metaboprep: an R package for preanalysis data description and processing

Author:

Hughes David A12,Taylor Kurt12,McBride Nancy123,Lee Matthew A12,Mason Dan4,Lawlor Deborah A123,Timpson Nicholas J12,Corbin Laura J12ORCID

Affiliation:

1. MRC Integrative Epidemiology Unit at the University of Bristol , Bristol BS8 1TH, UK

2. Population Health Science, Bristol Medical School, University of Bristol , Bristol BS8 1TH, UK

3. NIHR Bristol Biomedical Research Centre, University of Bristol , Bristol BS8 1TH, UK

4. Bradford Institute for Health Research, Bradford Teaching Hospitals NHS Foundation Trust , Bradford BD9 6RJ, UK

Abstract

Abstract 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. Availability and implementation metaboprep is an open-source R package available at https://github.com/MRCIEU/metaboprep. Supplementary information Supplementary data are available at Bioinformatics online.

Funder

Medical Research Council Integrative Epidemiology Unit

University of Bristol

UK Medical Research Council

British Heart Foundation Doctoral Training Program

National Institute for Health Research

Biomedical Centre at the University Hospitals Bristol NHS Foundation Trust

Wellcome Trust

Avon Longitudinal Study of Parents and Children

University of Bristol NIHR Biomedical Research Centre

MRC Integrative Epidemiology Unit

CRUK Integrative Cancer Epidemiology Programme

UK British Heart Foundation

National Institute of Health

European Research Council

British Heart Foundation Chair

National Institute of Health Research Senior Investigator

UK Economic and Social Science Research Council

British Heart Foundation

Publisher

Oxford University Press (OUP)

Subject

Computational Mathematics,Computational Theory and Mathematics,Computer Science Applications,Molecular Biology,Biochemistry,Statistics and Probability

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3