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利用曼特尔检验从代谢组学途径分析的功能结果中提取一致的生物学信息。

Extracting consistent biological information from functional results of metabolomic pathway analysis using the Mantel's test.

机构信息

Neonatal Research Group, Health Research Institute Hospital La Fe, Avda. Fernando Abril Martorell 106, 46026, Valencia, Spain.

Unidad de Hepatología Experimental y Trasplante Hepático, Health Research Institute Hospital La Fe, Avda. Fernando Abril Martorell 106, 46026, Valencia, Spain.

出版信息

Anal Chim Acta. 2021 Dec 1;1187:339173. doi: 10.1016/j.aca.2021.339173. Epub 2021 Oct 15.

Abstract

Extraction of meaningful biological information from the vast array of data that metabolomics analyses generate is a major challenge in the field. A variety of computational and visual tools that help to identify changes in metabolic pathways have been proposed including functional analysis and pathway analysis. Meta-analysis of metabolomic data has emerged as a powerful source of information. In this work, the applicability of the Mantel's test for the correlation of functional results from metabolic pathway analysis is shown using experimental and simulated data sets as evaluation examples. The statistical significance of the correlation coefficient can be assessed by permutation testing requiring practically no computation time. The use of the Mantel's test can assist the critical comparison of different phenotypes, studies, methods, platforms, or data preprocessing strategies, as well as help to identify inconsistencies between metabolomic study outcomes, making this algorithm attractive for data interpretation and meta-analysis on a routine basis.

摘要

从代谢组学分析产生的大量数据中提取有意义的生物学信息是该领域的主要挑战。已经提出了各种计算和可视化工具来帮助识别代谢途径中的变化,包括功能分析和途径分析。代谢组学数据的荟萃分析已经成为一种强大的信息来源。在这项工作中,使用实验和模拟数据集作为评估示例,展示了曼特尔检验在代谢途径分析的功能结果相关性中的适用性。通过置换检验可以评估相关系数的统计显著性,置换检验几乎不需要计算时间。曼特尔检验的使用可以帮助对不同表型、研究、方法、平台或数据预处理策略进行关键比较,还可以帮助识别代谢组学研究结果之间的不一致性,从而使该算法成为常规数据解释和荟萃分析的有吸引力的方法。

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