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生物信息学资源管理器 v2.3:一个集成的系统生物学软件环境,具有 miRNA 和跨物种分析工具。

Bioinformatics Resource Manager v2.3: an integrated software environment for systems biology with microRNA and cross-species analysis tools.

机构信息

Computational Biology and Bioinformatics, Pacific Northwest National Laboratory, Richland, WA, USA.

出版信息

BMC Bioinformatics. 2012 Nov 23;13:311. doi: 10.1186/1471-2105-13-311.

Abstract

BACKGROUND

MicroRNAs (miRNAs) are noncoding RNAs that direct post-transcriptional regulation of protein coding genes. Recent studies have shown miRNAs are important for controlling many biological processes, including nervous system development, and are highly conserved across species. Given their importance, computational tools are necessary for analysis, interpretation and integration of high-throughput (HTP) miRNA data in an increasing number of model species. The Bioinformatics Resource Manager (BRM) v2.3 is a software environment for data management, mining, integration and functional annotation of HTP biological data. In this study, we report recent updates to BRM for miRNA data analysis and cross-species comparisons across datasets.

RESULTS

BRM v2.3 has the capability to query predicted miRNA targets from multiple databases, retrieve potential regulatory miRNAs for known genes, integrate experimentally derived miRNA and mRNA datasets, perform ortholog mapping across species, and retrieve annotation and cross-reference identifiers for an expanded number of species. Here we use BRM to show that developmental exposure of zebrafish to 30 uM nicotine from 6-48 hours post fertilization (hpf) results in behavioral hyperactivity in larval zebrafish and alteration of putative miRNA gene targets in whole embryos at developmental stages that encompass early neurogenesis. We show typical workflows for using BRM to integrate experimental zebrafish miRNA and mRNA microarray datasets with example retrievals for zebrafish, including pathway annotation and mapping to human ortholog. Functional analysis of differentially regulated (p<0.05) gene targets in BRM indicates that nicotine exposure disrupts genes involved in neurogenesis, possibly through misregulation of nicotine-sensitive miRNAs.

CONCLUSIONS

BRM provides the ability to mine complex data for identification of candidate miRNAs or pathways that drive phenotypic outcome and, therefore, is a useful hypothesis generation tool for systems biology. The miRNA workflow in BRM allows for efficient processing of multiple miRNA and mRNA datasets in a single software environment with the added capability to interact with public data sources and visual analytic tools for HTP data analysis at a systems level. BRM is developed using Java™ and other open-source technologies for free distribution (http://www.sysbio.org/dataresources/brm.stm).

摘要

背景

MicroRNAs(miRNAs)是一种非编码 RNA,可以指导蛋白质编码基因的转录后调控。最近的研究表明,miRNAs 对于控制许多生物过程非常重要,包括神经系统的发育,并且在物种之间高度保守。鉴于它们的重要性,计算工具对于分析、解释和整合越来越多的模型物种中的高通量(HTP)miRNA 数据是必要的。Bioinformatics Resource Manager(BRM)v2.3 是一个用于数据管理、挖掘、整合和 HTP 生物数据功能注释的软件环境。在这项研究中,我们报告了 BRM 的最新更新,用于 miRNA 数据分析和跨数据集的物种比较。

结果

BRM v2.3 具有从多个数据库查询预测的 miRNA 靶标、检索已知基因的潜在调节 miRNA、整合实验衍生的 miRNA 和 mRNA 数据集、在物种之间进行同源映射以及检索扩展数量物种的注释和交叉引用标识符的能力。在这里,我们使用 BRM 来展示,从受精后 6-48 小时(hpf)开始,斑马鱼暴露于 30μM 尼古丁会导致幼虫斑马鱼的行为过度活跃,并改变早期神经发生阶段的整个胚胎中假定的 miRNA 基因靶标。我们展示了使用 BRM 整合实验性斑马鱼 miRNA 和 mRNA 微阵列数据集的典型工作流程,并为斑马鱼提供了示例检索,包括途径注释和映射到人类同源物。BRM 中差异调节(p<0.05)基因靶标的功能分析表明,尼古丁暴露会破坏与神经发生有关的基因,可能是通过尼古丁敏感的 miRNA 的错误调节。

结论

BRM 提供了挖掘复杂数据以识别驱动表型结果的候选 miRNA 或途径的能力,因此是系统生物学中一种有用的假设生成工具。BRM 中的 miRNA 工作流程允许在单个软件环境中高效处理多个 miRNA 和 mRNA 数据集,并具有与公共数据源交互以及进行 HTP 数据分析的系统级可视分析工具的附加功能。BRM 是使用 Java™和其他开源技术免费分发的(http://www.sysbio.org/dataresources/brm.stm)。

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