metaboprep: an R package for preanalysis data description and processing

被引:6
作者
Hughes, David A. [1 ,2 ]
Taylor, Kurt [1 ,2 ]
McBride, Nancy [1 ,2 ,3 ]
Lee, Matthew A. [1 ,2 ]
Mason, Dan [4 ]
Lawlor, Deborah A. [1 ,2 ,3 ]
Timpson, Nicholas J. [1 ,2 ]
Corbin, Laura J. [1 ,2 ]
机构
[1] Univ Bristol, MRC Integrat Epidemiol Unit, Bristol BS8 1TH, Avon, England
[2] Univ Bristol, Bristol Med Sch, Populat Hlth Sci, Bristol BS8 1TH, Avon, England
[3] Univ Bristol, NIHR Bristol Biomed Res Ctr, Bristol BS8 1TH, Avon, England
[4] Bradford Teaching Hosp NHS Fdn Trust, Bradford Inst Hlth Res, Bradford BD9 6RJ, W Yorkshire, England
基金
英国医学研究理事会; 欧洲研究理事会; 英国惠康基金;
关键词
QUALITY-CONTROL; METABOLOMICS;
D O I
10.1093/bioinformatics/btac059
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Metabolomics is an increasingly common part of health research and there is need for preanalytical data processing. Researchers typically need to characterize the data and to exclude errors within the context of the intended analysis. Whilst some preprocessing steps are common, there is currently a lack of standardization and reporting transparency for these procedures. Results: Here, we introduce metaboprep, a standardized data processing workflow to extract and characterize high quality metabolomics datasets. The package extracts data from preformed worksheets, provides summary statistics and enables the user to select samples and metabolites for their analysis based on a set of quality metrics. A report summarizing quality metrics and the influence of available batch variables on the data are generated for the purpose of open disclosure. Where possible, we provide users flexibility in defining their own selection thresholds.
引用
收藏
页码:1980 / 1987
页数:8
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