protein-protein interaction network

蛋白质 - 蛋白质相互作用网络
  • 文章类型: Journal Article
    背景:尽管类风湿性关节炎(RA)是一种慢性系统性组织疾病,通常伴有骨质疏松症(OP),这种关联的分子机制尚不清楚.本研究旨在通过使用生物信息学方法鉴定差异表达的mRNAs(DEmRNAs)和长链非编码RNAs(lncRNAs)来阐明RA和OP的发病机理。
    方法:从基因表达综合数据库检索诊断为OP和RA的个体的表达谱。进行差异表达分析。进行基因本体论(GO)和京都基因百科全书和基因组途径(KEGG)途径富集分析以获得与DEmRNA相关的功能类别和分子/生化途径的见解。我们确定了常见DEmRNAs和lncRNAs的交集,并构建了蛋白质-蛋白质相互作用(PPI)网络。常见DEmRNAs和lncRNAs之间的相关性分析促进了编码-非编码网络的构建。最后,RA和OP患者的血清外周血单核细胞(PBMC),以及健康的控制,获得TRAP染色和qRT-PCR以验证从在线数据集评估获得的发现。
    结果:在患有RA和OP的个体中鉴定出总共28个DEmRNAs和2个DElncRNAs。共有DEmRNA的染色体分布分析显示,染色体1具有最高数量的差异表达基因。GO和KEGG分析表明这些DEmRNA主要与“血小板(PLT)脱粒”相关,“血小板α颗粒”,“血小板活化”,“紧密连接”和“白细胞跨内皮迁移”,有许多与PLT功能相关的基因。在PPI网络中,MT-ATP6和PTGS1成为潜在的枢纽基因,来自线粒体DNA的MT-ATP6。共表达分析确定了两个关键的lncRNA-mRNA对:RP11-815J21.2与MT-ATP6和RP11-815J21.2与PTGS1。实验验证证实了健康对照和RA+OP组之间RP11-815J21.2、MT-ATP6和PTGS1的显著差异表达。值得注意的是,RP11-815J21.2的敲减减弱了TNF+IL-6诱导的破骨细胞生成。
    结论:这项研究成功地确定了RA和OP患者的共同失调基因和潜在的治疗靶点,突出它们的分子相似性。这些发现为RA和OP的发病机制提供了新的见解,并为进一步研究和靶向治疗提供了潜在的途径。
    BACKGROUND: Although rheumatoid arthritis (RA) is a chronic systemic tissue disease often accompanied by osteoporosis (OP), the molecular mechanisms underlying this association remain unclear. This study aimed to elucidate the pathogenesis of RA and OP by identifying differentially expressed mRNAs (DEmRNAs) and long non-coding RNAs (lncRNAs) using a bioinformatics approach.
    METHODS: Expression profiles of individuals diagnosed with OP and RA were retrieved from the Gene Expression Omnibus database. Differential expression analysis was conducted. Gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes pathway (KEGG) pathway enrichment analyses were performed to gain insights into the functional categories and molecular/biochemical pathways associated with DEmRNAs. We identified the intersection of common DEmRNAs and lncRNAs and constructed a protein-protein interaction (PPI) network. Correlation analysis between the common DEmRNAs and lncRNAs facilitated the construction of a coding-non-coding network. Lastly, serum peripheral blood mononuclear cells (PBMCs) from patients with RA and OP, as well as healthy controls, were obtained for TRAP staining and qRT-PCR to validate the findings obtained from the online dataset assessments.
    RESULTS: A total of 28 DEmRNAs and 2 DElncRNAs were identified in individuals with both RA and OP. Chromosomal distribution analysis of the consensus DEmRNAs revealed that chromosome 1 had the highest number of differential expression genes. GO and KEGG analyses indicated that these DEmRNAs were primarily associated with \" platelets (PLTs) degranulation\", \"platelet alpha granules\", \"platelet activation\", \"tight junctions\" and \"leukocyte transendothelial migration\", with many genes functionally related to PLTs. In the PPI network, MT-ATP6 and PTGS1 emerged as potential hub genes, with MT-ATP6 originating from mitochondrial DNA. Co-expression analysis identified two key lncRNA-mRNA pairs: RP11 - 815J21.2 with MT - ATP6 and RP11 - 815J21.2 with PTGS1. Experimental validation confirmed significant differential expression of RP11-815J21.2, MT-ATP6 and PTGS1 between the healthy controls and the RA + OP groups. Notably, knockdown of RP11-815J21.2 attenuated TNF + IL-6-induced osteoclastogenesis.
    CONCLUSIONS: This study successfully identified shared dysregulated genes and potential therapeutic targets in individuals with RA and OP, highlighting their molecular similarities. These findings provide new insights into the pathogenesis of RA and OP and suggest potential avenues for further research and targeted therapies.
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  • 文章类型: Journal Article
    背景:溃疡性结肠炎(UC)的病理生理学被认为受到免疫学的严重影响,这对诊断和治疗都提出了挑战。这项研究的主要目的是加深我们对与疾病相关的免疫学特征的理解,并确定诊断和治疗有价值的生物标志物。
    方法:UC数据集来自GEO数据库,并使用无监督聚类进行分析以识别UC的不同亚型。开发了12种机器学习算法和深度学习模型DNN来识别潜在的UC生物标志物。使用LIME和SHAP方法解释模型的发现。PPI网络用于验证确定的关键生物标志物,然后是连接超级增强器的网络,转录因子和基因构建。利用单细胞测序技术研究过氧化物酶体增殖物激活受体γ(PPARG)在UC中的作用及其与巨噬细胞浸润的相关性。此外,在体外和体内实验中,通过Westernblot(WB)和免疫组织化学(IHC)验证了PPARG表达的改变.
    结果:利用生物信息学技术,我们能够将PPARG确定为UC的关键生物标志物.细胞模型中PPARG的表达显著降低,UC动物模型,和葡聚糖硫酸钠(DSS)诱导的结肠炎模型。有趣的是,PPARG的过表达能够恢复H2O2诱导的IEC-6细胞的肠屏障功能。此外,免疫相关差异表达基因(DEGs)可将UC样本有效分类为中性粒细胞和线粒体代谢亚型.结合了三个疾病特异性基因PPARG的诊断模型,PLA2G2A,和IDO1在区分UC组和对照组方面表现出很高的准确性。此外,单细胞分析显示,结肠组织中PPARG表达的降低可能通过激活炎症途径促进M1巨噬细胞的极化.
    结论:结论:PPARG,与免疫有关的基因,已被确立为诊断和治疗UC的可靠潜在生物标志物。它控制的免疫反应通过使特征性生物标志物与免疫浸润细胞之间相互作用,在UC的进展和发展中起关键作用。
    BACKGROUND: The pathophysiology of ulcerative colitis (UC) is believed to be heavily influenced by immunology, which presents challenges for both diagnosis and treatment. The main aims of this study are to deepen our understanding of the immunological characteristics associated with the disease and to identify valuable biomarkers for diagnosis and treatment.
    METHODS: The UC datasets were sourced from the GEO database and were analyzed using unsupervised clustering to identify different subtypes of UC. Twelve machine learning algorithms and Deep learning model DNN were developed to identify potential UC biomarkers, with the LIME and SHAP methods used to explain the models\' findings. PPI network is used to verify the identified key biomarkers, and then a network connecting super enhancers, transcription factors and genes is constructed. Single-cell sequencing technology was utilized to investigate the role of Peroxisome Proliferator Activated Receptor Gamma (PPARG) in UC and its correlation with macrophage infiltration. Furthermore, alterations in PPARG expression were validated through Western blot (WB) and immunohistochemistry (IHC) in both in vitro and in vivo experiments.
    RESULTS: By utilizing bioinformatics techniques, we were able to pinpoint PPARG as a key biomarker for UC. The expression of PPARG was significantly reduced in cell models, UC animal models, and colitis models induced by dextran sodium sulfate (DSS). Interestingly, overexpression of PPARG was able to restore intestinal barrier function in H2O2-induced IEC-6 cells. Additionally, immune-related differentially expressed genes (DEGs) allowed for efficient classification of UC samples into neutrophil and mitochondrial metabolic subtypes. A diagnostic model incorporating the three disease-specific genes PPARG, PLA2G2A, and IDO1 demonstrated high accuracy in distinguishing between the UC group and the control group. Furthermore, single-cell analysis revealed that decreased PPARG expression in colon tissue may contribute to the polarization of M1 macrophages through activation of inflammatory pathways.
    CONCLUSIONS: In conclusion, PPARG, a gene related to immunity, has been established as a reliable potential biomarker for the diagnosis and treatment of UC. The immune response it controls plays a key role in the progression and development of UC by enabling interaction between characteristic biomarkers and immune infiltrating cells.
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  • 文章类型: Journal Article
    缺血再灌注损伤(IRI)在肾移植中是不可避免的,作为一个复杂的病理生理过程,它可以受到铁死亡和免疫炎症的极大影响。我们的研究旨在鉴定肾IRI(RIRI)的生物标志物,并阐明它们与免疫浸润的关系。在这项研究中,GSE148420数据库用作训练集来分析差异基因,并将其与铁凋亡相关基因重叠,以使用蛋白质-蛋白质相互作用(PPI)网络来识别集线器基因,最小绝对收缩和选择运算符(LASSO),和随机森林算法(RFA)。我们在涉及大鼠单侧IRI和对侧肾切除术的验证集和动物实验中验证了hub基因和铁凋亡相关表型。根据hub基因对单基因进行基因集富集分析(GSEA),预测相关内源性RNA(ceRNA)和药物建立网络。最后,我们使用Cibersort进行了免疫学浸润分析,并进行了Spearman\的相关性分析。我们鉴定了5456个差异基因,并获得了26个与铁凋亡相关的差异表达基因。通过PPI,拉索,RFA,Hmox1被鉴定为唯一的hub基因,其表达水平使用验证集进行验证。在动物实验中,Hmox1被验证为关键生物标志物。单个基因的GSEA揭示了七种最相关的途径,CERNA网络包括138个mRNA和miRNA。我们预测了11种相关药物及其三维结构图。因此,Hmox1是RIRI中铁凋亡的关键生物标志物和调节因子,其对铁凋亡的调节与免疫浸润密切相关。
    Ischemia-reperfusion injury (IRI) is inevitable in kidney transplantations and, as a complex pathophysiological process, it can be greatly impacted by ferroptosis and immune inflammation. Our study aimed to identify the biomarkers of renal IRI (RIRI) and elucidate their relationship with immune infiltration. In this study, the GSE148420 database was used as a training set to analyze differential genes and overlap them with ferroptosis-related genes to identify hub genes using a protein-protein interaction (PPI) network, the least absolute shrinkage and selection operator (LASSO), and random forest algorithm (RFA). We verified the hub gene and ferroptosis-related phenotypes in a verification set and animal experiments involving unilateral IRI with contralateral nephrectomy in rats. Gene set enrichment analysis (GSEA) of single genes was conducted according to the hub gene to predict related endogenous RNAs (ceRNAs) and drugs to establish a network. Finally, we used the Cibersort to analyze immunological infiltration and conducted Spearman\'s correlation analysis. We identified 5456 differential genes and obtained 26 ferroptosis-related differentially expressed genes. Through PPI, LASSO, and RFA, Hmox1 was identified as the only hub gene and its expression levels were verified using verification sets. In animal experiments, Hmox1 was verified as a key biomarker. GSEA of single genes revealed the seven most related pathways, and the ceRNAs network included 138 mRNAs and miRNAs. We predicted 11 related drugs and their three-dimensional structural maps. Thus, Hmox1 was identified as a key biomarker and regulator of ferroptosis in RIRI and its regulation of ferroptosis was closely related to immune infiltration.
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  • 文章类型: Journal Article
    背景:据报道,血根碱(SAN)具有抗氧化剂,抗炎,和具有治疗骨质疏松症(OP)潜力的抗菌活性。
    目的:本研究旨在揭示SAN治疗OP的分子机制。
    方法:从公共数据库预测OP相关基因和SAN相关靶标。采用差异表达分析和VennGraph来检测针对OP的SAN相关靶标。蛋白质-蛋白质相互作用(PPI)网络用于核心靶标鉴定。进一步采用分子对接和DeepPurpose算法研究核心靶标与SAN的结合能力。利用基因集变异分析(GSVA)计算这些靶标的基因途径评分。最后,我们探讨了SAN对成骨细胞前MC3T3-E1细胞核心靶标表达的影响。
    结果:共获得了21种针对OP的SAN候选靶标。此外,确定了六个核心目标,其中CASP3、CTNNB1和ERBB2在OP和健康个体中显著差异表达。SAN与CASP3,CTNNB1和ERBB2的结合能分别为-6,-6.731和-7.162kcal/mol,分别。此外,在OP病例中,Wnt/钙信号通路的GSVA评分显著低于健康个体.此外,CASP3的表达与Wnt/钙信号通路呈正相关。CASP3和ERBB2在SAN组的表达明显低于DMSO组,而CTNNB1的表达则相反。
    结论:CASP3、CTNNB1和ERBB2成为SAN在OP预防和治疗中的潜在靶点。
    BACKGROUND: Sanguinarine (SAN) has been reported to have antioxidant, antiinflammatory, and antimicrobial activities with potential for the treatment of osteoporosis (OP).
    OBJECTIVE: This work purposed to unravel the molecular mechanisms of SAN in the treatment of OP.
    METHODS: OP-related genes and SAN-related targets were predicted from public databases. Differential expression analysis and VennDiagram were adopted to detect SAN-related targets against OP. Protein-protein interaction (PPI) network was served for core target identification. Molecular docking and DeepPurpose algorithm were further adopted to investigate the binding ability between core targets and SAN. Gene pathway scoring of these targets was calculated utilizing gene set variation analysis (GSVA). Finally, we explored the effect of SAN on the expressions of core targets in preosteoblastic MC3T3-E1 cells.
    RESULTS: A total of 21 candidate targets of SAN against OP were acquired. Furthermore, six core targets were identified, among which CASP3, CTNNB1, and ERBB2 were remarkably differentially expressed in OP and healthy individuals. The binding energies of SAN with CASP3, CTNNB1, and ERBB2 were -6, -6.731, and -7.162 kcal/mol, respectively. Moreover, the GSVA scores of the Wnt/calcium signaling pathway were significantly lower in OP cases than in healthy individuals. In addition, the expression of CASP3 was positively associated with Wnt/calcium signaling pathway. CASP3 and ERBB2 were significantly lower expressed in SAN group than in DMSO group, whereas the expression of CTNNB1 was in contrast.
    CONCLUSIONS: CASP3, CTNNB1, and ERBB2 emerge as potential targets of SAN in OP prevention and treatment.
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  • 文章类型: Journal Article
    作为禽类中最大的外周淋巴器官,脾脏在调节人体的免疫能力方面起着至关重要的作用。然而,与鸡和鸭相比,有关鹅脾脏年龄和品种相关变化的信息仍然很少。在这项研究中,我们系统分析和比较了年龄依赖性的形态学变化,组织学,Landes鹅(LG;Anseranser)和四川白鹅(SWG;Ansercygnoides)的转录组学特征。结果显示,直到第10周,LG和SWG的脾重量都逐渐增加,而其脾器官指数在第6周达到峰值。同时,两个鹅品种的脾组织学指标均随年龄增长而持续升高,在第30周达到最高水平。在第0周,SWG的红髓(RP)面积明显高于LG,而在第30周,LG的脾小体(AL)直径明显大于SWG。在转录组水平,在第0周和第30周之间,在LG和SWG的脾脏中总共鉴定出1710和1266个差异表达基因(DEG),分别。同时,在第0周和第30周,LG和SWG之间的脾脏中分别发现911和808个DEG.GO和KEGG富集分析均显示,与年龄相关的LG或SWG的DEGs在细胞周期中显著富集,TGF-β信号,和Wnt信号通路,虽然大多数品种相关的DEGs富含神经活性配体-受体相互作用,细胞因子-细胞因子受体相互作用,ECM-受体相互作用,和代谢途径。此外,通过使用显著的DEG构建蛋白质-蛋白质相互作用网络,推断三个hub基因包括BUB1、BUB1B、TTK可能在调节年龄依赖性鹅脾脏发育中起关键作用,而GRIA2,GRIA4和RYR2可能对品种特异性鹅脾脏发育至关重要。这些数据为中国和欧洲家鹅之间的脾脏发育差异提供了新的见解,确定的关键途径和基因有助于更好地理解调节鹅免疫功能的机制。
    As the largest peripheral lymphoid organ in poultry, the spleen plays an essential role in regulating the body\'s immune capacity. However, compared with chickens and ducks, information about the age- and breed-related changes in the goose spleen remains scarce. In this study, we systematically analyzed and compared the age-dependent changes in the morphological, histological, and transcriptomic characteristics between Landes goose (LG; Anser anser) and Sichuan White goose (SWG; Anser cygnoides). The results showed a gradual increase in the splenic weights for both LG and SWG until week 10, while their splenic organ indexes reached the peak at week 6. Meanwhile, the splenic histological indexes of both goose breeds continuously increased with age, reaching the highest levels at week 30. The red pulp (RP) area was significantly higher in SWG than in LG at week 0, while the splenic corpuscle (AL) diameter was significantly larger in LG than in SWG at week 30. At the transcriptomic level, a total of 1710 and 1266 differentially expressed genes (DEGs) between week 0 and week 30 were identified in spleens of LG and SWG, respectively. Meanwhile, a total of 911 and 808 DEGs in spleens between LG and SWG were identified at weeks 0 and 30, respectively. Both GO and KEGG enrichment analysis showed that the age-related DEGs of LG or SWG were dominantly enriched in the Cell cycle, TGF-beta signaling, and Wnt signaling pathways, while most of the breed-related DEGs were enriched in the Neuroactive ligand-receptor interaction, Cytokine-cytokine receptor interaction, ECM-receptor interaction, and metabolic pathways. Furthermore, through construction of protein-protein interaction networks using significant DEGs, it was inferred that three hub genes including BUB1, BUB1B, and TTK could play crucial roles in regulating age-dependent goose spleen development while GRIA2, GRIA4, and RYR2 could be crucial for the breed-specific goose spleen development. These data provide novel insights into the splenic developmental differences between Chinese and European domestic geese, and the identified crucial pathways and genes are helpful for a better understanding of the mechanisms regulating goose immune functions.
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    文章类型: Journal Article
    慢性肾脏病(CKD)引起了严重的全球健康问题,然而,几乎没有可行的治疗方法。中药复方升阳益胃汤(SYD)已显示出治疗慢性肾脏病(CKD)的治疗前景。然而,SYD发挥其作用的化学过程仍然未知。本网络药理学研究旨在更好地了解升阳益胃汤(SYD)治疗慢性肾脏病(CKD)的分子作用机制。首次搜索中药系统药理学(TCMSP)有关升阳益胃汤化学成分的信息。然后使用PharmMapper服务预测SYD的分子靶标。之后,我们使用了DIG-SEE这样的数据库,TTD,和OMIM将与CKD最密切相关的目标归零。Cytoscape3.2.1用于生成代表SYD治疗CKD的组分靶网络。此外,使用DAVID数据库分析KEGG信号通路和GO生物过程,调查结果是通过OmicShare工具显示的。从升阳益胃汤中分离出22个活性成分,在目前的研究中,它们与36个CKD治疗靶点相关.根据网络药理学研究的结果,41个信号通路参与介导SYD的治疗效果。此外,SYD在CKD治疗中的广泛治疗作用被证明包括29种分子活性,14个细胞组件,和91个生物过程。本研究采用多变量分析,为升阳益胃汤治疗CKD的策略和结果提供依据。CKD管理的临床治疗方法可能会从对这种疾病的基本过程和物质基础的全面了解中受益匪浅。
    There is a serious worldwide health problem caused by chronic kidney disease (CKD), yet there are few viable therapies. Therapeutic promise in the treatment of chronic kidney disease (CKD) has been shown by the use of the traditional Chinese herbal compound Shengyang Yiwei Decoction (SYD). However, the chemical processes through which SYD exerts its effects are still unknown. The purpose of this network pharmacology research is to better understand the molecular mechanism of action of Shengyang Yiwei Decoction (SYD) in the treatment of chronic kidney disease (CKD). Traditional Chinese Medicine Systems Pharmacology (TCMSP) was first searched for information on the chemical components of Shengyang Yiwei Decoction. The molecular targets of SYD were then predicted using the Pharm Mapper service. After that, we used databases like DIG-SEE, TTD, and OMIM to zero down on the targets most closely linked to CKD. Cytoscape 3.2.1 was used to generate the component-target network representing SYD\'s therapy of CKD. In addition, KEGG signal pathways and GO biological processes were analyzed using the DAVID database, and the findings were displayed via OmicShare Tools. Twenty-two active components were isolated from Shengyang Yiwei Decoction, and they were linked to 36 therapeutic targets for CKD in the current investigation. According to the results of the network pharmacology study, 41 signaling pathways are involved in mediating the therapeutic effects of SYD. In addition, SYD\'s broad therapeutic impact in CKD therapy was shown to include 29 molecular activities, 14 cell components, and 91 biological processes. This research utilizes a multivariate analysis to provide light on the strategies and outcomes of treating CKD using Shengyang Yiwei Decoction. Clinical therapeutic methods for CKD management may benefit greatly from a thorough knowledge of the underlying processes and material foundation of this disease.
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  • 文章类型: Journal Article
    耐药结核病菌株的传播阻碍了在全球范围内控制该疾病的努力。结核分枝杆菌细胞壁包膜是动态的,具有保护其免受宿主免疫反应的复杂特征。因此,细菌细胞壁成分代表了药物发现的潜在目标。蛋白质-蛋白质相互作用网络(PPIN)对于了解疾病状况和确定精确的治疗靶标至关重要。我们通过构建具有参与细胞壁生物合成的蛋白质的PPIN来使用合理的理论方法。通过STRING数据库构建PPIN,并通过使用四种拓扑测量将embB鉴定为关键蛋白,中间性,亲密关系,学位,和特征向量,在Cytoscape的CytoNCA工具中。采用“药物再利用”方法来寻找针对embB的合适抑制剂。我们使用薛定谔套件进行分子对接,分子动力学模拟,和结合自由能计算来验证蛋白质与配体的结合。使用高通量虚拟筛选,对来自ZINC数据库和DrugBank的FDA批准药物进行了针对embB(PDBID:7BVF)的筛选,标准精度,和额外的精确对接。根据标准药物乙胺丁醇的XP对接评分筛选药物。因此,在前五名中,根据结合自由能值选择阿齐沙坦和二氢麦角胺,并进一步进行100ns的分子动力学模拟研究。我们的研究证实,基于进一步的体外和体内实验验证,阿齐沙坦和二氢麦角胺与embB形成稳定的复合物,可用作潜在的前导分子。由RamaswamyH.Sarma沟通。
    The spread of drug-resistant strains of tuberculosis has hampered efforts to control the disease worldwide. The Mycobacterium tuberculosis cell wall envelope is dynamic, with complex features that protect it from the host immunological response. As a result, the bacterial cell wall components represent a potential target for drug discovery. Protein-protein interaction networks (PPIN) are critical for understanding disease conditions and identifying precise therapeutic targets. We used a rational theoretical approach by constructing a PPIN with the proteins involved in cell wall biosynthesis. The PPIN was constructed through the STRING database and embB was identified as a key protein by using four topological measures, betweenness, closeness, degree, and eigenvector, in the CytoNCA tool in Cytoscape. The \'Drug repurposing\' approach was employed to find suitable inhibitors against embB. We used the Schrödinger suites for molecular docking, molecular dynamics simulation, and binding free energy calculations to validate the binding of protein with the ligand. FDA-approved drugs from the ZINC database and DrugBank were screened against embB (PDB ID: 7BVF) using high-throughput virtual screening, standard precision, and extra precision docking. The drugs were screened based on the XP docking score of the standard drug ethambutol. Accordingly, from the top five hits, azilsartan and dihydroergotamine were selected based on the binding free energy values and were further subjected to Molecular Dynamics Simulation studies for 100 ns. Our study confirms that Azilsartan and Dihydroergotamine form stable complexes with embB and can be used as potential lead molecules based on further in vitro and in vivo experimental validation.Communicated by Ramaswamy H. Sarma.
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  • 文章类型: Journal Article
    嗜酸性粒细胞慢性鼻-鼻窦炎伴鼻息肉(ECRSwNP)是慢性鼻-鼻窦炎(CRS)的一种亚型,与鼻腔和鼻窦息肉有关。嗜酸性粒细胞水平升高,以及对环境触发因素的免疫反应失调。ECRSwNP的根本原因还不清楚,很少有研究关注这种CRS亚型的独特特征。我们的研究将蛋白质组学和转录组学数据与多组生物信息学分析相结合。我们收集了3例ECRSwNP患者和3例对照患者的鼻息肉,并鉴定了360种差异表达蛋白,包括119个上调蛋白和241个下调蛋白。功能分析揭示了与ECRSwNP的几个显著关联,包括病灶粘连,肥厚型心肌病,和ECM-受体相互作用。此外,蛋白质-蛋白质相互作用(PPI)网络揭示了7个可能在ECRSwNP的发展中起关键作用的枢纽蛋白。我们还将蛋白质组数据与公开的转录组数据进行了比较,共鉴定出1077个差异表达基因。由与血管生成有关的差异表达基因富集的通路,细胞运动的正向调节,和免疫反应。此外,我们使用CIBERSORT和加权基因相关网络分析(WGCNA)研究了免疫细胞浸润并鉴定了与嗜酸性粒细胞和M2巨噬细胞浸润相关的生物标志物。我们的结果提供了更完整的ECRSwNP潜在的免疫相关机制,这可能有助于开发更精确的治疗策略。
    Eosinophilic chronic rhinosinusitis with nasal polyps (ECRSwNP) is a subtype of chronic rhinosinusitis (CRS) that is associated with the nasal cavity and sinus polyps, elevated levels of eosinophils, and dysregulated immune responses to environmental triggers. The underlying cause of ECRSwNP is not well understood, and few studies have focused on the unique features of this subtype of CRS. Our study integrated proteomic and transcriptomic data with multi-omic bioinformatics analyses. We collected nasal polyps from three ECRSwNP patients and three control patients and identified 360 differentially expressed (DE) proteins, including 119 upregulated and 241 downregulated proteins. Functional analyses revealed several significant associations with ECRSwNP, including focal adhesion, hypertrophic cardiomyopathy, and extracellular matrix (ECM)-receptor interactions. Additionally, a protein-protein interaction (PPI) network revealed seven hub proteins that may play crucial roles in the development of ECRSwNP. We also compared the proteomic data with publicly available transcriptomic data and identified a total of 1077 DE genes. Pathways enriched by the DE genes involved angiogenesis, positive regulation of cell motility, and immune responses. Furthermore, we investigated immune cell infiltration and identified biomarkers associated with eosinophil and M2 macrophage infiltration using CIBERSORT and Weighted Gene Correlation Network Analysis (WGCNA). Our results provide a more complete picture of the immune-related mechanisms underlying ECRSwNP, which could contribute to the development of more precise treatment strategies for this condition.
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  • 文章类型: Journal Article
    在这项研究中,从中药系统药理学(TCMSP)数据库中获得了独活寄生汤15种中草药的有效成分及其相应的靶标。通过GEO数据库获得骨关节炎(OA)的微阵列数据进行差异分析,然后建立药物靶标-OA相关基因蛋白相互作用(PPI)网络。通过将OA相关基因与活性成分的靶基因交叉,获得了独活寄生汤治疗OA的潜在靶点。使用潜在目标作为种子,对PPI网络进行了重启随机游走(RWR)分析,以亲和系数排名前50位的基因作为独活寄生汤治疗OA的关键作用基因。建立了药物-活性成分-基因相互作用网络。独活寄生汤治疗OA的关键靶点AKT1,通过对基因相互作用网络的拓扑分析得到。分子对接和分子动力学验证了AKT1与其相应药物活性成分的结合。CETSA实验表明木犀草素和AKT1的组合增加了AKT1的稳定性,并且组合效率高。总之,独活寄生汤治疗多成分OA的分子机制,目标,在这项研究中进一步研究了通路,这对于发现和开发这种疾病的新药具有重要意义。该发现还可以为临床上的OA患者提供个性化的诊断和治疗策略。
    In this study, the active ingredients of 15 Chinese herbal medicines of Duhuo Jisheng Decoction and their corresponding targets were obtained from the Traditional Chinese Medicine Systems Pharmacology (TCMSP) database. The microarray data of Osteoarthritis (OA) were obtained through the GEO database for differential analysis and then a drug target-OA-related gene protein-protein interaction (PPI) network was established. The potential targets of Duhuo Jisheng Decoction in the treatment of OA were acquired by intersecting the OA-associated genes with the target genes of active ingredients. Random walk with restart (RWR) analysis of PPI networks was performed using potential targets as seed, and the top 50 genes of affinity coefficients were used as key action genes of Duhuo Jisheng Decoction in the treatment of OA. A drug-active ingredient-gene interaction network was established. AKT1, a key target of Duhuo Jisheng Decoction in the treatment of OA, was obtained by topological analysis of the gene interaction network. Molecular docking and molecular dynamics verified the binding of AKT1 to its corresponding drug active ingredients. CETSA assay demonstrated that the combination of luteolin and AKT1 increased the stability of AKT1, and the combination efficiency was high. In conclusion, the molecular mechanism of Duhuo Jisheng Decoction in treating OA featured by multiple components, targets, and pathways had been further investigated in this study, which is of significance for discovering as well as developing new drugs for this disease. The findings can also offer personalized diagnosis and treatment strategies for patients with OA in clinical practice.
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  • 文章类型: Journal Article
    背景:镉(Cd)随着工业和农业污染流入海洋,并显着影响经济头足类动物的生长和发展,例如Sepiaesculenta,五角鱼,还有LoligoJaponica.截至目前,Cd影响esculenta生长发育的原因尚不清楚。
    结果:在这项研究中,利用转录组和四个氧化和毒性指标分析了Cd暴露的S.esculenta幼虫的毒理机制。指示性结果表明,Cd引起氧化应激和金属毒性。功能富集分析结果表明,幼虫离子转运,细胞粘附,一些消化和吸收过程受到抑制,细胞功能受损。采用蛋白质-蛋白质相互作用网络综合分析和京都基因和基因组百科全书(KEGG)富集分析,我们发现在确定的20个关键基因中,14个基因与神经毒性有关。它们中的大多数下调并富集到神经活性配体-受体相互作用信号通路,暗示幼虫的神经系统可能会被破坏,和增长,发展,Cd暴露后,运动过程受到显著影响。
    结论:S.镉暴露后,esculenta幼虫遭受严重的氧化损伤,这可能会抑制消化和吸收功能,破坏神经系统的稳定性.我们的结果为了解暴露于重金属的幼虫毒理学机制奠定了基础,促进无脊椎动物环境毒理学的发展,并为S.esculenta人工培养提供理论支持。
    BACKGROUND: Cadmium (Cd) flows into the ocean with industrial and agricultural pollution and significantly affects the growth and development of economic cephalopods such as Sepia esculenta, Amphioctopus fangsiao, and Loligo japonica. As of now, the reasons why Cd affects the growth and development of S. esculenta are not yet clear.
    RESULTS: In this study, transcriptome and four oxidation and toxicity indicators are used to analyze the toxicological mechanism of Cd-exposed S. esculenta larvae. Indicator results indicate that Cd induces oxidative stress and metal toxicity. Functional enrichment analysis results suggest that larval ion transport, cell adhesion, and some digestion and absorption processes are inhibited, and the cell function is damaged. Comprehensive analysis of protein-protein interaction network and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis was used to explore S. esculenta larval toxicological mechanisms, and we find that among the 20 identified key genes, 14 genes are associated with neurotoxicity. Most of them are down-regulated and enriched to the neuroactive ligand-receptor interaction signaling pathway, suggesting that larval nervous system might be destroyed, and the growth, development, and movement process are significantly affected after Cd exposure.
    CONCLUSIONS: S. esculenta larvae suffered severe oxidative damage after Cd exposure, which may inhibit digestion and absorption functions, and disrupt the stability of the nervous system. Our results lay a function for understanding larval toxicological mechanisms exposed to heavy metals, promoting the development of invertebrate environmental toxicology, and providing theoretical support for S. esculenta artificial culture.
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