达的系统研究为哺乳动物胚胎发育提供了有价值的见解。
    Transposable elements (TEs) and transcription factors (TFs) are involved in the precise regulation of gene expression during the preimplantation stage. Activation of TEs is a key event for mammalian embryonic genome activation and preimplantation early embryonic development. TFs are involved in the regulation of drastic changes in gene expression patterns, but an inventory of the interplay between TEs and TFs during normal/abnormal human embryonic development is still lacking. Here we used single-cell RNA sequencing data generated from biparental and uniparental embryos to perform an integrative analysis of TE and TF expression. Our results showed that endogenous retroviruses (ERVs) are mainly expressed during the minor embryonic genome activation (EGA) process of early embryos, while Alu is gradually expressed in the middle and later stages. Some important ERVs (e.g., LTR5_Hs, MLT2A1) and Alu TEs are expressed at significantly lower levels in androgenic embryos. Integrative analysis revealed that the expression of the transcription factors CTCF and POU5F1 is correlated with the differential expression of ERV TEs. Comparative coexpression network analysis further showed distinct expression levels of important TFs (e.g., LEUTX and ZSCAN5A) in dizygotic embryos vs. parthenogenetic and androgenic embryos. This systematic investigation of TE and TF expression in human early embryonic development by single-cell RNA sequencing provides valuable insights into mammalian embryonic development.
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  • 文章类型: Journal Article
    背景:间充质干细胞(MSCs)具有分化为软骨细胞的潜能,这使得它们成为治疗软骨缺陷的理想来源。这里,我们试图鉴定参与MSCs软骨形成的重要基因。
    方法:使用高密度微团培养系统诱导人MSCs软骨形成7、14和21天,并提取RNA用于RNA-seq。
    结果:在第7天鉴定了总共6247个差异表达基因(DEGs),在第14天鉴定了85个DEGs。然而,在第21天未发现显著的DEGs。第7天的前30个DEGs,包括COL9A3,COL10A1和CILP2,与细胞外基质组织密切相关。虽然第14天的前30个DEG显示炎症相关基因被富集,包括CXCL8、TLR2和CCL20。我们还使用搜索工具进行了蛋白质-蛋白质相互作用(PPI)网络分析,以检索相互作用基因(STRING)数据库并确定关键枢纽基因,包括CXCL8、TLR2、CCL20和MMP3。还分析了转录因子,确定前5个TF:LEF1、FOXO1、RORA、BHLHE41和SOX5。我们展示了一个特定的TF,罗拉,促进早期MSCs软骨形成。
    结论:综合来看,我们的结果表明,这些DEGs可能对MSCs软骨形成具有协同和孤立的复杂作用。
    BACKGROUND: Mesenchymal stem cells (MSCs) possess the potential to differentiate into chondrocytes, which makes them an ideal source for healing cartilage defects. Here, we seek to identify the essential genes participating in MSCs chondrogenesis.
    METHODS: Human MSCs were induced for chondrogenesis for 7, 14, and 21 days using a high-density micromass culture system, and RNA was extracted for RNA-seq.
    RESULTS: A total of 6247 differentially expressed genes (DEGs) were identified on day 7, and 85 DEGs were identified on day 14. However, no significant DEGs was identified on day 21. The top 30 DEGs at day 7, including COL9A3, COL10A1, and CILP2, are closely related to extracellular matrix organization. While the top 30 DEGs at day 14 revealed that inflammation-related genes were enriched, including CXCL8, TLR2, and CCL20. We also conducted protein-protein interaction (PPI) networks analysis using the search tool for the retrieval of interacting genes (STRING) database and identified key hub genes, including CXCL8, TLR2, CCL20, and MMP3. The transcriptional factors were also analyzed, identifying the top 5 TFs: LEF1, FOXO1, RORA, BHLHE41, and SOX5. We demonstrated one particular TF, RORA, in promoting early MSCs chondrogenesis.
    CONCLUSIONS: Taken together, our results suggested that these DEGs may have a complex effect on MSCs chondrogenesis both synergistically and solitarily.
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