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Maui-VIA:一款用于气相色谱-质谱数据的可视化识别、对齐、校正和定量的用户友好型软件。

Maui-VIA: A User-Friendly Software for Visual Identification, Alignment, Correction, and Quantification of Gas Chromatography-Mass Spectrometry Data.

机构信息

Integrative Proteomics and Metabolomics, Berlin Institute of Health , Berlin , Germany.

Genome Informatics, Faculty of Technology, CeBiTec, Bielefeld University , Bielefeld , Germany.

出版信息

Front Bioeng Biotechnol. 2015 Jan 21;2:84. doi: 10.3389/fbioe.2014.00084. eCollection 2014.

Abstract

A current bottleneck in GC-MS metabolomics is the processing of raw machine data into a final datamatrix that contains the quantities of identified metabolites in each sample. While there are many bioinformatics tools available to aid the initial steps of the process, their use requires both significant technical expertise and a subsequent manual validation of identifications and alignments if high data quality is desired. The manual validation is tedious and time consuming, becoming prohibitively so as sample numbers increase. We have, therefore, developed Maui-VIA, a solution based on a visual interface that allows experts and non-experts to simultaneously and quickly process, inspect, and correct large numbers of GC-MS samples. It allows for the visual inspection of identifications and alignments, facilitating a unique and, due to its visualization and keyboard shortcuts, very fast interaction with the data. Therefore, Maui-Via fills an important niche by (1) providing functionality that optimizes the component of data processing that is currently most labor intensive to save time and (2) lowering the threshold of expertise required to process GC-MS data. Maui-VIA projects are initiated with baseline-corrected raw data, peaklists, and a database of metabolite spectra and retention indices used for identification. It provides functionality for retention index calculation, a targeted library search, the visual annotation, alignment, correction interface, and metabolite quantification, as well as the export of the final datamatrix. The high quality of data produced by Maui-VIA is illustrated by its comparison to data attained manually by an expert using vendor software on a previously published dataset concerning the response of Chlamydomonas reinhardtii to salt stress. In conclusion, Maui-VIA provides the opportunity for fast, confident, and high-quality data processing validation of large numbers of GC-MS samples by non-experts.

摘要

当前,GC-MS 代谢组学的一个瓶颈是将原始的机器数据处理为最终的数据矩阵,其中包含每个样品中鉴定出的代谢物的数量。虽然有许多生物信息学工具可用于辅助该过程的初始步骤,但如果需要高质量的数据,则使用这些工具需要大量的技术专业知识,并且需要对鉴定和对齐进行后续的手动验证。手动验证既繁琐又耗时,随着样本数量的增加,成本变得非常高昂。因此,我们开发了 Maui-VIA,这是一种基于可视化界面的解决方案,允许专家和非专家同时快速处理、检查和纠正大量的 GC-MS 样本。它允许对鉴定和对齐进行可视化检查,通过可视化和键盘快捷键,为用户提供独特的交互方式,从而非常快速地处理数据。因此,Maui-VIA 通过以下两种方式填补了一个重要的空白:(1) 提供功能,优化当前最耗费人力的数据处理部分,以节省时间;(2) 降低处理 GC-MS 数据所需的专业知识门槛。Maui-VIA 项目以基线校正后的原始数据、峰列表以及用于鉴定的代谢物光谱和保留指数数据库为起点。它提供了保留指数计算、靶向库搜索、可视化注释、对齐、校正接口以及代谢物定量等功能,以及最终数据矩阵的导出。通过与专家使用供应商软件对先前发表的关于盐胁迫下莱茵衣藻反应的数据集进行手动处理所获得的数据进行比较,说明了 Maui-VIA 生成的数据质量很高。总之,Maui-VIA 为非专家提供了快速、自信和高质量的大量 GC-MS 样本数据处理验证的机会。

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