GO, gene ontology

GO,基因本体
  • 文章类型: Journal Article
    这项研究的目的是探索导管结扎后下颌下腺的组织病理学和遗传变化,并为功能再生提供重要线索。
    我们建立了大鼠唾液腺导管结扎模型,并在第1天和第1、2、3和4周采用苏木精和伊红染色观察了大鼠下颌下腺的病理变化,阿尔辛蓝高碘酸希夫染色,Masson染色,末端脱氧核苷酸转移酶dUTP缺口末端标记(TUNEL),和免疫组织化学染色。在1周后对正常唾液腺和来自连接模型的唾液腺进行RNA测序。选择显著差异表达的基因,进行了基因本体论(GO)和京都基因和基因组百科全书(KEGG)途径分析。
    细胞凋亡水平和组织学和功能KEGG通路分析表明,结扎后唾液腺的损伤逐渐增加。TGF-β途径被激活并促进纤维化。RNA测序结果和第1周样本的进一步验证表明,NF-κB通路在唾液腺萎缩中起着至关重要的作用。
    我们的结果详细介绍了结扎后颌下腺的病理变化以及NF-κB通路的重要功能。
    UNASSIGNED: The aim of this study was to explore the histopathological and genetic changes in the submandibular glands after duct ligation and provide important clues to functional regeneration.
    UNASSIGNED: We established a rat salivary gland duct ligation model and observed pathological changes in the rat submandibular gland on day 1 and weeks 1, 2, 3, and 4 using hematoxylin and eosin staining, Alcian blue-periodic acid Schiff staining, Masson staining, terminal deoxynucleotidyl transferase dUTP nick-end labeling (TUNEL), and immunohistochemical staining. RNA sequencing was performed on normal salivary glands and those from the ligation model after 1 week. Significantly differentially expressed genes were selected, and Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses were performed.
    UNASSIGNED: Apoptosis levels and histological and functional KEGG pathway analyses showed that injury to the salivary gland after ligation gradually increased. The TGF-β pathway was activated and promoted fibrosis. RNA sequencing results and further verification of samples at week 1 showed that the NF-κB pathway plays a vital role in salivary gland atrophy.
    UNASSIGNED: Our results detailed the pathological changes in the submandibular gland after ligation and the important functions of the NF-κB pathway.
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  • 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
    UNASSIGNED:通过网络药理学和体外实验验证,探讨PG抗急性淋巴细胞白血病(ALL)的机制。
    未经批准:首先,通过CCK-8和流式细胞术测定PG抗B-ALL的生物学活性。然后,PG的潜在靶标来自PharmMapper数据库.ALL相关基因是从GeneCards收集的,OMIM和PharmGkb数据库。将两个数据集相交以获得ALL中PG的靶基因。然后,使用STRING数据库构建蛋白质相互作用网络。利用Cytoscape3.8.0软件对网络进行拓扑分析,得到关键目标。此外,PG在ALL中的机制得到了蛋白质-蛋白质相互作用的证实,基因本体论和京都百科全书的基因和基因组途径富集分析。此外,分子对接由AutoDockVina进行。最后,进行Western印迹以证实PG对NALM6细胞的作用。
    未授权:PG抑制NALM6细胞增殖。通过网络药理学总共获得了174个PG的抗白血病靶标。关键靶点包括AKT1、MAPK14、EGFR、ESR1,LCK,PTPN11RHOA,IGF1,MDM2,HSP90AA1,HRAS,SRC和JAK2。富集分析发现,PG通过调节关键靶标(如MAPK信号)具有抗白血病作用,PG与MAPK14蛋白具有良好的结合活性(-8.9kcal/mol)。PG可以上调靶蛋白p-P38的表达,诱导细胞周期停滞,促进白血病细胞凋亡。
    UNASSIGNED:通过网络药理学和分子实验证实MAPK14是PG的关键靶标和途径之一。
    UNASSIGNED: To explore the mechanism of PG against acute lymphoblastic leukaemia (ALL) by network pharmacology and experimental verification in vitro.
    UNASSIGNED: First, the biological activity of PG against B-ALL was determined by CCK-8 and flow cytometry. Then, the potential targets of PG were obtained from the PharmMapper database. ALL-related genes were collected from the GeneCards, OMIM and PharmGkb databases. The two datasets were intersected to obtain the target genes of PG in ALL. Then, protein interaction networks were constructed using the STRING database. The key targets were obtained by topological analysis of the network with Cytoscape 3.8.0 software. In addition, the mechanism of PG in ALL was confirmed by protein‒protein interaction, gene ontology and Kyoto Encyclopedia of Genes and Genomes pathway enrichment analyses. Furthermore, molecular docking was carried out by AutoDock Vina. Finally, Western blotting was performed to confirm the effect of PG on NALM6 cells.
    UNASSIGNED: PG inhibited the proliferation of NALM6 cells. A total of 174 antileukaemic targets of PG were obtained by network pharmacology. The key targets included AKT1, MAPK14, EGFR, ESR1, LCK, PTPN11, RHOA, IGF1, MDM2, HSP90AA1, HRAS, SRC and JAK2. Enrichment analysis found that PG had antileukaemic effects by regulating key targets such as MAPK signalling, and PG had good binding activity with MAPK14 protein (-8.9 kcal/mol). PG could upregulate the expression of the target protein p-P38, induce cell cycle arrest, and promote the apoptosis of leukaemia cells.
    UNASSIGNED: MAPK14 was confirmed to be one of the key targets and pathways of PG by network pharmacology and molecular experiments.
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  • 文章类型: Journal Article
    急性肺损伤(ALI)是临床上严重的肺部疾病,发病率和死亡率都很高。尤其是,2019年冠状病毒病(COVID-19)对全球政府健康构成严重威胁。它几乎分布在宇宙的各个角落,COVID-19防控形势依然严峻。中医药在疾病的预防和治疗中起着至关重要的作用。目前,缺乏治疗这些疾病的药物,因此有必要开发治疗COVID-19相关ALI的药物。苦参(D.Don)Hara是of科的一年生植物,也是中国历史悠久的传统医学之一。近年来,其根茎(药用部位)因其显著的抗炎作用而受到国内外学者的关注,抗菌和抗癌活性。它可以在SARS-COV-2上使用多种成分,目标,和路径,并对冠状病毒病2019(COVID-19)相关急性肺损伤(ALI)有一定影响。然而,对其地上部分(包括茎和叶)的系统研究很少,其潜在的治疗机制尚未研究。使用TCMSP数据库收集了F.dibotrys根茎的植物化学成分。并通过代谢组学检测了F.dibotrys的地上部分的代谢产物。通过PharmMapper网站工具预测了F.dibotrys的植物化学目标。从GeneCards中检索到COVID-19和ALI相关基因。通过metscape生物信息学工具,通过基因本体论(GO)和KEGG富集了F.dibotrys中COVID-19和ALI相关基因的交叉靶标和活性植物化学物质。使用Cytoscape软件建立并分解了相互作用的网络进入活性植物化学物质和抗COVID-19和ALI靶标。DiscoveryStudio(2019版)用于对具有抗COVID-19和ALI靶标的关键活性植物化学物质进行分子对接。我们从F.dibotrys的地上部分鉴定出1136种化学物质,其中活性类黄酮和酚类化学物质47种。从F.dibotrys的根茎中搜索到了总共61种化学物质,其中15种是活性化学物质。因此,在F.dibotrys的地上部分和根茎上有6种常见的关键活性化学物质,89这些植物化学物质的潜在目标,和211个COVID-19和ALI相关基因。GO富集表明F.dibotrys可能参与影响包含许多生物学过程的基因靶标,例如,巨核细胞分化的负调控,调节DNA代谢过程,这可以归结为其抗COVID-19相关的ALI效应。KEGG通路表明病毒致癌作用,剪接体,沙门氏菌感染,冠状病毒病-COVID-19,军团菌病和人类免疫缺陷病毒1感染途径是困扰F.dibotrys抗COVID-19相关ALI作用的主要途径。分子对接证实了F.dibotrys的6种关键活性植物化学物质,如木犀草素,(+)-表儿茶素,槲皮素,异鼠李素,(+)-儿茶素,和(-)-儿茶素没食子酸酯,可以与内核治疗靶点NEDD8、SRPK1、DCUN1D1和PARP1结合。体外活性实验表明,在一定范围内,随着浓度的增加,二博特草生部分和根茎的总抗氧化能力增加。此外,作为一个整体,黄曲霉地上部分的抗氧化能力强于根茎。我们的研究为进一步探索F.dibotrys的抗COVID-19相关ALI化学成分和机制提供了线索,并为开发基于F.dibotrys植物化学物质的现代抗COVID-19相关ALI药物提供了科学依据。我们还充分开发了F.dibotrys的地上部分的药用价值,能有效避免资源的浪费。同时,我们的工作为整合代谢组学提供了新的策略,网络药理学,和分子对接技术是识别对中药药理作用有效的有效成分和机制的有效途径。
    Acute lung injury (ALI) is a clinically severe lung illness with high incidence rate and mortality. Especially, coronavirus disease 2019 (COVID-19) poses a serious threat to world wide governmental fitness. It has distributed to almost from corner to corner of the universe, and the situation in the prevention and control of COVID-19 remains grave. Traditional Chinese medicine plays a vital role in the precaution and therapy of sicknesses. At present, there is a lack of drugs for treating these diseases, so it is necessary to develop drugs for treating COVID-19 related ALI. Fagopyrum dibotrys (D. Don) Hara is an annual plant of the Polygonaceae family and one of the long-history used traditional medicine in China. In recent years, its rhizomes (medicinal parts) have attracted the attention of scholars at home and abroad due to their significant anti-inflammatory, antibacterial and anticancer activities. It can work on SARS-COV-2 with numerous components, targets, and pathways, and has a certain effect on coronavirus disease 2019 (COVID-19) related acute lung injury (ALI). However, there are few systematic studies on its aerial parts (including stems and leaves) and its potential therapeutic mechanism has not been studied. The phytochemical constituents of rhizome of F. dibotrys were collected using TCMSP database. And metabolites of F. dibotrys\' s aerial parts were detected by metabonomics. The phytochemical targets of F. dibotrys were predicted by the PharmMapper website tool. COVID-19 and ALI-related genes were retrieved from GeneCards. Cross targets and active phytochemicals of COVID-19 and ALI related genes in F. dibotrys were enriched by gene ontology (GO) and KEGG by metscape bioinformatics tools. The interplay network entre active phytochemicals and anti COVID-19 and ALI targets was established and broke down using Cytoscape software. Discovery Studio (version 2019) was used to perform molecular docking of crux active plant chemicals with anti COVID-19 and ALI targets. We identified 1136 chemicals from the aerial parts of F. dibotrys, among which 47 were active flavonoids and phenolic chemicals. A total of 61 chemicals were searched from the rhizome of F. dibotrys, and 15 of them were active chemicals. So there are 6 commonly key active chemicals at the aerial parts and the rhizome of F. dibotrys, 89 these phytochemicals\'s potential targets, and 211 COVID-19 and ALI related genes. GO enrichment bespoken that F. dibotrys might be involved in influencing gene targets contained numerous biological processes, for instance, negative regulation of megakaryocyte differentiation, regulation of DNA metabolic process, which could be put down to its anti COVID-19 associated ALI effects. KEGG pathway indicated that viral carcinogenesis, spliceosome, salmonella infection, coronavirus disease - COVID-19, legionellosis and human immunodeficiency virus 1 infection pathway are the primary pathways obsessed in the anti COVID-19 associated ALI effects of F. dibotrys. Molecular docking confirmed that the 6 critical active phytochemicals of F. dibotrys, such as luteolin, (+) -epicatechin, quercetin, isorhamnetin, (+) -catechin, and (-) -catechin gallate, can combine with kernel therapeutic targets NEDD8, SRPK1, DCUN1D1, and PARP1. In vitro activity experiments showed that the total antioxidant capacity of the aerial parts and rhizomes of F. dibotrys increased with the increase of concentration in a certain range. In addition, as a whole, the antioxidant capacity of the aerial part of F. dibotrys was stronger than that of the rhizome. Our research afford cues for farther exploration of the anti COVID-19 associated ALI chemical compositions and mechanisms of F. dibotrys and afford scientific foundation for progressing modern anti COVID-19 associated ALI drugs based on phytochemicals in F. dibotrys. We also fully developed the medicinal value of F. dibotrys\' s aerial parts, which can effectively avoid the waste of resources. Meanwhile, our work provides a new strategy for integrating metabonomics, network pharmacology, and molecular docking techniques which was an efficient way for recognizing effective constituents and mechanisms valid to the pharmacologic actions of traditional Chinese medicine.
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  • 文章类型: Journal Article
    中风后的康复运动对神经元的形态可塑性具有有益的影响。特别是,局灶性脑缺血后的自愿跑步运动可促进功能恢复,并改善梗死周围运动皮质层5的缺血诱导的树突棘丢失。此外,神经元形态受神经周环境变化的影响。胶质细胞,其表型可能因运动而改变,众所周知,在这种神经周环境的形成中起着关键作用。在这里,我们研究了自主跑步运动对大脑中动脉闭塞后神经胶质细胞的影响。自愿跑步运动增加了梗死周围皮质POD15术后0和3天(POD)之间出生的胶质纤维酸性蛋白阳性星形胶质细胞的数量。锻炼后,缺血后星形胶质细胞的转录组学分析显示10个上调和70个下调的基因。此外,基因本体论分析表明,70个下调基因与神经元形态显著相关。此外,运动减少了表达脂质运载蛋白2的星形胶质细胞的数量,POD15我们的结果表明,运动改变了星形细胞种群的组成及其表型。
    Rehabilitative exercise following a brain stroke has beneficial effects on the morphological plasticity of neurons. Particularly, voluntary running exercise after focal cerebral ischemia promotes functional recovery and ameliorates ischemia-induced dendritic spine loss in the peri-infarct motor cortex layer 5. Moreover, neuronal morphology is affected by changes in the perineuronal environment. Glial cells, whose phenotypes may be altered by exercise, are known to play a pivotal role in the formation of this perineuronal environment. Herein, we investigated the effects of voluntary running exercise on glial cells after middle cerebral artery occlusion. Voluntary running exercise increased the population of glial fibrillary acidic protein-positive astrocytes born between post-operative days (POD) 0 and 3 on POD15 in the peri-infarct cortex. After exercise, transcriptomic analysis of post-ischemic astrocytes revealed 10 upregulated and 70 downregulated genes. Furthermore, gene ontology analysis showed that the 70 downregulated genes were significantly associated with neuronal morphology. In addition, exercise reduced the number of astrocytes expressing lipocalin 2, a regulator of dendritic spine density, on POD15. Our results suggest that exercise modifies the composition of astrocytic population and their phenotype.
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  • 文章类型: Journal Article
    头颈部鳞状细胞癌(HNSCC)的转录组分析对于理解HNSCC肿瘤的复杂生物学至关重要。MAPKAPK2或MK2是参与HNSCC进展的关键基因的mRNA转换的关键调节剂。然而,肿瘤的以MK2为中心的转录组概况尚不清楚。这项研究探讨了HNSCC与MK2在连接处的进展,以描绘肿瘤环境中MK2的生物学相关性和复杂的串扰。我们对HNSCC细胞和异种移植肿瘤进行了基于下一代测序的转录组分析,以确定MK2野生型和MK2敲低条件下的mRNA表达谱。使用基因表达测定验证了这些发现,免疫组织化学,和成绩单营业额研究。这里,我们通过注释和差异基因表达分析鉴定了一组关键的MK2调控候选基因.调节网络和途径富集揭示了它们在HNSCC发病机理中的重要性和参与。此外,基于3'-UTR的过滤识别了重要的MK2调节的下游靶基因,并通过nCounter基因表达测定对其进行了验证。最后,免疫组织化学和转录稳定性研究揭示了MK2在调节HNSCC中IGFBP2,MUC4和PRKAR2B的转录转换中的推定作用。最后,在这项研究中鉴定了MK2调节的候选基因,阐明了它们在HNSCC发病机制中的可能参与。这些基因具有作为HNSCC的诊断和治疗干预的目标的研究价值。
    Transcriptome analysis of head and neck squamous cell carcinoma (HNSCC) has been pivotal to comprehending the convoluted biology of HNSCC tumors. MAPKAPK2 or MK2 is a critical modulator of the mRNA turnover of crucial genes involved in HNSCC progression. However, MK2-centric transcriptome profiles of tumors are not well known. This study delves into HNSCC progression with MK2 at the nexus to delineate the biological relevance and intricate crosstalk of MK2 in the tumor milieu. We performed next-generation sequencing-based transcriptome profiling of HNSCC cells and xenograft tumors to ascertain mRNA expression profiles in MK2-wild type and MK2-knockdown conditions. The findings were validated using gene expression assays, immunohistochemistry, and transcript turnover studies. Here, we identified a pool of crucial MK2-regulated candidate genes by annotation and differential gene expression analyses. Regulatory network and pathway enrichment revealed their significance and involvement in the HNSCC pathogenesis. Additionally, 3\'-UTR-based filtering recognized important MK2-regulated downstream target genes and validated them by nCounter gene expression assays. Finally, immunohistochemistry and transcript stability studies revealed the putative role of MK2 in regulating the transcript turnover of IGFBP2, MUC4, and PRKAR2B in HNSCC. Conclusively, MK2-regulated candidate genes were identified in this study, and their plausible involvement in HNSCC pathogenesis was elucidated. These genes possess investigative values as targets for diagnosis and therapeutic interventions for HNSCC.
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  • 文章类型: Journal Article
    SARS-CoV-2是COVID-19的病原体,自首次出现以来,对人类健康产生了极大的影响。定义区分严重SARS-CoV-2感染与轻度感染的人为因素和生物标志物已越来越受到临床医生的关注。为了帮助解决这一需求,我们从GEO检索了269个具有定性疾病严重程度元数据的公共RNA-seq人类转录组样本.然后,我们将这些样品进行强大的RNA-seq数据处理工作流程,以计算PBMC中的基因表达,全血,和白细胞,以及预测PBMC和白细胞中的转录生物标志物。此过程涉及使用Salmon进行读取映射,edgeR计算显著差异表达水平,和使用相机进行基因本体富集。然后,我们对读段计数数据进行了随机森林机器学习分析,以确定根据COVID-19严重性表型对样品进行最佳分类的基因。这种方法根据白细胞基因的Gini值产生了一个排名列表,其中包括TGFBI,TTYH2和CD4与免疫反应和炎症有关。我们的结果表明,这三个基因可以潜在地对患有严重COVID-19的样品进行分类,准确率为约88%,接受者工作特征曲线下面积为92.6-表明可接受的特异性和敏感性。我们希望我们的发现可以帮助开发改进的诊断方法,这可能有助于识别严重的COVID-19病例,指导临床治疗,提高死亡率。
    SARS-CoV-2 is the causative agent of COVID-19, which has greatly affected human health since it first emerged. Defining the human factors and biomarkers that differentiate severe SARS-CoV-2 infection from mild infection has become of increasing interest to clinicians. To help address this need, we retrieved 269 public RNA-seq human transcriptome samples from GEO that had qualitative disease severity metadata. We then subjected these samples to a robust RNA-seq data processing workflow to calculate gene expression in PBMCs, whole blood, and leukocytes, as well as to predict transcriptional biomarkers in PBMCs and leukocytes. This process involved using Salmon for read mapping, edgeR to calculate significant differential expression levels, and gene ontology enrichment using Camera. We then performed a random forest machine learning analysis on the read counts data to identify genes that best classified samples based on the COVID-19 severity phenotype. This approach produced a ranked list of leukocyte genes based on their Gini values that includes TGFBI, TTYH2, and CD4, which are associated with both the immune response and inflammation. Our results show that these three genes can potentially classify samples with severe COVID-19 with accuracy of ∼88% and an area under the receiver operating characteristic curve of 92.6--indicating acceptable specificity and sensitivity. We expect that our findings can help contribute to the development of improved diagnostics that may aid in identifying severe COVID-19 cases, guide clinical treatment, and improve mortality rates.
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  • 文章类型: Journal Article
    为了提高对儿童特应性皮炎分子机制的理解和挖掘以前未知的生物标志物,通过RNA测序在患有特应性皮炎的婴儿和年龄匹配的对照中产生PBMC基因表达谱。共发现178个显著差异表达基因(DEGs)(115个上调和63个下调),与健康对照组相比。确定的DEG包括IL1β,TNF,TREM1、IL18R1和IL18RAP。通过实时RT-qPCR在来自患有<12个月的特应性皮炎的婴儿的PBMC的大量样品中验证DEGs。使用DAVID(数据库注释,可视化和集成发现)数据库,进行了DEGs的功能和途径富集分析。基因本体论富集分析表明,DEGs与免疫反应有关,炎症反应,调节免疫反应,和血小板活化。通路分析表明,DEGs富含细胞因子-细胞因子受体相互作用,淋巴细胞和非淋巴细胞之间的免疫调节相互作用,造血细胞谱系,磷酸肌醇3-激酶-蛋白激酶B信号通路,NK细胞介导的细胞毒性,和血小板活化。此外,使用STRING(检索相互作用基因/蛋白质的搜索工具)数据库预测蛋白质-蛋白质相互作用网络,并使用Cytoscape软件进行可视化。最后,在蛋白质-蛋白质相互作用网络的基础上,选择了18个hub基因,并获得了两个重要的模块。总之,这项研究揭示了儿童特应性皮炎的分子机制,并可能提供诊断生物标志物和治疗靶点。
    To enhance the understanding of molecular mechanisms and mine previously unidentified biomarkers of pediatric atopic dermatitis, PBMC gene expression profiles were generated by RNA sequencing in infants with atopic dermatitis and age-matched controls. A total of 178 significantly differentially expressed genes (DEGs) (115 upregulations and 63 downregulations) were seen, compared with those in healthy controls. The DEGs identified included IL1β, TNF, TREM1, IL18R1, and IL18RAP. DEGs were validated by real-time RT- qPCR in a larger number of samples from PBMCs of infants with atopic dermatitis aged <12 months. Using the DAVID (Database for Annotation, Visualization and Integrated Discovery) database, functional and pathway enrichment analyses of DEGs were performed. Gene ontology enrichment analysis showed that DEGs were associated with immune responses, inflammatory responses, regulation of immune responses, and platelet activation. Pathway analysis indicated that DEGs were enriched in cytokine‒cytokine receptor interaction, immunoregulatory interactions between lymphoid and nonlymphoid cells, hematopoietic cell lineage, phosphoinositide 3-kinase‒protein kinase B signaling pathway, NK cell‒mediated cytotoxicity, and platelet activation. Furthermore, the protein‒protein interaction network was predicted using the STRING (Search Tool for the Retrieval of Interacting Genes/Proteins) database and visualized with Cytoscape software. Finally, on the basis of the protein‒protein interaction network, 18 hub genes were selected, and two significant modules were obtained. In conclusion, this study sheds light on the molecular mechanisms of pediatric atopic dermatitis and may provide diagnostic biomarkers and therapeutic targets.
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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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