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PheMaDB:一种用于存储、检索和分析高通量表型数据的解决方案。

PheMaDB: a solution for storage, retrieval, and analysis of high throughput phenotype data.

机构信息

Biotechnology, The MITRE Corporation, McLean, VA, USA.

出版信息

BMC Bioinformatics. 2011 Apr 20;12:109. doi: 10.1186/1471-2105-12-109.

Abstract

BACKGROUND

OmniLog™ phenotype microarrays (PMs) have the capability to measure and compare the growth responses of biological samples upon exposure to hundreds of growth conditions such as different metabolites and antibiotics over a time course of hours to days. In order to manage the large amount of data produced from the OmniLog™ instrument, PheMaDB (Phenotype Microarray DataBase), a web-based relational database, was designed. PheMaDB enables efficient storage, retrieval and rapid analysis of the OmniLog™ PM data.

DESCRIPTION

PheMaDB allows the user to quickly identify records of interest for data analysis by filtering with a hierarchical ordering of Project, Strain, Phenotype, Replicate, and Temperature. PheMaDB then provides various statistical analysis options to identify specific growth pattern characteristics of the experimental strains, such as: outlier analysis, negative controls analysis (signal/background calibration), bar plots, pearson's correlation matrix, growth curve profile search, k-means clustering, and a heat map plot. This web-based database management system allows for both easy data sharing among multiple users and robust tools to phenotype organisms of interest.

CONCLUSIONS

PheMaDB is an open source system standardized for OmniLog™ PM data. PheMaDB could facilitate the banking and sharing of phenotype data. The source code is available for download at http://phemadb.sourceforge.net.

摘要

背景

OmniLog™ 表型微阵列 (PM) 具有测量和比较生物样本在暴露于数百种生长条件下(如不同代谢物和抗生素)的生长反应的能力,这些生长条件可以在数小时到数天的时间内进行测量。为了管理 OmniLog™ 仪器产生的大量数据,设计了基于网络的关系型数据库 PheMaDB(表型微阵列数据库)。PheMaDB 能够有效地存储、检索和快速分析 OmniLog™ PM 数据。

描述

PheMaDB 使用户能够通过按项目、菌株、表型、重复和温度的层次顺序进行过滤,快速识别出用于数据分析的感兴趣记录。PheMaDB 然后提供各种统计分析选项,以识别实验菌株的特定生长模式特征,例如:异常值分析、负对照分析(信号/背景校准)、条形图、皮尔逊相关矩阵、生长曲线轮廓搜索、K-均值聚类和热图绘制。这个基于网络的数据库管理系统允许多个用户轻松共享数据,并提供强大的工具来对感兴趣的生物进行表型分析。

结论

PheMaDB 是一个针对 OmniLog™ PM 数据的开源系统。PheMaDB 可以促进表型数据的存储和共享。源代码可在 http://phemadb.sourceforge.net 下载。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a3b1/3097161/ba6e325d4ef0/1471-2105-12-109-1.jpg

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