GSEA, gene set enrichment analysis

GSEA,基因集富集分析
  • 文章类型: Journal Article
    尽管免疫疗法彻底改变了癌症管理,大多数患者并没有从中获益。旨在探索一种合适的免疫治疗疗效预测策略,我们从多队列人群中收集了6251例患者的转录组数据,并使用机器学习算法对数据进行了分析.在这项研究中,我们发现,来自三个免疫基因簇的患者在接受免疫治疗治疗时具有不同的总生存期(P<0.001),并且这些簇具有不同的缺氧评分和代谢功能状态。免疫基因评分显示良好的免疫治疗疗效预测(20个月AUC为0.737),这得到了很好的验证。免疫基因评分,肿瘤突变负荷,和长链非编码RNA评分进一步结合构建肿瘤免疫微环境特征,与总生存率的相关性更强(AUC,20个月时为0.814),而不是使用单个变量时。因此,我们建议通过对癌症进行多组学分析,对与免疫治疗疗效相关的肿瘤免疫微环境进行表征.
    Although immunotherapy has revolutionized cancer management, most patients do not derive benefits from it. Aiming to explore an appropriate strategy for immunotherapy efficacy prediction, we collected 6251 patients\' transcriptome data from multicohort population and analyzed the data using a machine learning algorithm. In this study, we found that patients from three immune gene clusters had different overall survival when treated with immunotherapy (P < 0.001), and that these clusters had differential states of hypoxia scores and metabolism functions. The immune gene score showed good immunotherapy efficacy prediction (AUC was 0.737 at 20 months), which was well validated. The immune gene score, tumor mutation burden, and long non-coding RNA score were further combined to build a tumor immune microenvironment signature, which correlated more strongly with overall survival (AUC, 0.814 at 20 months) than when using a single variable. Thus, we recommend using the characterization of the tumor immune microenvironment associated with immunotherapy efficacy via a multi-omics analysis of cancer.
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  • 文章类型: Journal Article
    癌症相关成纤维细胞(CAFs)可以通过分泌各种效应子发挥其免疫抑制作用,这些效应子参与肿瘤浸润免疫细胞以及肿瘤免疫微环境(TIME)中的其他免疫成分的调节。从而促进肿瘤发生,programming,转移,和抗药性。尽管大量研究表明CAFs在头颈部鳞状细胞癌(HNSCC)的发生发展中起着关键的调节作用,关于CAFs与HNSCC预后相关性的研究有限。在这项研究中,我们通过单变量Cox分析确定了包含八个CAF相关基因的HNSCC的预后特征,套索回归,逐步回归,和多变量Cox分析。我们在来自人HNSCC和四种人HNSCC细胞系的CAF的原代培养物中的验证证实,这八个基因确实是CAF的特征性标志物。根据8个CAF相关基因特征分析高风险和低风险组之间的免疫细胞浸润差异,提示CAF在TIME中的调节作用,进一步揭示其对预后的潜在作用。在不同的独立验证队列中验证了8个CAF相关基因的特征,并且都表明它是预后的有效标记。通过Kaplan-Meier(K-M)分析证实了低危组的总生存率(OS)明显高于高危组,提示CAF相关基因的特征可用作HNSCC预后的非侵入性预测工具。低危组有明显较高水平的肿瘤杀伤免疫细胞浸润,正如CIBERSORT分析所证实的,如CD8+T细胞,滤泡辅助性T细胞,低风险组的树突状细胞(DCs)。相比之下,M0巨噬细胞和活化肥大细胞(MCs)等原瘤细胞的浸润水平较低。深入研究CAFs与免疫细胞之间的复杂机制对寻找潜在的调控靶点至关重要,并可能为后续靶向免疫治疗提供新的证据。这些结果表明,八个CAF相关基因的签名是评估HNSCC时间的有力指标。它可能为临床医生预测HNSCC的预后提供一个新的、可靠的潜在指标。可用于指导HNSCC患者的治疗和临床决策。同时,CAF相关基因有望成为肿瘤生物标志物和HNSCC的有效靶点。
    Cancer-associated fibroblasts (CAFs) can exert their immunosuppressive effects by secreting various effectors that are involved in the regulation of tumor-infiltrating immune cells as well as other immune components in the tumor immune microenvironment (TIME), thereby promoting tumorigenesis, progression, metastasis, and drug resistance. Although a large number of studies suggest that CAFs play a key regulatory role in the development of head and neck squamous cell carcinoma (HNSCC), there are limited studies on the relevance of CAFs to the prognosis of HNSCC. In this study, we identified a prognostic signature containing eight CAF-related genes for HNSCC by univariate Cox analysis, lasso regression, stepwise regression, and multivariate Cox analysis. Our validation in primary cultures of CAFs from human HNSCC and four human HNSCC cell lines confirmed that these eight genes are indeed characteristic markers of CAFs. Immune cell infiltration differences analysis between high-risk and low-risk groups according to the eight CAF-related genes signature hinted at CAFs regulatory roles in the TIME, further revealing its potential role on prognosis. The signature of the eight CAF-related genes was validated in different independent validation cohorts and all showed that it was a valid marker for prognosis. The significantly higher overall survival (OS) in the low-risk group compared to the high-risk group was confirmed by Kaplan-Meier (K-M) analysis, suggesting that the signature of CAF-related genes can be used as a non-invasive predictive tool for HNSCC prognosis. The low-risk group had significantly higher levels of tumor-killing immune cell infiltration, as confirmed by CIBERSORT analysis, such as CD8+ T cells, follicular helper T cells, and Dendritic cells (DCs) in the low-risk group. In contrast, the level of infiltration of pro-tumor cells such as M0 macrophages and activated Mast cells (MCs) was lower. It is crucial to delve into the complex mechanisms between CAFs and immune cells to find potential regulatory targets and may provide new evidence for subsequently targeted immunotherapy. These results suggest that the signature of the eight CAF-related genes is a powerful indicator for the assessment of the TIME of HNSCC. It may provide a new and reliable potential indicator for clinicians to predict the prognosis of HNSCC, which may be used to guide treatment and clinical decision-making in HNSCC patients. Meanwhile, CAF-related genes are expected to become tumor biomarkers and effective targets for HNSCC.
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  • 文章类型: Journal Article
    短链脂肪酸(SCFA)在结肠癌的细胞和动物模型中表现出抗癌活性。醋酸盐,丙酸盐,和丁酸盐是由膳食纤维通过肠道微生物群发酵产生的三种主要SCFA,对人体健康具有有益作用。以往对SCFA抗肿瘤机制的研究大多集中在参与抗肿瘤通路的特定代谢产物或基因上,如活性氧(ROS)生物合成。在这项研究中,我们对乙酸盐的影响进行了系统和无偏见的分析,丙酸盐,和丁酸盐对人结肠直肠腺癌细胞生理浓度下ROS水平以及代谢和转录组特征的影响。我们观察到在处理的细胞中ROS水平显著升高。此外,显著调节的信号涉及代谢和转录组水平的重叠途径,包括ROS反应和代谢,脂肪酸运输和代谢,葡萄糖反应和代谢,线粒体运输和呼吸链复合物,一碳代谢,氨基酸运输和代谢,和谷氨酰胺分解,它们与ROS的产生直接或间接相关。此外,代谢和转录组调节以SCFAs类型依赖的方式发生,从乙酸到丙酸再到丁酸的程度逐渐增加。本研究全面分析了SCFA如何诱导ROS产生并调节结肠癌细胞的代谢和转录水平。这对于理解SCFA对结肠癌抗肿瘤活性的作用机制至关重要。
    Short-chain fatty acids (SCFAs) exhibit anticancer activity in cellular and animal models of colon cancer. Acetate, propionate, and butyrate are the three major SCFAs produced from dietary fiber by gut microbiota fermentation and have beneficial effects on human health. Most previous studies on the antitumor mechanisms of SCFAs have focused on specific metabolites or genes involved in antitumor pathways, such as reactive oxygen species (ROS) biosynthesis. In this study, we performed a systematic and unbiased analysis of the effects of acetate, propionate, and butyrate on ROS levels and metabolic and transcriptomic signatures at physiological concentrations in human colorectal adenocarcinoma cells. We observed significantly elevated levels of ROS in the treated cells. Furthermore, significantly regulated signatures were involved in overlapping pathways at metabolic and transcriptomic levels, including ROS response and metabolism, fatty acid transport and metabolism, glucose response and metabolism, mitochondrial transport and respiratory chain complex, one-carbon metabolism, amino acid transport and metabolism, and glutaminolysis, which are directly or indirectly linked to ROS production. Additionally, metabolic and transcriptomic regulation occurred in a SCFAs types-dependent manner, with an increasing degree from acetate to propionate and then to butyrate. This study provides a comprehensive analysis of how SCFAs induce ROS production and modulate metabolic and transcriptomic levels in colon cancer cells, which is vital for understanding the mechanisms of the effects of SCFAs on antitumor activity in colon cancer.
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  • 文章类型: Journal Article
    未经证实:氧化应激被认为是非酒精性脂肪性肝炎(NASH)进展的主要驱动因素。转录因子NRF2及其负调节因子KEAP1是氧化还原的主调节因子,代谢和蛋白质稳态,以及排毒,因此似乎是治疗NASH的有吸引力的靶标。
    UNASSIGNED:分子建模和X射线晶体学用于设计S217879-一种可以破坏KEAP1-NRF2相互作用的小分子。使用各种分子和细胞测定高度表征S217879。然后在两个不同的NASH相关临床前模型中进行评估,即蛋氨酸和胆碱缺乏饮食(MCDD)和饮食诱导的肥胖NASH(DIONASH)模型。
    UNASSIGNED:基于分子和细胞的检测证实S217879是一种高效和选择性的NRF2激活剂,具有明显的抗炎特性,如原代人外周血单核细胞所示。在MCDD小鼠中,S217879治疗2周导致NAFLD活性评分的剂量依赖性降低,同时显着增加肝脏Nqo1mRNA水平,一种特定的NRF2靶参与生物标志物。在DIONASH小鼠中,S217879治疗导致已建立的肝损伤的显着改善,NAS和肝纤维化均明显减少。αSMA和Col1A1染色,以及肝脏羟脯氨酸水平的定量,证实了响应S217879的肝纤维化的减少。RNA测序分析揭示了响应S217879的肝脏转录组中的主要变化,NRF2依赖性基因转录的激活和驱动疾病进展的关键信号通路的显著抑制。
    UNASSIGNED:这些结果突出了NRF2-KEAP1相互作用选择性破坏治疗NASH和肝纤维化的潜力。
    UNASSIGNED:我们报告了S217879的发现——一种具有良好药代动力学特性的有效和选择性的NRF2激活剂。通过破坏KEAP1-NRF2相互作用,S217879触发抗氧化反应的上调和涉及NASH疾病进展的广谱基因的协调调节,最终导致小鼠NASH和肝纤维化进展的减少。
    UNASSIGNED: Oxidative stress is recognized as a major driver of non-alcoholic steatohepatitis (NASH) progression. The transcription factor NRF2 and its negative regulator KEAP1 are master regulators of redox, metabolic and protein homeostasis, as well as detoxification, and thus appear to be attractive targets for the treatment of NASH.
    UNASSIGNED: Molecular modeling and X-ray crystallography were used to design S217879 - a small molecule that could disrupt the KEAP1-NRF2 interaction. S217879 was highly characterized using various molecular and cellular assays. It was then evaluated in two different NASH-relevant preclinical models, namely the methionine and choline-deficient diet (MCDD) and diet-induced obesity NASH (DIO NASH) models.
    UNASSIGNED: Molecular and cell-based assays confirmed that S217879 is a highly potent and selective NRF2 activator with marked anti-inflammatory properties, as shown in primary human peripheral blood mononuclear cells. In MCDD mice, S217879 treatment for 2 weeks led to a dose-dependent reduction in NAFLD activity score while significantly increasing liver Nqo1 mRNA levels, a specific NRF2 target engagement biomarker. In DIO NASH mice, S217879 treatment resulted in a significant improvement of established liver injury, with a clear reduction in both NAS and liver fibrosis. αSMA and Col1A1 staining, as well as quantification of liver hydroxyproline levels, confirmed the reduction in liver fibrosis in response to S217879. RNA-sequencing analyses revealed major alterations in the liver transcriptome in response to S217879, with activation of NRF2-dependent gene transcription and marked inhibition of key signaling pathways that drive disease progression.
    UNASSIGNED: These results highlight the potential of selective disruption of the NRF2-KEAP1 interaction for the treatment of NASH and liver fibrosis.
    UNASSIGNED: We report the discovery of S217879 - a potent and selective NRF2 activator with good pharmacokinetic properties. By disrupting the KEAP1-NRF2 interaction, S217879 triggers the upregulation of the antioxidant response and the coordinated regulation of a wide spectrum of genes involved in NASH disease progression, leading ultimately to the reduction of both NASH and liver fibrosis progression in mice.
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  • 文章类型: Journal Article
    头颈部鳞状细胞癌(HNSC)是全球最常见的恶性肿瘤之一,死亡率高。重要的是,HNSC的分子异质性使临床诊断和治疗复杂化,导致整体生存结果不佳。为了剖析复杂的异质性,最近的研究报道了多个分子亚型系统。例如,HNSC可以细分为四种不同的分子亚型:非典型,基底,古典,和间充质,其中间充质亚型的特征是上皮-间充质转化(EMT)上调,并与较差的生存结局相关。尽管对复杂的分子异质性进行了大量研究,这种侵袭性亚型特有的调节机制仍不清楚.在这里,我们开发了一个基于网络的生物信息学框架,该框架整合了lncRNA和mRNA表达谱,以阐明亚型特异性调控机制.将框架应用于HNSC,我们确定了临床相关的lncRNALNCOG作为介导间充质亚型基础EMT的关键主调节因子.5个具有强预后价值的基因,即ANXA5,ITGA5,CCBE1,P4HA2和EPHX3被预测为LNCOG的假定目标,随后在其他独立数据集中进行了验证。通过对miRNA表达谱的综合分析,我们发现LNCOG可能作为ceRNA来海绵miR-148a-3p,从而上调ITGA5以促进HNSC进展.此外,我们的药物敏感性分析表明,LNCOG的5个推定目标也可预测多种FDA批准药物的敏感性.总之,我们的生物信息学框架促进了癌症亚型特异性lncRNA调控机制的解剖,为HNSC的更优化治疗提供潜在的新型生物标志物。
    Head and neck squamous cell carcinoma (HNSC) is one of most common malignancies with high mortality worldwide. Importantly, the molecular heterogeneity of HNSC complicates the clinical diagnosis and treatment, leading to poor overall survival outcomes. To dissect the complex heterogeneity, recent studies have reported multiple molecular subtyping systems. For instance, HNSC can be subdivided to four distinct molecular subtypes: atypical, basal, classical, and mesenchymal, of which the mesenchymal subtype is characterized by upregulated epithelial-mesenchymal transition (EMT) and associated with poorer survival outcomes. Despite a wealth of studies into the complex molecular heterogeneity, the regulatory mechanism specific to this aggressive subtype remain largely unclear. Herein, we developed a network-based bioinformatics framework that integrates lncRNA and mRNA expression profiles to elucidate the subtype-specific regulatory mechanisms. Applying the framework to HNSC, we identified a clinically relevant lncRNA LNCOG as a key master regulator mediating EMT underlying the mesenchymal subtype. Five genes with strong prognostic values, namely ANXA5, ITGA5, CCBE1, P4HA2, and EPHX3, were predicted to be the putative targets of LNCOG and subsequently validated in other independent datasets. By integrative analysis of the miRNA expression profiles, we found that LNCOG may act as a ceRNA to sponge miR-148a-3p thereby upregulating ITGA5 to promote HNSC progression. Furthermore, our drug sensitivity analysis demonstrated that the five putative targets of LNCOG were also predictive of the sensitivities of multiple FDA-approved drugs. In summary, our bioinformatics framework facilitates the dissection of cancer subtype-specific lncRNA regulatory mechanisms, providing potential novel biomarkers for more optimized treatment of HNSC.
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  • 文章类型: Journal Article
    与细胞和分子的空间组织相关的转录组水平表达数据将允许全面理解基因表达如何与生物系统中的结构和功能相关。空间转录组学平台可能很快提供此类信息。然而,目前的平台仍然缺乏空间分辨率,只捕获转录组异质性的一小部分,或缺乏大规模研究的吞吐量。在规划空间转录组学研究时,需要考虑当前ST平台和计算解决方案的优缺点。计算ST分析的基础是为单细胞RNA测序数据开发的解决方案,考虑到转录组的空间连通性的进步。scRNA-seq工具已针对空间转录组学或基于深度学习的表达联合分析等新解决方案进行了修改。空间,和图像数据被开发以提取空间分辨转录组中的生物信息。计算ST分析可以揭示对基因表达空间模式的显着生物学见解,细胞信号,以及与复杂组织中细胞类型特异性信号传导和组织有关的细胞类型变化。这篇综述涵盖了帮助选择空间转录组学研究平台和计算解决方案的主题。我们专注于当前可用的ST方法和平台及其优势和局限性。在计算解决方案中,我们概述了ST数据分析中使用的分析步骤和工具。总结了与当前ST分析框架提供的数据类型和工具的兼容性。
    Transcriptome level expression data connected to the spatial organization of the cells and molecules would allow a comprehensive understanding of how gene expression is connected to the structure and function in the biological systems. The spatial transcriptomics platforms may soon provide such information. However, the current platforms still lack spatial resolution, capture only a fraction of the transcriptome heterogeneity, or lack the throughput for large scale studies. The strengths and weaknesses in current ST platforms and computational solutions need to be taken into account when planning spatial transcriptomics studies. The basis of the computational ST analysis is the solutions developed for single-cell RNA-sequencing data, with advancements taking into account the spatial connectedness of the transcriptomes. The scRNA-seq tools are modified for spatial transcriptomics or new solutions like deep learning-based joint analysis of expression, spatial, and image data are developed to extract biological information in the spatially resolved transcriptomes. The computational ST analysis can reveal remarkable biological insights into spatial patterns of gene expression, cell signaling, and cell type variations in connection with cell type-specific signaling and organization in complex tissues. This review covers the topics that help choosing the platform and computational solutions for spatial transcriptomics research. We focus on the currently available ST methods and platforms and their strengths and limitations. Of the computational solutions, we provide an overview of the analysis steps and tools used in the ST data analysis. The compatibility with the data types and the tools provided by the current ST analysis frameworks are summarized.
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  • 文章类型: Journal Article
    带卷曲螺旋的ADP-核糖基化因子(Arf)-GTP酶激活蛋白(GAP),据报道,锚蛋白重复序列和PH结构域1(ACAP1)可作为网格蛋白外套复合物的衔接子,在胞吞再循环和细胞迁移中起作用。ACAP1在肺腺癌(LUAD)中的潜在作用尚未完全确定。我们进行了全面的分析,包括基因表达,生存分析,遗传改变,功能富集,和免疫特性。ACAP1在肿瘤组织中显著下调,并与LUAD患者的临床病理特征有关。预后分析表明,低ACAP1表达与LUAD患者不满意的总生存期(OS)和疾病特异性生存期(DSS)相关。此外,ACAP1可以根据Cox比例风险模型和列线图模型确定为预后生物标志物。我们还证实ACAP1在两个LUAD细胞系中下调,与正常肺细胞相比。ACAP1的过表达导致细胞增殖的严重衰减,迁移,入侵,促进细胞凋亡。此外,功能富集分析证实ACAP1与T细胞活化和免疫应答高度相关.然后,我们进一步进行了免疫景观分析,包括单细胞RNA测序,免疫细胞浸润,和免疫检查点。ACAP1的表达与TME中免疫细胞的浸润水平和免疫检查点分子的表达呈正相关。本研究首先综合分析了分子表达,临床意义,以及LUAD中ACAP1的免疫景观特征,提示ACAP1可预测患者的预后,并可作为预测LUAD患者免疫治疗反应的潜在生物标志物.
    ADP-ribosylation factor (Arf)-GTPase-activating protein (GAP) with coiled-coil, ankyrin repeat and PH domains 1 (ACAP1) has been reported to serve as an adaptor for clathrin coat complex playing a role in endocytic recycling and cellular migration. The potential role of ACAP1 in lung adenocarcinoma (LUAD) has not been yet completely defined. We performed the comprehensive analyses, including gene expression, survival analysis, genetic alteration, function enrichment, and immune characteristics. ACAP1 was remarkably downregulated in tumor tissues, and linked with the clinicopathologic features in LUAD patients. Prognostic analysis demonstrated that low ACAP1 expression was correlated with unsatisfactory overall survival (OS) and disease specific survival (DSS) in LUAD patients. Moreover, ACAP1 could be determined as a prognostic biomarker according to Cox proportional hazard model and nomogram model. We also confirmed that ACAP1 was downregulated in two LUAD cell lines, comparing to normal lung cell. Overexpression of ACAP1 caused a profound attenuation in cell proliferation, migration, invasion, and promoted cell apoptosis. Additionally, functional enrichment analyses confirmed that ACAP1 was highly correlated with T cell activation and immune response. Then, we further conducted immune landscape analyses, including single cell RNA sequencing, immune cells infiltration, and immune checkpoints. ACAP1 expression was positively associated with the infiltrating level of immune cells in TME and the expression of immune checkpoint molecules. This study first comprehensively analyzed molecular expression, clinical implication, and immune landscape features of ACAP1 in LUAD, suggesting that ACAP1 was predictive of prognosis and could serve as a potential biomarker predicting immunotherapy response for LUAD patients.
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  • 文章类型: Journal Article
    中心体和纺锤体极相关蛋白(CSP1)是一种中心体和微管结合蛋白,在细胞周期依赖性细胞骨架组织和纤毛形成中起作用。以前的研究表明,CSP1在肿瘤发生中起作用;然而,尚未进行泛癌症分析.本研究系统地调查了CSP1的表达及其与诊断相关的潜在临床结果。预后,和治疗。CSP1广泛存在于组织和细胞中,其异常表达可作为癌症的诊断生物标志物。CSP1失调是由涉及遗传改变的多维机制驱动的,DNA甲基化,和miRNA。CSP1在特定位点的磷酸化可能在肿瘤发生中起作用。此外,CSP1与多种癌症的临床特征和结果相关。以预后不良的脑低级别胶质瘤(LGG)为例,功能富集分析表明CSP1可能在铁凋亡和肿瘤微环境(TME)中发挥作用,包括调节上皮-间质转化,基质反应,和免疫反应。进一步的分析证实,CSP1在LGG和其他癌症中失调铁凋亡,使得基于铁凋亡的药物有可能用于治疗这些癌症。重要的是,CSP1相关肿瘤在不同的TME中浸润,使免疫检查点阻断治疗对这些癌症患者有益。我们的研究首次证明CSP1是与铁凋亡和TME相关的潜在诊断和预后生物标志物。为特定癌症的药物治疗和免疫治疗提供了新的靶点。
    Centrosome and spindle pole-associated protein (CSPP1) is a centrosome and microtubule-binding protein that plays a role in cell cycle-dependent cytoskeleton organization and cilia formation. Previous studies have suggested that CSPP1 plays a role in tumorigenesis; however, no pan-cancer analysis has been performed. This study systematically investigates the expression of CSPP1 and its potential clinical outcomes associated with diagnosis, prognosis, and therapy. CSPP1 is widely present in tissues and cells and its aberrant expression serves as a diagnostic biomarker for cancer. CSPP1 dysregulation is driven by multi-dimensional mechanisms involving genetic alterations, DNA methylation, and miRNAs. Phosphorylation of CSPP1 at specific sites may play a role in tumorigenesis. In addition, CSPP1 correlates with clinical features and outcomes in multiple cancers. Take brain low-grade gliomas (LGG) with a poor prognosis as an example, functional enrichment analysis implies that CSPP1 may play a role in ferroptosis and tumor microenvironment (TME), including regulating epithelial-mesenchymal transition, stromal response, and immune response. Further analysis confirms that CSPP1 dysregulates ferroptosis in LGG and other cancers, making it possible for ferroptosis-based drugs to be used in the treatment of these cancers. Importantly, CSPP1-associated tumors are infiltrated in different TMEs, rendering immune checkpoint blockade therapy beneficial for these cancer patients. Our study is the first to demonstrate that CSPP1 is a potential diagnostic and prognostic biomarker associated with ferroptosis and TME, providing a new target for drug therapy and immunotherapy in specific cancers.
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  • 文章类型: Journal Article
    ShcSH2结构域结合蛋白1(SHCBP1),与Src同源物和胶原蛋白同源物(Shc)的SH2结构域特异性结合的蛋白质,参与各种信号转导途径的调节,据报道,这与肿瘤发生和进展有关。然而,病理机制尚未完全研究。因此,本研究旨在全面阐明SHCBP1在多种癌症类型中的潜在功能.SHCBP1在各种肿瘤中的综合分析,包括基因表达,诊断,预后,免疫相关特征,遗传改变,和功能富集,是基于多个数据库和分析工具进行的。SHCBP1在大多数类型的癌症中上调。qRT-PCR结果证实,SHCBP1mRNA在肺腺癌(LUAD)和肝细胞肝癌(LIHC)细胞系中明显上调。基于接收机工作特性(ROC)和生存分析,SHCBP1被认为是潜在的诊断和预后生物标志物。此外,根据SHCBP1表达与免疫细胞浸润的相关性分析,SHCBP1表达与肿瘤免疫和免疫抑制微环境有关,免疫检查点基因,和免疫相关基因(MHC基因,趋化因子,和趋化因子受体)。此外,SHCBP1表达与肿瘤突变负荷(TMB)相关,微卫星不稳定性(MSI),和新抗原。鉴定了泛癌症中SHCBP1突变景观的特征。最后,我们重点研究SHCBP1在LUAD中的临床意义和潜在的生物学作用。我们的研究全面揭示了SHCBP1可以被鉴定为癌症诊断和预后的免疫相关生物标志物。和肿瘤免疫治疗的潜在治疗靶点。
    Shc SH2-domain binding protein 1 (SHCBP1), a protein specific binding to SH2 domain of Src homolog and collagen homolog (Shc), takes part in the regulation of various signal transduction pathways, which has been reported to be associated with tumorigenesis and progression. However, the pathological mechanisms are not completely investigated. Thus, this study aimed to comprehensively elucidate the potential functions of SHCBP1 in multiple cancer types. The comprehensive analyses for SHCBP1 in various tumors, including gene expression, diagnosis, prognosis, immune-related features, genetic alteration, and function enrichment, were conducted based on multiple databases and analysis tools. SHCBP1 was upregulated in most types of cancers. The results of qRT-PCR had confirmed that SHCBP1 mRNA was significantly upregulated in lung adenocarcinoma (LUAD) and liver hepatocellular carcinoma (LIHC) cell lines. Based on the receiver operating characteristic (ROC) and survival analysis, SHCBP1 was considered as a potential diagnostic and prognostic biomarker. Furthermore, SHCBP1 expression was linked with tumor immunity and immunosuppressive microenvironment according to the correlation analysis of SHCBP1 expression with immune cells infiltration, immune checkpoint genes, and immune-related genes (MHC genes, chemokines, and chemokines receptors). Moreover, SHCBP1 expression correlated with tumor mutational burden (TMB), microsatellite instability (MSI), and neoantigens. The feature of SHCBP1 mutational landscape in pan-cancer was identified. Finally, we focused on investigating the clinical significance and the potential biological role of SHCBP1 in LUAD. Our study comprehensively uncovered that SHCBP1 could be identified as an immune-related biomarker for cancer diagnosis and prognosis, and a potential therapeutic target for tumor immunotherapy.
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  • 文章类型: Journal Article
    蜱传脑炎病毒(TBEV),欧亚大陆医学上最相关的蜱传播黄病毒,针对宿主中枢神经系统,并经常引起严重的脑炎。TBEV诱导的神经发病机制的严重程度是高度细胞类型特异性的,造成这种差异的确切机制尚未完全描述。因此,我们对TBEV体外感染人类原代神经元(高细胞病变效应)和星形胶质细胞(低细胞病变效应)后宿主poly-(A)/miRNA/lncRNA表达的变化进行了综合分析.严重但不轻度的TBEV菌株感染导致较高的神经元死亡率。相比之下,人星形胶质细胞中任何一种TBEV菌株的感染都没有。通过miRNA/mRNA/lncRNA/vd-sRNA网络的计算机预测进行差异表达和剪接分析,发现炎症和免疫应答途径发生了显着变化。TBEVHypr感染神经元的神经系统发育和有丝分裂调节。负责上述现象的候选机制包括通过模仿内源性miRNA的差异表达的miRNA/lncRNA或vd-sRNA对宿主mRNA水平的特异性调节和病毒驱动的宿主前mRNA剪接的调节。我们建议这些因素是在不同细胞系中观察到的两种TBEV菌株的毒力表现差异的原因。这项工作带来了人类星形胶质细胞和神经元转录组变化的第一个复杂的概述在感染过程中由两个不同毒力的TBEV菌株。所得数据可作为进一步研究TBEV-宿主相互作用机制和TBEV发病机理相关过程的起点。
    Tick-borne encephalitis virus (TBEV), the most medically relevant tick-transmitted flavivirus in Eurasia, targets the host central nervous system and frequently causes severe encephalitis. The severity of TBEV-induced neuropathogenesis is highly cell-type specific and the exact mechanism responsible for such differences has not been fully described yet. Thus, we performed a comprehensive analysis of alterations in host poly-(A)/miRNA/lncRNA expression upon TBEV infection in vitro in human primary neurons (high cytopathic effect) and astrocytes (low cytopathic effect). Infection with severe but not mild TBEV strain resulted in a high neuronal death rate. In comparison, infection with either of TBEV strains in human astrocytes did not. Differential expression and splicing analyses with an in silico prediction of miRNA/mRNA/lncRNA/vd-sRNA networks found significant changes in inflammatory and immune response pathways, nervous system development and regulation of mitosis in TBEV Hypr-infected neurons. Candidate mechanisms responsible for the aforementioned phenomena include specific regulation of host mRNA levels via differentially expressed miRNAs/lncRNAs or vd-sRNAs mimicking endogenous miRNAs and virus-driven modulation of host pre-mRNA splicing. We suggest that these factors are responsible for the observed differences in the virulence manifestation of both TBEV strains in different cell lines. This work brings the first complex overview of alterations in the transcriptome of human astrocytes and neurons during the infection by two TBEV strains of different virulence. The resulting data could serve as a starting point for further studies dealing with the mechanism of TBEV-host interactions and the related processes of TBEV pathogenesis.
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