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精神分裂症长非编码 RNA 相关竞争性内源性 RNA 网络的生物信息学分析。

Bioinformatics analysis of long non-coding RNA-associated competing endogenous RNA network in schizophrenia.

机构信息

Molecular Medicine Research Center, Tabriz University of Medical Sciences, Tabriz, Iran.

Department of Medical Genetics, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran.

出版信息

Sci Rep. 2021 Dec 24;11(1):24413. doi: 10.1038/s41598-021-03993-3.

Abstract

Schizophrenia (SCZ) is a serious psychiatric condition with a 1% lifetime risk. SCZ is one of the top ten global causes of disabilities. Despite numerous attempts to understand the function of genetic factors in SCZ development, genetic components in SCZ pathophysiology remain unknown. The competing endogenous RNA (ceRNA) network has been demonstrated to be involved in the development of many kinds of diseases. The ceRNA hypothesis states that cross-talks between coding and non-coding RNAs, including long non-coding RNAs (lncRNAs), via miRNA complementary sequences known as miRNA response elements, creates a large regulatory network across the transcriptome. In the present study, we developed a lncRNA-related ceRNA network to elucidate molecular regulatory mechanisms involved in SCZ. Microarray datasets associated with brain regions (GSE53987) and lymphoblasts (LBs) derived from peripheral blood (sample set B from GSE73129) of SCZ patients and control subjects containing information about both mRNAs and lncRNAs were downloaded from the Gene Expression Omnibus database. The GSE53987 comprised 48 brain samples taken from SCZ patients (15 HPC: hippocampus, 15 BA46: Brodmann area 46, 18 STR: striatum) and 55 brain samples taken from control subjects (18 HPC, 19 BA46, 18 STR). The sample set B of GSE73129 comprised 30 LB samples (15 patients with SCZ and 15 controls). Differentially expressed mRNAs (DEmRNAs) and lncRNAs (DElncRNAs) were identified using the limma package of the R software. Using DIANA-LncBase, Human MicroRNA Disease Database (HMDD), and miRTarBase, the lncRNA- associated ceRNA network was generated. Pathway enrichment of DEmRNAs was performed using the Enrichr tool. We developed a protein-protein interaction network of DEmRNAs and identified the top five hub genes by the use of STRING and Cytoscape, respectively. Eventually, the hub genes, DElncRNAs, and predictive miRNAs were chosen to reconstruct the subceRNA networks. Our bioinformatics analysis showed that twelve key DEmRNAs, including BDNF, VEGFA, FGF2, FOS, CD44, SOX2, NRAS, SPARC, ZFP36, FGG, ELAVL1, and STARD13, participate in the ceRNA network in SCZ. We also identified DLX6-AS1, NEAT1, MINCR, LINC01094, DLGAP1-AS1, BABAM2-AS1, PAX8-AS1, ZFHX4-AS1, XIST, and MALAT1 as key DElncRNAs regulating the genes mentioned above. Furthermore, expression of 15 DEmRNAs (e.g., ADM and HLA-DRB1) and one DElncRNA (XIST) were changed in both the brain and LB, suggesting that they could be regarded as candidates for future biomarker studies. The study indicated that ceRNAs could be research candidates for investigating SCZ molecular pathways.

摘要

精神分裂症(SCZ)是一种严重的精神疾病,终身发病风险为 1%。SCZ 是全球十大致残原因之一。尽管人们多次试图了解遗传因素在 SCZ 发病机制中的作用,但 SCZ 病理生理学中的遗传成分仍不清楚。竞争性内源性 RNA(ceRNA)网络已被证明参与了许多疾病的发展。ceRNA 假说指出,通过 miRNA 互补序列(称为 miRNA 反应元件)进行编码和非编码 RNA 之间的串扰,在整个转录组中创建了一个大型调控网络。在本研究中,我们开发了一个 lncRNA 相关的 ceRNA 网络,以阐明参与 SCZ 的分子调控机制。从基因表达综合数据库(GEO)中下载了与 SCZ 患者和对照的大脑区域(GSE53987)和外周血衍生的淋巴母细胞(LB)(样本集 B 来自 GSE73129)相关的微阵列数据集,这些数据集包含有关 mRNAs 和 lncRNAs 的信息。GSE53987 包含 48 个取自 SCZ 患者的大脑样本(15 个 HPC:海马体,15 个 BA46:Brodmann 区 46,18 个 STR:纹状体)和 55 个取自对照的大脑样本(18 个 HPC,19 个 BA46,18 个 STR)。GSE73129 样本集 B 包含 30 个 LB 样本(15 名 SCZ 患者和 15 名对照)。使用 R 软件中的 limma 包识别差异表达的 mRNAs(DEmRNAs)和 lncRNAs(DElncRNAs)。使用 DIANA-LncBase、人类 microRNA 疾病数据库(HMDD)和 miRTarBase,生成 lncRNA 相关的 ceRNA 网络。使用 Enrichr 工具对 DEmRNAs 进行通路富集分析。我们使用 STRING 和 Cytoscape 分别构建了 DEmRNAs 的蛋白质-蛋白质相互作用网络,并确定了前五个枢纽基因。最终,选择枢纽基因、DElncRNAs 和预测 miRNA 来重建亚 ceRNA 网络。我们的生物信息学分析表明,十二个关键的 DEmRNAs,包括 BDNF、VEGFA、FGF2、FOS、CD44、SOX2、NRAS、SPARC、ZFP36、FGG、ELAVL1 和 STARD13,参与了 SCZ 的 ceRNA 网络。我们还确定了 DLX6-AS1、NEAT1、MINCR、LINC01094、DLGAP1-AS1、BABAM2-AS1、PAX8-AS1、ZFHX4-AS1、XIST 和 MALAT1 作为调节上述基因的关键 DElncRNAs。此外,15 个 DEmRNAs(如 ADM 和 HLA-DRB1)和一个 DElncRNA(XIST)的表达在大脑和 LB 中均发生改变,这表明它们可能成为未来生物标志物研究的候选物。该研究表明,ceRNAs 可能是研究 SCZ 分子途径的候选物。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c94/8709859/273c189ffd8c/41598_2021_3993_Fig1_HTML.jpg

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