作者
Diana M Hendrickx, Huub CJ Hoefsloot, Margriet MWB Hendriks, André B Canelas, Age K Smilde
发表日期
2012/3/16
期刊
Analytica chimica acta
卷号
719
页码范围
8-15
出版商
Elsevier
简介
In many metabolomics applications there is a need to compare metabolite levels between different conditions, e.g., case versus control. There exist many statistical methods to perform such comparisons but only few of these explicitly take into account the fact that metabolites are connected in pathways or modules. Such a priori information on pathway structure can alleviate problems in, e.g., testing on individual metabolite level. In gene-expression analysis, Goeman's global test is used to this extent to determine whether a group of genes has a different expression pattern under changed conditions. We examined if this test can be generalized to metabolomics data. The goal is to determine if the behavior of a group of metabolites, belonging to the same pathway, is significantly related to a particular outcome of interest, e.g., case/control or environmental conditions. The results show that the global test can indeed be …
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DM Hendrickx, HCJ Hoefsloot, MMWB Hendriks… - Analytica chimica acta, 2012