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用于研究受志贺毒素影响的癌症进展中人类THP1单核细胞差异表达基因可能关联的cDNA数据集模拟研究

Simulation Study of cDNA Dataset to Investigate Possible Association of Differentially Expressed Genes of Human THP1-Monocytic Cells in Cancer Progression Affected by Bacterial Shiga Toxins.

作者信息

Muhammad Syed A, Guo Jinlei, Nguyen Thanh M, Wu Xiaogang, Bai Baogang, Yang X Frank, Chen Jake Y

机构信息

Institute of Biopharmaceutical Informatics and Technologies, Wenzhou Medical University, Wenzhou, China.

Wenzhou Medical University 1st Affiliated Hospital, Wenzhou, China.

出版信息

Front Microbiol. 2018 Mar 13;9:380. doi: 10.3389/fmicb.2018.00380. eCollection 2018.

Abstract

Shiga toxin (Stxs) is a family of structurally and functionally related bacterial cytotoxins produced by serotype 1 and shigatoxigenic group of that cause shigellosis and hemorrhagic colitis, respectively. Until recently, it has been thought that Stxs only inhibits the protein synthesis and induces expression to a limited number of genes in host cells, but recent data showed that Stxs can trigger several signaling pathways in mammalian cells and activate cell cycle and apoptosis. To explore the changes in gene expression induced by Stxs that have been shown in other systems to correlate with cancer progression, we performed the simulated analysis of cDNA dataset and found differentially expressed genes (DEGs) of human THP1-monocytic cells treated with Stxs. In this study, the entire data (treated and untreated replicates) was analyzed by statistical algorithms implemented in Bioconductor packages. The output data was validated by the k-fold cross technique using generalized linear Gaussian models. A total of 50 DEGs were identified. 7 genes including TSLP, IL6, GBP1, CD274, TNFSF13B, OASL, and PNPLA3 were considerably (<0.00005) related to cancer proliferation. The functional enrichment analysis showed 6 down-regulated and 1 up-regulated genes. Among these DEGs, IL6 was associated with several cancers, especially with leukemia, lymphoma, lungs, liver and breast cancers. The predicted regulatory motifs of these genes include conserved RELA, STATI, IRFI, NF-kappaB, PEND, HLF, REL, CEBPA, DI_2, and NFKB1 transcription factor binding sites (TFBS) involved in the complex biological functions. Thus, our findings suggest that Stxs has the potential as a valuable tool for better understanding of treatment strategies for several cancers.

摘要

志贺毒素(Stxs)是一类结构和功能相关的细菌细胞毒素,分别由1型血清型和产志贺毒素菌群产生,可导致志贺氏菌病和出血性结肠炎。直到最近,人们一直认为志贺毒素仅抑制蛋白质合成并在宿主细胞中诱导有限数量基因的表达,但最近的数据表明,志贺毒素可触发哺乳动物细胞中的多种信号通路并激活细胞周期和凋亡。为了探索志贺毒素诱导的基因表达变化,这些变化在其他系统中已显示与癌症进展相关,我们对cDNA数据集进行了模拟分析,并发现了用志贺毒素处理的人THP1单核细胞的差异表达基因(DEG)。在本研究中,通过Bioconductor软件包中实现的统计算法对整个数据(处理和未处理的重复样本)进行了分析。输出数据通过使用广义线性高斯模型的k折交叉技术进行了验证。总共鉴定出50个差异表达基因。包括TSLP、IL6、GBP1、CD274、TNFSF13B、OASL和PNPLA3在内的7个基因与癌症增殖密切相关(<0.00005)。功能富集分析显示有6个基因下调和1个基因上调。在这些差异表达基因中,IL6与多种癌症相关,尤其是白血病、淋巴瘤、肺癌、肝癌和乳腺癌。这些基因的预测调控基序包括参与复杂生物学功能的保守RELA、STATI、IRFI、NF-κB、PEND、HLF、REL、CEBPA、DI_2和NFKB1转录因子结合位点(TFBS)。因此,我们的研究结果表明,志贺毒素有潜力成为更好地理解几种癌症治疗策略的有价值工具。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/54ea/5859033/4c67fe21f7c4/fmicb-09-00380-g0001.jpg

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